Language Translation

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

Get the Data

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



In [2]:

    
%ls









    



dlnd_language_translation.ipynb  helper.py  problem_unittests.py  __pycache__/



In [3]:

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

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

Explore the Data

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



In [4]:

    
view_sentence_range = (0, 10)

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

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

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

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









    



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

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

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

Implement Preprocessing Function

Text to Word Ids

As you did with other RNNs, you must turn the text into a number so the computer can understand it. In the function text_to_ids(), you'll turn source_text and target_text from words to ids. However, you need to add the <EOS> word id at the end of 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 [5]:

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

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









    



Tests Passed

Preprocess all the data and save it

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



In [6]:

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

Check Point

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



In [7]:

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

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

Check the Version of TensorFlow and Access to GPU

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



In [8]:

    
"""
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'), 'Please use TensorFlow version 1.0 or newer'
print('TensorFlow Version: {}'.format(tf.__version__))

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









    



TensorFlow Version: 1.3.0
Default GPU Device: /gpu:0

Build the Neural Network

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

model_inputs
process_encoding_input
encoding_layer
decoding_layer_train
decoding_layer_infer
decoding_layer
seq2seq_model

Input

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

Input text placeholder named "input" using the TF Placeholder name parameter with rank 2.
Targets placeholder with rank 2.
Learning rate placeholder with rank 0.
Keep probability placeholder named "keep_prob" using the TF Placeholder name parameter with rank 0.

Return the placeholders in the following the tuple (Input, Targets, Learing Rate, Keep Probability)



In [9]:

    
def model_inputs():
    """
    Create TF Placeholders for input, targets, and learning rate.
    :return: Tuple (input, targets, learning rate, keep probability)
    """
    # TODO: Implement Function
    # The input are the embedded source text words converted to int ID. That is why the type is probablly float 
    # since it is going to be embedded
    # The rank is 2, meanng they have two dim, [t=batch, n=size], this means here should be 2D but with dynamic size.
    input = tf.placeholder(dtype=tf.int32, shape=[None, None], name='input') # rank 2 means 2 dimensional array or 2-d arr, tensor
    targets = tf.placeholder(dtype=tf.int32, shape=[None, None], name='targets') # rank 2
    learning_rate = tf.placeholder(dtype=tf.float32, shape=None, name='learning_rate') # rank 0
    keep_prob = tf.placeholder(dtype=tf.float32, shape=None, name='keep_prob') # rank 0
    return input, targets, learning_rate, keep_prob

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









    



ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n    "__main__", mod_spec)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/runpy.py", line 85, in _run_code\n    exec(code, run_globals)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n    app.launch_new_instance()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n    app.start()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n    ioloop.IOLoop.instance().start()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n    super(ZMQIOLoop, self).start()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n    handler_func(fd_obj, events)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n    self._handle_recv()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n    self._run_callback(callback, msg)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n    callback(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n    return self.dispatch_shell(stream, msg)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n    handler(stream, idents, msg)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n    user_expressions, allow_stdin)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n    res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2698, in run_cell\n    interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2808, in run_ast_nodes\n    if self.run_code(code, result):', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2862, in run_code\n    exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-9-48bc3edf87d3>", line 19, in <module>\n    tests.test_model_inputs(model_inputs)', 'File "/home/arasdar/arasdar-DL-git/tf-based/RNN/language-translation/problem_unittests.py", line 95, in test_model_inputs\n    assert tf.assert_rank(lr, 0, message=\'Learning Rate has wrong rank\')', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n    dynamic_condition, data, summarize)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n    return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 175, in wrapped\n    return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 144, in _add_should_use_warning\n    wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 101, in __init__\n    stack = [s.strip() for s in traceback.format_stack()]']
==================================
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_3/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n    "__main__", mod_spec)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/runpy.py", line 85, in _run_code\n    exec(code, run_globals)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n    app.launch_new_instance()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n    app.start()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n    ioloop.IOLoop.instance().start()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n    super(ZMQIOLoop, self).start()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n    handler_func(fd_obj, events)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n    self._handle_recv()', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n    self._run_callback(callback, msg)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n    callback(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n    return self.dispatch_shell(stream, msg)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n    handler(stream, idents, msg)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n    user_expressions, allow_stdin)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n    res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2698, in run_cell\n    interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2808, in run_ast_nodes\n    if self.run_code(code, result):', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2862, in run_code\n    exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-9-48bc3edf87d3>", line 19, in <module>\n    tests.test_model_inputs(model_inputs)', 'File "/home/arasdar/arasdar-DL-git/tf-based/RNN/language-translation/problem_unittests.py", line 96, in test_model_inputs\n    assert tf.assert_rank(keep_prob, 0, message=\'Keep Probability has wrong rank\')', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n    dynamic_condition, data, summarize)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n    return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 175, in wrapped\n    return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 144, in _add_should_use_warning\n    wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/arasdar/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 101, in __init__\n    stack = [s.strip() for s in traceback.format_stack()]']
==================================
Tests Passed

Process Decoding Input

Implement process_decoding_input using TensorFlow to remove the last word id from each batch in target_data and concat the GO ID to the begining of each batch.



In [10]:

    
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
    # Process the input we'll feed to the decoder
    ending = tf.strided_slice(input_=target_data, begin=[0, 0], end=[batch_size, -1], strides=[1, 1])
    dec_input = tf.concat(values=[tf.fill([batch_size, 1], target_vocab_to_int['<GO>']), ending], axis=1, name='concat')
    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

Encoding

Implement encoding_layer() to create a Encoder RNN layer using tf.nn.dynamic_rnn().



In [11]:

    
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
    """
    # TODO: Implement Function

    # Building basic LSTM cell wit the RNN size/width - width of the network
    lstm = tf.contrib.rnn.BasicLSTMCell(rnn_size)
    
    # Adding dropout using keep prob and the lstm cells
    dropout = tf.contrib.rnn.DropoutWrapper(lstm, output_keep_prob=keep_prob)

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

    return enc_state

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









    



---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-11-b1a196bee7e3> in <module>()
     25 DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
     26 """
---> 27 tests.test_encoding_layer(encoding_layer)

~/arasdar-DL-git/tf-based/RNN/language-translation/problem_unittests.py in test_encoding_layer(encoding_layer)
    107         rnn_inputs = tf.placeholder(tf.float32, [batch_size, 22, 1000])
    108         keep_prob = tf.placeholder(tf.float32)
--> 109         states = encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob)
    110 
    111         assert len(states) == num_layers,\

<ipython-input-11-b1a196bee7e3> in encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob)
     18     # Encoder
     19     enc_cell = tf.contrib.rnn.MultiRNNCell([dropout] * num_layers)
---> 20     _, enc_state = tf.nn.dynamic_rnn(enc_cell, rnn_inputs, dtype=tf.float32)
     21 
     22     return enc_state

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn.py in dynamic_rnn(cell, inputs, sequence_length, initial_state, dtype, parallel_iterations, swap_memory, time_major, scope)
    596         swap_memory=swap_memory,
    597         sequence_length=sequence_length,
--> 598         dtype=dtype)
    599 
    600     # Outputs of _dynamic_rnn_loop are always shaped [time, batch, depth].

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn.py in _dynamic_rnn_loop(cell, inputs, initial_state, parallel_iterations, swap_memory, sequence_length, dtype)
    759       loop_vars=(time, output_ta, state),
    760       parallel_iterations=parallel_iterations,
--> 761       swap_memory=swap_memory)
    762 
    763   # Unpack final output if not using output tuples.

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py in while_loop(cond, body, loop_vars, shape_invariants, parallel_iterations, back_prop, swap_memory, name)
   2773     context = WhileContext(parallel_iterations, back_prop, swap_memory, name)
   2774     ops.add_to_collection(ops.GraphKeys.WHILE_CONTEXT, context)
-> 2775     result = context.BuildLoop(cond, body, loop_vars, shape_invariants)
   2776     return result
   2777 

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py in BuildLoop(self, pred, body, loop_vars, shape_invariants)
   2602       self.Enter()
   2603       original_body_result, exit_vars = self._BuildLoop(
-> 2604           pred, body, original_loop_vars, loop_vars, shape_invariants)
   2605     finally:
   2606       self.Exit()

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py in _BuildLoop(self, pred, body, original_loop_vars, loop_vars, shape_invariants)
   2552         structure=original_loop_vars,
   2553         flat_sequence=vars_for_body_with_tensor_arrays)
-> 2554     body_result = body(*packed_vars_for_body)
   2555     if not nest.is_sequence(body_result):
   2556       body_result = [body_result]

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn.py in _time_step(time, output_ta_t, state)
    744           skip_conditionals=True)
    745     else:
--> 746       (output, new_state) = call_cell()
    747 
    748     # Pack state if using state tuples

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn.py in <lambda>()
    730 
    731     input_t = nest.pack_sequence_as(structure=inputs, flat_sequence=input_t)
--> 732     call_cell = lambda: cell(input_t, state)
    733 
    734     if sequence_length is not None:

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in __call__(self, inputs, state, scope)
    178       with vs.variable_scope(vs.get_variable_scope(),
    179                              custom_getter=self._rnn_get_variable):
--> 180         return super(RNNCell, self).__call__(inputs, state)
    181 
    182   def _rnn_get_variable(self, getter, *args, **kwargs):

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/layers/base.py in __call__(self, inputs, *args, **kwargs)
    448         # Check input assumptions set after layer building, e.g. input shape.
    449         self._assert_input_compatibility(inputs)
--> 450         outputs = self.call(inputs, *args, **kwargs)
    451 
    452         # Apply activity regularization.

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in call(self, inputs, state)
    936                                       [-1, cell.state_size])
    937           cur_state_pos += cell.state_size
--> 938         cur_inp, new_state = cell(cur_inp, cur_state)
    939         new_states.append(new_state)
    940 

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in __call__(self, inputs, state, scope)
    772                              self._recurrent_input_noise,
    773                              self._input_keep_prob)
--> 774     output, new_state = self._cell(inputs, state, scope)
    775     if _should_dropout(self._state_keep_prob):
    776       new_state = self._dropout(new_state, "state",

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in __call__(self, inputs, state, scope)
    178       with vs.variable_scope(vs.get_variable_scope(),
    179                              custom_getter=self._rnn_get_variable):
--> 180         return super(RNNCell, self).__call__(inputs, state)
    181 
    182   def _rnn_get_variable(self, getter, *args, **kwargs):

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/layers/base.py in __call__(self, inputs, *args, **kwargs)
    448         # Check input assumptions set after layer building, e.g. input shape.
    449         self._assert_input_compatibility(inputs)
--> 450         outputs = self.call(inputs, *args, **kwargs)
    451 
    452         # Apply activity regularization.

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in call(self, inputs, state)
    399       c, h = array_ops.split(value=state, num_or_size_splits=2, axis=1)
    400 
--> 401     concat = _linear([inputs, h], 4 * self._num_units, True)
    402 
    403     # i = input_gate, j = new_input, f = forget_gate, o = output_gate

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in _linear(args, output_size, bias, bias_initializer, kernel_initializer)
   1037         _WEIGHTS_VARIABLE_NAME, [total_arg_size, output_size],
   1038         dtype=dtype,
-> 1039         initializer=kernel_initializer)
   1040     if len(args) == 1:
   1041       res = math_ops.matmul(args[0], weights)

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/variable_scope.py in get_variable(name, shape, dtype, initializer, regularizer, trainable, collections, caching_device, partitioner, validate_shape, use_resource, custom_getter)
   1063       collections=collections, caching_device=caching_device,
   1064       partitioner=partitioner, validate_shape=validate_shape,
-> 1065       use_resource=use_resource, custom_getter=custom_getter)
   1066 get_variable_or_local_docstring = (
   1067     """%s

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/variable_scope.py in get_variable(self, var_store, name, shape, dtype, initializer, regularizer, reuse, trainable, collections, caching_device, partitioner, validate_shape, use_resource, custom_getter)
    960           collections=collections, caching_device=caching_device,
    961           partitioner=partitioner, validate_shape=validate_shape,
--> 962           use_resource=use_resource, custom_getter=custom_getter)
    963 
    964   def _get_partitioned_variable(self,

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/variable_scope.py in get_variable(self, name, shape, dtype, initializer, regularizer, reuse, trainable, collections, caching_device, partitioner, validate_shape, use_resource, custom_getter)
    358           reuse=reuse, trainable=trainable, collections=collections,
    359           caching_device=caching_device, partitioner=partitioner,
--> 360           validate_shape=validate_shape, use_resource=use_resource)
    361     else:
    362       return _true_getter(

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/variable_scope.py in wrapped_custom_getter(getter, *args, **kwargs)
   1403     return custom_getter(
   1404         functools.partial(old_getter, getter),
-> 1405         *args, **kwargs)
   1406   return wrapped_custom_getter
   1407 

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in _rnn_get_variable(self, getter, *args, **kwargs)
    181 
    182   def _rnn_get_variable(self, getter, *args, **kwargs):
--> 183     variable = getter(*args, **kwargs)
    184     trainable = (variable in tf_variables.trainable_variables() or
    185                  (isinstance(variable, tf_variables.PartitionedVariable) and

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/rnn_cell_impl.py in _rnn_get_variable(self, getter, *args, **kwargs)
    181 
    182   def _rnn_get_variable(self, getter, *args, **kwargs):
--> 183     variable = getter(*args, **kwargs)
    184     trainable = (variable in tf_variables.trainable_variables() or
    185                  (isinstance(variable, tf_variables.PartitionedVariable) and

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/variable_scope.py in _true_getter(name, shape, dtype, initializer, regularizer, reuse, trainable, collections, caching_device, partitioner, validate_shape, use_resource)
    350           trainable=trainable, collections=collections,
    351           caching_device=caching_device, validate_shape=validate_shape,
--> 352           use_resource=use_resource)
    353 
    354     if custom_getter is not None:

~/anaconda3/envs/tensorflow/lib/python3.6/site-packages/tensorflow/python/ops/variable_scope.py in _get_single_variable(self, name, shape, dtype, initializer, regularizer, partition_info, reuse, trainable, collections, caching_device, validate_shape, use_resource)
    667         raise ValueError("Trying to share variable %s, but specified shape %s"
    668                          " and found shape %s." % (name, shape,
--> 669                                                    found_var.get_shape()))
    670       if not dtype.is_compatible_with(found_var.dtype):
    671         dtype_str = dtype.name

ValueError: Trying to share variable rnn/multi_rnn_cell/cell_0/basic_lstm_cell/kernel, but specified shape (1024, 2048) and found shape (1512, 2048).

Decoding - Training

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

    #     # Encoding layer 
    #         # Building basic LSTM cell wit the RNN size/width - width of the network
    #     lstm = tf.contrib.rnn.BasicLSTMCell(rnn_size)

    #     # Adding dropout using keep prob and the lstm cells
    #     dropout = tf.contrib.rnn.DropoutWrapper(lstm, output_keep_prob=keep_prob)

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

    # Decoding layer
    #     with tf.variable_scope("decoding") as decoding_scope:
    
    # Adding Dropout prob/ Keep_prob to the decoder cells: This is the DropoutWrapper for RNN (NOT CNN).
    # Dropout is applied to avoid overfitting which might happen due to the lack data comptared to the number of parameters in the network
    # Number of parameters inside the NN is more than the data size itself and that is why overfitting might happen.
    # Dropout is then applied as one regularization technique to avoid overfitting and make the network regular (regularizing the net).
    # tf.contrib.rnn.DropoutWrapper(cell, input_keep_prob=1.0, output_keep_prob=1.0, seed=None)
    dec_cell_with_dropout = tf.contrib.rnn.DropoutWrapper(cell=dec_cell, output_keep_prob=keep_prob)
    # Training Decoder
    # tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state, name=None)
    train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state=encoder_state, name=None)

    # tf.contrib.seq2seq.dynamic_rnn_decoder-- Question: static_rnn_decoder?
    # tf.contrib.dynamic_rnn: This one was use simply for one sequence learning & generation (unsupervised) such as tv script generation project.
    # tf.contrib.seq2seq.dynamic_rnn_decoder(cell, decoder_fn, inputs=None, sequence_length=None, 
    # parallel_iterations=None, swap_memory=False, time_major=False, scope=None, name=None)
    train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(cell=dec_cell_with_dropout, 
                                                              decoder_fn=train_decoder_fn, 
                                                              inputs=dec_embed_input, 
                                                              sequence_length=sequence_length, 
                                                              scope=decoding_scope, name=None)

    # Apply output function: This is the Fully Connected (FC) layer very much like/similar to the CNN
    train_logits =  output_fn(train_pred)

    return train_logits


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









    



Tests Passed

Decoding - Inference

Create inference 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: Maximum length of 
    :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
    """
    # TODO: Implement Function
    
    ###########################################         Encoding layer
    #     #         # Building basic LSTM cell wit the RNN size/width - width of the network
    #     #     lstm = tf.contrib.rnn.BasicLSTMCell(rnn_size)

    #     #     # Adding dropout using keep prob and the lstm cells
    #     #     dropout = tf.contrib.rnn.DropoutWrapper(lstm, output_keep_prob=keep_prob)

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

    #####################################     Decoding layer training
    #     #     with tf.variable_scope("decoding") as decoding_scope:

    #     # Adding Dropout prob/ Keep_prob to the decoder cells: This is the DropoutWrapper for RNN (NOT CNN).
    #     # Dropout is applied to avoid overfitting which might happen due to the lack data comptared to the number of parameters in the network
    #     # Number of parameters inside the NN is more than the data size itself and that is why overfitting might happen.
    #     # Dropout is then applied as one regularization technique to avoid overfitting and make the network regular (regularizing the net).
    #     # tf.contrib.rnn.DropoutWrapper(cell, input_keep_prob=1.0, output_keep_prob=1.0, seed=None)
    #     dec_cell_with_dropout = tf.contrib.rnn.DropoutWrapper(cell=dec_cell, output_keep_prob=keep_prob)
    #     # Training Decoder
    #     # tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state, name=None)
    #     train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state=encoder_state, name=None)

    #     # tf.contrib.seq2seq.dynamic_rnn_decoder-- Question: static_rnn_decoder?
    #     # tf.contrib.dynamic_rnn: This one was use simply for one sequence learning & generation (unsupervised) such as tv script generation project.
    #     # tf.contrib.seq2seq.dynamic_rnn_decoder(cell, decoder_fn, inputs=None, sequence_length=None, 
    #     # parallel_iterations=None, swap_memory=False, time_major=False, scope=None, name=None)
    #     train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(cell=dec_cell_with_dropout, 
    #                                                               decoder_fn=train_decoder_fn, 
    #                                                               inputs=dec_embed_input, 
    #                                                               sequence_length=sequence_length, 
    #                                                               scope=decoding_scope, name=None)

    #     # Apply output function: This is the Fully Connected (FC) layer very much like/similar to the CNN
    #     train_logits =  output_fn(train_pred)

    ######################################## Decoding layer inference
    #     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):

    # with tf.variable_scope("decoding", reuse=True) as decoding_scope:
    # Inference Decoder
    # tf.contrib.seq2seq.simple_decoder_fn_inference()
    # tf.contrib.seq2seq.simple_decoder_fn_inference(output_fn, encoder_state, embeddings, 
    # start_of_sequence_id, end_of_sequence_id, maximum_length, num_decoder_symbols, dtype=tf.int32, name=None)
    infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
            output_fn=output_fn, encoder_state=encoder_state, embeddings=dec_embeddings, 
            start_of_sequence_id=start_of_sequence_id, end_of_sequence_id=end_of_sequence_id, 
            maximum_length=maximum_length, num_decoder_symbols=vocab_size, dtype=tf.int32, name=None)
        
    # Adding dropout/keep prob to the decoder using DropoutWrapper function/fn
    dec_cell_with_dropout = tf.contrib.rnn.DropoutWrapper(cell=dec_cell, output_keep_prob=keep_prob)
    
    # tf.contrib.seq2seq.dynamic_rnn_decoder: dynamic/static, rnn/cnn (NOT ANN=FCN), decoder/encoder
    inference_logits, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(cell=dec_cell_with_dropout, 
                                                                    decoder_fn=infer_decoder_fn, 
                                                                        scope=decoding_scope)
    
    return inference_logits


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









    



Tests Passed

Build the Decoding Layer

Implement decoding_layer() to create a Decoder RNN layer.

Create RNN cell for decoding using rnn_size and num_layers.
Create the output fuction using lambda to transform it's input, logits, to class logits.
Use the your decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope, output_fn, keep_prob) function to get the training logits.
Use your decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id, 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

    ##################### 1.  Decoder Embedding: already GIVEN as an argument with input tuple to the function
    #     target_vocab_size = len(target_letter_to_int)
    #     dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))
    #     dec_embed_input = tf.nn.embedding_looktf.contrib.rnn.BasicLSTMCell(rnn_size)up(dec_embeddings, dec_input)

    ##################### 2. Create RNN decoder using RNN-LSTM and number of layer/num_layer
    # Since we have to use dropout/keep probability (keep_prob), we should go with basicLSTM, dropout and MulticellRNN
    # First- Basic LSTM Cell initializing/initialization.
    # __init__(num_units, forget_bias=1.0, input_size=None, state_is_tuple=True, activation=tf.tanh)
    lstm = tf.contrib.rnn.BasicLSTMCell(num_units=rnn_size, input_size=None) # num_units or input_size??
    #         Adding dropout/keep prob to the lstm cells # NOT needed it is already added.
    #         dropout = tf.contrib.rnn.DropoutWrapper(cell=lstm, output_keep_prob=keep_prob)
    # Decoder RNNs
    dec_cell = tf.contrib.rnn.MultiRNNCell([lstm] * num_layers) # (width=number of units/cells/memory cells) * (depth=number of layers)

    # Using tf.variable_scope to share the variables between 
    # training (refering to the training data) and inference (the actual function inference/approximation)
    with tf.variable_scope("decoding") as decoding_scope:
        
        # Output Layer: Creating output layer/function/out_fn for mapping/transforming from input/logits to the classes (classification/discreet using one-hot encoding)
        # tf.contrib.layers.fully_connected(args, *kwargs)-arguments, kw arguments
        # output_fn = lambda x: tf.contrib.layers.fully_connected(x, target_vocab_size, None, scope=decoding_scope)
        # If activation fn/func/function is set to None or skipped, will be set to LU/linear unit as default.
        output_fn = lambda x: tf.contrib.layers.fully_connected(inputs=x, num_outputs=vocab_size, activation_fn=None, 
                                                            scope=decoding_scope)
    #     with tf.variable_scope("decoding") as decoding_scope: 
        #################### 3. Using the decoding layer train to get the train logits
        #Create RNN cell for decoding using rnn_size and num_layers. --Done
        #Create the output fuction using lambda to transform it's input, logits, to class logits. -- Done
        #Use the the already implemented function 
        train_logits = decoding_layer_train(encoder_state=encoder_state, dec_cell=dec_cell, 
                                        dec_embed_input=dec_embed_input, sequence_length=sequence_length, 
                                        decoding_scope=decoding_scope, output_fn=output_fn, keep_prob=keep_prob) 
        #function to get the training logits as the its output.
    

    with tf.variable_scope("decoding", reuse=True) as decoding_scope:
        ################### 4. Use the already implemented decoding inference
        infer_logits = decoding_layer_infer(encoder_state=encoder_state, dec_cell=dec_cell, 
                                            dec_embeddings=dec_embeddings, 
                                            start_of_sequence_id=target_vocab_to_int['<GO>'], 
                                            end_of_sequence_id=target_vocab_to_int['<EOS>'],
                                            maximum_length=sequence_length, 
                                            vocab_size=vocab_size, decoding_scope=decoding_scope, 
                                            output_fn=output_fn, keep_prob=keep_prob) 
        # function to get the inference logits as the output
    
    return train_logits, infer_logits


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









    



Tests Passed

Build the Neural Network

Apply the functions you implemented above to:

Apply embedding to the input data for the encoder.
Encode the input using your encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob).
Process target data using your process_encoding_input(target_data, target_vocab_to_int, batch_size) function.
Apply embedding to the target data for the decoder.
Decode the encoded input using your 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)
    """
    # TODO: Implement Function
    # Apply the implemented functions to build a seq2seq model/network:
    # 1. Apply embedding to the input data for the encoder.
    encode_embed_input = tf.contrib.layers.embed_sequence(ids=input_data, vocab_size=source_vocab_size, 
                                                       embed_dim=enc_embedding_size)

    # 2. Encode the input using the implemented encoding_layer function
    encode_state = encoding_layer(rnn_inputs=encode_embed_input, rnn_size=rnn_size, num_layers=num_layers, 
                                  keep_prob=keep_prob)
    
    # BE CAREFULL ABOUT THIS FUNCTION!
    # 3. Process target data using the process_encoding_input() -- ERROR decoding NOT encoding
    decode_input = process_decoding_input(target_data=target_data, target_vocab_to_int=target_vocab_to_int, 
                                          batch_size=batch_size) #function.
    #decode_embed_input = tf.contrib.layers.embed_sequence(ids=decode_input, vocab_size=target_vocab_size, embed_dim=dec_embedding_size)
    #target_vocab_size = len(target_letter_to_int)
    # Decoder Embedding
    dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, dec_embedding_size]))
    dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, decode_input)


    
    
    # 4. Apply embedding to the target data for the decoder.
    decode_embed_target = tf.contrib.layers.embed_sequence(ids=target_data, vocab_size=target_vocab_size, embed_dim=dec_embedding_size)
    
    # 5. Decode the encoded input using decoding layer function. 
    train_logits, infer_logits = decoding_layer(dec_embed_input=dec_embed_input, dec_embeddings=dec_embeddings, 
                                                encoder_state=encode_state, vocab_size=target_vocab_size, 
                                                sequence_length=sequence_length, rnn_size=rnn_size, num_layers=num_layers, 
                                                target_vocab_to_int=target_vocab_to_int, keep_prob=keep_prob)
    return train_logits, infer_logits


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









    



Tests Passed

Neural Network Training

Hyperparameters

Tune the following parameters:

Set epochs to the number of epochs.
Set batch_size to the batch size.
Set rnn_size to the size of the RNNs.
Set num_layers to the number of layers.
Set encoding_embedding_size to the size of the embedding for the encoder.
Set decoding_embedding_size to the size of the embedding for the decoder.
Set learning_rate to the learning rate.
Set keep_probability to the Dropout keep probability



In [22]:

    
# Number of Epochs
epochs = 60
# Batch Size
batch_size = 256
# RNN Size
rnn_size = 50
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 20
decoding_embedding_size = 20
# Learning Rate
learning_rate = 0.01
# Dropout Keep Probability
keep_probability = 50

Build the Graph

Build the graph using the neural network you implemented.



In [23]:

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

train_graph = tf.Graph()
with train_graph.as_default():
    input_data, targets, lr, keep_prob = model_inputs()
    sequence_length = tf.placeholder_with_default(max_target_sentence_length, None, name='sequence_length')
    input_shape = tf.shape(input_data)
    
    train_logits, inference_logits = seq2seq_model(
        tf.reverse(input_data, [-1]), targets, keep_prob, batch_size, 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)

Train

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



In [24]:

    
"""
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_batch,
            [(0,0),(0,max_seq - target_batch.shape[1]), (0,0)],
            'constant')
    if max_seq - batch_train_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:  0.234, Validation Accuracy:  0.316, Loss:  5.887
Epoch   0 Batch    1/538 - Train Accuracy:  0.231, Validation Accuracy:  0.316, Loss:  5.658
Epoch   0 Batch    2/538 - Train Accuracy:  0.252, Validation Accuracy:  0.316, Loss:  5.261
Epoch   0 Batch    3/538 - Train Accuracy:  0.229, Validation Accuracy:  0.316, Loss:  4.912
Epoch   0 Batch    4/538 - Train Accuracy:  0.237, Validation Accuracy:  0.316, Loss:  4.480
Epoch   0 Batch    5/538 - Train Accuracy:  0.263, Validation Accuracy:  0.316, Loss:  4.065
Epoch   0 Batch    6/538 - Train Accuracy:  0.268, Validation Accuracy:  0.316, Loss:  3.790
Epoch   0 Batch    7/538 - Train Accuracy:  0.276, Validation Accuracy:  0.345, Loss:  3.722
Epoch   0 Batch    8/538 - Train Accuracy:  0.278, Validation Accuracy:  0.346, Loss:  3.619
Epoch   0 Batch    9/538 - Train Accuracy:  0.278, Validation Accuracy:  0.346, Loss:  3.554
Epoch   0 Batch   10/538 - Train Accuracy:  0.258, Validation Accuracy:  0.346, Loss:  3.572
Epoch   0 Batch   11/538 - Train Accuracy:  0.271, Validation Accuracy:  0.346, Loss:  3.493
Epoch   0 Batch   12/538 - Train Accuracy:  0.266, Validation Accuracy:  0.346, Loss:  3.498
Epoch   0 Batch   13/538 - Train Accuracy:  0.319, Validation Accuracy:  0.347, Loss:  3.241
Epoch   0 Batch   14/538 - Train Accuracy:  0.274, Validation Accuracy:  0.347, Loss:  3.341
Epoch   0 Batch   15/538 - Train Accuracy:  0.320, Validation Accuracy:  0.347, Loss:  3.191
Epoch   0 Batch   16/538 - Train Accuracy:  0.300, Validation Accuracy:  0.346, Loss:  3.171
Epoch   0 Batch   17/538 - Train Accuracy:  0.284, Validation Accuracy:  0.346, Loss:  3.261
Epoch   0 Batch   18/538 - Train Accuracy:  0.272, Validation Accuracy:  0.347, Loss:  3.264
Epoch   0 Batch   19/538 - Train Accuracy:  0.272, Validation Accuracy:  0.347, Loss:  3.263
Epoch   0 Batch   20/538 - Train Accuracy:  0.324, Validation Accuracy:  0.369, Loss:  3.090
Epoch   0 Batch   21/538 - Train Accuracy:  0.262, Validation Accuracy:  0.374, Loss:  3.298
Epoch   0 Batch   22/538 - Train Accuracy:  0.311, Validation Accuracy:  0.375, Loss:  3.125
Epoch   0 Batch   23/538 - Train Accuracy:  0.312, Validation Accuracy:  0.372, Loss:  3.096
Epoch   0 Batch   24/538 - Train Accuracy:  0.330, Validation Accuracy:  0.375, Loss:  3.018
Epoch   0 Batch   25/538 - Train Accuracy:  0.318, Validation Accuracy:  0.379, Loss:  3.041
Epoch   0 Batch   26/538 - Train Accuracy:  0.316, Validation Accuracy:  0.380, Loss:  3.060
Epoch   0 Batch   27/538 - Train Accuracy:  0.322, Validation Accuracy:  0.382, Loss:  3.017
Epoch   0 Batch   28/538 - Train Accuracy:  0.395, Validation Accuracy:  0.395, Loss:  2.762
Epoch   0 Batch   29/538 - Train Accuracy:  0.360, Validation Accuracy:  0.395, Loss:  2.887
Epoch   0 Batch   30/538 - Train Accuracy:  0.328, Validation Accuracy:  0.390, Loss:  3.009
Epoch   0 Batch   31/538 - Train Accuracy:  0.374, Validation Accuracy:  0.406, Loss:  2.836
Epoch   0 Batch   32/538 - Train Accuracy:  0.364, Validation Accuracy:  0.411, Loss:  2.865
Epoch   0 Batch   33/538 - Train Accuracy:  0.383, Validation Accuracy:  0.422, Loss:  2.807
Epoch   0 Batch   34/538 - Train Accuracy:  0.361, Validation Accuracy:  0.415, Loss:  2.885
Epoch   0 Batch   35/538 - Train Accuracy:  0.359, Validation Accuracy:  0.431, Loss:  2.884
Epoch   0 Batch   36/538 - Train Accuracy:  0.398, Validation Accuracy:  0.432, Loss:  2.724
Epoch   0 Batch   37/538 - Train Accuracy:  0.372, Validation Accuracy:  0.430, Loss:  2.796
Epoch   0 Batch   38/538 - Train Accuracy:  0.359, Validation Accuracy:  0.434, Loss:  2.830
Epoch   0 Batch   39/538 - Train Accuracy:  0.368, Validation Accuracy:  0.434, Loss:  2.793
Epoch   0 Batch   40/538 - Train Accuracy:  0.433, Validation Accuracy:  0.439, Loss:  2.534
Epoch   0 Batch   41/538 - Train Accuracy:  0.378, Validation Accuracy:  0.441, Loss:  2.746
Epoch   0 Batch   42/538 - Train Accuracy:  0.380, Validation Accuracy:  0.440, Loss:  2.699
Epoch   0 Batch   43/538 - Train Accuracy:  0.388, Validation Accuracy:  0.440, Loss:  2.707
Epoch   0 Batch   44/538 - Train Accuracy:  0.378, Validation Accuracy:  0.441, Loss:  2.739
Epoch   0 Batch   45/538 - Train Accuracy:  0.420, Validation Accuracy:  0.447, Loss:  2.563
Epoch   0 Batch   46/538 - Train Accuracy:  0.390, Validation Accuracy:  0.449, Loss:  2.657
Epoch   0 Batch   47/538 - Train Accuracy:  0.425, Validation Accuracy:  0.455, Loss:  2.541
Epoch   0 Batch   48/538 - Train Accuracy:  0.434, Validation Accuracy:  0.455, Loss:  2.494
Epoch   0 Batch   49/538 - Train Accuracy:  0.379, Validation Accuracy:  0.453, Loss:  2.691
Epoch   0 Batch   50/538 - Train Accuracy:  0.413, Validation Accuracy:  0.460, Loss:  2.570
Epoch   0 Batch   51/538 - Train Accuracy:  0.345, Validation Accuracy:  0.460, Loss:  2.788
Epoch   0 Batch   52/538 - Train Accuracy:  0.409, Validation Accuracy:  0.456, Loss:  2.549
Epoch   0 Batch   53/538 - Train Accuracy:  0.454, Validation Accuracy:  0.462, Loss:  2.381
Epoch   0 Batch   54/538 - Train Accuracy:  0.420, Validation Accuracy:  0.468, Loss:  2.537
Epoch   0 Batch   55/538 - Train Accuracy:  0.395, Validation Accuracy:  0.469, Loss:  2.555
Epoch   0 Batch   56/538 - Train Accuracy:  0.434, Validation Accuracy:  0.474, Loss:  2.451
Epoch   0 Batch   57/538 - Train Accuracy:  0.396, Validation Accuracy:  0.477, Loss:  2.573
Epoch   0 Batch   58/538 - Train Accuracy:  0.387, Validation Accuracy:  0.475, Loss:  2.552
Epoch   0 Batch   59/538 - Train Accuracy:  0.407, Validation Accuracy:  0.477, Loss:  2.495
Epoch   0 Batch   60/538 - Train Accuracy:  0.424, Validation Accuracy:  0.483, Loss:  2.463
Epoch   0 Batch   61/538 - Train Accuracy:  0.437, Validation Accuracy:  0.488, Loss:  2.422
Epoch   0 Batch   62/538 - Train Accuracy:  0.421, Validation Accuracy:  0.476, Loss:  2.385
Epoch   0 Batch   63/538 - Train Accuracy:  0.461, Validation Accuracy:  0.488, Loss:  2.301
Epoch   0 Batch   64/538 - Train Accuracy:  0.446, Validation Accuracy:  0.482, Loss:  2.296
Epoch   0 Batch   65/538 - Train Accuracy:  0.404, Validation Accuracy:  0.478, Loss:  2.432
Epoch   0 Batch   66/538 - Train Accuracy:  0.442, Validation Accuracy:  0.472, Loss:  2.265
Epoch   0 Batch   67/538 - Train Accuracy:  0.398, Validation Accuracy:  0.458, Loss:  2.344
Epoch   0 Batch   68/538 - Train Accuracy:  0.452, Validation Accuracy:  0.474, Loss:  2.306
Epoch   0 Batch   69/538 - Train Accuracy:  0.424, Validation Accuracy:  0.486, Loss:  2.403
Epoch   0 Batch   70/538 - Train Accuracy:  0.427, Validation Accuracy:  0.469, Loss:  2.246
Epoch   0 Batch   71/538 - Train Accuracy:  0.438, Validation Accuracy:  0.495, Loss:  2.328
Epoch   0 Batch   72/538 - Train Accuracy:  0.466, Validation Accuracy:  0.490, Loss:  2.192
Epoch   0 Batch   73/538 - Train Accuracy:  0.412, Validation Accuracy:  0.480, Loss:  2.311
Epoch   0 Batch   74/538 - Train Accuracy:  0.454, Validation Accuracy:  0.488, Loss:  2.216
Epoch   0 Batch   75/538 - Train Accuracy:  0.471, Validation Accuracy:  0.490, Loss:  2.164
Epoch   0 Batch   76/538 - Train Accuracy:  0.424, Validation Accuracy:  0.486, Loss:  2.326
Epoch   0 Batch   77/538 - Train Accuracy:  0.419, Validation Accuracy:  0.489, Loss:  2.249
Epoch   0 Batch   78/538 - Train Accuracy:  0.464, Validation Accuracy:  0.499, Loss:  2.176
Epoch   0 Batch   79/538 - Train Accuracy:  0.461, Validation Accuracy:  0.499, Loss:  2.133
Epoch   0 Batch   80/538 - Train Accuracy:  0.431, Validation Accuracy:  0.496, Loss:  2.232
Epoch   0 Batch   81/538 - Train Accuracy:  0.440, Validation Accuracy:  0.503, Loss:  2.227
Epoch   0 Batch   82/538 - Train Accuracy:  0.443, Validation Accuracy:  0.495, Loss:  2.152
Epoch   0 Batch   83/538 - Train Accuracy:  0.427, Validation Accuracy:  0.491, Loss:  2.197
Epoch   0 Batch   84/538 - Train Accuracy:  0.453, Validation Accuracy:  0.490, Loss:  2.073
Epoch   0 Batch   85/538 - Train Accuracy:  0.453, Validation Accuracy:  0.480, Loss:  2.002
Epoch   0 Batch   86/538 - Train Accuracy:  0.431, Validation Accuracy:  0.486, Loss:  2.169
Epoch   0 Batch   87/538 - Train Accuracy:  0.421, Validation Accuracy:  0.479, Loss:  2.088
Epoch   0 Batch   88/538 - Train Accuracy:  0.423, Validation Accuracy:  0.465, Loss:  2.094
Epoch   0 Batch   89/538 - Train Accuracy:  0.441, Validation Accuracy:  0.475, Loss:  2.087
Epoch   0 Batch   90/538 - Train Accuracy:  0.439, Validation Accuracy:  0.471, Loss:  2.040
Epoch   0 Batch   91/538 - Train Accuracy:  0.418, Validation Accuracy:  0.472, Loss:  2.122
Epoch   0 Batch   92/538 - Train Accuracy:  0.437, Validation Accuracy:  0.486, Loss:  2.039
Epoch   0 Batch   93/538 - Train Accuracy:  0.426, Validation Accuracy:  0.487, Loss:  2.100
Epoch   0 Batch   94/538 - Train Accuracy:  0.433, Validation Accuracy:  0.489, Loss:  2.107
Epoch   0 Batch   95/538 - Train Accuracy:  0.485, Validation Accuracy:  0.477, Loss:  1.875
Epoch   0 Batch   96/538 - Train Accuracy:  0.466, Validation Accuracy:  0.484, Loss:  1.897
Epoch   0 Batch   97/538 - Train Accuracy:  0.418, Validation Accuracy:  0.487, Loss:  2.003
Epoch   0 Batch   98/538 - Train Accuracy:  0.473, Validation Accuracy:  0.488, Loss:  1.846
Epoch   0 Batch   99/538 - Train Accuracy:  0.422, Validation Accuracy:  0.481, Loss:  2.003
Epoch   0 Batch  100/538 - Train Accuracy:  0.435, Validation Accuracy:  0.475, Loss:  1.924
Epoch   0 Batch  101/538 - Train Accuracy:  0.426, Validation Accuracy:  0.474, Loss:  1.910
Epoch   0 Batch  102/538 - Train Accuracy:  0.407, Validation Accuracy:  0.468, Loss:  1.966
Epoch   0 Batch  103/538 - Train Accuracy:  0.435, Validation Accuracy:  0.481, Loss:  1.890
Epoch   0 Batch  104/538 - Train Accuracy:  0.445, Validation Accuracy:  0.480, Loss:  1.863
Epoch   0 Batch  105/538 - Train Accuracy:  0.431, Validation Accuracy:  0.468, Loss:  1.802
Epoch   0 Batch  106/538 - Train Accuracy:  0.412, Validation Accuracy:  0.470, Loss:  1.874
Epoch   0 Batch  107/538 - Train Accuracy:  0.410, Validation Accuracy:  0.466, Loss:  1.890
Epoch   0 Batch  108/538 - Train Accuracy:  0.427, Validation Accuracy:  0.467, Loss:  1.854
Epoch   0 Batch  109/538 - Train Accuracy:  0.426, Validation Accuracy:  0.475, Loss:  1.830
Epoch   0 Batch  110/538 - Train Accuracy:  0.425, Validation Accuracy:  0.483, Loss:  1.853
Epoch   0 Batch  111/538 - Train Accuracy:  0.463, Validation Accuracy:  0.489, Loss:  1.751
Epoch   0 Batch  112/538 - Train Accuracy:  0.433, Validation Accuracy:  0.488, Loss:  1.803
Epoch   0 Batch  113/538 - Train Accuracy:  0.427, Validation Accuracy:  0.484, Loss:  1.813
Epoch   0 Batch  114/538 - Train Accuracy:  0.460, Validation Accuracy:  0.479, Loss:  1.671
Epoch   0 Batch  115/538 - Train Accuracy:  0.443, Validation Accuracy:  0.499, Loss:  1.745
Epoch   0 Batch  116/538 - Train Accuracy:  0.463, Validation Accuracy:  0.495, Loss:  1.698
Epoch   0 Batch  117/538 - Train Accuracy:  0.483, Validation Accuracy:  0.493, Loss:  1.640
Epoch   0 Batch  118/538 - Train Accuracy:  0.478, Validation Accuracy:  0.493, Loss:  1.630
Epoch   0 Batch  119/538 - Train Accuracy:  0.484, Validation Accuracy:  0.495, Loss:  1.595
Epoch   0 Batch  120/538 - Train Accuracy:  0.443, Validation Accuracy:  0.490, Loss:  1.655
Epoch   0 Batch  121/538 - Train Accuracy:  0.473, Validation Accuracy:  0.499, Loss:  1.577
Epoch   0 Batch  122/538 - Train Accuracy:  0.452, Validation Accuracy:  0.494, Loss:  1.569
Epoch   0 Batch  123/538 - Train Accuracy:  0.487, Validation Accuracy:  0.488, Loss:  1.531
Epoch   0 Batch  124/538 - Train Accuracy:  0.482, Validation Accuracy:  0.488, Loss:  1.491
Epoch   0 Batch  125/538 - Train Accuracy:  0.458, Validation Accuracy:  0.480, Loss:  1.537
Epoch   0 Batch  126/538 - Train Accuracy:  0.484, Validation Accuracy:  0.480, Loss:  1.489
Epoch   0 Batch  127/538 - Train Accuracy:  0.432, Validation Accuracy:  0.485, Loss:  1.591
Epoch   0 Batch  128/538 - Train Accuracy:  0.452, Validation Accuracy:  0.474, Loss:  1.487
Epoch   0 Batch  129/538 - Train Accuracy:  0.448, Validation Accuracy:  0.475, Loss:  1.481
Epoch   0 Batch  130/538 - Train Accuracy:  0.441, Validation Accuracy:  0.479, Loss:  1.472
Epoch   0 Batch  131/538 - Train Accuracy:  0.366, Validation Accuracy:  0.428, Loss:  1.537
Epoch   0 Batch  132/538 - Train Accuracy:  0.445, Validation Accuracy:  0.462, Loss:  1.424
Epoch   0 Batch  133/538 - Train Accuracy:  0.437, Validation Accuracy:  0.461, Loss:  1.385
Epoch   0 Batch  134/538 - Train Accuracy:  0.333, Validation Accuracy:  0.410, Loss:  1.540
Epoch   0 Batch  135/538 - Train Accuracy:  0.397, Validation Accuracy:  0.418, Loss:  1.426
Epoch   0 Batch  136/538 - Train Accuracy:  0.360, Validation Accuracy:  0.418, Loss:  1.423
Epoch   0 Batch  137/538 - Train Accuracy:  0.420, Validation Accuracy:  0.433, Loss:  1.401
Epoch   0 Batch  138/538 - Train Accuracy:  0.411, Validation Accuracy:  0.446, Loss:  1.391
Epoch   0 Batch  139/538 - Train Accuracy:  0.381, Validation Accuracy:  0.458, Loss:  1.487
Epoch   0 Batch  140/538 - Train Accuracy:  0.343, Validation Accuracy:  0.412, Loss:  1.468
Epoch   0 Batch  141/538 - Train Accuracy:  0.383, Validation Accuracy:  0.432, Loss:  1.444
Epoch   0 Batch  142/538 - Train Accuracy:  0.435, Validation Accuracy:  0.433, Loss:  1.306
Epoch   0 Batch  143/538 - Train Accuracy:  0.414, Validation Accuracy:  0.468, Loss:  1.392
Epoch   0 Batch  144/538 - Train Accuracy:  0.421, Validation Accuracy:  0.474, Loss:  1.385
Epoch   0 Batch  145/538 - Train Accuracy:  0.460, Validation Accuracy:  0.481, Loss:  1.335
Epoch   0 Batch  146/538 - Train Accuracy:  0.443, Validation Accuracy:  0.453, Loss:  1.253
Epoch   0 Batch  147/538 - Train Accuracy:  0.443, Validation Accuracy:  0.444, Loss:  1.273
Epoch   0 Batch  148/538 - Train Accuracy:  0.375, Validation Accuracy:  0.447, Loss:  1.378
Epoch   0 Batch  149/538 - Train Accuracy:  0.392, Validation Accuracy:  0.445, Loss:  1.291
Epoch   0 Batch  150/538 - Train Accuracy:  0.391, Validation Accuracy:  0.429, Loss:  1.296
Epoch   0 Batch  151/538 - Train Accuracy:  0.352, Validation Accuracy:  0.379, Loss:  1.245
Epoch   0 Batch  152/538 - Train Accuracy:  0.363, Validation Accuracy:  0.395, Loss:  1.233
Epoch   0 Batch  153/538 - Train Accuracy:  0.372, Validation Accuracy:  0.422, Loss:  1.290
Epoch   0 Batch  154/538 - Train Accuracy:  0.367, Validation Accuracy:  0.429, Loss:  1.224
Epoch   0 Batch  155/538 - Train Accuracy:  0.401, Validation Accuracy:  0.435, Loss:  1.221
Epoch   0 Batch  156/538 - Train Accuracy:  0.367, Validation Accuracy:  0.422, Loss:  1.252
Epoch   0 Batch  157/538 - Train Accuracy:  0.388, Validation Accuracy:  0.412, Loss:  1.195
Epoch   0 Batch  158/538 - Train Accuracy:  0.358, Validation Accuracy:  0.428, Loss:  1.261
Epoch   0 Batch  159/538 - Train Accuracy:  0.343, Validation Accuracy:  0.412, Loss:  1.251
Epoch   0 Batch  160/538 - Train Accuracy:  0.368, Validation Accuracy:  0.401, Loss:  1.156
Epoch   0 Batch  161/538 - Train Accuracy:  0.361, Validation Accuracy:  0.410, Loss:  1.212
Epoch   0 Batch  162/538 - Train Accuracy:  0.379, Validation Accuracy:  0.392, Loss:  1.145
Epoch   0 Batch  163/538 - Train Accuracy:  0.347, Validation Accuracy:  0.385, Loss:  1.172
Epoch   0 Batch  164/538 - Train Accuracy:  0.336, Validation Accuracy:  0.409, Loss:  1.222
Epoch   0 Batch  165/538 - Train Accuracy:  0.391, Validation Accuracy:  0.411, Loss:  1.094
Epoch   0 Batch  166/538 - Train Accuracy:  0.335, Validation Accuracy:  0.388, Loss:  1.168
Epoch   0 Batch  167/538 - Train Accuracy:  0.387, Validation Accuracy:  0.412, Loss:  1.113
Epoch   0 Batch  168/538 - Train Accuracy:  0.393, Validation Accuracy:  0.464, Loss:  1.185
Epoch   0 Batch  169/538 - Train Accuracy:  0.373, Validation Accuracy:  0.425, Loss:  1.127
Epoch   0 Batch  170/538 - Train Accuracy:  0.364, Validation Accuracy:  0.407, Loss:  1.119
Epoch   0 Batch  171/538 - Train Accuracy:  0.335, Validation Accuracy:  0.407, Loss:  1.155
Epoch   0 Batch  172/538 - Train Accuracy:  0.360, Validation Accuracy:  0.386, Loss:  1.100
Epoch   0 Batch  173/538 - Train Accuracy:  0.413, Validation Accuracy:  0.395, Loss:  1.088
Epoch   0 Batch  174/538 - Train Accuracy:  0.365, Validation Accuracy:  0.421, Loss:  1.161
Epoch   0 Batch  175/538 - Train Accuracy:  0.361, Validation Accuracy:  0.417, Loss:  1.160
Epoch   0 Batch  176/538 - Train Accuracy:  0.403, Validation Accuracy:  0.448, Loss:  1.139
Epoch   0 Batch  177/538 - Train Accuracy:  0.433, Validation Accuracy:  0.461, Loss:  1.083
Epoch   0 Batch  178/538 - Train Accuracy:  0.485, Validation Accuracy:  0.498, Loss:  1.031
Epoch   0 Batch  179/538 - Train Accuracy:  0.455, Validation Accuracy:  0.500, Loss:  1.091
Epoch   0 Batch  180/538 - Train Accuracy:  0.505, Validation Accuracy:  0.511, Loss:  1.062
Epoch   0 Batch  181/538 - Train Accuracy:  0.456, Validation Accuracy:  0.513, Loss:  1.117
Epoch   0 Batch  182/538 - Train Accuracy:  0.411, Validation Accuracy:  0.462, Loss:  1.088
Epoch   0 Batch  183/538 - Train Accuracy:  0.427, Validation Accuracy:  0.459, Loss:  1.005
Epoch   0 Batch  184/538 - Train Accuracy:  0.422, Validation Accuracy:  0.474, Loss:  1.012
Epoch   0 Batch  185/538 - Train Accuracy:  0.447, Validation Accuracy:  0.504, Loss:  1.053
Epoch   0 Batch  186/538 - Train Accuracy:  0.470, Validation Accuracy:  0.502, Loss:  1.030
Epoch   0 Batch  187/538 - Train Accuracy:  0.485, Validation Accuracy:  0.488, Loss:  0.989
Epoch   0 Batch  188/538 - Train Accuracy:  0.436, Validation Accuracy:  0.484, Loss:  1.040
Epoch   0 Batch  189/538 - Train Accuracy:  0.480, Validation Accuracy:  0.505, Loss:  1.040
Epoch   0 Batch  190/538 - Train Accuracy:  0.461, Validation Accuracy:  0.510, Loss:  1.060
Epoch   0 Batch  191/538 - Train Accuracy:  0.496, Validation Accuracy:  0.512, Loss:  0.991
Epoch   0 Batch  192/538 - Train Accuracy:  0.475, Validation Accuracy:  0.504, Loss:  0.999
Epoch   0 Batch  193/538 - Train Accuracy:  0.480, Validation Accuracy:  0.509, Loss:  0.972
Epoch   0 Batch  194/538 - Train Accuracy:  0.460, Validation Accuracy:  0.508, Loss:  1.036
Epoch   0 Batch  195/538 - Train Accuracy:  0.492, Validation Accuracy:  0.507, Loss:  0.979
Epoch   0 Batch  196/538 - Train Accuracy:  0.501, Validation Accuracy:  0.520, Loss:  0.983
Epoch   0 Batch  197/538 - Train Accuracy:  0.521, Validation Accuracy:  0.521, Loss:  0.963
Epoch   0 Batch  198/538 - Train Accuracy:  0.529, Validation Accuracy:  0.523, Loss:  0.956
Epoch   0 Batch  199/538 - Train Accuracy:  0.466, Validation Accuracy:  0.516, Loss:  1.024
Epoch   0 Batch  200/538 - Train Accuracy:  0.474, Validation Accuracy:  0.515, Loss:  0.991
Epoch   0 Batch  201/538 - Train Accuracy:  0.517, Validation Accuracy:  0.521, Loss:  0.961
Epoch   0 Batch  202/538 - Train Accuracy:  0.465, Validation Accuracy:  0.517, Loss:  1.026
Epoch   0 Batch  203/538 - Train Accuracy:  0.491, Validation Accuracy:  0.521, Loss:  1.016
Epoch   0 Batch  204/538 - Train Accuracy:  0.469, Validation Accuracy:  0.518, Loss:  0.984
Epoch   0 Batch  205/538 - Train Accuracy:  0.504, Validation Accuracy:  0.525, Loss:  0.928
Epoch   0 Batch  206/538 - Train Accuracy:  0.484, Validation Accuracy:  0.529, Loss:  0.990
Epoch   0 Batch  207/538 - Train Accuracy:  0.501, Validation Accuracy:  0.526, Loss:  0.924
Epoch   0 Batch  208/538 - Train Accuracy:  0.467, Validation Accuracy:  0.517, Loss:  0.976
Epoch   0 Batch  209/538 - Train Accuracy:  0.479, Validation Accuracy:  0.530, Loss:  0.980
Epoch   0 Batch  210/538 - Train Accuracy:  0.513, Validation Accuracy:  0.531, Loss:  0.928
Epoch   0 Batch  211/538 - Train Accuracy:  0.480, Validation Accuracy:  0.520, Loss:  0.985
Epoch   0 Batch  212/538 - Train Accuracy:  0.516, Validation Accuracy:  0.526, Loss:  0.931
Epoch   0 Batch  213/538 - Train Accuracy:  0.493, Validation Accuracy:  0.528, Loss:  0.932
Epoch   0 Batch  214/538 - Train Accuracy:  0.479, Validation Accuracy:  0.523, Loss:  0.940
Epoch   0 Batch  215/538 - Train Accuracy:  0.475, Validation Accuracy:  0.528, Loss:  0.943
Epoch   0 Batch  216/538 - Train Accuracy:  0.476, Validation Accuracy:  0.528, Loss:  0.956
Epoch   0 Batch  217/538 - Train Accuracy:  0.526, Validation Accuracy:  0.532, Loss:  0.904
Epoch   0 Batch  218/538 - Train Accuracy:  0.488, Validation Accuracy:  0.532, Loss:  0.936
Epoch   0 Batch  219/538 - Train Accuracy:  0.487, Validation Accuracy:  0.530, Loss:  0.964
Epoch   0 Batch  220/538 - Train Accuracy:  0.484, Validation Accuracy:  0.528, Loss:  0.902
Epoch   0 Batch  221/538 - Train Accuracy:  0.509, Validation Accuracy:  0.531, Loss:  0.897
Epoch   0 Batch  222/538 - Train Accuracy:  0.514, Validation Accuracy:  0.530, Loss:  0.868
Epoch   0 Batch  223/538 - Train Accuracy:  0.498, Validation Accuracy:  0.525, Loss:  0.950
Epoch   0 Batch  224/538 - Train Accuracy:  0.479, Validation Accuracy:  0.520, Loss:  0.941
Epoch   0 Batch  225/538 - Train Accuracy:  0.516, Validation Accuracy:  0.517, Loss:  0.882
Epoch   0 Batch  226/538 - Train Accuracy:  0.509, Validation Accuracy:  0.514, Loss:  0.884
Epoch   0 Batch  227/538 - Train Accuracy:  0.523, Validation Accuracy:  0.507, Loss:  0.855
Epoch   0 Batch  228/538 - Train Accuracy:  0.474, Validation Accuracy:  0.514, Loss:  0.871
Epoch   0 Batch  229/538 - Train Accuracy:  0.494, Validation Accuracy:  0.509, Loss:  0.878
Epoch   0 Batch  230/538 - Train Accuracy:  0.467, Validation Accuracy:  0.513, Loss:  0.899
Epoch   0 Batch  231/538 - Train Accuracy:  0.492, Validation Accuracy:  0.516, Loss:  0.890
Epoch   0 Batch  232/538 - Train Accuracy:  0.496, Validation Accuracy:  0.517, Loss:  0.901
Epoch   0 Batch  233/538 - Train Accuracy:  0.531, Validation Accuracy:  0.524, Loss:  0.881
Epoch   0 Batch  234/538 - Train Accuracy:  0.467, Validation Accuracy:  0.518, Loss:  0.897
Epoch   0 Batch  235/538 - Train Accuracy:  0.498, Validation Accuracy:  0.518, Loss:  0.852
Epoch   0 Batch  236/538 - Train Accuracy:  0.477, Validation Accuracy:  0.525, Loss:  0.895
Epoch   0 Batch  237/538 - Train Accuracy:  0.511, Validation Accuracy:  0.526, Loss:  0.847
Epoch   0 Batch  238/538 - Train Accuracy:  0.545, Validation Accuracy:  0.544, Loss:  0.844
Epoch   0 Batch  239/538 - Train Accuracy:  0.499, Validation Accuracy:  0.525, Loss:  0.886
Epoch   0 Batch  240/538 - Train Accuracy:  0.479, Validation Accuracy:  0.522, Loss:  0.893
Epoch   0 Batch  241/538 - Train Accuracy:  0.471, Validation Accuracy:  0.518, Loss:  0.874
Epoch   0 Batch  242/538 - Train Accuracy:  0.514, Validation Accuracy:  0.518, Loss:  0.865
Epoch   0 Batch  243/538 - Train Accuracy:  0.469, Validation Accuracy:  0.514, Loss:  0.903
Epoch   0 Batch  244/538 - Train Accuracy:  0.495, Validation Accuracy:  0.517, Loss:  0.830
Epoch   0 Batch  245/538 - Train Accuracy:  0.490, Validation Accuracy:  0.523, Loss:  0.877
Epoch   0 Batch  246/538 - Train Accuracy:  0.523, Validation Accuracy:  0.522, Loss:  0.804
Epoch   0 Batch  247/538 - Train Accuracy:  0.481, Validation Accuracy:  0.530, Loss:  0.870
Epoch   0 Batch  248/538 - Train Accuracy:  0.506, Validation Accuracy:  0.530, Loss:  0.864
Epoch   0 Batch  249/538 - Train Accuracy:  0.515, Validation Accuracy:  0.529, Loss:  0.808
Epoch   0 Batch  250/538 - Train Accuracy:  0.503, Validation Accuracy:  0.523, Loss:  0.839
Epoch   0 Batch  251/538 - Train Accuracy:  0.495, Validation Accuracy:  0.523, Loss:  0.859
Epoch   0 Batch  252/538 - Train Accuracy:  0.511, Validation Accuracy:  0.517, Loss:  0.793
Epoch   0 Batch  253/538 - Train Accuracy:  0.509, Validation Accuracy:  0.513, Loss:  0.804
Epoch   0 Batch  254/538 - Train Accuracy:  0.516, Validation Accuracy:  0.520, Loss:  0.845
Epoch   0 Batch  255/538 - Train Accuracy:  0.468, Validation Accuracy:  0.509, Loss:  0.842
Epoch   0 Batch  256/538 - Train Accuracy:  0.477, Validation Accuracy:  0.519, Loss:  0.848
Epoch   0 Batch  257/538 - Train Accuracy:  0.525, Validation Accuracy:  0.529, Loss:  0.805
Epoch   0 Batch  258/538 - Train Accuracy:  0.542, Validation Accuracy:  0.540, Loss:  0.803
Epoch   0 Batch  259/538 - Train Accuracy:  0.519, Validation Accuracy:  0.537, Loss:  0.808
Epoch   0 Batch  260/538 - Train Accuracy:  0.495, Validation Accuracy:  0.532, Loss:  0.822
Epoch   0 Batch  261/538 - Train Accuracy:  0.481, Validation Accuracy:  0.526, Loss:  0.851
Epoch   0 Batch  262/538 - Train Accuracy:  0.480, Validation Accuracy:  0.531, Loss:  0.825
Epoch   0 Batch  263/538 - Train Accuracy:  0.509, Validation Accuracy:  0.537, Loss:  0.818
Epoch   0 Batch  264/538 - Train Accuracy:  0.511, Validation Accuracy:  0.537, Loss:  0.831
Epoch   0 Batch  265/538 - Train Accuracy:  0.506, Validation Accuracy:  0.540, Loss:  0.848
Epoch   0 Batch  266/538 - Train Accuracy:  0.530, Validation Accuracy:  0.538, Loss:  0.800
Epoch   0 Batch  267/538 - Train Accuracy:  0.512, Validation Accuracy:  0.538, Loss:  0.811
Epoch   0 Batch  268/538 - Train Accuracy:  0.513, Validation Accuracy:  0.540, Loss:  0.772
Epoch   0 Batch  269/538 - Train Accuracy:  0.494, Validation Accuracy:  0.533, Loss:  0.802
Epoch   0 Batch  270/538 - Train Accuracy:  0.491, Validation Accuracy:  0.533, Loss:  0.818
Epoch   0 Batch  271/538 - Train Accuracy:  0.500, Validation Accuracy:  0.540, Loss:  0.824
Epoch   0 Batch  272/538 - Train Accuracy:  0.484, Validation Accuracy:  0.546, Loss:  0.857
Epoch   0 Batch  273/538 - Train Accuracy:  0.526, Validation Accuracy:  0.545, Loss:  0.822
Epoch   0 Batch  274/538 - Train Accuracy:  0.487, Validation Accuracy:  0.545, Loss:  0.843
Epoch   0 Batch  275/538 - Train Accuracy:  0.504, Validation Accuracy:  0.550, Loss:  0.822
Epoch   0 Batch  276/538 - Train Accuracy:  0.529, Validation Accuracy:  0.554, Loss:  0.809
Epoch   0 Batch  277/538 - Train Accuracy:  0.519, Validation Accuracy:  0.547, Loss:  0.796
Epoch   0 Batch  278/538 - Train Accuracy:  0.513, Validation Accuracy:  0.548, Loss:  0.799
Epoch   0 Batch  279/538 - Train Accuracy:  0.530, Validation Accuracy:  0.543, Loss:  0.774
Epoch   0 Batch  280/538 - Train Accuracy:  0.554, Validation Accuracy:  0.547, Loss:  0.757
Epoch   0 Batch  281/538 - Train Accuracy:  0.514, Validation Accuracy:  0.540, Loss:  0.810
Epoch   0 Batch  282/538 - Train Accuracy:  0.541, Validation Accuracy:  0.545, Loss:  0.778
Epoch   0 Batch  283/538 - Train Accuracy:  0.546, Validation Accuracy:  0.544, Loss:  0.780
Epoch   0 Batch  284/538 - Train Accuracy:  0.529, Validation Accuracy:  0.543, Loss:  0.786
Epoch   0 Batch  285/538 - Train Accuracy:  0.547, Validation Accuracy:  0.540, Loss:  0.740
Epoch   0 Batch  286/538 - Train Accuracy:  0.513, Validation Accuracy:  0.540, Loss:  0.780
Epoch   0 Batch  287/538 - Train Accuracy:  0.557, Validation Accuracy:  0.546, Loss:  0.758
Epoch   0 Batch  288/538 - Train Accuracy:  0.518, Validation Accuracy:  0.560, Loss:  0.789
Epoch   0 Batch  289/538 - Train Accuracy:  0.554, Validation Accuracy:  0.556, Loss:  0.718
Epoch   0 Batch  290/538 - Train Accuracy:  0.497, Validation Accuracy:  0.537, Loss:  0.770
Epoch   0 Batch  291/538 - Train Accuracy:  0.515, Validation Accuracy:  0.549, Loss:  0.761
Epoch   0 Batch  292/538 - Train Accuracy:  0.534, Validation Accuracy:  0.549, Loss:  0.727
Epoch   0 Batch  293/538 - Train Accuracy:  0.544, Validation Accuracy:  0.550, Loss:  0.741
Epoch   0 Batch  294/538 - Train Accuracy:  0.498, Validation Accuracy:  0.559, Loss:  0.799
Epoch   0 Batch  295/538 - Train Accuracy:  0.561, Validation Accuracy:  0.552, Loss:  0.717
Epoch   0 Batch  296/538 - Train Accuracy:  0.550, Validation Accuracy:  0.559, Loss:  0.741
Epoch   0 Batch  297/538 - Train Accuracy:  0.504, Validation Accuracy:  0.552, Loss:  0.788
Epoch   0 Batch  298/538 - Train Accuracy:  0.516, Validation Accuracy:  0.549, Loss:  0.751
Epoch   0 Batch  299/538 - Train Accuracy:  0.534, Validation Accuracy:  0.551, Loss:  0.744
Epoch   0 Batch  300/538 - Train Accuracy:  0.524, Validation Accuracy:  0.536, Loss:  0.728
Epoch   0 Batch  301/538 - Train Accuracy:  0.517, Validation Accuracy:  0.547, Loss:  0.759
Epoch   0 Batch  302/538 - Train Accuracy:  0.540, Validation Accuracy:  0.545, Loss:  0.718
Epoch   0 Batch  303/538 - Train Accuracy:  0.585, Validation Accuracy:  0.549, Loss:  0.714
Epoch   0 Batch  304/538 - Train Accuracy:  0.510, Validation Accuracy:  0.550, Loss:  0.756
Epoch   0 Batch  305/538 - Train Accuracy:  0.520, Validation Accuracy:  0.557, Loss:  0.718
Epoch   0 Batch  306/538 - Train Accuracy:  0.550, Validation Accuracy:  0.559, Loss:  0.734
Epoch   0 Batch  307/538 - Train Accuracy:  0.545, Validation Accuracy:  0.562, Loss:  0.743
Epoch   0 Batch  308/538 - Train Accuracy:  0.533, Validation Accuracy:  0.566, Loss:  0.718
Epoch   0 Batch  309/538 - Train Accuracy:  0.532, Validation Accuracy:  0.573, Loss:  0.738
Epoch   0 Batch  310/538 - Train Accuracy:  0.544, Validation Accuracy:  0.568, Loss:  0.732
Epoch   0 Batch  311/538 - Train Accuracy:  0.547, Validation Accuracy:  0.566, Loss:  0.712
Epoch   0 Batch  312/538 - Train Accuracy:  0.586, Validation Accuracy:  0.566, Loss:  0.672
Epoch   0 Batch  313/538 - Train Accuracy:  0.540, Validation Accuracy:  0.561, Loss:  0.762
Epoch   0 Batch  314/538 - Train Accuracy:  0.554, Validation Accuracy:  0.573, Loss:  0.735
Epoch   0 Batch  315/538 - Train Accuracy:  0.562, Validation Accuracy:  0.569, Loss:  0.714
Epoch   0 Batch  316/538 - Train Accuracy:  0.562, Validation Accuracy:  0.567, Loss:  0.708
Epoch   0 Batch  317/538 - Train Accuracy:  0.550, Validation Accuracy:  0.569, Loss:  0.734
Epoch   0 Batch  318/538 - Train Accuracy:  0.534, Validation Accuracy:  0.568, Loss:  0.709
Epoch   0 Batch  319/538 - Train Accuracy:  0.545, Validation Accuracy:  0.557, Loss:  0.699
Epoch   0 Batch  320/538 - Train Accuracy:  0.557, Validation Accuracy:  0.561, Loss:  0.704
Epoch   0 Batch  321/538 - Train Accuracy:  0.549, Validation Accuracy:  0.575, Loss:  0.683
Epoch   0 Batch  322/538 - Train Accuracy:  0.566, Validation Accuracy:  0.579, Loss:  0.705
Epoch   0 Batch  323/538 - Train Accuracy:  0.555, Validation Accuracy:  0.584, Loss:  0.699
Epoch   0 Batch  324/538 - Train Accuracy:  0.538, Validation Accuracy:  0.583, Loss:  0.745
Epoch   0 Batch  325/538 - Train Accuracy:  0.566, Validation Accuracy:  0.573, Loss:  0.702
Epoch   0 Batch  326/538 - Train Accuracy:  0.538, Validation Accuracy:  0.571, Loss:  0.713
Epoch   0 Batch  327/538 - Train Accuracy:  0.547, Validation Accuracy:  0.583, Loss:  0.735
Epoch   0 Batch  328/538 - Train Accuracy:  0.580, Validation Accuracy:  0.585, Loss:  0.683
Epoch   0 Batch  329/538 - Train Accuracy:  0.600, Validation Accuracy:  0.578, Loss:  0.691
Epoch   0 Batch  330/538 - Train Accuracy:  0.590, Validation Accuracy:  0.582, Loss:  0.672
Epoch   0 Batch  331/538 - Train Accuracy:  0.567, Validation Accuracy:  0.574, Loss:  0.688
Epoch   0 Batch  332/538 - Train Accuracy:  0.527, Validation Accuracy:  0.566, Loss:  0.720
Epoch   0 Batch  333/538 - Train Accuracy:  0.572, Validation Accuracy:  0.575, Loss:  0.685
Epoch   0 Batch  334/538 - Train Accuracy:  0.619, Validation Accuracy:  0.580, Loss:  0.644
Epoch   0 Batch  335/538 - Train Accuracy:  0.582, Validation Accuracy:  0.588, Loss:  0.682
Epoch   0 Batch  336/538 - Train Accuracy:  0.582, Validation Accuracy:  0.594, Loss:  0.678
Epoch   0 Batch  337/538 - Train Accuracy:  0.587, Validation Accuracy:  0.594, Loss:  0.677
Epoch   0 Batch  338/538 - Train Accuracy:  0.568, Validation Accuracy:  0.587, Loss:  0.690
Epoch   0 Batch  339/538 - Train Accuracy:  0.569, Validation Accuracy:  0.569, Loss:  0.668
Epoch   0 Batch  340/538 - Train Accuracy:  0.552, Validation Accuracy:  0.561, Loss:  0.712
Epoch   0 Batch  341/538 - Train Accuracy:  0.544, Validation Accuracy:  0.559, Loss:  0.690
Epoch   0 Batch  342/538 - Train Accuracy:  0.556, Validation Accuracy:  0.560, Loss:  0.667
Epoch   0 Batch  343/538 - Train Accuracy:  0.554, Validation Accuracy:  0.555, Loss:  0.710
Epoch   0 Batch  344/538 - Train Accuracy:  0.554, Validation Accuracy:  0.558, Loss:  0.687
Epoch   0 Batch  345/538 - Train Accuracy:  0.588, Validation Accuracy:  0.576, Loss:  0.678
Epoch   0 Batch  346/538 - Train Accuracy:  0.568, Validation Accuracy:  0.591, Loss:  0.683
Epoch   0 Batch  347/538 - Train Accuracy:  0.584, Validation Accuracy:  0.597, Loss:  0.680
Epoch   0 Batch  348/538 - Train Accuracy:  0.601, Validation Accuracy:  0.585, Loss:  0.648
Epoch   0 Batch  349/538 - Train Accuracy:  0.546, Validation Accuracy:  0.591, Loss:  0.678
Epoch   0 Batch  350/538 - Train Accuracy:  0.577, Validation Accuracy:  0.593, Loss:  0.677
Epoch   0 Batch  351/538 - Train Accuracy:  0.583, Validation Accuracy:  0.584, Loss:  0.708
Epoch   0 Batch  352/538 - Train Accuracy:  0.618, Validation Accuracy:  0.580, Loss:  0.676
Epoch   0 Batch  353/538 - Train Accuracy:  0.579, Validation Accuracy:  0.584, Loss:  0.699
Epoch   0 Batch  354/538 - Train Accuracy:  0.570, Validation Accuracy:  0.587, Loss:  0.691
Epoch   0 Batch  355/538 - Train Accuracy:  0.549, Validation Accuracy:  0.583, Loss:  0.683
Epoch   0 Batch  356/538 - Train Accuracy:  0.582, Validation Accuracy:  0.584, Loss:  0.628
Epoch   0 Batch  357/538 - Train Accuracy:  0.592, Validation Accuracy:  0.598, Loss:  0.662
Epoch   0 Batch  358/538 - Train Accuracy:  0.569, Validation Accuracy:  0.595, Loss:  0.676
Epoch   0 Batch  359/538 - Train Accuracy:  0.586, Validation Accuracy:  0.590, Loss:  0.663
Epoch   0 Batch  360/538 - Train Accuracy:  0.581, Validation Accuracy:  0.585, Loss:  0.670
Epoch   0 Batch  361/538 - Train Accuracy:  0.588, Validation Accuracy:  0.586, Loss:  0.651
Epoch   0 Batch  362/538 - Train Accuracy:  0.589, Validation Accuracy:  0.593, Loss:  0.627
Epoch   0 Batch  363/538 - Train Accuracy:  0.590, Validation Accuracy:  0.601, Loss:  0.630
Epoch   0 Batch  364/538 - Train Accuracy:  0.548, Validation Accuracy:  0.598, Loss:  0.689
Epoch   0 Batch  365/538 - Train Accuracy:  0.594, Validation Accuracy:  0.594, Loss:  0.656
Epoch   0 Batch  366/538 - Train Accuracy:  0.598, Validation Accuracy:  0.592, Loss:  0.667
Epoch   0 Batch  367/538 - Train Accuracy:  0.589, Validation Accuracy:  0.587, Loss:  0.641
Epoch   0 Batch  368/538 - Train Accuracy:  0.637, Validation Accuracy:  0.587, Loss:  0.589
Epoch   0 Batch  369/538 - Train Accuracy:  0.593, Validation Accuracy:  0.596, Loss:  0.648
Epoch   0 Batch  370/538 - Train Accuracy:  0.566, Validation Accuracy:  0.599, Loss:  0.676
Epoch   0 Batch  371/538 - Train Accuracy:  0.590, Validation Accuracy:  0.592, Loss:  0.640
Epoch   0 Batch  372/538 - Train Accuracy:  0.607, Validation Accuracy:  0.600, Loss:  0.648
Epoch   0 Batch  373/538 - Train Accuracy:  0.598, Validation Accuracy:  0.607, Loss:  0.638
Epoch   0 Batch  374/538 - Train Accuracy:  0.571, Validation Accuracy:  0.595, Loss:  0.670
Epoch   0 Batch  375/538 - Train Accuracy:  0.600, Validation Accuracy:  0.587, Loss:  0.613
Epoch   0 Batch  376/538 - Train Accuracy:  0.583, Validation Accuracy:  0.590, Loss:  0.656
Epoch   0 Batch  377/538 - Train Accuracy:  0.585, Validation Accuracy:  0.582, Loss:  0.640
Epoch   0 Batch  378/538 - Train Accuracy:  0.600, Validation Accuracy:  0.588, Loss:  0.615
Epoch   0 Batch  379/538 - Train Accuracy:  0.618, Validation Accuracy:  0.603, Loss:  0.613
Epoch   0 Batch  380/538 - Train Accuracy:  0.591, Validation Accuracy:  0.619, Loss:  0.638
Epoch   0 Batch  381/538 - Train Accuracy:  0.605, Validation Accuracy:  0.621, Loss:  0.601
Epoch   0 Batch  382/538 - Train Accuracy:  0.590, Validation Accuracy:  0.612, Loss:  0.642
Epoch   0 Batch  383/538 - Train Accuracy:  0.598, Validation Accuracy:  0.607, Loss:  0.648
Epoch   0 Batch  384/538 - Train Accuracy:  0.611, Validation Accuracy:  0.597, Loss:  0.612
Epoch   0 Batch  385/538 - Train Accuracy:  0.629, Validation Accuracy:  0.595, Loss:  0.624
Epoch   0 Batch  386/538 - Train Accuracy:  0.585, Validation Accuracy:  0.598, Loss:  0.644
Epoch   0 Batch  387/538 - Train Accuracy:  0.599, Validation Accuracy:  0.612, Loss:  0.637
Epoch   0 Batch  388/538 - Train Accuracy:  0.619, Validation Accuracy:  0.623, Loss:  0.619
Epoch   0 Batch  389/538 - Train Accuracy:  0.583, Validation Accuracy:  0.611, Loss:  0.662
Epoch   0 Batch  390/538 - Train Accuracy:  0.633, Validation Accuracy:  0.598, Loss:  0.613
Epoch   0 Batch  391/538 - Train Accuracy:  0.604, Validation Accuracy:  0.592, Loss:  0.617
Epoch   0 Batch  392/538 - Train Accuracy:  0.601, Validation Accuracy:  0.598, Loss:  0.606
Epoch   0 Batch  393/538 - Train Accuracy:  0.611, Validation Accuracy:  0.615, Loss:  0.597
Epoch   0 Batch  394/538 - Train Accuracy:  0.567, Validation Accuracy:  0.618, Loss:  0.649
Epoch   0 Batch  395/538 - Train Accuracy:  0.587, Validation Accuracy:  0.607, Loss:  0.643
Epoch   0 Batch  396/538 - Train Accuracy:  0.595, Validation Accuracy:  0.612, Loss:  0.618
Epoch   0 Batch  397/538 - Train Accuracy:  0.584, Validation Accuracy:  0.606, Loss:  0.642
Epoch   0 Batch  398/538 - Train Accuracy:  0.613, Validation Accuracy:  0.611, Loss:  0.628
Epoch   0 Batch  399/538 - Train Accuracy:  0.572, Validation Accuracy:  0.611, Loss:  0.650
Epoch   0 Batch  400/538 - Train Accuracy:  0.606, Validation Accuracy:  0.609, Loss:  0.610
Epoch   0 Batch  401/538 - Train Accuracy:  0.589, Validation Accuracy:  0.612, Loss:  0.635
Epoch   0 Batch  402/538 - Train Accuracy:  0.613, Validation Accuracy:  0.614, Loss:  0.609
Epoch   0 Batch  403/538 - Train Accuracy:  0.594, Validation Accuracy:  0.617, Loss:  0.623
Epoch   0 Batch  404/538 - Train Accuracy:  0.626, Validation Accuracy:  0.616, Loss:  0.591
Epoch   0 Batch  405/538 - Train Accuracy:  0.603, Validation Accuracy:  0.610, Loss:  0.592
Epoch   0 Batch  406/538 - Train Accuracy:  0.610, Validation Accuracy:  0.619, Loss:  0.591
Epoch   0 Batch  407/538 - Train Accuracy:  0.626, Validation Accuracy:  0.616, Loss:  0.617
Epoch   0 Batch  408/538 - Train Accuracy:  0.585, Validation Accuracy:  0.613, Loss:  0.645
Epoch   0 Batch  409/538 - Train Accuracy:  0.601, Validation Accuracy:  0.613, Loss:  0.630
Epoch   0 Batch  410/538 - Train Accuracy:  0.580, Validation Accuracy:  0.604, Loss:  0.615
Epoch   0 Batch  411/538 - Train Accuracy:  0.597, Validation Accuracy:  0.598, Loss:  0.583
Epoch   0 Batch  412/538 - Train Accuracy:  0.606, Validation Accuracy:  0.597, Loss:  0.577
Epoch   0 Batch  413/538 - Train Accuracy:  0.605, Validation Accuracy:  0.610, Loss:  0.597
Epoch   0 Batch  414/538 - Train Accuracy:  0.595, Validation Accuracy:  0.619, Loss:  0.627
Epoch   0 Batch  415/538 - Train Accuracy:  0.582, Validation Accuracy:  0.619, Loss:  0.621
Epoch   0 Batch  416/538 - Train Accuracy:  0.651, Validation Accuracy:  0.631, Loss:  0.575
Epoch   0 Batch  417/538 - Train Accuracy:  0.613, Validation Accuracy:  0.633, Loss:  0.607
Epoch   0 Batch  418/538 - Train Accuracy:  0.594, Validation Accuracy:  0.629, Loss:  0.616
Epoch   0 Batch  419/538 - Train Accuracy:  0.629, Validation Accuracy:  0.621, Loss:  0.580
Epoch   0 Batch  420/538 - Train Accuracy:  0.621, Validation Accuracy:  0.623, Loss:  0.600
Epoch   0 Batch  421/538 - Train Accuracy:  0.626, Validation Accuracy:  0.612, Loss:  0.566
Epoch   0 Batch  422/538 - Train Accuracy:  0.613, Validation Accuracy:  0.603, Loss:  0.599
Epoch   0 Batch  423/538 - Train Accuracy:  0.619, Validation Accuracy:  0.620, Loss:  0.619
Epoch   0 Batch  424/538 - Train Accuracy:  0.606, Validation Accuracy:  0.628, Loss:  0.588
Epoch   0 Batch  425/538 - Train Accuracy:  0.613, Validation Accuracy:  0.629, Loss:  0.586
Epoch   0 Batch  426/538 - Train Accuracy:  0.638, Validation Accuracy:  0.630, Loss:  0.584
Epoch   0 Batch  427/538 - Train Accuracy:  0.596, Validation Accuracy:  0.624, Loss:  0.609
Epoch   0 Batch  428/538 - Train Accuracy:  0.627, Validation Accuracy:  0.621, Loss:  0.573
Epoch   0 Batch  429/538 - Train Accuracy:  0.611, Validation Accuracy:  0.614, Loss:  0.585
Epoch   0 Batch  430/538 - Train Accuracy:  0.600, Validation Accuracy:  0.616, Loss:  0.589
Epoch   0 Batch  431/538 - Train Accuracy:  0.618, Validation Accuracy:  0.619, Loss:  0.587
Epoch   0 Batch  432/538 - Train Accuracy:  0.654, Validation Accuracy:  0.616, Loss:  0.543
Epoch   0 Batch  433/538 - Train Accuracy:  0.596, Validation Accuracy:  0.622, Loss:  0.616
Epoch   0 Batch  434/538 - Train Accuracy:  0.603, Validation Accuracy:  0.622, Loss:  0.597
Epoch   0 Batch  435/538 - Train Accuracy:  0.596, Validation Accuracy:  0.627, Loss:  0.592
Epoch   0 Batch  436/538 - Train Accuracy:  0.598, Validation Accuracy:  0.626, Loss:  0.589
Epoch   0 Batch  437/538 - Train Accuracy:  0.609, Validation Accuracy:  0.621, Loss:  0.591
Epoch   0 Batch  438/538 - Train Accuracy:  0.631, Validation Accuracy:  0.615, Loss:  0.575
Epoch   0 Batch  439/538 - Train Accuracy:  0.643, Validation Accuracy:  0.621, Loss:  0.573
Epoch   0 Batch  440/538 - Train Accuracy:  0.604, Validation Accuracy:  0.616, Loss:  0.609
Epoch   0 Batch  441/538 - Train Accuracy:  0.574, Validation Accuracy:  0.609, Loss:  0.597
Epoch   0 Batch  442/538 - Train Accuracy:  0.621, Validation Accuracy:  0.610, Loss:  0.531
Epoch   0 Batch  443/538 - Train Accuracy:  0.621, Validation Accuracy:  0.608, Loss:  0.566
Epoch   0 Batch  444/538 - Train Accuracy:  0.654, Validation Accuracy:  0.623, Loss:  0.545
Epoch   0 Batch  445/538 - Train Accuracy:  0.610, Validation Accuracy:  0.619, Loss:  0.558
Epoch   0 Batch  446/538 - Train Accuracy:  0.642, Validation Accuracy:  0.621, Loss:  0.553
Epoch   0 Batch  447/538 - Train Accuracy:  0.589, Validation Accuracy:  0.618, Loss:  0.592
Epoch   0 Batch  448/538 - Train Accuracy:  0.637, Validation Accuracy:  0.612, Loss:  0.547
Epoch   0 Batch  449/538 - Train Accuracy:  0.607, Validation Accuracy:  0.608, Loss:  0.590
Epoch   0 Batch  450/538 - Train Accuracy:  0.631, Validation Accuracy:  0.613, Loss:  0.581
Epoch   0 Batch  451/538 - Train Accuracy:  0.611, Validation Accuracy:  0.619, Loss:  0.571
Epoch   0 Batch  452/538 - Train Accuracy:  0.626, Validation Accuracy:  0.611, Loss:  0.557
Epoch   0 Batch  453/538 - Train Accuracy:  0.602, Validation Accuracy:  0.617, Loss:  0.587
Epoch   0 Batch  454/538 - Train Accuracy:  0.605, Validation Accuracy:  0.610, Loss:  0.561
Epoch   0 Batch  455/538 - Train Accuracy:  0.638, Validation Accuracy:  0.604, Loss:  0.522
Epoch   0 Batch  456/538 - Train Accuracy:  0.674, Validation Accuracy:  0.611, Loss:  0.510
Epoch   0 Batch  457/538 - Train Accuracy:  0.610, Validation Accuracy:  0.615, Loss:  0.581
Epoch   0 Batch  458/538 - Train Accuracy:  0.604, Validation Accuracy:  0.612, Loss:  0.544
Epoch   0 Batch  459/538 - Train Accuracy:  0.620, Validation Accuracy:  0.613, Loss:  0.565
Epoch   0 Batch  460/538 - Train Accuracy:  0.600, Validation Accuracy:  0.609, Loss:  0.545
Epoch   0 Batch  461/538 - Train Accuracy:  0.586, Validation Accuracy:  0.617, Loss:  0.609
Epoch   0 Batch  462/538 - Train Accuracy:  0.626, Validation Accuracy:  0.641, Loss:  0.561
Epoch   0 Batch  463/538 - Train Accuracy:  0.607, Validation Accuracy:  0.644, Loss:  0.578
Epoch   0 Batch  464/538 - Train Accuracy:  0.623, Validation Accuracy:  0.641, Loss:  0.581
Epoch   0 Batch  465/538 - Train Accuracy:  0.602, Validation Accuracy:  0.641, Loss:  0.584
Epoch   0 Batch  466/538 - Train Accuracy:  0.621, Validation Accuracy:  0.636, Loss:  0.574
Epoch   0 Batch  467/538 - Train Accuracy:  0.614, Validation Accuracy:  0.633, Loss:  0.560
Epoch   0 Batch  468/538 - Train Accuracy:  0.651, Validation Accuracy:  0.645, Loss:  0.575
Epoch   0 Batch  469/538 - Train Accuracy:  0.617, Validation Accuracy:  0.625, Loss:  0.560
Epoch   0 Batch  470/538 - Train Accuracy:  0.634, Validation Accuracy:  0.623, Loss:  0.542
Epoch   0 Batch  471/538 - Train Accuracy:  0.618, Validation Accuracy:  0.616, Loss:  0.554
Epoch   0 Batch  472/538 - Train Accuracy:  0.630, Validation Accuracy:  0.615, Loss:  0.535
Epoch   0 Batch  473/538 - Train Accuracy:  0.579, Validation Accuracy:  0.613, Loss:  0.573
Epoch   0 Batch  474/538 - Train Accuracy:  0.611, Validation Accuracy:  0.620, Loss:  0.525
Epoch   0 Batch  475/538 - Train Accuracy:  0.615, Validation Accuracy:  0.623, Loss:  0.543
Epoch   0 Batch  476/538 - Train Accuracy:  0.579, Validation Accuracy:  0.618, Loss:  0.564
Epoch   0 Batch  477/538 - Train Accuracy:  0.638, Validation Accuracy:  0.634, Loss:  0.557
Epoch   0 Batch  478/538 - Train Accuracy:  0.645, Validation Accuracy:  0.633, Loss:  0.525
Epoch   0 Batch  479/538 - Train Accuracy:  0.648, Validation Accuracy:  0.627, Loss:  0.528
Epoch   0 Batch  480/538 - Train Accuracy:  0.643, Validation Accuracy:  0.637, Loss:  0.537
Epoch   0 Batch  481/538 - Train Accuracy:  0.646, Validation Accuracy:  0.635, Loss:  0.526
Epoch   0 Batch  482/538 - Train Accuracy:  0.640, Validation Accuracy:  0.626, Loss:  0.485
Epoch   0 Batch  483/538 - Train Accuracy:  0.607, Validation Accuracy:  0.625, Loss:  0.569
Epoch   0 Batch  484/538 - Train Accuracy:  0.656, Validation Accuracy:  0.631, Loss:  0.541
Epoch   0 Batch  485/538 - Train Accuracy:  0.624, Validation Accuracy:  0.637, Loss:  0.530
Epoch   0 Batch  486/538 - Train Accuracy:  0.636, Validation Accuracy:  0.637, Loss:  0.523
Epoch   0 Batch  487/538 - Train Accuracy:  0.627, Validation Accuracy:  0.635, Loss:  0.513
Epoch   0 Batch  488/538 - Train Accuracy:  0.661, Validation Accuracy:  0.637, Loss:  0.539
Epoch   0 Batch  489/538 - Train Accuracy:  0.623, Validation Accuracy:  0.630, Loss:  0.552
Epoch   0 Batch  490/538 - Train Accuracy:  0.620, Validation Accuracy:  0.637, Loss:  0.548
Epoch   0 Batch  491/538 - Train Accuracy:  0.615, Validation Accuracy:  0.645, Loss:  0.562
Epoch   0 Batch  492/538 - Train Accuracy:  0.641, Validation Accuracy:  0.641, Loss:  0.550
Epoch   0 Batch  493/538 - Train Accuracy:  0.608, Validation Accuracy:  0.635, Loss:  0.529
Epoch   0 Batch  494/538 - Train Accuracy:  0.617, Validation Accuracy:  0.624, Loss:  0.555
Epoch   0 Batch  495/538 - Train Accuracy:  0.614, Validation Accuracy:  0.634, Loss:  0.554
Epoch   0 Batch  496/538 - Train Accuracy:  0.628, Validation Accuracy:  0.637, Loss:  0.533
Epoch   0 Batch  497/538 - Train Accuracy:  0.630, Validation Accuracy:  0.638, Loss:  0.521
Epoch   0 Batch  498/538 - Train Accuracy:  0.617, Validation Accuracy:  0.642, Loss:  0.534
Epoch   0 Batch  499/538 - Train Accuracy:  0.670, Validation Accuracy:  0.638, Loss:  0.511
Epoch   0 Batch  500/538 - Train Accuracy:  0.647, Validation Accuracy:  0.632, Loss:  0.495
Epoch   0 Batch  501/538 - Train Accuracy:  0.637, Validation Accuracy:  0.637, Loss:  0.527
Epoch   0 Batch  502/538 - Train Accuracy:  0.612, Validation Accuracy:  0.628, Loss:  0.532
Epoch   0 Batch  503/538 - Train Accuracy:  0.668, Validation Accuracy:  0.626, Loss:  0.509
Epoch   0 Batch  504/538 - Train Accuracy:  0.626, Validation Accuracy:  0.633, Loss:  0.527
Epoch   0 Batch  505/538 - Train Accuracy:  0.642, Validation Accuracy:  0.638, Loss:  0.519
Epoch   0 Batch  506/538 - Train Accuracy:  0.645, Validation Accuracy:  0.639, Loss:  0.522
Epoch   0 Batch  507/538 - Train Accuracy:  0.629, Validation Accuracy:  0.642, Loss:  0.546
Epoch   0 Batch  508/538 - Train Accuracy:  0.648, Validation Accuracy:  0.642, Loss:  0.507
Epoch   0 Batch  509/538 - Train Accuracy:  0.604, Validation Accuracy:  0.640, Loss:  0.534
Epoch   0 Batch  510/538 - Train Accuracy:  0.645, Validation Accuracy:  0.644, Loss:  0.521
Epoch   0 Batch  511/538 - Train Accuracy:  0.665, Validation Accuracy:  0.653, Loss:  0.507
Epoch   0 Batch  512/538 - Train Accuracy:  0.668, Validation Accuracy:  0.639, Loss:  0.502
Epoch   0 Batch  513/538 - Train Accuracy:  0.613, Validation Accuracy:  0.648, Loss:  0.532
Epoch   0 Batch  514/538 - Train Accuracy:  0.624, Validation Accuracy:  0.641, Loss:  0.532
Epoch   0 Batch  515/538 - Train Accuracy:  0.635, Validation Accuracy:  0.651, Loss:  0.526
Epoch   0 Batch  516/538 - Train Accuracy:  0.611, Validation Accuracy:  0.648, Loss:  0.521
Epoch   0 Batch  517/538 - Train Accuracy:  0.631, Validation Accuracy:  0.632, Loss:  0.501
Epoch   0 Batch  518/538 - Train Accuracy:  0.592, Validation Accuracy:  0.612, Loss:  0.541
Epoch   0 Batch  519/538 - Train Accuracy:  0.647, Validation Accuracy:  0.630, Loss:  0.500
Epoch   0 Batch  520/538 - Train Accuracy:  0.632, Validation Accuracy:  0.627, Loss:  0.535
Epoch   0 Batch  521/538 - Train Accuracy:  0.626, Validation Accuracy:  0.624, Loss:  0.543
Epoch   0 Batch  522/538 - Train Accuracy:  0.618, Validation Accuracy:  0.628, Loss:  0.531
Epoch   0 Batch  523/538 - Train Accuracy:  0.615, Validation Accuracy:  0.639, Loss:  0.538
Epoch   0 Batch  524/538 - Train Accuracy:  0.596, Validation Accuracy:  0.647, Loss:  0.546
Epoch   0 Batch  525/538 - Train Accuracy:  0.662, Validation Accuracy:  0.636, Loss:  0.500
Epoch   0 Batch  526/538 - Train Accuracy:  0.636, Validation Accuracy:  0.651, Loss:  0.509
Epoch   0 Batch  527/538 - Train Accuracy:  0.647, Validation Accuracy:  0.643, Loss:  0.517
Epoch   0 Batch  528/538 - Train Accuracy:  0.612, Validation Accuracy:  0.642, Loss:  0.551
Epoch   0 Batch  529/538 - Train Accuracy:  0.628, Validation Accuracy:  0.649, Loss:  0.518
Epoch   0 Batch  530/538 - Train Accuracy:  0.628, Validation Accuracy:  0.638, Loss:  0.537
Epoch   0 Batch  531/538 - Train Accuracy:  0.653, Validation Accuracy:  0.643, Loss:  0.529
Epoch   0 Batch  532/538 - Train Accuracy:  0.613, Validation Accuracy:  0.645, Loss:  0.514
Epoch   0 Batch  533/538 - Train Accuracy:  0.667, Validation Accuracy:  0.649, Loss:  0.519
Epoch   0 Batch  534/538 - Train Accuracy:  0.642, Validation Accuracy:  0.649, Loss:  0.492
Epoch   0 Batch  535/538 - Train Accuracy:  0.656, Validation Accuracy:  0.640, Loss:  0.493
Epoch   0 Batch  536/538 - Train Accuracy:  0.666, Validation Accuracy:  0.653, Loss:  0.506
Epoch   1 Batch    0/538 - Train Accuracy:  0.635, Validation Accuracy:  0.665, Loss:  0.517
Epoch   1 Batch    1/538 - Train Accuracy:  0.636, Validation Accuracy:  0.643, Loss:  0.513
Epoch   1 Batch    2/538 - Train Accuracy:  0.635, Validation Accuracy:  0.645, Loss:  0.536
Epoch   1 Batch    3/538 - Train Accuracy:  0.605, Validation Accuracy:  0.651, Loss:  0.516
Epoch   1 Batch    4/538 - Train Accuracy:  0.666, Validation Accuracy:  0.652, Loss:  0.503
Epoch   1 Batch    5/538 - Train Accuracy:  0.624, Validation Accuracy:  0.664, Loss:  0.512
Epoch   1 Batch    6/538 - Train Accuracy:  0.657, Validation Accuracy:  0.667, Loss:  0.481
Epoch   1 Batch    7/538 - Train Accuracy:  0.670, Validation Accuracy:  0.658, Loss:  0.498
Epoch   1 Batch    8/538 - Train Accuracy:  0.653, Validation Accuracy:  0.651, Loss:  0.503
Epoch   1 Batch    9/538 - Train Accuracy:  0.644, Validation Accuracy:  0.653, Loss:  0.500
Epoch   1 Batch   10/538 - Train Accuracy:  0.624, Validation Accuracy:  0.663, Loss:  0.526
Epoch   1 Batch   11/538 - Train Accuracy:  0.652, Validation Accuracy:  0.659, Loss:  0.509
Epoch   1 Batch   12/538 - Train Accuracy:  0.656, Validation Accuracy:  0.648, Loss:  0.504
Epoch   1 Batch   13/538 - Train Accuracy:  0.688, Validation Accuracy:  0.653, Loss:  0.473
Epoch   1 Batch   14/538 - Train Accuracy:  0.653, Validation Accuracy:  0.664, Loss:  0.500
Epoch   1 Batch   15/538 - Train Accuracy:  0.676, Validation Accuracy:  0.659, Loss:  0.481
Epoch   1 Batch   16/538 - Train Accuracy:  0.677, Validation Accuracy:  0.654, Loss:  0.484
Epoch   1 Batch   17/538 - Train Accuracy:  0.661, Validation Accuracy:  0.659, Loss:  0.496
Epoch   1 Batch   18/538 - Train Accuracy:  0.647, Validation Accuracy:  0.662, Loss:  0.518
Epoch   1 Batch   19/538 - Train Accuracy:  0.641, Validation Accuracy:  0.670, Loss:  0.523
Epoch   1 Batch   20/538 - Train Accuracy:  0.646, Validation Accuracy:  0.674, Loss:  0.499
Epoch   1 Batch   21/538 - Train Accuracy:  0.644, Validation Accuracy:  0.652, Loss:  0.517
Epoch   1 Batch   22/538 - Train Accuracy:  0.621, Validation Accuracy:  0.653, Loss:  0.512
Epoch   1 Batch   23/538 - Train Accuracy:  0.658, Validation Accuracy:  0.661, Loss:  0.513
Epoch   1 Batch   24/538 - Train Accuracy:  0.639, Validation Accuracy:  0.657, Loss:  0.493
Epoch   1 Batch   25/538 - Train Accuracy:  0.670, Validation Accuracy:  0.643, Loss:  0.498
Epoch   1 Batch   26/538 - Train Accuracy:  0.639, Validation Accuracy:  0.650, Loss:  0.517
Epoch   1 Batch   27/538 - Train Accuracy:  0.653, Validation Accuracy:  0.657, Loss:  0.485
Epoch   1 Batch   28/538 - Train Accuracy:  0.678, Validation Accuracy:  0.674, Loss:  0.451
Epoch   1 Batch   29/538 - Train Accuracy:  0.675, Validation Accuracy:  0.667, Loss:  0.461
Epoch   1 Batch   30/538 - Train Accuracy:  0.647, Validation Accuracy:  0.659, Loss:  0.512
Epoch   1 Batch   31/538 - Train Accuracy:  0.682, Validation Accuracy:  0.665, Loss:  0.461
Epoch   1 Batch   32/538 - Train Accuracy:  0.668, Validation Accuracy:  0.671, Loss:  0.461
Epoch   1 Batch   33/538 - Train Accuracy:  0.678, Validation Accuracy:  0.664, Loss:  0.477
Epoch   1 Batch   34/538 - Train Accuracy:  0.683, Validation Accuracy:  0.660, Loss:  0.486
Epoch   1 Batch   35/538 - Train Accuracy:  0.669, Validation Accuracy:  0.660, Loss:  0.479
Epoch   1 Batch   36/538 - Train Accuracy:  0.666, Validation Accuracy:  0.662, Loss:  0.458
Epoch   1 Batch   37/538 - Train Accuracy:  0.683, Validation Accuracy:  0.645, Loss:  0.479
Epoch   1 Batch   38/538 - Train Accuracy:  0.674, Validation Accuracy:  0.651, Loss:  0.476
Epoch   1 Batch   39/538 - Train Accuracy:  0.661, Validation Accuracy:  0.659, Loss:  0.484
Epoch   1 Batch   40/538 - Train Accuracy:  0.707, Validation Accuracy:  0.674, Loss:  0.426
Epoch   1 Batch   41/538 - Train Accuracy:  0.666, Validation Accuracy:  0.667, Loss:  0.484
Epoch   1 Batch   42/538 - Train Accuracy:  0.695, Validation Accuracy:  0.667, Loss:  0.480
Epoch   1 Batch   43/538 - Train Accuracy:  0.685, Validation Accuracy:  0.671, Loss:  0.484
Epoch   1 Batch   44/538 - Train Accuracy:  0.654, Validation Accuracy:  0.672, Loss:  0.487
Epoch   1 Batch   45/538 - Train Accuracy:  0.670, Validation Accuracy:  0.664, Loss:  0.449
Epoch   1 Batch   46/538 - Train Accuracy:  0.677, Validation Accuracy:  0.675, Loss:  0.464
Epoch   1 Batch   47/538 - Train Accuracy:  0.670, Validation Accuracy:  0.679, Loss:  0.467
Epoch   1 Batch   48/538 - Train Accuracy:  0.691, Validation Accuracy:  0.671, Loss:  0.440
Epoch   1 Batch   49/538 - Train Accuracy:  0.660, Validation Accuracy:  0.681, Loss:  0.487
Epoch   1 Batch   50/538 - Train Accuracy:  0.682, Validation Accuracy:  0.654, Loss:  0.463
Epoch   1 Batch   51/538 - Train Accuracy:  0.656, Validation Accuracy:  0.664, Loss:  0.513
Epoch   1 Batch   52/538 - Train Accuracy:  0.683, Validation Accuracy:  0.669, Loss:  0.484
Epoch   1 Batch   53/538 - Train Accuracy:  0.687, Validation Accuracy:  0.663, Loss:  0.434
Epoch   1 Batch   54/538 - Train Accuracy:  0.687, Validation Accuracy:  0.660, Loss:  0.455
Epoch   1 Batch   55/538 - Train Accuracy:  0.665, Validation Accuracy:  0.660, Loss:  0.474
Epoch   1 Batch   56/538 - Train Accuracy:  0.664, Validation Accuracy:  0.670, Loss:  0.443
Epoch   1 Batch   57/538 - Train Accuracy:  0.631, Validation Accuracy:  0.666, Loss:  0.487
Epoch   1 Batch   58/538 - Train Accuracy:  0.657, Validation Accuracy:  0.671, Loss:  0.478
Epoch   1 Batch   59/538 - Train Accuracy:  0.670, Validation Accuracy:  0.677, Loss:  0.475
Epoch   1 Batch   60/538 - Train Accuracy:  0.688, Validation Accuracy:  0.667, Loss:  0.457
Epoch   1 Batch   61/538 - Train Accuracy:  0.659, Validation Accuracy:  0.672, Loss:  0.458
Epoch   1 Batch   62/538 - Train Accuracy:  0.690, Validation Accuracy:  0.674, Loss:  0.451
Epoch   1 Batch   63/538 - Train Accuracy:  0.702, Validation Accuracy:  0.670, Loss:  0.429
Epoch   1 Batch   64/538 - Train Accuracy:  0.696, Validation Accuracy:  0.675, Loss:  0.431
Epoch   1 Batch   65/538 - Train Accuracy:  0.654, Validation Accuracy:  0.668, Loss:  0.468
Epoch   1 Batch   66/538 - Train Accuracy:  0.682, Validation Accuracy:  0.671, Loss:  0.425
Epoch   1 Batch   67/538 - Train Accuracy:  0.706, Validation Accuracy:  0.676, Loss:  0.443
Epoch   1 Batch   68/538 - Train Accuracy:  0.697, Validation Accuracy:  0.675, Loss:  0.426
Epoch   1 Batch   69/538 - Train Accuracy:  0.669, Validation Accuracy:  0.677, Loss:  0.452
Epoch   1 Batch   70/538 - Train Accuracy:  0.690, Validation Accuracy:  0.665, Loss:  0.430
Epoch   1 Batch   71/538 - Train Accuracy:  0.684, Validation Accuracy:  0.670, Loss:  0.462
Epoch   1 Batch   72/538 - Train Accuracy:  0.719, Validation Accuracy:  0.675, Loss:  0.450
Epoch   1 Batch   73/538 - Train Accuracy:  0.679, Validation Accuracy:  0.684, Loss:  0.459
Epoch   1 Batch   74/538 - Train Accuracy:  0.697, Validation Accuracy:  0.680, Loss:  0.421
Epoch   1 Batch   75/538 - Train Accuracy:  0.690, Validation Accuracy:  0.656, Loss:  0.418
Epoch   1 Batch   76/538 - Train Accuracy:  0.689, Validation Accuracy:  0.664, Loss:  0.452
Epoch   1 Batch   77/538 - Train Accuracy:  0.693, Validation Accuracy:  0.679, Loss:  0.439
Epoch   1 Batch   78/538 - Train Accuracy:  0.697, Validation Accuracy:  0.673, Loss:  0.423
Epoch   1 Batch   79/538 - Train Accuracy:  0.685, Validation Accuracy:  0.672, Loss:  0.412
Epoch   1 Batch   80/538 - Train Accuracy:  0.676, Validation Accuracy:  0.667, Loss:  0.454
Epoch   1 Batch   81/538 - Train Accuracy:  0.665, Validation Accuracy:  0.686, Loss:  0.442
Epoch   1 Batch   82/538 - Train Accuracy:  0.680, Validation Accuracy:  0.690, Loss:  0.442
Epoch   1 Batch   83/538 - Train Accuracy:  0.700, Validation Accuracy:  0.688, Loss:  0.440
Epoch   1 Batch   84/538 - Train Accuracy:  0.682, Validation Accuracy:  0.675, Loss:  0.439
Epoch   1 Batch   85/538 - Train Accuracy:  0.703, Validation Accuracy:  0.667, Loss:  0.403
Epoch   1 Batch   86/538 - Train Accuracy:  0.690, Validation Accuracy:  0.664, Loss:  0.437
Epoch   1 Batch   87/538 - Train Accuracy:  0.683, Validation Accuracy:  0.666, Loss:  0.437
Epoch   1 Batch   88/538 - Train Accuracy:  0.725, Validation Accuracy:  0.684, Loss:  0.433
Epoch   1 Batch   89/538 - Train Accuracy:  0.684, Validation Accuracy:  0.676, Loss:  0.428
Epoch   1 Batch   90/538 - Train Accuracy:  0.676, Validation Accuracy:  0.654, Loss:  0.436
Epoch   1 Batch   91/538 - Train Accuracy:  0.688, Validation Accuracy:  0.663, Loss:  0.436
Epoch   1 Batch   92/538 - Train Accuracy:  0.693, Validation Accuracy:  0.683, Loss:  0.441
Epoch   1 Batch   93/538 - Train Accuracy:  0.675, Validation Accuracy:  0.684, Loss:  0.438
Epoch   1 Batch   94/538 - Train Accuracy:  0.696, Validation Accuracy:  0.682, Loss:  0.426
Epoch   1 Batch   95/538 - Train Accuracy:  0.705, Validation Accuracy:  0.656, Loss:  0.397
Epoch   1 Batch   96/538 - Train Accuracy:  0.690, Validation Accuracy:  0.648, Loss:  0.407
Epoch   1 Batch   97/538 - Train Accuracy:  0.661, Validation Accuracy:  0.673, Loss:  0.426
Epoch   1 Batch   98/538 - Train Accuracy:  0.710, Validation Accuracy:  0.686, Loss:  0.400
Epoch   1 Batch   99/538 - Train Accuracy:  0.678, Validation Accuracy:  0.689, Loss:  0.427
Epoch   1 Batch  100/538 - Train Accuracy:  0.694, Validation Accuracy:  0.676, Loss:  0.417
Epoch   1 Batch  101/538 - Train Accuracy:  0.644, Validation Accuracy:  0.665, Loss:  0.437
Epoch   1 Batch  102/538 - Train Accuracy:  0.696, Validation Accuracy:  0.655, Loss:  0.417
Epoch   1 Batch  103/538 - Train Accuracy:  0.684, Validation Accuracy:  0.673, Loss:  0.409
Epoch   1 Batch  104/538 - Train Accuracy:  0.672, Validation Accuracy:  0.679, Loss:  0.405
Epoch   1 Batch  105/538 - Train Accuracy:  0.688, Validation Accuracy:  0.681, Loss:  0.393
Epoch   1 Batch  106/538 - Train Accuracy:  0.694, Validation Accuracy:  0.685, Loss:  0.397
Epoch   1 Batch  107/538 - Train Accuracy:  0.673, Validation Accuracy:  0.682, Loss:  0.427
Epoch   1 Batch  108/538 - Train Accuracy:  0.722, Validation Accuracy:  0.708, Loss:  0.416
Epoch   1 Batch  109/538 - Train Accuracy:  0.742, Validation Accuracy:  0.705, Loss:  0.403
Epoch   1 Batch  110/538 - Train Accuracy:  0.713, Validation Accuracy:  0.707, Loss:  0.414
Epoch   1 Batch  111/538 - Train Accuracy:  0.717, Validation Accuracy:  0.703, Loss:  0.388
Epoch   1 Batch  112/538 - Train Accuracy:  0.708, Validation Accuracy:  0.694, Loss:  0.415
Epoch   1 Batch  113/538 - Train Accuracy:  0.694, Validation Accuracy:  0.711, Loss:  0.426
Epoch   1 Batch  114/538 - Train Accuracy:  0.724, Validation Accuracy:  0.708, Loss:  0.391
Epoch   1 Batch  115/538 - Train Accuracy:  0.699, Validation Accuracy:  0.711, Loss:  0.424
Epoch   1 Batch  116/538 - Train Accuracy:  0.707, Validation Accuracy:  0.695, Loss:  0.411
Epoch   1 Batch  117/538 - Train Accuracy:  0.723, Validation Accuracy:  0.689, Loss:  0.385
Epoch   1 Batch  118/538 - Train Accuracy:  0.724, Validation Accuracy:  0.713, Loss:  0.382
Epoch   1 Batch  119/538 - Train Accuracy:  0.733, Validation Accuracy:  0.709, Loss:  0.370
Epoch   1 Batch  120/538 - Train Accuracy:  0.705, Validation Accuracy:  0.706, Loss:  0.395
Epoch   1 Batch  121/538 - Train Accuracy:  0.699, Validation Accuracy:  0.687, Loss:  0.388
Epoch   1 Batch  122/538 - Train Accuracy:  0.712, Validation Accuracy:  0.690, Loss:  0.383
Epoch   1 Batch  123/538 - Train Accuracy:  0.738, Validation Accuracy:  0.711, Loss:  0.377
Epoch   1 Batch  124/538 - Train Accuracy:  0.720, Validation Accuracy:  0.703, Loss:  0.368
Epoch   1 Batch  125/538 - Train Accuracy:  0.698, Validation Accuracy:  0.705, Loss:  0.397
Epoch   1 Batch  126/538 - Train Accuracy:  0.713, Validation Accuracy:  0.694, Loss:  0.373
Epoch   1 Batch  127/538 - Train Accuracy:  0.690, Validation Accuracy:  0.695, Loss:  0.428
Epoch   1 Batch  128/538 - Train Accuracy:  0.711, Validation Accuracy:  0.704, Loss:  0.399
Epoch   1 Batch  129/538 - Train Accuracy:  0.691, Validation Accuracy:  0.695, Loss:  0.377
Epoch   1 Batch  130/538 - Train Accuracy:  0.702, Validation Accuracy:  0.695, Loss:  0.393
Epoch   1 Batch  131/538 - Train Accuracy:  0.736, Validation Accuracy:  0.686, Loss:  0.401
Epoch   1 Batch  132/538 - Train Accuracy:  0.684, Validation Accuracy:  0.702, Loss:  0.394
Epoch   1 Batch  133/538 - Train Accuracy:  0.732, Validation Accuracy:  0.699, Loss:  0.369
Epoch   1 Batch  134/538 - Train Accuracy:  0.683, Validation Accuracy:  0.675, Loss:  0.412
Epoch   1 Batch  135/538 - Train Accuracy:  0.695, Validation Accuracy:  0.660, Loss:  0.395
Epoch   1 Batch  136/538 - Train Accuracy:  0.706, Validation Accuracy:  0.679, Loss:  0.393
Epoch   1 Batch  137/538 - Train Accuracy:  0.690, Validation Accuracy:  0.692, Loss:  0.395
Epoch   1 Batch  138/538 - Train Accuracy:  0.706, Validation Accuracy:  0.683, Loss:  0.389
Epoch   1 Batch  139/538 - Train Accuracy:  0.695, Validation Accuracy:  0.707, Loss:  0.430
Epoch   1 Batch  140/538 - Train Accuracy:  0.673, Validation Accuracy:  0.703, Loss:  0.425
Epoch   1 Batch  141/538 - Train Accuracy:  0.703, Validation Accuracy:  0.710, Loss:  0.399
Epoch   1 Batch  142/538 - Train Accuracy:  0.747, Validation Accuracy:  0.707, Loss:  0.383
Epoch   1 Batch  143/538 - Train Accuracy:  0.718, Validation Accuracy:  0.701, Loss:  0.402
Epoch   1 Batch  144/538 - Train Accuracy:  0.719, Validation Accuracy:  0.709, Loss:  0.413
Epoch   1 Batch  145/538 - Train Accuracy:  0.709, Validation Accuracy:  0.704, Loss:  0.393
Epoch   1 Batch  146/538 - Train Accuracy:  0.721, Validation Accuracy:  0.697, Loss:  0.383
Epoch   1 Batch  147/538 - Train Accuracy:  0.719, Validation Accuracy:  0.714, Loss:  0.375
Epoch   1 Batch  148/538 - Train Accuracy:  0.705, Validation Accuracy:  0.704, Loss:  0.417
Epoch   1 Batch  149/538 - Train Accuracy:  0.726, Validation Accuracy:  0.700, Loss:  0.387
Epoch   1 Batch  150/538 - Train Accuracy:  0.721, Validation Accuracy:  0.710, Loss:  0.384
Epoch   1 Batch  151/538 - Train Accuracy:  0.724, Validation Accuracy:  0.711, Loss:  0.371
Epoch   1 Batch  152/538 - Train Accuracy:  0.754, Validation Accuracy:  0.724, Loss:  0.371
Epoch   1 Batch  153/538 - Train Accuracy:  0.713, Validation Accuracy:  0.714, Loss:  0.386
Epoch   1 Batch  154/538 - Train Accuracy:  0.704, Validation Accuracy:  0.692, Loss:  0.366
Epoch   1 Batch  155/538 - Train Accuracy:  0.720, Validation Accuracy:  0.720, Loss:  0.384
Epoch   1 Batch  156/538 - Train Accuracy:  0.709, Validation Accuracy:  0.713, Loss:  0.380
Epoch   1 Batch  157/538 - Train Accuracy:  0.745, Validation Accuracy:  0.719, Loss:  0.356
Epoch   1 Batch  158/538 - Train Accuracy:  0.712, Validation Accuracy:  0.712, Loss:  0.387
Epoch   1 Batch  159/538 - Train Accuracy:  0.706, Validation Accuracy:  0.717, Loss:  0.384
Epoch   1 Batch  160/538 - Train Accuracy:  0.702, Validation Accuracy:  0.691, Loss:  0.366
Epoch   1 Batch  161/538 - Train Accuracy:  0.705, Validation Accuracy:  0.693, Loss:  0.381
Epoch   1 Batch  162/538 - Train Accuracy:  0.714, Validation Accuracy:  0.723, Loss:  0.368
Epoch   1 Batch  163/538 - Train Accuracy:  0.731, Validation Accuracy:  0.717, Loss:  0.387
Epoch   1 Batch  164/538 - Train Accuracy:  0.721, Validation Accuracy:  0.702, Loss:  0.390
Epoch   1 Batch  165/538 - Train Accuracy:  0.721, Validation Accuracy:  0.678, Loss:  0.352
Epoch   1 Batch  166/538 - Train Accuracy:  0.739, Validation Accuracy:  0.691, Loss:  0.373
Epoch   1 Batch  167/538 - Train Accuracy:  0.741, Validation Accuracy:  0.716, Loss:  0.371
Epoch   1 Batch  168/538 - Train Accuracy:  0.708, Validation Accuracy:  0.722, Loss:  0.404
Epoch   1 Batch  169/538 - Train Accuracy:  0.743, Validation Accuracy:  0.723, Loss:  0.365
Epoch   1 Batch  170/538 - Train Accuracy:  0.705, Validation Accuracy:  0.716, Loss:  0.381
Epoch   1 Batch  171/538 - Train Accuracy:  0.712, Validation Accuracy:  0.708, Loss:  0.384
Epoch   1 Batch  172/538 - Train Accuracy:  0.714, Validation Accuracy:  0.720, Loss:  0.364
Epoch   1 Batch  173/538 - Train Accuracy:  0.726, Validation Accuracy:  0.717, Loss:  0.358
Epoch   1 Batch  174/538 - Train Accuracy:  0.701, Validation Accuracy:  0.710, Loss:  0.376
Epoch   1 Batch  175/538 - Train Accuracy:  0.689, Validation Accuracy:  0.696, Loss:  0.376
Epoch   1 Batch  176/538 - Train Accuracy:  0.697, Validation Accuracy:  0.691, Loss:  0.394
Epoch   1 Batch  177/538 - Train Accuracy:  0.716, Validation Accuracy:  0.689, Loss:  0.360
Epoch   1 Batch  178/538 - Train Accuracy:  0.699, Validation Accuracy:  0.715, Loss:  0.357
Epoch   1 Batch  179/538 - Train Accuracy:  0.710, Validation Accuracy:  0.725, Loss:  0.369
Epoch   1 Batch  180/538 - Train Accuracy:  0.744, Validation Accuracy:  0.723, Loss:  0.361
Epoch   1 Batch  181/538 - Train Accuracy:  0.706, Validation Accuracy:  0.721, Loss:  0.379
Epoch   1 Batch  182/538 - Train Accuracy:  0.701, Validation Accuracy:  0.719, Loss:  0.367
Epoch   1 Batch  183/538 - Train Accuracy:  0.756, Validation Accuracy:  0.725, Loss:  0.340
Epoch   1 Batch  184/538 - Train Accuracy:  0.743, Validation Accuracy:  0.732, Loss:  0.351
Epoch   1 Batch  185/538 - Train Accuracy:  0.754, Validation Accuracy:  0.737, Loss:  0.356
Epoch   1 Batch  186/538 - Train Accuracy:  0.726, Validation Accuracy:  0.735, Loss:  0.361
Epoch   1 Batch  187/538 - Train Accuracy:  0.714, Validation Accuracy:  0.714, Loss:  0.351
Epoch   1 Batch  188/538 - Train Accuracy:  0.756, Validation Accuracy:  0.709, Loss:  0.359
Epoch   1 Batch  189/538 - Train Accuracy:  0.738, Validation Accuracy:  0.712, Loss:  0.361
Epoch   1 Batch  190/538 - Train Accuracy:  0.717, Validation Accuracy:  0.714, Loss:  0.374
Epoch   1 Batch  191/538 - Train Accuracy:  0.738, Validation Accuracy:  0.719, Loss:  0.343
Epoch   1 Batch  192/538 - Train Accuracy:  0.719, Validation Accuracy:  0.721, Loss:  0.348
Epoch   1 Batch  193/538 - Train Accuracy:  0.733, Validation Accuracy:  0.733, Loss:  0.344
Epoch   1 Batch  194/538 - Train Accuracy:  0.731, Validation Accuracy:  0.730, Loss:  0.366
Epoch   1 Batch  195/538 - Train Accuracy:  0.757, Validation Accuracy:  0.730, Loss:  0.341
Epoch   1 Batch  196/538 - Train Accuracy:  0.734, Validation Accuracy:  0.727, Loss:  0.345
Epoch   1 Batch  197/538 - Train Accuracy:  0.733, Validation Accuracy:  0.737, Loss:  0.345
Epoch   1 Batch  198/538 - Train Accuracy:  0.740, Validation Accuracy:  0.729, Loss:  0.343
Epoch   1 Batch  199/538 - Train Accuracy:  0.730, Validation Accuracy:  0.727, Loss:  0.365
Epoch   1 Batch  200/538 - Train Accuracy:  0.735, Validation Accuracy:  0.725, Loss:  0.346
Epoch   1 Batch  201/538 - Train Accuracy:  0.750, Validation Accuracy:  0.727, Loss:  0.347
Epoch   1 Batch  202/538 - Train Accuracy:  0.735, Validation Accuracy:  0.725, Loss:  0.368
Epoch   1 Batch  203/538 - Train Accuracy:  0.722, Validation Accuracy:  0.731, Loss:  0.373
Epoch   1 Batch  204/538 - Train Accuracy:  0.723, Validation Accuracy:  0.737, Loss:  0.358
Epoch   1 Batch  205/538 - Train Accuracy:  0.760, Validation Accuracy:  0.728, Loss:  0.325
Epoch   1 Batch  206/538 - Train Accuracy:  0.695, Validation Accuracy:  0.706, Loss:  0.365
Epoch   1 Batch  207/538 - Train Accuracy:  0.736, Validation Accuracy:  0.722, Loss:  0.340
Epoch   1 Batch  208/538 - Train Accuracy:  0.746, Validation Accuracy:  0.744, Loss:  0.372
Epoch   1 Batch  209/538 - Train Accuracy:  0.761, Validation Accuracy:  0.735, Loss:  0.342
Epoch   1 Batch  210/538 - Train Accuracy:  0.726, Validation Accuracy:  0.742, Loss:  0.347
Epoch   1 Batch  211/538 - Train Accuracy:  0.729, Validation Accuracy:  0.733, Loss:  0.355
Epoch   1 Batch  212/538 - Train Accuracy:  0.722, Validation Accuracy:  0.741, Loss:  0.346
Epoch   1 Batch  213/538 - Train Accuracy:  0.734, Validation Accuracy:  0.747, Loss:  0.337
Epoch   1 Batch  214/538 - Train Accuracy:  0.745, Validation Accuracy:  0.767, Loss:  0.351
Epoch   1 Batch  215/538 - Train Accuracy:  0.742, Validation Accuracy:  0.746, Loss:  0.354
Epoch   1 Batch  216/538 - Train Accuracy:  0.731, Validation Accuracy:  0.713, Loss:  0.363
Epoch   1 Batch  217/538 - Train Accuracy:  0.750, Validation Accuracy:  0.744, Loss:  0.358
Epoch   1 Batch  218/538 - Train Accuracy:  0.708, Validation Accuracy:  0.727, Loss:  0.358
Epoch   1 Batch  219/538 - Train Accuracy:  0.707, Validation Accuracy:  0.716, Loss:  0.377
Epoch   1 Batch  220/538 - Train Accuracy:  0.714, Validation Accuracy:  0.692, Loss:  0.336
Epoch   1 Batch  221/538 - Train Accuracy:  0.768, Validation Accuracy:  0.740, Loss:  0.349
Epoch   1 Batch  222/538 - Train Accuracy:  0.753, Validation Accuracy:  0.733, Loss:  0.332
Epoch   1 Batch  223/538 - Train Accuracy:  0.719, Validation Accuracy:  0.722, Loss:  0.372
Epoch   1 Batch  224/538 - Train Accuracy:  0.734, Validation Accuracy:  0.702, Loss:  0.352
Epoch   1 Batch  225/538 - Train Accuracy:  0.740, Validation Accuracy:  0.731, Loss:  0.349
Epoch   1 Batch  226/538 - Train Accuracy:  0.735, Validation Accuracy:  0.730, Loss:  0.339
Epoch   1 Batch  227/538 - Train Accuracy:  0.718, Validation Accuracy:  0.698, Loss:  0.339
Epoch   1 Batch  228/538 - Train Accuracy:  0.716, Validation Accuracy:  0.699, Loss:  0.351
Epoch   1 Batch  229/538 - Train Accuracy:  0.755, Validation Accuracy:  0.744, Loss:  0.362
Epoch   1 Batch  230/538 - Train Accuracy:  0.727, Validation Accuracy:  0.744, Loss:  0.361
Epoch   1 Batch  231/538 - Train Accuracy:  0.720, Validation Accuracy:  0.760, Loss:  0.357
Epoch   1 Batch  232/538 - Train Accuracy:  0.725, Validation Accuracy:  0.718, Loss:  0.371
Epoch   1 Batch  233/538 - Train Accuracy:  0.729, Validation Accuracy:  0.698, Loss:  0.348
Epoch   1 Batch  234/538 - Train Accuracy:  0.731, Validation Accuracy:  0.714, Loss:  0.382
Epoch   1 Batch  235/538 - Train Accuracy:  0.747, Validation Accuracy:  0.724, Loss:  0.335
Epoch   1 Batch  236/538 - Train Accuracy:  0.718, Validation Accuracy:  0.738, Loss:  0.382
Epoch   1 Batch  237/538 - Train Accuracy:  0.724, Validation Accuracy:  0.736, Loss:  0.340
Epoch   1 Batch  238/538 - Train Accuracy:  0.765, Validation Accuracy:  0.734, Loss:  0.356
Epoch   1 Batch  239/538 - Train Accuracy:  0.746, Validation Accuracy:  0.735, Loss:  0.351
Epoch   1 Batch  240/538 - Train Accuracy:  0.731, Validation Accuracy:  0.716, Loss:  0.355
Epoch   1 Batch  241/538 - Train Accuracy:  0.731, Validation Accuracy:  0.717, Loss:  0.354
Epoch   1 Batch  242/538 - Train Accuracy:  0.745, Validation Accuracy:  0.719, Loss:  0.348
Epoch   1 Batch  243/538 - Train Accuracy:  0.719, Validation Accuracy:  0.751, Loss:  0.373
Epoch   1 Batch  244/538 - Train Accuracy:  0.751, Validation Accuracy:  0.752, Loss:  0.335
Epoch   1 Batch  245/538 - Train Accuracy:  0.738, Validation Accuracy:  0.753, Loss:  0.359
Epoch   1 Batch  246/538 - Train Accuracy:  0.762, Validation Accuracy:  0.727, Loss:  0.324
Epoch   1 Batch  247/538 - Train Accuracy:  0.751, Validation Accuracy:  0.717, Loss:  0.336
Epoch   1 Batch  248/538 - Train Accuracy:  0.735, Validation Accuracy:  0.716, Loss:  0.350
Epoch   1 Batch  249/538 - Train Accuracy:  0.742, Validation Accuracy:  0.749, Loss:  0.325
Epoch   1 Batch  250/538 - Train Accuracy:  0.768, Validation Accuracy:  0.765, Loss:  0.338
Epoch   1 Batch  251/538 - Train Accuracy:  0.770, Validation Accuracy:  0.753, Loss:  0.344
Epoch   1 Batch  252/538 - Train Accuracy:  0.764, Validation Accuracy:  0.738, Loss:  0.327
Epoch   1 Batch  253/538 - Train Accuracy:  0.729, Validation Accuracy:  0.727, Loss:  0.334
Epoch   1 Batch  254/538 - Train Accuracy:  0.714, Validation Accuracy:  0.713, Loss:  0.342
Epoch   1 Batch  255/538 - Train Accuracy:  0.751, Validation Accuracy:  0.720, Loss:  0.330
Epoch   1 Batch  256/538 - Train Accuracy:  0.738, Validation Accuracy:  0.728, Loss:  0.345
Epoch   1 Batch  257/538 - Train Accuracy:  0.739, Validation Accuracy:  0.739, Loss:  0.318
Epoch   1 Batch  258/538 - Train Accuracy:  0.733, Validation Accuracy:  0.736, Loss:  0.330
Epoch   1 Batch  259/538 - Train Accuracy:  0.773, Validation Accuracy:  0.745, Loss:  0.318
Epoch   1 Batch  260/538 - Train Accuracy:  0.735, Validation Accuracy:  0.732, Loss:  0.323
Epoch   1 Batch  261/538 - Train Accuracy:  0.750, Validation Accuracy:  0.740, Loss:  0.341
Epoch   1 Batch  262/538 - Train Accuracy:  0.750, Validation Accuracy:  0.752, Loss:  0.331
Epoch   1 Batch  263/538 - Train Accuracy:  0.755, Validation Accuracy:  0.764, Loss:  0.325
Epoch   1 Batch  264/538 - Train Accuracy:  0.729, Validation Accuracy:  0.750, Loss:  0.341
Epoch   1 Batch  265/538 - Train Accuracy:  0.729, Validation Accuracy:  0.751, Loss:  0.346
Epoch   1 Batch  266/538 - Train Accuracy:  0.750, Validation Accuracy:  0.759, Loss:  0.331
Epoch   1 Batch  267/538 - Train Accuracy:  0.756, Validation Accuracy:  0.763, Loss:  0.331
Epoch   1 Batch  268/538 - Train Accuracy:  0.767, Validation Accuracy:  0.763, Loss:  0.312
Epoch   1 Batch  269/538 - Train Accuracy:  0.746, Validation Accuracy:  0.750, Loss:  0.317
Epoch   1 Batch  270/538 - Train Accuracy:  0.727, Validation Accuracy:  0.752, Loss:  0.326
Epoch   1 Batch  271/538 - Train Accuracy:  0.753, Validation Accuracy:  0.753, Loss:  0.326
Epoch   1 Batch  272/538 - Train Accuracy:  0.753, Validation Accuracy:  0.752, Loss:  0.347
Epoch   1 Batch  273/538 - Train Accuracy:  0.762, Validation Accuracy:  0.757, Loss:  0.326
Epoch   1 Batch  274/538 - Train Accuracy:  0.719, Validation Accuracy:  0.757, Loss:  0.348
Epoch   1 Batch  275/538 - Train Accuracy:  0.718, Validation Accuracy:  0.734, Loss:  0.340
Epoch   1 Batch  276/538 - Train Accuracy:  0.752, Validation Accuracy:  0.740, Loss:  0.330
Epoch   1 Batch  277/538 - Train Accuracy:  0.761, Validation Accuracy:  0.748, Loss:  0.322
Epoch   1 Batch  278/538 - Train Accuracy:  0.761, Validation Accuracy:  0.749, Loss:  0.324
Epoch   1 Batch  279/538 - Train Accuracy:  0.762, Validation Accuracy:  0.762, Loss:  0.314
Epoch   1 Batch  280/538 - Train Accuracy:  0.792, Validation Accuracy:  0.761, Loss:  0.307
Epoch   1 Batch  281/538 - Train Accuracy:  0.756, Validation Accuracy:  0.754, Loss:  0.336
Epoch   1 Batch  282/538 - Train Accuracy:  0.764, Validation Accuracy:  0.737, Loss:  0.321
Epoch   1 Batch  283/538 - Train Accuracy:  0.792, Validation Accuracy:  0.751, Loss:  0.315
Epoch   1 Batch  284/538 - Train Accuracy:  0.779, Validation Accuracy:  0.765, Loss:  0.323
Epoch   1 Batch  285/538 - Train Accuracy:  0.793, Validation Accuracy:  0.772, Loss:  0.292
Epoch   1 Batch  286/538 - Train Accuracy:  0.752, Validation Accuracy:  0.756, Loss:  0.329
Epoch   1 Batch  287/538 - Train Accuracy:  0.780, Validation Accuracy:  0.749, Loss:  0.306
Epoch   1 Batch  288/538 - Train Accuracy:  0.760, Validation Accuracy:  0.751, Loss:  0.320
Epoch   1 Batch  289/538 - Train Accuracy:  0.786, Validation Accuracy:  0.760, Loss:  0.290
Epoch   1 Batch  290/538 - Train Accuracy:  0.786, Validation Accuracy:  0.766, Loss:  0.303
Epoch   1 Batch  291/538 - Train Accuracy:  0.804, Validation Accuracy:  0.758, Loss:  0.305
Epoch   1 Batch  292/538 - Train Accuracy:  0.775, Validation Accuracy:  0.754, Loss:  0.295
Epoch   1 Batch  293/538 - Train Accuracy:  0.784, Validation Accuracy:  0.744, Loss:  0.296
Epoch   1 Batch  294/538 - Train Accuracy:  0.759, Validation Accuracy:  0.748, Loss:  0.329
Epoch   1 Batch  295/538 - Train Accuracy:  0.769, Validation Accuracy:  0.768, Loss:  0.292
Epoch   1 Batch  296/538 - Train Accuracy:  0.772, Validation Accuracy:  0.777, Loss:  0.314
Epoch   1 Batch  297/538 - Train Accuracy:  0.757, Validation Accuracy:  0.773, Loss:  0.325
Epoch   1 Batch  298/538 - Train Accuracy:  0.758, Validation Accuracy:  0.761, Loss:  0.302
Epoch   1 Batch  299/538 - Train Accuracy:  0.756, Validation Accuracy:  0.759, Loss:  0.316
Epoch   1 Batch  300/538 - Train Accuracy:  0.762, Validation Accuracy:  0.763, Loss:  0.300
Epoch   1 Batch  301/538 - Train Accuracy:  0.755, Validation Accuracy:  0.762, Loss:  0.306
Epoch   1 Batch  302/538 - Train Accuracy:  0.793, Validation Accuracy:  0.752, Loss:  0.291
Epoch   1 Batch  303/538 - Train Accuracy:  0.793, Validation Accuracy:  0.773, Loss:  0.287
Epoch   1 Batch  304/538 - Train Accuracy:  0.763, Validation Accuracy:  0.782, Loss:  0.306
Epoch   1 Batch  305/538 - Train Accuracy:  0.784, Validation Accuracy:  0.753, Loss:  0.291
Epoch   1 Batch  306/538 - Train Accuracy:  0.757, Validation Accuracy:  0.754, Loss:  0.300
Epoch   1 Batch  307/538 - Train Accuracy:  0.781, Validation Accuracy:  0.775, Loss:  0.302
Epoch   1 Batch  308/538 - Train Accuracy:  0.782, Validation Accuracy:  0.779, Loss:  0.300
Epoch   1 Batch  309/538 - Train Accuracy:  0.767, Validation Accuracy:  0.769, Loss:  0.299
Epoch   1 Batch  310/538 - Train Accuracy:  0.789, Validation Accuracy:  0.769, Loss:  0.313
Epoch   1 Batch  311/538 - Train Accuracy:  0.764, Validation Accuracy:  0.764, Loss:  0.297
Epoch   1 Batch  312/538 - Train Accuracy:  0.771, Validation Accuracy:  0.754, Loss:  0.281
Epoch   1 Batch  313/538 - Train Accuracy:  0.748, Validation Accuracy:  0.751, Loss:  0.306
Epoch   1 Batch  314/538 - Train Accuracy:  0.767, Validation Accuracy:  0.762, Loss:  0.306
Epoch   1 Batch  315/538 - Train Accuracy:  0.762, Validation Accuracy:  0.758, Loss:  0.297
Epoch   1 Batch  316/538 - Train Accuracy:  0.774, Validation Accuracy:  0.757, Loss:  0.284
Epoch   1 Batch  317/538 - Train Accuracy:  0.794, Validation Accuracy:  0.764, Loss:  0.308
Epoch   1 Batch  318/538 - Train Accuracy:  0.765, Validation Accuracy:  0.764, Loss:  0.294
Epoch   1 Batch  319/538 - Train Accuracy:  0.786, Validation Accuracy:  0.774, Loss:  0.295
Epoch   1 Batch  320/538 - Train Accuracy:  0.766, Validation Accuracy:  0.762, Loss:  0.288
Epoch   1 Batch  321/538 - Train Accuracy:  0.781, Validation Accuracy:  0.751, Loss:  0.285
Epoch   1 Batch  322/538 - Train Accuracy:  0.791, Validation Accuracy:  0.762, Loss:  0.292
Epoch   1 Batch  323/538 - Train Accuracy:  0.776, Validation Accuracy:  0.761, Loss:  0.285
Epoch   1 Batch  324/538 - Train Accuracy:  0.784, Validation Accuracy:  0.774, Loss:  0.310
Epoch   1 Batch  325/538 - Train Accuracy:  0.800, Validation Accuracy:  0.766, Loss:  0.285
Epoch   1 Batch  326/538 - Train Accuracy:  0.777, Validation Accuracy:  0.768, Loss:  0.303
Epoch   1 Batch  327/538 - Train Accuracy:  0.762, Validation Accuracy:  0.766, Loss:  0.304
Epoch   1 Batch  328/538 - Train Accuracy:  0.810, Validation Accuracy:  0.776, Loss:  0.283
Epoch   1 Batch  329/538 - Train Accuracy:  0.797, Validation Accuracy:  0.775, Loss:  0.291
Epoch   1 Batch  330/538 - Train Accuracy:  0.791, Validation Accuracy:  0.767, Loss:  0.276
Epoch   1 Batch  331/538 - Train Accuracy:  0.790, Validation Accuracy:  0.755, Loss:  0.286
Epoch   1 Batch  332/538 - Train Accuracy:  0.756, Validation Accuracy:  0.761, Loss:  0.290
Epoch   1 Batch  333/538 - Train Accuracy:  0.768, Validation Accuracy:  0.769, Loss:  0.288
Epoch   1 Batch  334/538 - Train Accuracy:  0.803, Validation Accuracy:  0.770, Loss:  0.271
Epoch   1 Batch  335/538 - Train Accuracy:  0.779, Validation Accuracy:  0.779, Loss:  0.284
Epoch   1 Batch  336/538 - Train Accuracy:  0.797, Validation Accuracy:  0.772, Loss:  0.276
Epoch   1 Batch  337/538 - Train Accuracy:  0.784, Validation Accuracy:  0.767, Loss:  0.288
Epoch   1 Batch  338/538 - Train Accuracy:  0.764, Validation Accuracy:  0.776, Loss:  0.284
Epoch   1 Batch  339/538 - Train Accuracy:  0.799, Validation Accuracy:  0.777, Loss:  0.274
Epoch   1 Batch  340/538 - Train Accuracy:  0.775, Validation Accuracy:  0.770, Loss:  0.294
Epoch   1 Batch  341/538 - Train Accuracy:  0.775, Validation Accuracy:  0.743, Loss:  0.286
Epoch   1 Batch  342/538 - Train Accuracy:  0.763, Validation Accuracy:  0.740, Loss:  0.281
Epoch   1 Batch  343/538 - Train Accuracy:  0.804, Validation Accuracy:  0.767, Loss:  0.291
Epoch   1 Batch  344/538 - Train Accuracy:  0.794, Validation Accuracy:  0.765, Loss:  0.284
Epoch   1 Batch  345/538 - Train Accuracy:  0.813, Validation Accuracy:  0.793, Loss:  0.282
Epoch   1 Batch  346/538 - Train Accuracy:  0.774, Validation Accuracy:  0.790, Loss:  0.297
Epoch   1 Batch  347/538 - Train Accuracy:  0.784, Validation Accuracy:  0.778, Loss:  0.289
Epoch   1 Batch  348/538 - Train Accuracy:  0.785, Validation Accuracy:  0.762, Loss:  0.270
Epoch   1 Batch  349/538 - Train Accuracy:  0.764, Validation Accuracy:  0.770, Loss:  0.283
Epoch   1 Batch  350/538 - Train Accuracy:  0.790, Validation Accuracy:  0.794, Loss:  0.291
Epoch   1 Batch  351/538 - Train Accuracy:  0.772, Validation Accuracy:  0.793, Loss:  0.309
Epoch   1 Batch  352/538 - Train Accuracy:  0.780, Validation Accuracy:  0.765, Loss:  0.292
Epoch   1 Batch  353/538 - Train Accuracy:  0.781, Validation Accuracy:  0.774, Loss:  0.294
Epoch   1 Batch  354/538 - Train Accuracy:  0.766, Validation Accuracy:  0.787, Loss:  0.294
Epoch   1 Batch  355/538 - Train Accuracy:  0.766, Validation Accuracy:  0.784, Loss:  0.298
Epoch   1 Batch  356/538 - Train Accuracy:  0.784, Validation Accuracy:  0.771, Loss:  0.258
Epoch   1 Batch  357/538 - Train Accuracy:  0.799, Validation Accuracy:  0.773, Loss:  0.275
Epoch   1 Batch  358/538 - Train Accuracy:  0.807, Validation Accuracy:  0.767, Loss:  0.277
Epoch   1 Batch  359/538 - Train Accuracy:  0.784, Validation Accuracy:  0.764, Loss:  0.274
Epoch   1 Batch  360/538 - Train Accuracy:  0.790, Validation Accuracy:  0.774, Loss:  0.274
Epoch   1 Batch  361/538 - Train Accuracy:  0.789, Validation Accuracy:  0.773, Loss:  0.269
Epoch   1 Batch  362/538 - Train Accuracy:  0.815, Validation Accuracy:  0.770, Loss:  0.257
Epoch   1 Batch  363/538 - Train Accuracy:  0.797, Validation Accuracy:  0.776, Loss:  0.260
Epoch   1 Batch  364/538 - Train Accuracy:  0.776, Validation Accuracy:  0.769, Loss:  0.288
Epoch   1 Batch  365/538 - Train Accuracy:  0.780, Validation Accuracy:  0.773, Loss:  0.277
Epoch   1 Batch  366/538 - Train Accuracy:  0.805, Validation Accuracy:  0.778, Loss:  0.283
Epoch   1 Batch  367/538 - Train Accuracy:  0.799, Validation Accuracy:  0.787, Loss:  0.263
Epoch   1 Batch  368/538 - Train Accuracy:  0.824, Validation Accuracy:  0.783, Loss:  0.249
Epoch   1 Batch  369/538 - Train Accuracy:  0.817, Validation Accuracy:  0.771, Loss:  0.257
Epoch   1 Batch  370/538 - Train Accuracy:  0.775, Validation Accuracy:  0.776, Loss:  0.280
Epoch   1 Batch  371/538 - Train Accuracy:  0.794, Validation Accuracy:  0.775, Loss:  0.258
Epoch   1 Batch  372/538 - Train Accuracy:  0.821, Validation Accuracy:  0.784, Loss:  0.271
Epoch   1 Batch  373/538 - Train Accuracy:  0.791, Validation Accuracy:  0.779, Loss:  0.261
Epoch   1 Batch  374/538 - Train Accuracy:  0.794, Validation Accuracy:  0.779, Loss:  0.272
Epoch   1 Batch  375/538 - Train Accuracy:  0.789, Validation Accuracy:  0.779, Loss:  0.252
Epoch   1 Batch  376/538 - Train Accuracy:  0.795, Validation Accuracy:  0.782, Loss:  0.273
Epoch   1 Batch  377/538 - Train Accuracy:  0.796, Validation Accuracy:  0.783, Loss:  0.269
Epoch   1 Batch  378/538 - Train Accuracy:  0.808, Validation Accuracy:  0.782, Loss:  0.255
Epoch   1 Batch  379/538 - Train Accuracy:  0.827, Validation Accuracy:  0.771, Loss:  0.258
Epoch   1 Batch  380/538 - Train Accuracy:  0.798, Validation Accuracy:  0.778, Loss:  0.261
Epoch   1 Batch  381/538 - Train Accuracy:  0.803, Validation Accuracy:  0.766, Loss:  0.251
Epoch   1 Batch  382/538 - Train Accuracy:  0.797, Validation Accuracy:  0.785, Loss:  0.275
Epoch   1 Batch  383/538 - Train Accuracy:  0.780, Validation Accuracy:  0.786, Loss:  0.269
Epoch   1 Batch  384/538 - Train Accuracy:  0.795, Validation Accuracy:  0.802, Loss:  0.268
Epoch   1 Batch  385/538 - Train Accuracy:  0.799, Validation Accuracy:  0.789, Loss:  0.263
Epoch   1 Batch  386/538 - Train Accuracy:  0.792, Validation Accuracy:  0.766, Loss:  0.279
Epoch   1 Batch  387/538 - Train Accuracy:  0.791, Validation Accuracy:  0.771, Loss:  0.274
Epoch   1 Batch  388/538 - Train Accuracy:  0.802, Validation Accuracy:  0.781, Loss:  0.261
Epoch   1 Batch  389/538 - Train Accuracy:  0.779, Validation Accuracy:  0.781, Loss:  0.285
Epoch   1 Batch  390/538 - Train Accuracy:  0.822, Validation Accuracy:  0.789, Loss:  0.256
Epoch   1 Batch  391/538 - Train Accuracy:  0.797, Validation Accuracy:  0.768, Loss:  0.259
Epoch   1 Batch  392/538 - Train Accuracy:  0.788, Validation Accuracy:  0.755, Loss:  0.255
Epoch   1 Batch  393/538 - Train Accuracy:  0.811, Validation Accuracy:  0.775, Loss:  0.254
Epoch   1 Batch  394/538 - Train Accuracy:  0.740, Validation Accuracy:  0.768, Loss:  0.276
Epoch   1 Batch  395/538 - Train Accuracy:  0.790, Validation Accuracy:  0.779, Loss:  0.278
Epoch   1 Batch  396/538 - Train Accuracy:  0.803, Validation Accuracy:  0.783, Loss:  0.262
Epoch   1 Batch  397/538 - Train Accuracy:  0.788, Validation Accuracy:  0.789, Loss:  0.270
Epoch   1 Batch  398/538 - Train Accuracy:  0.773, Validation Accuracy:  0.791, Loss:  0.273
Epoch   1 Batch  399/538 - Train Accuracy:  0.785, Validation Accuracy:  0.792, Loss:  0.284
Epoch   1 Batch  400/538 - Train Accuracy:  0.803, Validation Accuracy:  0.784, Loss:  0.260
Epoch   1 Batch  401/538 - Train Accuracy:  0.811, Validation Accuracy:  0.789, Loss:  0.276
Epoch   1 Batch  402/538 - Train Accuracy:  0.806, Validation Accuracy:  0.791, Loss:  0.258
Epoch   1 Batch  403/538 - Train Accuracy:  0.792, Validation Accuracy:  0.801, Loss:  0.259
Epoch   1 Batch  404/538 - Train Accuracy:  0.786, Validation Accuracy:  0.788, Loss:  0.260
Epoch   1 Batch  405/538 - Train Accuracy:  0.779, Validation Accuracy:  0.776, Loss:  0.247
Epoch   1 Batch  406/538 - Train Accuracy:  0.786, Validation Accuracy:  0.789, Loss:  0.248
Epoch   1 Batch  407/538 - Train Accuracy:  0.812, Validation Accuracy:  0.780, Loss:  0.263
Epoch   1 Batch  408/538 - Train Accuracy:  0.776, Validation Accuracy:  0.785, Loss:  0.280
Epoch   1 Batch  409/538 - Train Accuracy:  0.787, Validation Accuracy:  0.773, Loss:  0.264
Epoch   1 Batch  410/538 - Train Accuracy:  0.816, Validation Accuracy:  0.767, Loss:  0.262
Epoch   1 Batch  411/538 - Train Accuracy:  0.797, Validation Accuracy:  0.776, Loss:  0.252
Epoch   1 Batch  412/538 - Train Accuracy:  0.792, Validation Accuracy:  0.782, Loss:  0.246
Epoch   1 Batch  413/538 - Train Accuracy:  0.815, Validation Accuracy:  0.789, Loss:  0.257
Epoch   1 Batch  414/538 - Train Accuracy:  0.794, Validation Accuracy:  0.794, Loss:  0.271
Epoch   1 Batch  415/538 - Train Accuracy:  0.783, Validation Accuracy:  0.784, Loss:  0.265
Epoch   1 Batch  416/538 - Train Accuracy:  0.816, Validation Accuracy:  0.789, Loss:  0.246
Epoch   1 Batch  417/538 - Train Accuracy:  0.799, Validation Accuracy:  0.809, Loss:  0.250
Epoch   1 Batch  418/538 - Train Accuracy:  0.804, Validation Accuracy:  0.790, Loss:  0.261
Epoch   1 Batch  419/538 - Train Accuracy:  0.805, Validation Accuracy:  0.802, Loss:  0.246
Epoch   1 Batch  420/538 - Train Accuracy:  0.820, Validation Accuracy:  0.788, Loss:  0.251
Epoch   1 Batch  421/538 - Train Accuracy:  0.803, Validation Accuracy:  0.774, Loss:  0.237
Epoch   1 Batch  422/538 - Train Accuracy:  0.810, Validation Accuracy:  0.790, Loss:  0.263
Epoch   1 Batch  423/538 - Train Accuracy:  0.826, Validation Accuracy:  0.804, Loss:  0.254
Epoch   1 Batch  424/538 - Train Accuracy:  0.813, Validation Accuracy:  0.795, Loss:  0.257
Epoch   1 Batch  425/538 - Train Accuracy:  0.782, Validation Accuracy:  0.792, Loss:  0.245
Epoch   1 Batch  426/538 - Train Accuracy:  0.828, Validation Accuracy:  0.800, Loss:  0.249
Epoch   1 Batch  427/538 - Train Accuracy:  0.811, Validation Accuracy:  0.813, Loss:  0.258
Epoch   1 Batch  428/538 - Train Accuracy:  0.808, Validation Accuracy:  0.798, Loss:  0.236
Epoch   1 Batch  429/538 - Train Accuracy:  0.797, Validation Accuracy:  0.801, Loss:  0.259
Epoch   1 Batch  430/538 - Train Accuracy:  0.800, Validation Accuracy:  0.805, Loss:  0.248
Epoch   1 Batch  431/538 - Train Accuracy:  0.810, Validation Accuracy:  0.801, Loss:  0.246
Epoch   1 Batch  432/538 - Train Accuracy:  0.823, Validation Accuracy:  0.808, Loss:  0.231
Epoch   1 Batch  433/538 - Train Accuracy:  0.785, Validation Accuracy:  0.803, Loss:  0.266
Epoch   1 Batch  434/538 - Train Accuracy:  0.770, Validation Accuracy:  0.788, Loss:  0.249
Epoch   1 Batch  435/538 - Train Accuracy:  0.805, Validation Accuracy:  0.796, Loss:  0.241
Epoch   1 Batch  436/538 - Train Accuracy:  0.792, Validation Accuracy:  0.796, Loss:  0.248
Epoch   1 Batch  437/538 - Train Accuracy:  0.803, Validation Accuracy:  0.805, Loss:  0.249
Epoch   1 Batch  438/538 - Train Accuracy:  0.816, Validation Accuracy:  0.799, Loss:  0.234
Epoch   1 Batch  439/538 - Train Accuracy:  0.829, Validation Accuracy:  0.798, Loss:  0.233
Epoch   1 Batch  440/538 - Train Accuracy:  0.819, Validation Accuracy:  0.806, Loss:  0.264
Epoch   1 Batch  441/538 - Train Accuracy:  0.805, Validation Accuracy:  0.809, Loss:  0.253
Epoch   1 Batch  442/538 - Train Accuracy:  0.814, Validation Accuracy:  0.811, Loss:  0.222
Epoch   1 Batch  443/538 - Train Accuracy:  0.816, Validation Accuracy:  0.795, Loss:  0.236
Epoch   1 Batch  444/538 - Train Accuracy:  0.823, Validation Accuracy:  0.771, Loss:  0.230
Epoch   1 Batch  445/538 - Train Accuracy:  0.823, Validation Accuracy:  0.801, Loss:  0.232
Epoch   1 Batch  446/538 - Train Accuracy:  0.823, Validation Accuracy:  0.809, Loss:  0.236
Epoch   1 Batch  447/538 - Train Accuracy:  0.797, Validation Accuracy:  0.788, Loss:  0.246
Epoch   1 Batch  448/538 - Train Accuracy:  0.801, Validation Accuracy:  0.779, Loss:  0.220
Epoch   1 Batch  449/538 - Train Accuracy:  0.827, Validation Accuracy:  0.800, Loss:  0.256
Epoch   1 Batch  450/538 - Train Accuracy:  0.797, Validation Accuracy:  0.800, Loss:  0.244
Epoch   1 Batch  451/538 - Train Accuracy:  0.793, Validation Accuracy:  0.801, Loss:  0.233
Epoch   1 Batch  452/538 - Train Accuracy:  0.800, Validation Accuracy:  0.777, Loss:  0.223
Epoch   1 Batch  453/538 - Train Accuracy:  0.803, Validation Accuracy:  0.785, Loss:  0.255
Epoch   1 Batch  454/538 - Train Accuracy:  0.812, Validation Accuracy:  0.797, Loss:  0.239
Epoch   1 Batch  455/538 - Train Accuracy:  0.828, Validation Accuracy:  0.787, Loss:  0.221
Epoch   1 Batch  456/538 - Train Accuracy:  0.844, Validation Accuracy:  0.788, Loss:  0.224
Epoch   1 Batch  457/538 - Train Accuracy:  0.798, Validation Accuracy:  0.783, Loss:  0.256
Epoch   1 Batch  458/538 - Train Accuracy:  0.808, Validation Accuracy:  0.779, Loss:  0.225
Epoch   1 Batch  459/538 - Train Accuracy:  0.814, Validation Accuracy:  0.792, Loss:  0.241
Epoch   1 Batch  460/538 - Train Accuracy:  0.775, Validation Accuracy:  0.783, Loss:  0.239
Epoch   1 Batch  461/538 - Train Accuracy:  0.801, Validation Accuracy:  0.799, Loss:  0.263
Epoch   1 Batch  462/538 - Train Accuracy:  0.800, Validation Accuracy:  0.811, Loss:  0.235
Epoch   1 Batch  463/538 - Train Accuracy:  0.821, Validation Accuracy:  0.792, Loss:  0.241
Epoch   1 Batch  464/538 - Train Accuracy:  0.827, Validation Accuracy:  0.814, Loss:  0.243
Epoch   1 Batch  465/538 - Train Accuracy:  0.817, Validation Accuracy:  0.814, Loss:  0.229
Epoch   1 Batch  466/538 - Train Accuracy:  0.804, Validation Accuracy:  0.808, Loss:  0.238
Epoch   1 Batch  467/538 - Train Accuracy:  0.831, Validation Accuracy:  0.811, Loss:  0.240
Epoch   1 Batch  468/538 - Train Accuracy:  0.824, Validation Accuracy:  0.812, Loss:  0.247
Epoch   1 Batch  469/538 - Train Accuracy:  0.821, Validation Accuracy:  0.801, Loss:  0.232
Epoch   1 Batch  470/538 - Train Accuracy:  0.821, Validation Accuracy:  0.797, Loss:  0.222
Epoch   1 Batch  471/538 - Train Accuracy:  0.803, Validation Accuracy:  0.805, Loss:  0.226
Epoch   1 Batch  472/538 - Train Accuracy:  0.831, Validation Accuracy:  0.815, Loss:  0.221
Epoch   1 Batch  473/538 - Train Accuracy:  0.791, Validation Accuracy:  0.799, Loss:  0.241
Epoch   1 Batch  474/538 - Train Accuracy:  0.809, Validation Accuracy:  0.791, Loss:  0.210
Epoch   1 Batch  475/538 - Train Accuracy:  0.832, Validation Accuracy:  0.806, Loss:  0.226
Epoch   1 Batch  476/538 - Train Accuracy:  0.813, Validation Accuracy:  0.818, Loss:  0.226
Epoch   1 Batch  477/538 - Train Accuracy:  0.817, Validation Accuracy:  0.811, Loss:  0.238
Epoch   1 Batch  478/538 - Train Accuracy:  0.835, Validation Accuracy:  0.815, Loss:  0.214
Epoch   1 Batch  479/538 - Train Accuracy:  0.830, Validation Accuracy:  0.812, Loss:  0.216
Epoch   1 Batch  480/538 - Train Accuracy:  0.810, Validation Accuracy:  0.803, Loss:  0.223
Epoch   1 Batch  481/538 - Train Accuracy:  0.848, Validation Accuracy:  0.802, Loss:  0.218
Epoch   1 Batch  482/538 - Train Accuracy:  0.833, Validation Accuracy:  0.802, Loss:  0.199
Epoch   1 Batch  483/538 - Train Accuracy:  0.798, Validation Accuracy:  0.811, Loss:  0.236
Epoch   1 Batch  484/538 - Train Accuracy:  0.836, Validation Accuracy:  0.819, Loss:  0.231
Epoch   1 Batch  485/538 - Train Accuracy:  0.823, Validation Accuracy:  0.809, Loss:  0.215
Epoch   1 Batch  486/538 - Train Accuracy:  0.833, Validation Accuracy:  0.800, Loss:  0.209
Epoch   1 Batch  487/538 - Train Accuracy:  0.843, Validation Accuracy:  0.810, Loss:  0.206
Epoch   1 Batch  488/538 - Train Accuracy:  0.825, Validation Accuracy:  0.817, Loss:  0.212
Epoch   1 Batch  489/538 - Train Accuracy:  0.803, Validation Accuracy:  0.805, Loss:  0.223
Epoch   1 Batch  490/538 - Train Accuracy:  0.827, Validation Accuracy:  0.825, Loss:  0.219
Epoch   1 Batch  491/538 - Train Accuracy:  0.811, Validation Accuracy:  0.826, Loss:  0.228
Epoch   1 Batch  492/538 - Train Accuracy:  0.822, Validation Accuracy:  0.823, Loss:  0.211
Epoch   1 Batch  493/538 - Train Accuracy:  0.791, Validation Accuracy:  0.824, Loss:  0.208
Epoch   1 Batch  494/538 - Train Accuracy:  0.814, Validation Accuracy:  0.818, Loss:  0.221
Epoch   1 Batch  495/538 - Train Accuracy:  0.827, Validation Accuracy:  0.818, Loss:  0.216
Epoch   1 Batch  496/538 - Train Accuracy:  0.847, Validation Accuracy:  0.817, Loss:  0.203
Epoch   1 Batch  497/538 - Train Accuracy:  0.834, Validation Accuracy:  0.829, Loss:  0.209
Epoch   1 Batch  498/538 - Train Accuracy:  0.824, Validation Accuracy:  0.823, Loss:  0.215
Epoch   1 Batch  499/538 - Train Accuracy:  0.836, Validation Accuracy:  0.829, Loss:  0.207
Epoch   1 Batch  500/538 - Train Accuracy:  0.858, Validation Accuracy:  0.826, Loss:  0.187
Epoch   1 Batch  501/538 - Train Accuracy:  0.854, Validation Accuracy:  0.823, Loss:  0.212
Epoch   1 Batch  502/538 - Train Accuracy:  0.821, Validation Accuracy:  0.822, Loss:  0.207
Epoch   1 Batch  503/538 - Train Accuracy:  0.844, Validation Accuracy:  0.813, Loss:  0.211
Epoch   1 Batch  504/538 - Train Accuracy:  0.840, Validation Accuracy:  0.805, Loss:  0.206
Epoch   1 Batch  505/538 - Train Accuracy:  0.821, Validation Accuracy:  0.809, Loss:  0.205
Epoch   1 Batch  506/538 - Train Accuracy:  0.832, Validation Accuracy:  0.829, Loss:  0.208
Epoch   1 Batch  507/538 - Train Accuracy:  0.807, Validation Accuracy:  0.822, Loss:  0.229
Epoch   1 Batch  508/538 - Train Accuracy:  0.858, Validation Accuracy:  0.822, Loss:  0.204
Epoch   1 Batch  509/538 - Train Accuracy:  0.840, Validation Accuracy:  0.821, Loss:  0.213
Epoch   1 Batch  510/538 - Train Accuracy:  0.823, Validation Accuracy:  0.825, Loss:  0.200
Epoch   1 Batch  511/538 - Train Accuracy:  0.828, Validation Accuracy:  0.834, Loss:  0.206
Epoch   1 Batch  512/538 - Train Accuracy:  0.840, Validation Accuracy:  0.821, Loss:  0.207
Epoch   1 Batch  513/538 - Train Accuracy:  0.808, Validation Accuracy:  0.817, Loss:  0.217
Epoch   1 Batch  514/538 - Train Accuracy:  0.828, Validation Accuracy:  0.814, Loss:  0.216
Epoch   1 Batch  515/538 - Train Accuracy:  0.841, Validation Accuracy:  0.816, Loss:  0.222
Epoch   1 Batch  516/538 - Train Accuracy:  0.817, Validation Accuracy:  0.818, Loss:  0.210
Epoch   1 Batch  517/538 - Train Accuracy:  0.835, Validation Accuracy:  0.814, Loss:  0.199
Epoch   1 Batch  518/538 - Train Accuracy:  0.812, Validation Accuracy:  0.819, Loss:  0.215
Epoch   1 Batch  519/538 - Train Accuracy:  0.837, Validation Accuracy:  0.832, Loss:  0.203
Epoch   1 Batch  520/538 - Train Accuracy:  0.820, Validation Accuracy:  0.821, Loss:  0.214
Epoch   1 Batch  521/538 - Train Accuracy:  0.829, Validation Accuracy:  0.806, Loss:  0.218
Epoch   1 Batch  522/538 - Train Accuracy:  0.820, Validation Accuracy:  0.818, Loss:  0.204
Epoch   1 Batch  523/538 - Train Accuracy:  0.840, Validation Accuracy:  0.821, Loss:  0.204
Epoch   1 Batch  524/538 - Train Accuracy:  0.811, Validation Accuracy:  0.800, Loss:  0.208
Epoch   1 Batch  525/538 - Train Accuracy:  0.855, Validation Accuracy:  0.801, Loss:  0.202
Epoch   1 Batch  526/538 - Train Accuracy:  0.839, Validation Accuracy:  0.806, Loss:  0.201
Epoch   1 Batch  527/538 - Train Accuracy:  0.850, Validation Accuracy:  0.807, Loss:  0.210
Epoch   1 Batch  528/538 - Train Accuracy:  0.821, Validation Accuracy:  0.815, Loss:  0.222
Epoch   1 Batch  529/538 - Train Accuracy:  0.803, Validation Accuracy:  0.814, Loss:  0.212
Epoch   1 Batch  530/538 - Train Accuracy:  0.823, Validation Accuracy:  0.794, Loss:  0.216
Epoch   1 Batch  531/538 - Train Accuracy:  0.831, Validation Accuracy:  0.804, Loss:  0.204
Epoch   1 Batch  532/538 - Train Accuracy:  0.841, Validation Accuracy:  0.793, Loss:  0.208
Epoch   1 Batch  533/538 - Train Accuracy:  0.837, Validation Accuracy:  0.798, Loss:  0.203
Epoch   1 Batch  534/538 - Train Accuracy:  0.829, Validation Accuracy:  0.810, Loss:  0.186
Epoch   1 Batch  535/538 - Train Accuracy:  0.823, Validation Accuracy:  0.830, Loss:  0.184
Epoch   1 Batch  536/538 - Train Accuracy:  0.847, Validation Accuracy:  0.832, Loss:  0.207
Epoch   2 Batch    0/538 - Train Accuracy:  0.852, Validation Accuracy:  0.825, Loss:  0.200
Epoch   2 Batch    1/538 - Train Accuracy:  0.839, Validation Accuracy:  0.814, Loss:  0.200
Epoch   2 Batch    2/538 - Train Accuracy:  0.811, Validation Accuracy:  0.830, Loss:  0.210
Epoch   2 Batch    3/538 - Train Accuracy:  0.842, Validation Accuracy:  0.821, Loss:  0.190
Epoch   2 Batch    4/538 - Train Accuracy:  0.851, Validation Accuracy:  0.821, Loss:  0.194
Epoch   2 Batch    5/538 - Train Accuracy:  0.807, Validation Accuracy:  0.817, Loss:  0.201
Epoch   2 Batch    6/538 - Train Accuracy:  0.839, Validation Accuracy:  0.818, Loss:  0.185
Epoch   2 Batch    7/538 - Train Accuracy:  0.855, Validation Accuracy:  0.825, Loss:  0.195
Epoch   2 Batch    8/538 - Train Accuracy:  0.839, Validation Accuracy:  0.832, Loss:  0.199
Epoch   2 Batch    9/538 - Train Accuracy:  0.844, Validation Accuracy:  0.826, Loss:  0.182
Epoch   2 Batch   10/538 - Train Accuracy:  0.834, Validation Accuracy:  0.828, Loss:  0.204
Epoch   2 Batch   11/538 - Train Accuracy:  0.832, Validation Accuracy:  0.830, Loss:  0.187
Epoch   2 Batch   12/538 - Train Accuracy:  0.821, Validation Accuracy:  0.842, Loss:  0.196
Epoch   2 Batch   13/538 - Train Accuracy:  0.864, Validation Accuracy:  0.844, Loss:  0.181
Epoch   2 Batch   14/538 - Train Accuracy:  0.860, Validation Accuracy:  0.830, Loss:  0.192
Epoch   2 Batch   15/538 - Train Accuracy:  0.815, Validation Accuracy:  0.823, Loss:  0.185
Epoch   2 Batch   16/538 - Train Accuracy:  0.847, Validation Accuracy:  0.830, Loss:  0.192
Epoch   2 Batch   17/538 - Train Accuracy:  0.828, Validation Accuracy:  0.824, Loss:  0.186
Epoch   2 Batch   18/538 - Train Accuracy:  0.846, Validation Accuracy:  0.818, Loss:  0.198
Epoch   2 Batch   19/538 - Train Accuracy:  0.824, Validation Accuracy:  0.825, Loss:  0.204
Epoch   2 Batch   20/538 - Train Accuracy:  0.851, Validation Accuracy:  0.830, Loss:  0.196
Epoch   2 Batch   21/538 - Train Accuracy:  0.861, Validation Accuracy:  0.827, Loss:  0.181
Epoch   2 Batch   22/538 - Train Accuracy:  0.824, Validation Accuracy:  0.815, Loss:  0.195
Epoch   2 Batch   23/538 - Train Accuracy:  0.851, Validation Accuracy:  0.834, Loss:  0.207
Epoch   2 Batch   24/538 - Train Accuracy:  0.846, Validation Accuracy:  0.822, Loss:  0.182
Epoch   2 Batch   25/538 - Train Accuracy:  0.833, Validation Accuracy:  0.837, Loss:  0.186
Epoch   2 Batch   26/538 - Train Accuracy:  0.828, Validation Accuracy:  0.830, Loss:  0.198
Epoch   2 Batch   27/538 - Train Accuracy:  0.847, Validation Accuracy:  0.841, Loss:  0.174
Epoch   2 Batch   28/538 - Train Accuracy:  0.834, Validation Accuracy:  0.839, Loss:  0.174
Epoch   2 Batch   29/538 - Train Accuracy:  0.837, Validation Accuracy:  0.837, Loss:  0.171
Epoch   2 Batch   30/538 - Train Accuracy:  0.814, Validation Accuracy:  0.835, Loss:  0.201
Epoch   2 Batch   31/538 - Train Accuracy:  0.857, Validation Accuracy:  0.847, Loss:  0.171
Epoch   2 Batch   32/538 - Train Accuracy:  0.849, Validation Accuracy:  0.848, Loss:  0.161
Epoch   2 Batch   33/538 - Train Accuracy:  0.854, Validation Accuracy:  0.839, Loss:  0.194
Epoch   2 Batch   34/538 - Train Accuracy:  0.833, Validation Accuracy:  0.829, Loss:  0.204
Epoch   2 Batch   35/538 - Train Accuracy:  0.837, Validation Accuracy:  0.825, Loss:  0.175
Epoch   2 Batch   36/538 - Train Accuracy:  0.862, Validation Accuracy:  0.841, Loss:  0.166
Epoch   2 Batch   37/538 - Train Accuracy:  0.857, Validation Accuracy:  0.826, Loss:  0.181
Epoch   2 Batch   38/538 - Train Accuracy:  0.812, Validation Accuracy:  0.828, Loss:  0.188
Epoch   2 Batch   39/538 - Train Accuracy:  0.832, Validation Accuracy:  0.837, Loss:  0.187
Epoch   2 Batch   40/538 - Train Accuracy:  0.852, Validation Accuracy:  0.829, Loss:  0.162
Epoch   2 Batch   41/538 - Train Accuracy:  0.844, Validation Accuracy:  0.840, Loss:  0.182
Epoch   2 Batch   42/538 - Train Accuracy:  0.833, Validation Accuracy:  0.833, Loss:  0.182
Epoch   2 Batch   43/538 - Train Accuracy:  0.824, Validation Accuracy:  0.825, Loss:  0.203
Epoch   2 Batch   44/538 - Train Accuracy:  0.832, Validation Accuracy:  0.819, Loss:  0.198
Epoch   2 Batch   45/538 - Train Accuracy:  0.860, Validation Accuracy:  0.836, Loss:  0.173
Epoch   2 Batch   46/538 - Train Accuracy:  0.863, Validation Accuracy:  0.854, Loss:  0.173
Epoch   2 Batch   47/538 - Train Accuracy:  0.840, Validation Accuracy:  0.848, Loss:  0.183
Epoch   2 Batch   48/538 - Train Accuracy:  0.829, Validation Accuracy:  0.849, Loss:  0.180
Epoch   2 Batch   49/538 - Train Accuracy:  0.854, Validation Accuracy:  0.833, Loss:  0.181
Epoch   2 Batch   50/538 - Train Accuracy:  0.861, Validation Accuracy:  0.839, Loss:  0.168
Epoch   2 Batch   51/538 - Train Accuracy:  0.816, Validation Accuracy:  0.841, Loss:  0.199
Epoch   2 Batch   52/538 - Train Accuracy:  0.853, Validation Accuracy:  0.841, Loss:  0.182
Epoch   2 Batch   53/538 - Train Accuracy:  0.851, Validation Accuracy:  0.850, Loss:  0.164
Epoch   2 Batch   54/538 - Train Accuracy:  0.866, Validation Accuracy:  0.838, Loss:  0.164
Epoch   2 Batch   55/538 - Train Accuracy:  0.827, Validation Accuracy:  0.842, Loss:  0.181
Epoch   2 Batch   56/538 - Train Accuracy:  0.850, Validation Accuracy:  0.842, Loss:  0.164
Epoch   2 Batch   57/538 - Train Accuracy:  0.804, Validation Accuracy:  0.835, Loss:  0.189
Epoch   2 Batch   58/538 - Train Accuracy:  0.837, Validation Accuracy:  0.835, Loss:  0.174
Epoch   2 Batch   59/538 - Train Accuracy:  0.853, Validation Accuracy:  0.826, Loss:  0.181
Epoch   2 Batch   60/538 - Train Accuracy:  0.850, Validation Accuracy:  0.839, Loss:  0.173
Epoch   2 Batch   61/538 - Train Accuracy:  0.846, Validation Accuracy:  0.836, Loss:  0.168
Epoch   2 Batch   62/538 - Train Accuracy:  0.853, Validation Accuracy:  0.832, Loss:  0.176
Epoch   2 Batch   63/538 - Train Accuracy:  0.867, Validation Accuracy:  0.824, Loss:  0.163
Epoch   2 Batch   64/538 - Train Accuracy:  0.847, Validation Accuracy:  0.822, Loss:  0.172
Epoch   2 Batch   65/538 - Train Accuracy:  0.845, Validation Accuracy:  0.832, Loss:  0.174
Epoch   2 Batch   66/538 - Train Accuracy:  0.869, Validation Accuracy:  0.829, Loss:  0.159
Epoch   2 Batch   67/538 - Train Accuracy:  0.869, Validation Accuracy:  0.835, Loss:  0.169
Epoch   2 Batch   68/538 - Train Accuracy:  0.853, Validation Accuracy:  0.848, Loss:  0.158
Epoch   2 Batch   69/538 - Train Accuracy:  0.846, Validation Accuracy:  0.834, Loss:  0.171
Epoch   2 Batch   70/538 - Train Accuracy:  0.844, Validation Accuracy:  0.846, Loss:  0.167
Epoch   2 Batch   71/538 - Train Accuracy:  0.838, Validation Accuracy:  0.847, Loss:  0.178
Epoch   2 Batch   72/538 - Train Accuracy:  0.867, Validation Accuracy:  0.853, Loss:  0.181
Epoch   2 Batch   73/538 - Train Accuracy:  0.834, Validation Accuracy:  0.845, Loss:  0.178
Epoch   2 Batch   74/538 - Train Accuracy:  0.860, Validation Accuracy:  0.836, Loss:  0.163
Epoch   2 Batch   75/538 - Train Accuracy:  0.835, Validation Accuracy:  0.837, Loss:  0.163
Epoch   2 Batch   76/538 - Train Accuracy:  0.863, Validation Accuracy:  0.861, Loss:  0.176
Epoch   2 Batch   77/538 - Train Accuracy:  0.846, Validation Accuracy:  0.857, Loss:  0.163
Epoch   2 Batch   78/538 - Train Accuracy:  0.850, Validation Accuracy:  0.861, Loss:  0.173
Epoch   2 Batch   79/538 - Train Accuracy:  0.876, Validation Accuracy:  0.847, Loss:  0.148
Epoch   2 Batch   80/538 - Train Accuracy:  0.838, Validation Accuracy:  0.844, Loss:  0.175
Epoch   2 Batch   81/538 - Train Accuracy:  0.853, Validation Accuracy:  0.846, Loss:  0.166
Epoch   2 Batch   82/538 - Train Accuracy:  0.845, Validation Accuracy:  0.837, Loss:  0.166
Epoch   2 Batch   83/538 - Train Accuracy:  0.849, Validation Accuracy:  0.839, Loss:  0.169
Epoch   2 Batch   84/538 - Train Accuracy:  0.860, Validation Accuracy:  0.836, Loss:  0.159
Epoch   2 Batch   85/538 - Train Accuracy:  0.855, Validation Accuracy:  0.835, Loss:  0.152
Epoch   2 Batch   86/538 - Train Accuracy:  0.864, Validation Accuracy:  0.830, Loss:  0.161
Epoch   2 Batch   87/538 - Train Accuracy:  0.855, Validation Accuracy:  0.834, Loss:  0.160
Epoch   2 Batch   88/538 - Train Accuracy:  0.857, Validation Accuracy:  0.839, Loss:  0.165
Epoch   2 Batch   89/538 - Train Accuracy:  0.870, Validation Accuracy:  0.836, Loss:  0.160
Epoch   2 Batch   90/538 - Train Accuracy:  0.835, Validation Accuracy:  0.830, Loss:  0.173
Epoch   2 Batch   91/538 - Train Accuracy:  0.864, Validation Accuracy:  0.848, Loss:  0.161
Epoch   2 Batch   92/538 - Train Accuracy:  0.857, Validation Accuracy:  0.857, Loss:  0.158
Epoch   2 Batch   93/538 - Train Accuracy:  0.858, Validation Accuracy:  0.860, Loss:  0.153
Epoch   2 Batch   94/538 - Train Accuracy:  0.875, Validation Accuracy:  0.861, Loss:  0.152
Epoch   2 Batch   95/538 - Train Accuracy:  0.844, Validation Accuracy:  0.854, Loss:  0.154
Epoch   2 Batch   96/538 - Train Accuracy:  0.864, Validation Accuracy:  0.844, Loss:  0.142
Epoch   2 Batch   97/538 - Train Accuracy:  0.859, Validation Accuracy:  0.855, Loss:  0.155
Epoch   2 Batch   98/538 - Train Accuracy:  0.888, Validation Accuracy:  0.855, Loss:  0.155
Epoch   2 Batch   99/538 - Train Accuracy:  0.882, Validation Accuracy:  0.854, Loss:  0.151
Epoch   2 Batch  100/538 - Train Accuracy:  0.858, Validation Accuracy:  0.816, Loss:  0.146
Epoch   2 Batch  101/538 - Train Accuracy:  0.830, Validation Accuracy:  0.845, Loss:  0.176
Epoch   2 Batch  102/538 - Train Accuracy:  0.850, Validation Accuracy:  0.860, Loss:  0.160
Epoch   2 Batch  103/538 - Train Accuracy:  0.868, Validation Accuracy:  0.859, Loss:  0.159
Epoch   2 Batch  104/538 - Train Accuracy:  0.867, Validation Accuracy:  0.842, Loss:  0.149
Epoch   2 Batch  105/538 - Train Accuracy:  0.848, Validation Accuracy:  0.843, Loss:  0.148
Epoch   2 Batch  106/538 - Train Accuracy:  0.859, Validation Accuracy:  0.838, Loss:  0.144
Epoch   2 Batch  107/538 - Train Accuracy:  0.845, Validation Accuracy:  0.851, Loss:  0.172
Epoch   2 Batch  108/538 - Train Accuracy:  0.866, Validation Accuracy:  0.843, Loss:  0.163
Epoch   2 Batch  109/538 - Train Accuracy:  0.874, Validation Accuracy:  0.842, Loss:  0.159
Epoch   2 Batch  110/538 - Train Accuracy:  0.840, Validation Accuracy:  0.831, Loss:  0.160
Epoch   2 Batch  111/538 - Train Accuracy:  0.867, Validation Accuracy:  0.845, Loss:  0.148
Epoch   2 Batch  112/538 - Train Accuracy:  0.878, Validation Accuracy:  0.845, Loss:  0.152
Epoch   2 Batch  113/538 - Train Accuracy:  0.843, Validation Accuracy:  0.855, Loss:  0.163
Epoch   2 Batch  114/538 - Train Accuracy:  0.861, Validation Accuracy:  0.849, Loss:  0.153
Epoch   2 Batch  115/538 - Train Accuracy:  0.866, Validation Accuracy:  0.846, Loss:  0.162
Epoch   2 Batch  116/538 - Train Accuracy:  0.849, Validation Accuracy:  0.844, Loss:  0.164
Epoch   2 Batch  117/538 - Train Accuracy:  0.861, Validation Accuracy:  0.841, Loss:  0.150
Epoch   2 Batch  118/538 - Train Accuracy:  0.884, Validation Accuracy:  0.839, Loss:  0.139
Epoch   2 Batch  119/538 - Train Accuracy:  0.890, Validation Accuracy:  0.837, Loss:  0.136
Epoch   2 Batch  120/538 - Train Accuracy:  0.872, Validation Accuracy:  0.839, Loss:  0.133
Epoch   2 Batch  121/538 - Train Accuracy:  0.876, Validation Accuracy:  0.836, Loss:  0.148
Epoch   2 Batch  122/538 - Train Accuracy:  0.854, Validation Accuracy:  0.839, Loss:  0.137
Epoch   2 Batch  123/538 - Train Accuracy:  0.880, Validation Accuracy:  0.840, Loss:  0.134
Epoch   2 Batch  124/538 - Train Accuracy:  0.869, Validation Accuracy:  0.847, Loss:  0.136
Epoch   2 Batch  125/538 - Train Accuracy:  0.884, Validation Accuracy:  0.843, Loss:  0.145
Epoch   2 Batch  126/538 - Train Accuracy:  0.866, Validation Accuracy:  0.846, Loss:  0.141
Epoch   2 Batch  127/538 - Train Accuracy:  0.857, Validation Accuracy:  0.843, Loss:  0.164
Epoch   2 Batch  128/538 - Train Accuracy:  0.863, Validation Accuracy:  0.846, Loss:  0.149
Epoch   2 Batch  129/538 - Train Accuracy:  0.871, Validation Accuracy:  0.849, Loss:  0.136
Epoch   2 Batch  130/538 - Train Accuracy:  0.870, Validation Accuracy:  0.849, Loss:  0.136
Epoch   2 Batch  131/538 - Train Accuracy:  0.874, Validation Accuracy:  0.858, Loss:  0.151
Epoch   2 Batch  132/538 - Train Accuracy:  0.846, Validation Accuracy:  0.849, Loss:  0.145
Epoch   2 Batch  133/538 - Train Accuracy:  0.875, Validation Accuracy:  0.854, Loss:  0.139
Epoch   2 Batch  134/538 - Train Accuracy:  0.855, Validation Accuracy:  0.858, Loss:  0.163
Epoch   2 Batch  135/538 - Train Accuracy:  0.873, Validation Accuracy:  0.858, Loss:  0.159
Epoch   2 Batch  136/538 - Train Accuracy:  0.855, Validation Accuracy:  0.860, Loss:  0.141
Epoch   2 Batch  137/538 - Train Accuracy:  0.857, Validation Accuracy:  0.842, Loss:  0.153
Epoch   2 Batch  138/538 - Train Accuracy:  0.855, Validation Accuracy:  0.856, Loss:  0.150
Epoch   2 Batch  139/538 - Train Accuracy:  0.839, Validation Accuracy:  0.865, Loss:  0.158
Epoch   2 Batch  140/538 - Train Accuracy:  0.862, Validation Accuracy:  0.864, Loss:  0.157
Epoch   2 Batch  141/538 - Train Accuracy:  0.879, Validation Accuracy:  0.861, Loss:  0.153
Epoch   2 Batch  142/538 - Train Accuracy:  0.879, Validation Accuracy:  0.862, Loss:  0.138
Epoch   2 Batch  143/538 - Train Accuracy:  0.880, Validation Accuracy:  0.858, Loss:  0.140
Epoch   2 Batch  144/538 - Train Accuracy:  0.872, Validation Accuracy:  0.853, Loss:  0.157
Epoch   2 Batch  145/538 - Train Accuracy:  0.850, Validation Accuracy:  0.843, Loss:  0.156
Epoch   2 Batch  146/538 - Train Accuracy:  0.854, Validation Accuracy:  0.850, Loss:  0.145
Epoch   2 Batch  147/538 - Train Accuracy:  0.890, Validation Accuracy:  0.851, Loss:  0.143
Epoch   2 Batch  148/538 - Train Accuracy:  0.857, Validation Accuracy:  0.843, Loss:  0.166
Epoch   2 Batch  149/538 - Train Accuracy:  0.866, Validation Accuracy:  0.847, Loss:  0.140
Epoch   2 Batch  150/538 - Train Accuracy:  0.857, Validation Accuracy:  0.858, Loss:  0.143
Epoch   2 Batch  151/538 - Train Accuracy:  0.875, Validation Accuracy:  0.857, Loss:  0.131
Epoch   2 Batch  152/538 - Train Accuracy:  0.876, Validation Accuracy:  0.848, Loss:  0.143
Epoch   2 Batch  153/538 - Train Accuracy:  0.868, Validation Accuracy:  0.852, Loss:  0.146
Epoch   2 Batch  154/538 - Train Accuracy:  0.865, Validation Accuracy:  0.843, Loss:  0.129
Epoch   2 Batch  155/538 - Train Accuracy:  0.853, Validation Accuracy:  0.865, Loss:  0.152
Epoch   2 Batch  156/538 - Train Accuracy:  0.878, Validation Accuracy:  0.862, Loss:  0.128
Epoch   2 Batch  157/538 - Train Accuracy:  0.878, Validation Accuracy:  0.861, Loss:  0.132
Epoch   2 Batch  158/538 - Train Accuracy:  0.879, Validation Accuracy:  0.842, Loss:  0.148
Epoch   2 Batch  159/538 - Train Accuracy:  0.862, Validation Accuracy:  0.831, Loss:  0.152
Epoch   2 Batch  160/538 - Train Accuracy:  0.848, Validation Accuracy:  0.846, Loss:  0.132
Epoch   2 Batch  161/538 - Train Accuracy:  0.863, Validation Accuracy:  0.858, Loss:  0.138
Epoch   2 Batch  162/538 - Train Accuracy:  0.875, Validation Accuracy:  0.855, Loss:  0.131
Epoch   2 Batch  163/538 - Train Accuracy:  0.859, Validation Accuracy:  0.862, Loss:  0.160
Epoch   2 Batch  164/538 - Train Accuracy:  0.861, Validation Accuracy:  0.854, Loss:  0.144
Epoch   2 Batch  165/538 - Train Accuracy:  0.861, Validation Accuracy:  0.847, Loss:  0.125
Epoch   2 Batch  166/538 - Train Accuracy:  0.889, Validation Accuracy:  0.854, Loss:  0.130
Epoch   2 Batch  167/538 - Train Accuracy:  0.865, Validation Accuracy:  0.849, Loss:  0.143
Epoch   2 Batch  168/538 - Train Accuracy:  0.857, Validation Accuracy:  0.844, Loss:  0.149
Epoch   2 Batch  169/538 - Train Accuracy:  0.880, Validation Accuracy:  0.846, Loss:  0.128
Epoch   2 Batch  170/538 - Train Accuracy:  0.860, Validation Accuracy:  0.841, Loss:  0.144
Epoch   2 Batch  171/538 - Train Accuracy:  0.880, Validation Accuracy:  0.841, Loss:  0.133
Epoch   2 Batch  172/538 - Train Accuracy:  0.873, Validation Accuracy:  0.857, Loss:  0.132
Epoch   2 Batch  173/538 - Train Accuracy:  0.875, Validation Accuracy:  0.854, Loss:  0.123
Epoch   2 Batch  174/538 - Train Accuracy:  0.862, Validation Accuracy:  0.857, Loss:  0.137
Epoch   2 Batch  175/538 - Train Accuracy:  0.865, Validation Accuracy:  0.847, Loss:  0.131
Epoch   2 Batch  176/538 - Train Accuracy:  0.870, Validation Accuracy:  0.851, Loss:  0.148
Epoch   2 Batch  177/538 - Train Accuracy:  0.872, Validation Accuracy:  0.853, Loss:  0.134
Epoch   2 Batch  178/538 - Train Accuracy:  0.840, Validation Accuracy:  0.865, Loss:  0.134
Epoch   2 Batch  179/538 - Train Accuracy:  0.887, Validation Accuracy:  0.867, Loss:  0.132
Epoch   2 Batch  180/538 - Train Accuracy:  0.890, Validation Accuracy:  0.861, Loss:  0.136
Epoch   2 Batch  181/538 - Train Accuracy:  0.856, Validation Accuracy:  0.865, Loss:  0.144
Epoch   2 Batch  182/538 - Train Accuracy:  0.880, Validation Accuracy:  0.871, Loss:  0.120
Epoch   2 Batch  183/538 - Train Accuracy:  0.908, Validation Accuracy:  0.880, Loss:  0.116
Epoch   2 Batch  184/538 - Train Accuracy:  0.887, Validation Accuracy:  0.875, Loss:  0.122
Epoch   2 Batch  185/538 - Train Accuracy:  0.903, Validation Accuracy:  0.875, Loss:  0.113
Epoch   2 Batch  186/538 - Train Accuracy:  0.884, Validation Accuracy:  0.877, Loss:  0.130
Epoch   2 Batch  187/538 - Train Accuracy:  0.890, Validation Accuracy:  0.879, Loss:  0.129
Epoch   2 Batch  188/538 - Train Accuracy:  0.883, Validation Accuracy:  0.866, Loss:  0.119
Epoch   2 Batch  189/538 - Train Accuracy:  0.890, Validation Accuracy:  0.860, Loss:  0.135
Epoch   2 Batch  190/538 - Train Accuracy:  0.878, Validation Accuracy:  0.869, Loss:  0.147
Epoch   2 Batch  191/538 - Train Accuracy:  0.893, Validation Accuracy:  0.870, Loss:  0.124
Epoch   2 Batch  192/538 - Train Accuracy:  0.884, Validation Accuracy:  0.878, Loss:  0.118
Epoch   2 Batch  193/538 - Train Accuracy:  0.871, Validation Accuracy:  0.869, Loss:  0.131
Epoch   2 Batch  194/538 - Train Accuracy:  0.867, Validation Accuracy:  0.873, Loss:  0.133
Epoch   2 Batch  195/538 - Train Accuracy:  0.907, Validation Accuracy:  0.863, Loss:  0.128
Epoch   2 Batch  196/538 - Train Accuracy:  0.892, Validation Accuracy:  0.881, Loss:  0.124
Epoch   2 Batch  197/538 - Train Accuracy:  0.887, Validation Accuracy:  0.884, Loss:  0.130
Epoch   2 Batch  198/538 - Train Accuracy:  0.892, Validation Accuracy:  0.868, Loss:  0.126
Epoch   2 Batch  199/538 - Train Accuracy:  0.872, Validation Accuracy:  0.862, Loss:  0.139
Epoch   2 Batch  200/538 - Train Accuracy:  0.861, Validation Accuracy:  0.864, Loss:  0.126
Epoch   2 Batch  201/538 - Train Accuracy:  0.894, Validation Accuracy:  0.861, Loss:  0.124
Epoch   2 Batch  202/538 - Train Accuracy:  0.886, Validation Accuracy:  0.852, Loss:  0.130
Epoch   2 Batch  203/538 - Train Accuracy:  0.871, Validation Accuracy:  0.857, Loss:  0.144
Epoch   2 Batch  204/538 - Train Accuracy:  0.864, Validation Accuracy:  0.847, Loss:  0.142
Epoch   2 Batch  205/538 - Train Accuracy:  0.881, Validation Accuracy:  0.837, Loss:  0.123
Epoch   2 Batch  206/538 - Train Accuracy:  0.843, Validation Accuracy:  0.863, Loss:  0.133
Epoch   2 Batch  207/538 - Train Accuracy:  0.895, Validation Accuracy:  0.884, Loss:  0.126
Epoch   2 Batch  208/538 - Train Accuracy:  0.855, Validation Accuracy:  0.877, Loss:  0.145
Epoch   2 Batch  209/538 - Train Accuracy:  0.900, Validation Accuracy:  0.849, Loss:  0.112
Epoch   2 Batch  210/538 - Train Accuracy:  0.891, Validation Accuracy:  0.869, Loss:  0.131
Epoch   2 Batch  211/538 - Train Accuracy:  0.871, Validation Accuracy:  0.870, Loss:  0.130
Epoch   2 Batch  212/538 - Train Accuracy:  0.884, Validation Accuracy:  0.866, Loss:  0.125
Epoch   2 Batch  213/538 - Train Accuracy:  0.873, Validation Accuracy:  0.867, Loss:  0.115
Epoch   2 Batch  214/538 - Train Accuracy:  0.877, Validation Accuracy:  0.865, Loss:  0.122
Epoch   2 Batch  215/538 - Train Accuracy:  0.878, Validation Accuracy:  0.876, Loss:  0.124
Epoch   2 Batch  216/538 - Train Accuracy:  0.879, Validation Accuracy:  0.880, Loss:  0.126
Epoch   2 Batch  217/538 - Train Accuracy:  0.893, Validation Accuracy:  0.866, Loss:  0.135
Epoch   2 Batch  218/538 - Train Accuracy:  0.885, Validation Accuracy:  0.873, Loss:  0.121
Epoch   2 Batch  219/538 - Train Accuracy:  0.840, Validation Accuracy:  0.859, Loss:  0.145
Epoch   2 Batch  220/538 - Train Accuracy:  0.856, Validation Accuracy:  0.847, Loss:  0.123
Epoch   2 Batch  221/538 - Train Accuracy:  0.895, Validation Accuracy:  0.843, Loss:  0.118
Epoch   2 Batch  222/538 - Train Accuracy:  0.866, Validation Accuracy:  0.840, Loss:  0.114
Epoch   2 Batch  223/538 - Train Accuracy:  0.845, Validation Accuracy:  0.846, Loss:  0.140
Epoch   2 Batch  224/538 - Train Accuracy:  0.878, Validation Accuracy:  0.867, Loss:  0.136
Epoch   2 Batch  225/538 - Train Accuracy:  0.896, Validation Accuracy:  0.876, Loss:  0.116
Epoch   2 Batch  226/538 - Train Accuracy:  0.895, Validation Accuracy:  0.885, Loss:  0.118
Epoch   2 Batch  227/538 - Train Accuracy:  0.899, Validation Accuracy:  0.884, Loss:  0.113
Epoch   2 Batch  228/538 - Train Accuracy:  0.868, Validation Accuracy:  0.883, Loss:  0.120
Epoch   2 Batch  229/538 - Train Accuracy:  0.896, Validation Accuracy:  0.881, Loss:  0.119
Epoch   2 Batch  230/538 - Train Accuracy:  0.875, Validation Accuracy:  0.880, Loss:  0.119
Epoch   2 Batch  231/538 - Train Accuracy:  0.862, Validation Accuracy:  0.882, Loss:  0.122
Epoch   2 Batch  232/538 - Train Accuracy:  0.888, Validation Accuracy:  0.874, Loss:  0.124
Epoch   2 Batch  233/538 - Train Accuracy:  0.891, Validation Accuracy:  0.868, Loss:  0.124
Epoch   2 Batch  234/538 - Train Accuracy:  0.885, Validation Accuracy:  0.868, Loss:  0.119
Epoch   2 Batch  235/538 - Train Accuracy:  0.902, Validation Accuracy:  0.864, Loss:  0.106
Epoch   2 Batch  236/538 - Train Accuracy:  0.878, Validation Accuracy:  0.872, Loss:  0.123
Epoch   2 Batch  237/538 - Train Accuracy:  0.869, Validation Accuracy:  0.877, Loss:  0.111
Epoch   2 Batch  238/538 - Train Accuracy:  0.896, Validation Accuracy:  0.883, Loss:  0.114
Epoch   2 Batch  239/538 - Train Accuracy:  0.874, Validation Accuracy:  0.887, Loss:  0.129
Epoch   2 Batch  240/538 - Train Accuracy:  0.887, Validation Accuracy:  0.893, Loss:  0.124
Epoch   2 Batch  241/538 - Train Accuracy:  0.884, Validation Accuracy:  0.885, Loss:  0.116
Epoch   2 Batch  242/538 - Train Accuracy:  0.895, Validation Accuracy:  0.880, Loss:  0.114
Epoch   2 Batch  243/538 - Train Accuracy:  0.884, Validation Accuracy:  0.879, Loss:  0.114
Epoch   2 Batch  244/538 - Train Accuracy:  0.873, Validation Accuracy:  0.874, Loss:  0.112
Epoch   2 Batch  245/538 - Train Accuracy:  0.890, Validation Accuracy:  0.863, Loss:  0.129
Epoch   2 Batch  246/538 - Train Accuracy:  0.890, Validation Accuracy:  0.873, Loss:  0.105
Epoch   2 Batch  247/538 - Train Accuracy:  0.876, Validation Accuracy:  0.886, Loss:  0.120
Epoch   2 Batch  248/538 - Train Accuracy:  0.867, Validation Accuracy:  0.878, Loss:  0.115
Epoch   2 Batch  249/538 - Train Accuracy:  0.886, Validation Accuracy:  0.894, Loss:  0.105
Epoch   2 Batch  250/538 - Train Accuracy:  0.896, Validation Accuracy:  0.888, Loss:  0.111
Epoch   2 Batch  251/538 - Train Accuracy:  0.882, Validation Accuracy:  0.892, Loss:  0.116
Epoch   2 Batch  252/538 - Train Accuracy:  0.897, Validation Accuracy:  0.900, Loss:  0.113
Epoch   2 Batch  253/538 - Train Accuracy:  0.876, Validation Accuracy:  0.884, Loss:  0.111
Epoch   2 Batch  254/538 - Train Accuracy:  0.873, Validation Accuracy:  0.876, Loss:  0.120
Epoch   2 Batch  255/538 - Train Accuracy:  0.895, Validation Accuracy:  0.873, Loss:  0.112
Epoch   2 Batch  256/538 - Train Accuracy:  0.871, Validation Accuracy:  0.881, Loss:  0.116
Epoch   2 Batch  257/538 - Train Accuracy:  0.884, Validation Accuracy:  0.875, Loss:  0.109
Epoch   2 Batch  258/538 - Train Accuracy:  0.894, Validation Accuracy:  0.872, Loss:  0.106
Epoch   2 Batch  259/538 - Train Accuracy:  0.895, Validation Accuracy:  0.870, Loss:  0.109
Epoch   2 Batch  260/538 - Train Accuracy:  0.852, Validation Accuracy:  0.868, Loss:  0.122
Epoch   2 Batch  261/538 - Train Accuracy:  0.869, Validation Accuracy:  0.864, Loss:  0.116
Epoch   2 Batch  262/538 - Train Accuracy:  0.901, Validation Accuracy:  0.869, Loss:  0.115
Epoch   2 Batch  263/538 - Train Accuracy:  0.885, Validation Accuracy:  0.867, Loss:  0.108
Epoch   2 Batch  264/538 - Train Accuracy:  0.856, Validation Accuracy:  0.861, Loss:  0.118
Epoch   2 Batch  265/538 - Train Accuracy:  0.868, Validation Accuracy:  0.887, Loss:  0.129
Epoch   2 Batch  266/538 - Train Accuracy:  0.887, Validation Accuracy:  0.870, Loss:  0.116
Epoch   2 Batch  267/538 - Train Accuracy:  0.890, Validation Accuracy:  0.889, Loss:  0.115
Epoch   2 Batch  268/538 - Train Accuracy:  0.885, Validation Accuracy:  0.879, Loss:  0.099
Epoch   2 Batch  269/538 - Train Accuracy:  0.909, Validation Accuracy:  0.882, Loss:  0.106
Epoch   2 Batch  270/538 - Train Accuracy:  0.883, Validation Accuracy:  0.885, Loss:  0.111
Epoch   2 Batch  271/538 - Train Accuracy:  0.899, Validation Accuracy:  0.879, Loss:  0.102
Epoch   2 Batch  272/538 - Train Accuracy:  0.871, Validation Accuracy:  0.870, Loss:  0.128
Epoch   2 Batch  273/538 - Train Accuracy:  0.884, Validation Accuracy:  0.864, Loss:  0.114
Epoch   2 Batch  274/538 - Train Accuracy:  0.824, Validation Accuracy:  0.878, Loss:  0.132
Epoch   2 Batch  275/538 - Train Accuracy:  0.877, Validation Accuracy:  0.885, Loss:  0.124
Epoch   2 Batch  276/538 - Train Accuracy:  0.870, Validation Accuracy:  0.903, Loss:  0.121
Epoch   2 Batch  277/538 - Train Accuracy:  0.870, Validation Accuracy:  0.875, Loss:  0.111
Epoch   2 Batch  278/538 - Train Accuracy:  0.912, Validation Accuracy:  0.892, Loss:  0.114
Epoch   2 Batch  279/538 - Train Accuracy:  0.889, Validation Accuracy:  0.891, Loss:  0.109
Epoch   2 Batch  280/538 - Train Accuracy:  0.902, Validation Accuracy:  0.874, Loss:  0.108
Epoch   2 Batch  281/538 - Train Accuracy:  0.866, Validation Accuracy:  0.867, Loss:  0.124
Epoch   2 Batch  282/538 - Train Accuracy:  0.886, Validation Accuracy:  0.871, Loss:  0.123
Epoch   2 Batch  283/538 - Train Accuracy:  0.868, Validation Accuracy:  0.875, Loss:  0.118
Epoch   2 Batch  284/538 - Train Accuracy:  0.881, Validation Accuracy:  0.880, Loss:  0.120
Epoch   2 Batch  285/538 - Train Accuracy:  0.882, Validation Accuracy:  0.867, Loss:  0.100
Epoch   2 Batch  286/538 - Train Accuracy:  0.880, Validation Accuracy:  0.882, Loss:  0.126
Epoch   2 Batch  287/538 - Train Accuracy:  0.903, Validation Accuracy:  0.877, Loss:  0.102
Epoch   2 Batch  288/538 - Train Accuracy:  0.914, Validation Accuracy:  0.866, Loss:  0.111
Epoch   2 Batch  289/538 - Train Accuracy:  0.905, Validation Accuracy:  0.880, Loss:  0.101
Epoch   2 Batch  290/538 - Train Accuracy:  0.893, Validation Accuracy:  0.888, Loss:  0.096
Epoch   2 Batch  291/538 - Train Accuracy:  0.898, Validation Accuracy:  0.884, Loss:  0.113
Epoch   2 Batch  292/538 - Train Accuracy:  0.912, Validation Accuracy:  0.882, Loss:  0.092
Epoch   2 Batch  293/538 - Train Accuracy:  0.889, Validation Accuracy:  0.881, Loss:  0.106
Epoch   2 Batch  294/538 - Train Accuracy:  0.870, Validation Accuracy:  0.885, Loss:  0.113
Epoch   2 Batch  295/538 - Train Accuracy:  0.900, Validation Accuracy:  0.896, Loss:  0.103
Epoch   2 Batch  296/538 - Train Accuracy:  0.879, Validation Accuracy:  0.899, Loss:  0.119
Epoch   2 Batch  297/538 - Train Accuracy:  0.892, Validation Accuracy:  0.888, Loss:  0.112
Epoch   2 Batch  298/538 - Train Accuracy:  0.869, Validation Accuracy:  0.887, Loss:  0.114
Epoch   2 Batch  299/538 - Train Accuracy:  0.870, Validation Accuracy:  0.897, Loss:  0.122
Epoch   2 Batch  300/538 - Train Accuracy:  0.877, Validation Accuracy:  0.874, Loss:  0.106
Epoch   2 Batch  301/538 - Train Accuracy:  0.874, Validation Accuracy:  0.880, Loss:  0.109
Epoch   2 Batch  302/538 - Train Accuracy:  0.898, Validation Accuracy:  0.890, Loss:  0.100
Epoch   2 Batch  303/538 - Train Accuracy:  0.896, Validation Accuracy:  0.891, Loss:  0.101
Epoch   2 Batch  304/538 - Train Accuracy:  0.887, Validation Accuracy:  0.896, Loss:  0.110
Epoch   2 Batch  305/538 - Train Accuracy:  0.902, Validation Accuracy:  0.890, Loss:  0.100
Epoch   2 Batch  306/538 - Train Accuracy:  0.874, Validation Accuracy:  0.894, Loss:  0.108
Epoch   2 Batch  307/538 - Train Accuracy:  0.887, Validation Accuracy:  0.901, Loss:  0.107
Epoch   2 Batch  308/538 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.108
Epoch   2 Batch  309/538 - Train Accuracy:  0.911, Validation Accuracy:  0.900, Loss:  0.093
Epoch   2 Batch  310/538 - Train Accuracy:  0.913, Validation Accuracy:  0.889, Loss:  0.106
Epoch   2 Batch  311/538 - Train Accuracy:  0.887, Validation Accuracy:  0.893, Loss:  0.110
Epoch   2 Batch  312/538 - Train Accuracy:  0.897, Validation Accuracy:  0.899, Loss:  0.096
Epoch   2 Batch  313/538 - Train Accuracy:  0.887, Validation Accuracy:  0.900, Loss:  0.102
Epoch   2 Batch  314/538 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.099
Epoch   2 Batch  315/538 - Train Accuracy:  0.884, Validation Accuracy:  0.899, Loss:  0.099
Epoch   2 Batch  316/538 - Train Accuracy:  0.891, Validation Accuracy:  0.895, Loss:  0.092
Epoch   2 Batch  317/538 - Train Accuracy:  0.891, Validation Accuracy:  0.883, Loss:  0.112
Epoch   2 Batch  318/538 - Train Accuracy:  0.877, Validation Accuracy:  0.890, Loss:  0.102
Epoch   2 Batch  319/538 - Train Accuracy:  0.883, Validation Accuracy:  0.889, Loss:  0.104
Epoch   2 Batch  320/538 - Train Accuracy:  0.893, Validation Accuracy:  0.893, Loss:  0.095
Epoch   2 Batch  321/538 - Train Accuracy:  0.895, Validation Accuracy:  0.885, Loss:  0.095
Epoch   2 Batch  322/538 - Train Accuracy:  0.890, Validation Accuracy:  0.880, Loss:  0.108
Epoch   2 Batch  323/538 - Train Accuracy:  0.907, Validation Accuracy:  0.897, Loss:  0.094
Epoch   2 Batch  324/538 - Train Accuracy:  0.895, Validation Accuracy:  0.894, Loss:  0.104
Epoch   2 Batch  325/538 - Train Accuracy:  0.920, Validation Accuracy:  0.899, Loss:  0.098
Epoch   2 Batch  326/538 - Train Accuracy:  0.909, Validation Accuracy:  0.896, Loss:  0.102
Epoch   2 Batch  327/538 - Train Accuracy:  0.905, Validation Accuracy:  0.903, Loss:  0.104
Epoch   2 Batch  328/538 - Train Accuracy:  0.927, Validation Accuracy:  0.901, Loss:  0.089
Epoch   2 Batch  329/538 - Train Accuracy:  0.914, Validation Accuracy:  0.887, Loss:  0.099
Epoch   2 Batch  330/538 - Train Accuracy:  0.897, Validation Accuracy:  0.898, Loss:  0.090
Epoch   2 Batch  331/538 - Train Accuracy:  0.909, Validation Accuracy:  0.898, Loss:  0.092
Epoch   2 Batch  332/538 - Train Accuracy:  0.885, Validation Accuracy:  0.896, Loss:  0.101
Epoch   2 Batch  333/538 - Train Accuracy:  0.894, Validation Accuracy:  0.890, Loss:  0.099
Epoch   2 Batch  334/538 - Train Accuracy:  0.894, Validation Accuracy:  0.897, Loss:  0.092
Epoch   2 Batch  335/538 - Train Accuracy:  0.902, Validation Accuracy:  0.897, Loss:  0.094
Epoch   2 Batch  336/538 - Train Accuracy:  0.895, Validation Accuracy:  0.884, Loss:  0.095
Epoch   2 Batch  337/538 - Train Accuracy:  0.890, Validation Accuracy:  0.883, Loss:  0.099
Epoch   2 Batch  338/538 - Train Accuracy:  0.883, Validation Accuracy:  0.889, Loss:  0.099
Epoch   2 Batch  339/538 - Train Accuracy:  0.904, Validation Accuracy:  0.889, Loss:  0.093
Epoch   2 Batch  340/538 - Train Accuracy:  0.892, Validation Accuracy:  0.892, Loss:  0.097
Epoch   2 Batch  341/538 - Train Accuracy:  0.882, Validation Accuracy:  0.890, Loss:  0.095
Epoch   2 Batch  342/538 - Train Accuracy:  0.888, Validation Accuracy:  0.894, Loss:  0.105
Epoch   2 Batch  343/538 - Train Accuracy:  0.907, Validation Accuracy:  0.889, Loss:  0.101
Epoch   2 Batch  344/538 - Train Accuracy:  0.910, Validation Accuracy:  0.897, Loss:  0.092
Epoch   2 Batch  345/538 - Train Accuracy:  0.895, Validation Accuracy:  0.903, Loss:  0.097
Epoch   2 Batch  346/538 - Train Accuracy:  0.879, Validation Accuracy:  0.904, Loss:  0.111
Epoch   2 Batch  347/538 - Train Accuracy:  0.915, Validation Accuracy:  0.908, Loss:  0.095
Epoch   2 Batch  348/538 - Train Accuracy:  0.899, Validation Accuracy:  0.900, Loss:  0.092
Epoch   2 Batch  349/538 - Train Accuracy:  0.890, Validation Accuracy:  0.891, Loss:  0.086
Epoch   2 Batch  350/538 - Train Accuracy:  0.908, Validation Accuracy:  0.895, Loss:  0.111
Epoch   2 Batch  351/538 - Train Accuracy:  0.883, Validation Accuracy:  0.897, Loss:  0.112
Epoch   2 Batch  352/538 - Train Accuracy:  0.879, Validation Accuracy:  0.893, Loss:  0.120
Epoch   2 Batch  353/538 - Train Accuracy:  0.885, Validation Accuracy:  0.901, Loss:  0.098
Epoch   2 Batch  354/538 - Train Accuracy:  0.901, Validation Accuracy:  0.903, Loss:  0.097
Epoch   2 Batch  355/538 - Train Accuracy:  0.886, Validation Accuracy:  0.895, Loss:  0.109
Epoch   2 Batch  356/538 - Train Accuracy:  0.901, Validation Accuracy:  0.897, Loss:  0.086
Epoch   2 Batch  357/538 - Train Accuracy:  0.901, Validation Accuracy:  0.905, Loss:  0.095
Epoch   2 Batch  358/538 - Train Accuracy:  0.909, Validation Accuracy:  0.913, Loss:  0.087
Epoch   2 Batch  359/538 - Train Accuracy:  0.894, Validation Accuracy:  0.911, Loss:  0.090
Epoch   2 Batch  360/538 - Train Accuracy:  0.879, Validation Accuracy:  0.902, Loss:  0.094
Epoch   2 Batch  361/538 - Train Accuracy:  0.913, Validation Accuracy:  0.893, Loss:  0.093
Epoch   2 Batch  362/538 - Train Accuracy:  0.913, Validation Accuracy:  0.903, Loss:  0.082
Epoch   2 Batch  363/538 - Train Accuracy:  0.901, Validation Accuracy:  0.913, Loss:  0.091
Epoch   2 Batch  364/538 - Train Accuracy:  0.891, Validation Accuracy:  0.900, Loss:  0.111
Epoch   2 Batch  365/538 - Train Accuracy:  0.889, Validation Accuracy:  0.883, Loss:  0.093
Epoch   2 Batch  366/538 - Train Accuracy:  0.910, Validation Accuracy:  0.898, Loss:  0.097
Epoch   2 Batch  367/538 - Train Accuracy:  0.916, Validation Accuracy:  0.904, Loss:  0.084
Epoch   2 Batch  368/538 - Train Accuracy:  0.901, Validation Accuracy:  0.911, Loss:  0.083
Epoch   2 Batch  369/538 - Train Accuracy:  0.923, Validation Accuracy:  0.896, Loss:  0.082
Epoch   2 Batch  370/538 - Train Accuracy:  0.889, Validation Accuracy:  0.896, Loss:  0.098
Epoch   2 Batch  371/538 - Train Accuracy:  0.912, Validation Accuracy:  0.903, Loss:  0.092
Epoch   2 Batch  372/538 - Train Accuracy:  0.900, Validation Accuracy:  0.890, Loss:  0.091
Epoch   2 Batch  373/538 - Train Accuracy:  0.903, Validation Accuracy:  0.885, Loss:  0.081
Epoch   2 Batch  374/538 - Train Accuracy:  0.908, Validation Accuracy:  0.890, Loss:  0.094
Epoch   2 Batch  375/538 - Train Accuracy:  0.912, Validation Accuracy:  0.889, Loss:  0.086
Epoch   2 Batch  376/538 - Train Accuracy:  0.894, Validation Accuracy:  0.888, Loss:  0.091
Epoch   2 Batch  377/538 - Train Accuracy:  0.898, Validation Accuracy:  0.891, Loss:  0.090
Epoch   2 Batch  378/538 - Train Accuracy:  0.900, Validation Accuracy:  0.888, Loss:  0.088
Epoch   2 Batch  379/538 - Train Accuracy:  0.906, Validation Accuracy:  0.894, Loss:  0.095
Epoch   2 Batch  380/538 - Train Accuracy:  0.882, Validation Accuracy:  0.891, Loss:  0.085
Epoch   2 Batch  381/538 - Train Accuracy:  0.912, Validation Accuracy:  0.895, Loss:  0.081
Epoch   2 Batch  382/538 - Train Accuracy:  0.893, Validation Accuracy:  0.895, Loss:  0.089
Epoch   2 Batch  383/538 - Train Accuracy:  0.903, Validation Accuracy:  0.895, Loss:  0.090
Epoch   2 Batch  384/538 - Train Accuracy:  0.908, Validation Accuracy:  0.896, Loss:  0.091
Epoch   2 Batch  385/538 - Train Accuracy:  0.910, Validation Accuracy:  0.903, Loss:  0.087
Epoch   2 Batch  386/538 - Train Accuracy:  0.901, Validation Accuracy:  0.906, Loss:  0.093
Epoch   2 Batch  387/538 - Train Accuracy:  0.897, Validation Accuracy:  0.904, Loss:  0.092
Epoch   2 Batch  388/538 - Train Accuracy:  0.908, Validation Accuracy:  0.903, Loss:  0.088
Epoch   2 Batch  389/538 - Train Accuracy:  0.879, Validation Accuracy:  0.911, Loss:  0.109
Epoch   2 Batch  390/538 - Train Accuracy:  0.908, Validation Accuracy:  0.900, Loss:  0.077
Epoch   2 Batch  391/538 - Train Accuracy:  0.901, Validation Accuracy:  0.905, Loss:  0.085
Epoch   2 Batch  392/538 - Train Accuracy:  0.895, Validation Accuracy:  0.906, Loss:  0.088
Epoch   2 Batch  393/538 - Train Accuracy:  0.911, Validation Accuracy:  0.906, Loss:  0.081
Epoch   2 Batch  394/538 - Train Accuracy:  0.878, Validation Accuracy:  0.904, Loss:  0.099
Epoch   2 Batch  395/538 - Train Accuracy:  0.889, Validation Accuracy:  0.890, Loss:  0.101
Epoch   2 Batch  396/538 - Train Accuracy:  0.899, Validation Accuracy:  0.895, Loss:  0.085
Epoch   2 Batch  397/538 - Train Accuracy:  0.911, Validation Accuracy:  0.903, Loss:  0.095
Epoch   2 Batch  398/538 - Train Accuracy:  0.886, Validation Accuracy:  0.897, Loss:  0.086
Epoch   2 Batch  399/538 - Train Accuracy:  0.873, Validation Accuracy:  0.897, Loss:  0.098
Epoch   2 Batch  400/538 - Train Accuracy:  0.916, Validation Accuracy:  0.887, Loss:  0.093
Epoch   2 Batch  401/538 - Train Accuracy:  0.894, Validation Accuracy:  0.892, Loss:  0.088
Epoch   2 Batch  402/538 - Train Accuracy:  0.884, Validation Accuracy:  0.888, Loss:  0.083
Epoch   2 Batch  403/538 - Train Accuracy:  0.904, Validation Accuracy:  0.895, Loss:  0.089
Epoch   2 Batch  404/538 - Train Accuracy:  0.890, Validation Accuracy:  0.896, Loss:  0.092
Epoch   2 Batch  405/538 - Train Accuracy:  0.905, Validation Accuracy:  0.885, Loss:  0.086
Epoch   2 Batch  406/538 - Train Accuracy:  0.899, Validation Accuracy:  0.877, Loss:  0.084
Epoch   2 Batch  407/538 - Train Accuracy:  0.916, Validation Accuracy:  0.888, Loss:  0.092
Epoch   2 Batch  408/538 - Train Accuracy:  0.869, Validation Accuracy:  0.881, Loss:  0.102
Epoch   2 Batch  409/538 - Train Accuracy:  0.883, Validation Accuracy:  0.890, Loss:  0.089
Epoch   2 Batch  410/538 - Train Accuracy:  0.901, Validation Accuracy:  0.896, Loss:  0.088
Epoch   2 Batch  411/538 - Train Accuracy:  0.903, Validation Accuracy:  0.901, Loss:  0.086
Epoch   2 Batch  412/538 - Train Accuracy:  0.897, Validation Accuracy:  0.901, Loss:  0.079
Epoch   2 Batch  413/538 - Train Accuracy:  0.884, Validation Accuracy:  0.900, Loss:  0.086
Epoch   2 Batch  414/538 - Train Accuracy:  0.891, Validation Accuracy:  0.903, Loss:  0.111
Epoch   2 Batch  415/538 - Train Accuracy:  0.877, Validation Accuracy:  0.908, Loss:  0.088
Epoch   2 Batch  416/538 - Train Accuracy:  0.912, Validation Accuracy:  0.902, Loss:  0.093
Epoch   2 Batch  417/538 - Train Accuracy:  0.920, Validation Accuracy:  0.904, Loss:  0.086
Epoch   2 Batch  418/538 - Train Accuracy:  0.898, Validation Accuracy:  0.897, Loss:  0.096
Epoch   2 Batch  419/538 - Train Accuracy:  0.896, Validation Accuracy:  0.896, Loss:  0.080
Epoch   2 Batch  420/538 - Train Accuracy:  0.913, Validation Accuracy:  0.908, Loss:  0.088
Epoch   2 Batch  421/538 - Train Accuracy:  0.900, Validation Accuracy:  0.902, Loss:  0.082
Epoch   2 Batch  422/538 - Train Accuracy:  0.889, Validation Accuracy:  0.898, Loss:  0.092
Epoch   2 Batch  423/538 - Train Accuracy:  0.915, Validation Accuracy:  0.911, Loss:  0.088
Epoch   2 Batch  424/538 - Train Accuracy:  0.895, Validation Accuracy:  0.908, Loss:  0.089
Epoch   2 Batch  425/538 - Train Accuracy:  0.908, Validation Accuracy:  0.910, Loss:  0.098
Epoch   2 Batch  426/538 - Train Accuracy:  0.909, Validation Accuracy:  0.905, Loss:  0.095
Epoch   2 Batch  427/538 - Train Accuracy:  0.901, Validation Accuracy:  0.912, Loss:  0.087
Epoch   2 Batch  428/538 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.077
Epoch   2 Batch  429/538 - Train Accuracy:  0.892, Validation Accuracy:  0.901, Loss:  0.096
Epoch   2 Batch  430/538 - Train Accuracy:  0.894, Validation Accuracy:  0.901, Loss:  0.084
Epoch   2 Batch  431/538 - Train Accuracy:  0.911, Validation Accuracy:  0.905, Loss:  0.083
Epoch   2 Batch  432/538 - Train Accuracy:  0.905, Validation Accuracy:  0.895, Loss:  0.089
Epoch   2 Batch  433/538 - Train Accuracy:  0.889, Validation Accuracy:  0.895, Loss:  0.107
Epoch   2 Batch  434/538 - Train Accuracy:  0.879, Validation Accuracy:  0.892, Loss:  0.089
Epoch   2 Batch  435/538 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.079
Epoch   2 Batch  436/538 - Train Accuracy:  0.889, Validation Accuracy:  0.894, Loss:  0.093
Epoch   2 Batch  437/538 - Train Accuracy:  0.913, Validation Accuracy:  0.886, Loss:  0.085
Epoch   2 Batch  438/538 - Train Accuracy:  0.908, Validation Accuracy:  0.896, Loss:  0.080
Epoch   2 Batch  439/538 - Train Accuracy:  0.927, Validation Accuracy:  0.902, Loss:  0.084
Epoch   2 Batch  440/538 - Train Accuracy:  0.899, Validation Accuracy:  0.907, Loss:  0.092
Epoch   2 Batch  441/538 - Train Accuracy:  0.891, Validation Accuracy:  0.901, Loss:  0.097
Epoch   2 Batch  442/538 - Train Accuracy:  0.901, Validation Accuracy:  0.908, Loss:  0.077
Epoch   2 Batch  443/538 - Train Accuracy:  0.924, Validation Accuracy:  0.907, Loss:  0.087
Epoch   2 Batch  444/538 - Train Accuracy:  0.912, Validation Accuracy:  0.895, Loss:  0.086
Epoch   2 Batch  445/538 - Train Accuracy:  0.913, Validation Accuracy:  0.898, Loss:  0.080
Epoch   2 Batch  446/538 - Train Accuracy:  0.907, Validation Accuracy:  0.905, Loss:  0.084
Epoch   2 Batch  447/538 - Train Accuracy:  0.902, Validation Accuracy:  0.910, Loss:  0.089
Epoch   2 Batch  448/538 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.072
Epoch   2 Batch  449/538 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.094
Epoch   2 Batch  450/538 - Train Accuracy:  0.879, Validation Accuracy:  0.908, Loss:  0.104
Epoch   2 Batch  451/538 - Train Accuracy:  0.862, Validation Accuracy:  0.909, Loss:  0.086
Epoch   2 Batch  452/538 - Train Accuracy:  0.895, Validation Accuracy:  0.901, Loss:  0.080
Epoch   2 Batch  453/538 - Train Accuracy:  0.896, Validation Accuracy:  0.887, Loss:  0.093
Epoch   2 Batch  454/538 - Train Accuracy:  0.891, Validation Accuracy:  0.888, Loss:  0.092
Epoch   2 Batch  455/538 - Train Accuracy:  0.898, Validation Accuracy:  0.894, Loss:  0.085
Epoch   2 Batch  456/538 - Train Accuracy:  0.910, Validation Accuracy:  0.879, Loss:  0.099
Epoch   2 Batch  457/538 - Train Accuracy:  0.901, Validation Accuracy:  0.884, Loss:  0.084
Epoch   2 Batch  458/538 - Train Accuracy:  0.908, Validation Accuracy:  0.897, Loss:  0.080
Epoch   2 Batch  459/538 - Train Accuracy:  0.912, Validation Accuracy:  0.902, Loss:  0.076
Epoch   2 Batch  460/538 - Train Accuracy:  0.885, Validation Accuracy:  0.906, Loss:  0.089
Epoch   2 Batch  461/538 - Train Accuracy:  0.920, Validation Accuracy:  0.900, Loss:  0.091
Epoch   2 Batch  462/538 - Train Accuracy:  0.912, Validation Accuracy:  0.892, Loss:  0.079
Epoch   2 Batch  463/538 - Train Accuracy:  0.884, Validation Accuracy:  0.895, Loss:  0.093
Epoch   2 Batch  464/538 - Train Accuracy:  0.904, Validation Accuracy:  0.901, Loss:  0.086
Epoch   2 Batch  465/538 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.080
Epoch   2 Batch  466/538 - Train Accuracy:  0.912, Validation Accuracy:  0.884, Loss:  0.081
Epoch   2 Batch  467/538 - Train Accuracy:  0.919, Validation Accuracy:  0.888, Loss:  0.091
Epoch   2 Batch  468/538 - Train Accuracy:  0.915, Validation Accuracy:  0.888, Loss:  0.094
Epoch   2 Batch  469/538 - Train Accuracy:  0.912, Validation Accuracy:  0.889, Loss:  0.086
Epoch   2 Batch  470/538 - Train Accuracy:  0.914, Validation Accuracy:  0.885, Loss:  0.081
Epoch   2 Batch  471/538 - Train Accuracy:  0.913, Validation Accuracy:  0.903, Loss:  0.078
Epoch   2 Batch  472/538 - Train Accuracy:  0.936, Validation Accuracy:  0.904, Loss:  0.075
Epoch   2 Batch  473/538 - Train Accuracy:  0.876, Validation Accuracy:  0.907, Loss:  0.089
Epoch   2 Batch  474/538 - Train Accuracy:  0.916, Validation Accuracy:  0.896, Loss:  0.076
Epoch   2 Batch  475/538 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.082
Epoch   2 Batch  476/538 - Train Accuracy:  0.901, Validation Accuracy:  0.902, Loss:  0.078
Epoch   2 Batch  477/538 - Train Accuracy:  0.890, Validation Accuracy:  0.901, Loss:  0.094
Epoch   2 Batch  478/538 - Train Accuracy:  0.917, Validation Accuracy:  0.899, Loss:  0.081
Epoch   2 Batch  479/538 - Train Accuracy:  0.911, Validation Accuracy:  0.899, Loss:  0.075
Epoch   2 Batch  480/538 - Train Accuracy:  0.924, Validation Accuracy:  0.895, Loss:  0.084
Epoch   2 Batch  481/538 - Train Accuracy:  0.915, Validation Accuracy:  0.889, Loss:  0.080
Epoch   2 Batch  482/538 - Train Accuracy:  0.897, Validation Accuracy:  0.909, Loss:  0.075
Epoch   2 Batch  483/538 - Train Accuracy:  0.883, Validation Accuracy:  0.903, Loss:  0.092
Epoch   2 Batch  484/538 - Train Accuracy:  0.908, Validation Accuracy:  0.896, Loss:  0.088
Epoch   2 Batch  485/538 - Train Accuracy:  0.903, Validation Accuracy:  0.889, Loss:  0.087
Epoch   2 Batch  486/538 - Train Accuracy:  0.920, Validation Accuracy:  0.889, Loss:  0.069
Epoch   2 Batch  487/538 - Train Accuracy:  0.896, Validation Accuracy:  0.897, Loss:  0.078
Epoch   2 Batch  488/538 - Train Accuracy:  0.919, Validation Accuracy:  0.899, Loss:  0.075
Epoch   2 Batch  489/538 - Train Accuracy:  0.905, Validation Accuracy:  0.901, Loss:  0.083
Epoch   2 Batch  490/538 - Train Accuracy:  0.915, Validation Accuracy:  0.900, Loss:  0.080
Epoch   2 Batch  491/538 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.087
Epoch   2 Batch  492/538 - Train Accuracy:  0.911, Validation Accuracy:  0.913, Loss:  0.079
Epoch   2 Batch  493/538 - Train Accuracy:  0.886, Validation Accuracy:  0.911, Loss:  0.080
Epoch   2 Batch  494/538 - Train Accuracy:  0.884, Validation Accuracy:  0.919, Loss:  0.095
Epoch   2 Batch  495/538 - Train Accuracy:  0.918, Validation Accuracy:  0.916, Loss:  0.080
Epoch   2 Batch  496/538 - Train Accuracy:  0.937, Validation Accuracy:  0.915, Loss:  0.067
Epoch   2 Batch  497/538 - Train Accuracy:  0.931, Validation Accuracy:  0.908, Loss:  0.080
Epoch   2 Batch  498/538 - Train Accuracy:  0.897, Validation Accuracy:  0.911, Loss:  0.079
Epoch   2 Batch  499/538 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.078
Epoch   2 Batch  500/538 - Train Accuracy:  0.918, Validation Accuracy:  0.896, Loss:  0.067
Epoch   2 Batch  501/538 - Train Accuracy:  0.924, Validation Accuracy:  0.903, Loss:  0.089
Epoch   2 Batch  502/538 - Train Accuracy:  0.908, Validation Accuracy:  0.908, Loss:  0.076
Epoch   2 Batch  503/538 - Train Accuracy:  0.915, Validation Accuracy:  0.918, Loss:  0.085
Epoch   2 Batch  504/538 - Train Accuracy:  0.928, Validation Accuracy:  0.914, Loss:  0.073
Epoch   2 Batch  505/538 - Train Accuracy:  0.915, Validation Accuracy:  0.907, Loss:  0.072
Epoch   2 Batch  506/538 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.073
Epoch   2 Batch  507/538 - Train Accuracy:  0.880, Validation Accuracy:  0.908, Loss:  0.090
Epoch   2 Batch  508/538 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.084
Epoch   2 Batch  509/538 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.085
Epoch   2 Batch  510/538 - Train Accuracy:  0.921, Validation Accuracy:  0.899, Loss:  0.072
Epoch   2 Batch  511/538 - Train Accuracy:  0.879, Validation Accuracy:  0.899, Loss:  0.075
Epoch   2 Batch  512/538 - Train Accuracy:  0.916, Validation Accuracy:  0.899, Loss:  0.085
Epoch   2 Batch  513/538 - Train Accuracy:  0.873, Validation Accuracy:  0.903, Loss:  0.081
Epoch   2 Batch  514/538 - Train Accuracy:  0.909, Validation Accuracy:  0.909, Loss:  0.081
Epoch   2 Batch  515/538 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.087
Epoch   2 Batch  516/538 - Train Accuracy:  0.885, Validation Accuracy:  0.909, Loss:  0.081
Epoch   2 Batch  517/538 - Train Accuracy:  0.930, Validation Accuracy:  0.904, Loss:  0.067
Epoch   2 Batch  518/538 - Train Accuracy:  0.889, Validation Accuracy:  0.907, Loss:  0.086
Epoch   2 Batch  519/538 - Train Accuracy:  0.903, Validation Accuracy:  0.908, Loss:  0.084
Epoch   2 Batch  520/538 - Train Accuracy:  0.910, Validation Accuracy:  0.905, Loss:  0.077
Epoch   2 Batch  521/538 - Train Accuracy:  0.920, Validation Accuracy:  0.904, Loss:  0.089
Epoch   2 Batch  522/538 - Train Accuracy:  0.903, Validation Accuracy:  0.904, Loss:  0.068
Epoch   2 Batch  523/538 - Train Accuracy:  0.912, Validation Accuracy:  0.903, Loss:  0.074
Epoch   2 Batch  524/538 - Train Accuracy:  0.910, Validation Accuracy:  0.901, Loss:  0.072
Epoch   2 Batch  525/538 - Train Accuracy:  0.912, Validation Accuracy:  0.909, Loss:  0.079
Epoch   2 Batch  526/538 - Train Accuracy:  0.907, Validation Accuracy:  0.908, Loss:  0.078
Epoch   2 Batch  527/538 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.076
Epoch   2 Batch  528/538 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.086
Epoch   2 Batch  529/538 - Train Accuracy:  0.886, Validation Accuracy:  0.901, Loss:  0.078
Epoch   2 Batch  530/538 - Train Accuracy:  0.889, Validation Accuracy:  0.905, Loss:  0.094
Epoch   2 Batch  531/538 - Train Accuracy:  0.923, Validation Accuracy:  0.906, Loss:  0.081
Epoch   2 Batch  532/538 - Train Accuracy:  0.920, Validation Accuracy:  0.901, Loss:  0.070
Epoch   2 Batch  533/538 - Train Accuracy:  0.917, Validation Accuracy:  0.898, Loss:  0.079
Epoch   2 Batch  534/538 - Train Accuracy:  0.912, Validation Accuracy:  0.888, Loss:  0.066
Epoch   2 Batch  535/538 - Train Accuracy:  0.908, Validation Accuracy:  0.905, Loss:  0.068
Epoch   2 Batch  536/538 - Train Accuracy:  0.921, Validation Accuracy:  0.902, Loss:  0.088
Epoch   3 Batch    0/538 - Train Accuracy:  0.927, Validation Accuracy:  0.904, Loss:  0.072
Epoch   3 Batch    1/538 - Train Accuracy:  0.923, Validation Accuracy:  0.908, Loss:  0.077
Epoch   3 Batch    2/538 - Train Accuracy:  0.904, Validation Accuracy:  0.905, Loss:  0.088
Epoch   3 Batch    3/538 - Train Accuracy:  0.933, Validation Accuracy:  0.911, Loss:  0.070
Epoch   3 Batch    4/538 - Train Accuracy:  0.921, Validation Accuracy:  0.907, Loss:  0.071
Epoch   3 Batch    5/538 - Train Accuracy:  0.897, Validation Accuracy:  0.909, Loss:  0.085
Epoch   3 Batch    6/538 - Train Accuracy:  0.922, Validation Accuracy:  0.907, Loss:  0.076
Epoch   3 Batch    7/538 - Train Accuracy:  0.915, Validation Accuracy:  0.908, Loss:  0.074
Epoch   3 Batch    8/538 - Train Accuracy:  0.898, Validation Accuracy:  0.915, Loss:  0.077
Epoch   3 Batch    9/538 - Train Accuracy:  0.903, Validation Accuracy:  0.911, Loss:  0.068
Epoch   3 Batch   10/538 - Train Accuracy:  0.901, Validation Accuracy:  0.904, Loss:  0.084
Epoch   3 Batch   11/538 - Train Accuracy:  0.919, Validation Accuracy:  0.913, Loss:  0.074
Epoch   3 Batch   12/538 - Train Accuracy:  0.921, Validation Accuracy:  0.903, Loss:  0.077
Epoch   3 Batch   13/538 - Train Accuracy:  0.930, Validation Accuracy:  0.910, Loss:  0.073
Epoch   3 Batch   14/538 - Train Accuracy:  0.923, Validation Accuracy:  0.904, Loss:  0.072
Epoch   3 Batch   15/538 - Train Accuracy:  0.916, Validation Accuracy:  0.898, Loss:  0.070
Epoch   3 Batch   16/538 - Train Accuracy:  0.908, Validation Accuracy:  0.891, Loss:  0.078
Epoch   3 Batch   17/538 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.076
Epoch   3 Batch   18/538 - Train Accuracy:  0.912, Validation Accuracy:  0.893, Loss:  0.084
Epoch   3 Batch   19/538 - Train Accuracy:  0.877, Validation Accuracy:  0.888, Loss:  0.089
Epoch   3 Batch   20/538 - Train Accuracy:  0.890, Validation Accuracy:  0.895, Loss:  0.077
Epoch   3 Batch   21/538 - Train Accuracy:  0.923, Validation Accuracy:  0.904, Loss:  0.065
Epoch   3 Batch   22/538 - Train Accuracy:  0.896, Validation Accuracy:  0.907, Loss:  0.081
Epoch   3 Batch   23/538 - Train Accuracy:  0.921, Validation Accuracy:  0.902, Loss:  0.084
Epoch   3 Batch   24/538 - Train Accuracy:  0.899, Validation Accuracy:  0.905, Loss:  0.081
Epoch   3 Batch   25/538 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.079
Epoch   3 Batch   26/538 - Train Accuracy:  0.909, Validation Accuracy:  0.903, Loss:  0.086
Epoch   3 Batch   27/538 - Train Accuracy:  0.910, Validation Accuracy:  0.896, Loss:  0.068
Epoch   3 Batch   28/538 - Train Accuracy:  0.899, Validation Accuracy:  0.901, Loss:  0.073
Epoch   3 Batch   29/538 - Train Accuracy:  0.913, Validation Accuracy:  0.905, Loss:  0.073
Epoch   3 Batch   30/538 - Train Accuracy:  0.884, Validation Accuracy:  0.922, Loss:  0.087
Epoch   3 Batch   31/538 - Train Accuracy:  0.932, Validation Accuracy:  0.914, Loss:  0.065
Epoch   3 Batch   32/538 - Train Accuracy:  0.923, Validation Accuracy:  0.913, Loss:  0.061
Epoch   3 Batch   33/538 - Train Accuracy:  0.920, Validation Accuracy:  0.906, Loss:  0.083
Epoch   3 Batch   34/538 - Train Accuracy:  0.899, Validation Accuracy:  0.918, Loss:  0.086
Epoch   3 Batch   35/538 - Train Accuracy:  0.921, Validation Accuracy:  0.917, Loss:  0.065
Epoch   3 Batch   36/538 - Train Accuracy:  0.916, Validation Accuracy:  0.909, Loss:  0.067
Epoch   3 Batch   37/538 - Train Accuracy:  0.914, Validation Accuracy:  0.905, Loss:  0.079
Epoch   3 Batch   38/538 - Train Accuracy:  0.897, Validation Accuracy:  0.897, Loss:  0.079
Epoch   3 Batch   39/538 - Train Accuracy:  0.921, Validation Accuracy:  0.912, Loss:  0.079
Epoch   3 Batch   40/538 - Train Accuracy:  0.919, Validation Accuracy:  0.906, Loss:  0.068
Epoch   3 Batch   41/538 - Train Accuracy:  0.920, Validation Accuracy:  0.901, Loss:  0.070
Epoch   3 Batch   42/538 - Train Accuracy:  0.904, Validation Accuracy:  0.898, Loss:  0.071
Epoch   3 Batch   43/538 - Train Accuracy:  0.888, Validation Accuracy:  0.904, Loss:  0.093
Epoch   3 Batch   44/538 - Train Accuracy:  0.893, Validation Accuracy:  0.900, Loss:  0.082
Epoch   3 Batch   45/538 - Train Accuracy:  0.932, Validation Accuracy:  0.904, Loss:  0.077
Epoch   3 Batch   46/538 - Train Accuracy:  0.926, Validation Accuracy:  0.906, Loss:  0.062
Epoch   3 Batch   47/538 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.082
Epoch   3 Batch   48/538 - Train Accuracy:  0.910, Validation Accuracy:  0.911, Loss:  0.082
Epoch   3 Batch   49/538 - Train Accuracy:  0.907, Validation Accuracy:  0.898, Loss:  0.070
Epoch   3 Batch   50/538 - Train Accuracy:  0.930, Validation Accuracy:  0.906, Loss:  0.066
Epoch   3 Batch   51/538 - Train Accuracy:  0.915, Validation Accuracy:  0.912, Loss:  0.082
Epoch   3 Batch   52/538 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.081
Epoch   3 Batch   53/538 - Train Accuracy:  0.909, Validation Accuracy:  0.911, Loss:  0.071
Epoch   3 Batch   54/538 - Train Accuracy:  0.927, Validation Accuracy:  0.906, Loss:  0.071
Epoch   3 Batch   55/538 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.071
Epoch   3 Batch   56/538 - Train Accuracy:  0.904, Validation Accuracy:  0.909, Loss:  0.068
Epoch   3 Batch   57/538 - Train Accuracy:  0.893, Validation Accuracy:  0.911, Loss:  0.080
Epoch   3 Batch   58/538 - Train Accuracy:  0.873, Validation Accuracy:  0.910, Loss:  0.071
Epoch   3 Batch   59/538 - Train Accuracy:  0.919, Validation Accuracy:  0.907, Loss:  0.076
Epoch   3 Batch   60/538 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.075
Epoch   3 Batch   61/538 - Train Accuracy:  0.919, Validation Accuracy:  0.909, Loss:  0.071
Epoch   3 Batch   62/538 - Train Accuracy:  0.909, Validation Accuracy:  0.900, Loss:  0.070
Epoch   3 Batch   63/538 - Train Accuracy:  0.920, Validation Accuracy:  0.895, Loss:  0.069
Epoch   3 Batch   64/538 - Train Accuracy:  0.914, Validation Accuracy:  0.885, Loss:  0.078
Epoch   3 Batch   65/538 - Train Accuracy:  0.893, Validation Accuracy:  0.885, Loss:  0.077
Epoch   3 Batch   66/538 - Train Accuracy:  0.942, Validation Accuracy:  0.895, Loss:  0.060
Epoch   3 Batch   67/538 - Train Accuracy:  0.919, Validation Accuracy:  0.896, Loss:  0.070
Epoch   3 Batch   68/538 - Train Accuracy:  0.916, Validation Accuracy:  0.898, Loss:  0.065
Epoch   3 Batch   69/538 - Train Accuracy:  0.927, Validation Accuracy:  0.889, Loss:  0.079
Epoch   3 Batch   70/538 - Train Accuracy:  0.889, Validation Accuracy:  0.883, Loss:  0.072
Epoch   3 Batch   71/538 - Train Accuracy:  0.885, Validation Accuracy:  0.887, Loss:  0.086
Epoch   3 Batch   72/538 - Train Accuracy:  0.906, Validation Accuracy:  0.883, Loss:  0.085
Epoch   3 Batch   73/538 - Train Accuracy:  0.904, Validation Accuracy:  0.891, Loss:  0.078
Epoch   3 Batch   74/538 - Train Accuracy:  0.895, Validation Accuracy:  0.899, Loss:  0.073
Epoch   3 Batch   75/538 - Train Accuracy:  0.902, Validation Accuracy:  0.896, Loss:  0.080
Epoch   3 Batch   76/538 - Train Accuracy:  0.922, Validation Accuracy:  0.903, Loss:  0.072
Epoch   3 Batch   77/538 - Train Accuracy:  0.923, Validation Accuracy:  0.897, Loss:  0.067
Epoch   3 Batch   78/538 - Train Accuracy:  0.907, Validation Accuracy:  0.906, Loss:  0.079
Epoch   3 Batch   79/538 - Train Accuracy:  0.913, Validation Accuracy:  0.904, Loss:  0.067
Epoch   3 Batch   80/538 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.074
Epoch   3 Batch   81/538 - Train Accuracy:  0.913, Validation Accuracy:  0.902, Loss:  0.077
Epoch   3 Batch   82/538 - Train Accuracy:  0.902, Validation Accuracy:  0.904, Loss:  0.081
Epoch   3 Batch   83/538 - Train Accuracy:  0.897, Validation Accuracy:  0.903, Loss:  0.074
Epoch   3 Batch   84/538 - Train Accuracy:  0.902, Validation Accuracy:  0.905, Loss:  0.077
Epoch   3 Batch   85/538 - Train Accuracy:  0.900, Validation Accuracy:  0.906, Loss:  0.070
Epoch   3 Batch   86/538 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.070
Epoch   3 Batch   87/538 - Train Accuracy:  0.896, Validation Accuracy:  0.902, Loss:  0.072
Epoch   3 Batch   88/538 - Train Accuracy:  0.906, Validation Accuracy:  0.908, Loss:  0.078
Epoch   3 Batch   89/538 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.068
Epoch   3 Batch   90/538 - Train Accuracy:  0.910, Validation Accuracy:  0.911, Loss:  0.082
Epoch   3 Batch   91/538 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.072
Epoch   3 Batch   92/538 - Train Accuracy:  0.904, Validation Accuracy:  0.915, Loss:  0.070
Epoch   3 Batch   93/538 - Train Accuracy:  0.914, Validation Accuracy:  0.919, Loss:  0.069
Epoch   3 Batch   94/538 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.067
Epoch   3 Batch   95/538 - Train Accuracy:  0.904, Validation Accuracy:  0.917, Loss:  0.067
Epoch   3 Batch   96/538 - Train Accuracy:  0.934, Validation Accuracy:  0.919, Loss:  0.063
Epoch   3 Batch   97/538 - Train Accuracy:  0.903, Validation Accuracy:  0.914, Loss:  0.066
Epoch   3 Batch   98/538 - Train Accuracy:  0.924, Validation Accuracy:  0.918, Loss:  0.068
Epoch   3 Batch   99/538 - Train Accuracy:  0.919, Validation Accuracy:  0.913, Loss:  0.064
Epoch   3 Batch  100/538 - Train Accuracy:  0.919, Validation Accuracy:  0.907, Loss:  0.064
Epoch   3 Batch  101/538 - Train Accuracy:  0.894, Validation Accuracy:  0.901, Loss:  0.081
Epoch   3 Batch  102/538 - Train Accuracy:  0.893, Validation Accuracy:  0.909, Loss:  0.077
Epoch   3 Batch  103/538 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.074
Epoch   3 Batch  104/538 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.066
Epoch   3 Batch  105/538 - Train Accuracy:  0.920, Validation Accuracy:  0.918, Loss:  0.061
Epoch   3 Batch  106/538 - Train Accuracy:  0.894, Validation Accuracy:  0.923, Loss:  0.063
Epoch   3 Batch  107/538 - Train Accuracy:  0.887, Validation Accuracy:  0.914, Loss:  0.073
Epoch   3 Batch  108/538 - Train Accuracy:  0.917, Validation Accuracy:  0.911, Loss:  0.070
Epoch   3 Batch  109/538 - Train Accuracy:  0.951, Validation Accuracy:  0.912, Loss:  0.059
Epoch   3 Batch  110/538 - Train Accuracy:  0.915, Validation Accuracy:  0.908, Loss:  0.068
Epoch   3 Batch  111/538 - Train Accuracy:  0.921, Validation Accuracy:  0.905, Loss:  0.067
Epoch   3 Batch  112/538 - Train Accuracy:  0.921, Validation Accuracy:  0.909, Loss:  0.069
Epoch   3 Batch  113/538 - Train Accuracy:  0.902, Validation Accuracy:  0.892, Loss:  0.073
Epoch   3 Batch  114/538 - Train Accuracy:  0.909, Validation Accuracy:  0.900, Loss:  0.069
Epoch   3 Batch  115/538 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.076
Epoch   3 Batch  116/538 - Train Accuracy:  0.914, Validation Accuracy:  0.923, Loss:  0.079
Epoch   3 Batch  117/538 - Train Accuracy:  0.916, Validation Accuracy:  0.918, Loss:  0.072
Epoch   3 Batch  118/538 - Train Accuracy:  0.914, Validation Accuracy:  0.912, Loss:  0.059
Epoch   3 Batch  119/538 - Train Accuracy:  0.936, Validation Accuracy:  0.903, Loss:  0.057
Epoch   3 Batch  120/538 - Train Accuracy:  0.918, Validation Accuracy:  0.909, Loss:  0.054
Epoch   3 Batch  121/538 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.066
Epoch   3 Batch  122/538 - Train Accuracy:  0.918, Validation Accuracy:  0.927, Loss:  0.059
Epoch   3 Batch  123/538 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.065
Epoch   3 Batch  124/538 - Train Accuracy:  0.909, Validation Accuracy:  0.910, Loss:  0.061
Epoch   3 Batch  125/538 - Train Accuracy:  0.903, Validation Accuracy:  0.913, Loss:  0.067
Epoch   3 Batch  126/538 - Train Accuracy:  0.899, Validation Accuracy:  0.909, Loss:  0.072
Epoch   3 Batch  127/538 - Train Accuracy:  0.915, Validation Accuracy:  0.902, Loss:  0.078
Epoch   3 Batch  128/538 - Train Accuracy:  0.918, Validation Accuracy:  0.911, Loss:  0.073
Epoch   3 Batch  129/538 - Train Accuracy:  0.928, Validation Accuracy:  0.903, Loss:  0.060
Epoch   3 Batch  130/538 - Train Accuracy:  0.920, Validation Accuracy:  0.909, Loss:  0.063
Epoch   3 Batch  131/538 - Train Accuracy:  0.930, Validation Accuracy:  0.914, Loss:  0.063
Epoch   3 Batch  132/538 - Train Accuracy:  0.893, Validation Accuracy:  0.904, Loss:  0.072
Epoch   3 Batch  133/538 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.066
Epoch   3 Batch  134/538 - Train Accuracy:  0.891, Validation Accuracy:  0.912, Loss:  0.082
Epoch   3 Batch  135/538 - Train Accuracy:  0.911, Validation Accuracy:  0.905, Loss:  0.083
Epoch   3 Batch  136/538 - Train Accuracy:  0.917, Validation Accuracy:  0.895, Loss:  0.065
Epoch   3 Batch  137/538 - Train Accuracy:  0.901, Validation Accuracy:  0.907, Loss:  0.085
Epoch   3 Batch  138/538 - Train Accuracy:  0.910, Validation Accuracy:  0.916, Loss:  0.071
Epoch   3 Batch  139/538 - Train Accuracy:  0.905, Validation Accuracy:  0.910, Loss:  0.075
Epoch   3 Batch  140/538 - Train Accuracy:  0.910, Validation Accuracy:  0.910, Loss:  0.080
Epoch   3 Batch  141/538 - Train Accuracy:  0.931, Validation Accuracy:  0.907, Loss:  0.073
Epoch   3 Batch  142/538 - Train Accuracy:  0.925, Validation Accuracy:  0.910, Loss:  0.069
Epoch   3 Batch  143/538 - Train Accuracy:  0.910, Validation Accuracy:  0.916, Loss:  0.078
Epoch   3 Batch  144/538 - Train Accuracy:  0.904, Validation Accuracy:  0.929, Loss:  0.083
Epoch   3 Batch  145/538 - Train Accuracy:  0.884, Validation Accuracy:  0.916, Loss:  0.078
Epoch   3 Batch  146/538 - Train Accuracy:  0.912, Validation Accuracy:  0.901, Loss:  0.072
Epoch   3 Batch  147/538 - Train Accuracy:  0.912, Validation Accuracy:  0.906, Loss:  0.076
Epoch   3 Batch  148/538 - Train Accuracy:  0.900, Validation Accuracy:  0.895, Loss:  0.084
Epoch   3 Batch  149/538 - Train Accuracy:  0.922, Validation Accuracy:  0.898, Loss:  0.067
Epoch   3 Batch  150/538 - Train Accuracy:  0.923, Validation Accuracy:  0.904, Loss:  0.064
Epoch   3 Batch  151/538 - Train Accuracy:  0.925, Validation Accuracy:  0.906, Loss:  0.065
Epoch   3 Batch  152/538 - Train Accuracy:  0.922, Validation Accuracy:  0.911, Loss:  0.075
Epoch   3 Batch  153/538 - Train Accuracy:  0.910, Validation Accuracy:  0.907, Loss:  0.069
Epoch   3 Batch  154/538 - Train Accuracy:  0.919, Validation Accuracy:  0.910, Loss:  0.060
Epoch   3 Batch  155/538 - Train Accuracy:  0.895, Validation Accuracy:  0.907, Loss:  0.075
Epoch   3 Batch  156/538 - Train Accuracy:  0.933, Validation Accuracy:  0.912, Loss:  0.062
Epoch   3 Batch  157/538 - Train Accuracy:  0.921, Validation Accuracy:  0.909, Loss:  0.061
Epoch   3 Batch  158/538 - Train Accuracy:  0.913, Validation Accuracy:  0.903, Loss:  0.075
Epoch   3 Batch  159/538 - Train Accuracy:  0.901, Validation Accuracy:  0.905, Loss:  0.086
Epoch   3 Batch  160/538 - Train Accuracy:  0.903, Validation Accuracy:  0.905, Loss:  0.066
Epoch   3 Batch  161/538 - Train Accuracy:  0.923, Validation Accuracy:  0.897, Loss:  0.063
Epoch   3 Batch  162/538 - Train Accuracy:  0.896, Validation Accuracy:  0.896, Loss:  0.064
Epoch   3 Batch  163/538 - Train Accuracy:  0.906, Validation Accuracy:  0.879, Loss:  0.082
Epoch   3 Batch  164/538 - Train Accuracy:  0.913, Validation Accuracy:  0.882, Loss:  0.073
Epoch   3 Batch  165/538 - Train Accuracy:  0.908, Validation Accuracy:  0.893, Loss:  0.060
Epoch   3 Batch  166/538 - Train Accuracy:  0.945, Validation Accuracy:  0.902, Loss:  0.061
Epoch   3 Batch  167/538 - Train Accuracy:  0.921, Validation Accuracy:  0.902, Loss:  0.079
Epoch   3 Batch  168/538 - Train Accuracy:  0.889, Validation Accuracy:  0.902, Loss:  0.087
Epoch   3 Batch  169/538 - Train Accuracy:  0.929, Validation Accuracy:  0.908, Loss:  0.061
Epoch   3 Batch  170/538 - Train Accuracy:  0.916, Validation Accuracy:  0.908, Loss:  0.074
Epoch   3 Batch  171/538 - Train Accuracy:  0.910, Validation Accuracy:  0.906, Loss:  0.068
Epoch   3 Batch  172/538 - Train Accuracy:  0.917, Validation Accuracy:  0.886, Loss:  0.061
Epoch   3 Batch  173/538 - Train Accuracy:  0.927, Validation Accuracy:  0.895, Loss:  0.059
Epoch   3 Batch  174/538 - Train Accuracy:  0.906, Validation Accuracy:  0.901, Loss:  0.062
Epoch   3 Batch  175/538 - Train Accuracy:  0.906, Validation Accuracy:  0.906, Loss:  0.060
Epoch   3 Batch  176/538 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.075
Epoch   3 Batch  177/538 - Train Accuracy:  0.922, Validation Accuracy:  0.911, Loss:  0.065
Epoch   3 Batch  178/538 - Train Accuracy:  0.905, Validation Accuracy:  0.917, Loss:  0.071
Epoch   3 Batch  179/538 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.061
Epoch   3 Batch  180/538 - Train Accuracy:  0.937, Validation Accuracy:  0.906, Loss:  0.069
Epoch   3 Batch  181/538 - Train Accuracy:  0.908, Validation Accuracy:  0.906, Loss:  0.074
Epoch   3 Batch  182/538 - Train Accuracy:  0.919, Validation Accuracy:  0.906, Loss:  0.057
Epoch   3 Batch  183/538 - Train Accuracy:  0.941, Validation Accuracy:  0.904, Loss:  0.056
Epoch   3 Batch  184/538 - Train Accuracy:  0.927, Validation Accuracy:  0.897, Loss:  0.063
Epoch   3 Batch  185/538 - Train Accuracy:  0.938, Validation Accuracy:  0.905, Loss:  0.053
Epoch   3 Batch  186/538 - Train Accuracy:  0.922, Validation Accuracy:  0.915, Loss:  0.059
Epoch   3 Batch  187/538 - Train Accuracy:  0.928, Validation Accuracy:  0.917, Loss:  0.066
Epoch   3 Batch  188/538 - Train Accuracy:  0.916, Validation Accuracy:  0.916, Loss:  0.057
Epoch   3 Batch  189/538 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.066
Epoch   3 Batch  190/538 - Train Accuracy:  0.923, Validation Accuracy:  0.909, Loss:  0.080
Epoch   3 Batch  191/538 - Train Accuracy:  0.928, Validation Accuracy:  0.905, Loss:  0.064
Epoch   3 Batch  192/538 - Train Accuracy:  0.921, Validation Accuracy:  0.899, Loss:  0.057
Epoch   3 Batch  193/538 - Train Accuracy:  0.896, Validation Accuracy:  0.900, Loss:  0.069
Epoch   3 Batch  194/538 - Train Accuracy:  0.909, Validation Accuracy:  0.897, Loss:  0.070
Epoch   3 Batch  195/538 - Train Accuracy:  0.938, Validation Accuracy:  0.895, Loss:  0.073
Epoch   3 Batch  196/538 - Train Accuracy:  0.916, Validation Accuracy:  0.891, Loss:  0.058
Epoch   3 Batch  197/538 - Train Accuracy:  0.918, Validation Accuracy:  0.903, Loss:  0.063
Epoch   3 Batch  198/538 - Train Accuracy:  0.935, Validation Accuracy:  0.904, Loss:  0.065
Epoch   3 Batch  199/538 - Train Accuracy:  0.908, Validation Accuracy:  0.899, Loss:  0.072
Epoch   3 Batch  200/538 - Train Accuracy:  0.902, Validation Accuracy:  0.915, Loss:  0.064
Epoch   3 Batch  201/538 - Train Accuracy:  0.913, Validation Accuracy:  0.914, Loss:  0.068
Epoch   3 Batch  202/538 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.064
Epoch   3 Batch  203/538 - Train Accuracy:  0.909, Validation Accuracy:  0.917, Loss:  0.078
Epoch   3 Batch  204/538 - Train Accuracy:  0.904, Validation Accuracy:  0.900, Loss:  0.076
Epoch   3 Batch  205/538 - Train Accuracy:  0.920, Validation Accuracy:  0.901, Loss:  0.065
Epoch   3 Batch  206/538 - Train Accuracy:  0.897, Validation Accuracy:  0.914, Loss:  0.070
Epoch   3 Batch  207/538 - Train Accuracy:  0.936, Validation Accuracy:  0.914, Loss:  0.064
Epoch   3 Batch  208/538 - Train Accuracy:  0.906, Validation Accuracy:  0.909, Loss:  0.077
Epoch   3 Batch  209/538 - Train Accuracy:  0.925, Validation Accuracy:  0.897, Loss:  0.059
Epoch   3 Batch  210/538 - Train Accuracy:  0.907, Validation Accuracy:  0.900, Loss:  0.069
Epoch   3 Batch  211/538 - Train Accuracy:  0.909, Validation Accuracy:  0.895, Loss:  0.074
Epoch   3 Batch  212/538 - Train Accuracy:  0.922, Validation Accuracy:  0.903, Loss:  0.062
Epoch   3 Batch  213/538 - Train Accuracy:  0.924, Validation Accuracy:  0.912, Loss:  0.060
Epoch   3 Batch  214/538 - Train Accuracy:  0.928, Validation Accuracy:  0.912, Loss:  0.062
Epoch   3 Batch  215/538 - Train Accuracy:  0.923, Validation Accuracy:  0.911, Loss:  0.060
Epoch   3 Batch  216/538 - Train Accuracy:  0.912, Validation Accuracy:  0.899, Loss:  0.069
Epoch   3 Batch  217/538 - Train Accuracy:  0.928, Validation Accuracy:  0.899, Loss:  0.067
Epoch   3 Batch  218/538 - Train Accuracy:  0.913, Validation Accuracy:  0.900, Loss:  0.059
Epoch   3 Batch  219/538 - Train Accuracy:  0.892, Validation Accuracy:  0.908, Loss:  0.081
Epoch   3 Batch  220/538 - Train Accuracy:  0.910, Validation Accuracy:  0.912, Loss:  0.067
Epoch   3 Batch  221/538 - Train Accuracy:  0.926, Validation Accuracy:  0.895, Loss:  0.061
Epoch   3 Batch  222/538 - Train Accuracy:  0.900, Validation Accuracy:  0.884, Loss:  0.060
Epoch   3 Batch  223/538 - Train Accuracy:  0.889, Validation Accuracy:  0.888, Loss:  0.075
Epoch   3 Batch  224/538 - Train Accuracy:  0.931, Validation Accuracy:  0.895, Loss:  0.074
Epoch   3 Batch  225/538 - Train Accuracy:  0.935, Validation Accuracy:  0.895, Loss:  0.061
Epoch   3 Batch  226/538 - Train Accuracy:  0.914, Validation Accuracy:  0.895, Loss:  0.064
Epoch   3 Batch  227/538 - Train Accuracy:  0.923, Validation Accuracy:  0.895, Loss:  0.065
Epoch   3 Batch  228/538 - Train Accuracy:  0.893, Validation Accuracy:  0.904, Loss:  0.062
Epoch   3 Batch  229/538 - Train Accuracy:  0.920, Validation Accuracy:  0.905, Loss:  0.064
Epoch   3 Batch  230/538 - Train Accuracy:  0.896, Validation Accuracy:  0.907, Loss:  0.063
Epoch   3 Batch  231/538 - Train Accuracy:  0.906, Validation Accuracy:  0.903, Loss:  0.064
Epoch   3 Batch  232/538 - Train Accuracy:  0.916, Validation Accuracy:  0.901, Loss:  0.066
Epoch   3 Batch  233/538 - Train Accuracy:  0.936, Validation Accuracy:  0.903, Loss:  0.067
Epoch   3 Batch  234/538 - Train Accuracy:  0.916, Validation Accuracy:  0.904, Loss:  0.064
Epoch   3 Batch  235/538 - Train Accuracy:  0.913, Validation Accuracy:  0.889, Loss:  0.053
Epoch   3 Batch  236/538 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.068
Epoch   3 Batch  237/538 - Train Accuracy:  0.904, Validation Accuracy:  0.909, Loss:  0.060
Epoch   3 Batch  238/538 - Train Accuracy:  0.932, Validation Accuracy:  0.912, Loss:  0.063
Epoch   3 Batch  239/538 - Train Accuracy:  0.900, Validation Accuracy:  0.912, Loss:  0.068
Epoch   3 Batch  240/538 - Train Accuracy:  0.921, Validation Accuracy:  0.913, Loss:  0.068
Epoch   3 Batch  241/538 - Train Accuracy:  0.916, Validation Accuracy:  0.912, Loss:  0.068
Epoch   3 Batch  242/538 - Train Accuracy:  0.920, Validation Accuracy:  0.911, Loss:  0.063
Epoch   3 Batch  243/538 - Train Accuracy:  0.919, Validation Accuracy:  0.910, Loss:  0.059
Epoch   3 Batch  244/538 - Train Accuracy:  0.909, Validation Accuracy:  0.921, Loss:  0.060
Epoch   3 Batch  245/538 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.071
Epoch   3 Batch  246/538 - Train Accuracy:  0.910, Validation Accuracy:  0.900, Loss:  0.052
Epoch   3 Batch  247/538 - Train Accuracy:  0.890, Validation Accuracy:  0.895, Loss:  0.062
Epoch   3 Batch  248/538 - Train Accuracy:  0.894, Validation Accuracy:  0.888, Loss:  0.066
Epoch   3 Batch  249/538 - Train Accuracy:  0.914, Validation Accuracy:  0.904, Loss:  0.055
Epoch   3 Batch  250/538 - Train Accuracy:  0.924, Validation Accuracy:  0.914, Loss:  0.060
Epoch   3 Batch  251/538 - Train Accuracy:  0.938, Validation Accuracy:  0.919, Loss:  0.056
Epoch   3 Batch  252/538 - Train Accuracy:  0.919, Validation Accuracy:  0.910, Loss:  0.063
Epoch   3 Batch  253/538 - Train Accuracy:  0.906, Validation Accuracy:  0.919, Loss:  0.060
Epoch   3 Batch  254/538 - Train Accuracy:  0.895, Validation Accuracy:  0.904, Loss:  0.067
Epoch   3 Batch  255/538 - Train Accuracy:  0.928, Validation Accuracy:  0.898, Loss:  0.059
Epoch   3 Batch  256/538 - Train Accuracy:  0.908, Validation Accuracy:  0.904, Loss:  0.062
Epoch   3 Batch  257/538 - Train Accuracy:  0.912, Validation Accuracy:  0.904, Loss:  0.061
Epoch   3 Batch  258/538 - Train Accuracy:  0.923, Validation Accuracy:  0.904, Loss:  0.058
Epoch   3 Batch  259/538 - Train Accuracy:  0.932, Validation Accuracy:  0.896, Loss:  0.059
Epoch   3 Batch  260/538 - Train Accuracy:  0.895, Validation Accuracy:  0.907, Loss:  0.068
Epoch   3 Batch  261/538 - Train Accuracy:  0.906, Validation Accuracy:  0.894, Loss:  0.071
Epoch   3 Batch  262/538 - Train Accuracy:  0.934, Validation Accuracy:  0.912, Loss:  0.058
Epoch   3 Batch  263/538 - Train Accuracy:  0.898, Validation Accuracy:  0.924, Loss:  0.062
Epoch   3 Batch  264/538 - Train Accuracy:  0.900, Validation Accuracy:  0.925, Loss:  0.076
Epoch   3 Batch  265/538 - Train Accuracy:  0.901, Validation Accuracy:  0.907, Loss:  0.067
Epoch   3 Batch  266/538 - Train Accuracy:  0.904, Validation Accuracy:  0.917, Loss:  0.077
Epoch   3 Batch  267/538 - Train Accuracy:  0.904, Validation Accuracy:  0.910, Loss:  0.066
Epoch   3 Batch  268/538 - Train Accuracy:  0.929, Validation Accuracy:  0.913, Loss:  0.054
Epoch   3 Batch  269/538 - Train Accuracy:  0.917, Validation Accuracy:  0.912, Loss:  0.064
Epoch   3 Batch  270/538 - Train Accuracy:  0.928, Validation Accuracy:  0.913, Loss:  0.058
Epoch   3 Batch  271/538 - Train Accuracy:  0.923, Validation Accuracy:  0.923, Loss:  0.053
Epoch   3 Batch  272/538 - Train Accuracy:  0.906, Validation Accuracy:  0.931, Loss:  0.070
Epoch   3 Batch  273/538 - Train Accuracy:  0.917, Validation Accuracy:  0.922, Loss:  0.062
Epoch   3 Batch  274/538 - Train Accuracy:  0.876, Validation Accuracy:  0.924, Loss:  0.069
Epoch   3 Batch  275/538 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.071
Epoch   3 Batch  276/538 - Train Accuracy:  0.921, Validation Accuracy:  0.924, Loss:  0.069
Epoch   3 Batch  277/538 - Train Accuracy:  0.912, Validation Accuracy:  0.925, Loss:  0.055
Epoch   3 Batch  278/538 - Train Accuracy:  0.912, Validation Accuracy:  0.921, Loss:  0.059
Epoch   3 Batch  279/538 - Train Accuracy:  0.907, Validation Accuracy:  0.911, Loss:  0.064
Epoch   3 Batch  280/538 - Train Accuracy:  0.920, Validation Accuracy:  0.904, Loss:  0.055
Epoch   3 Batch  281/538 - Train Accuracy:  0.899, Validation Accuracy:  0.908, Loss:  0.071
Epoch   3 Batch  282/538 - Train Accuracy:  0.913, Validation Accuracy:  0.907, Loss:  0.072
Epoch   3 Batch  283/538 - Train Accuracy:  0.909, Validation Accuracy:  0.920, Loss:  0.067
Epoch   3 Batch  284/538 - Train Accuracy:  0.907, Validation Accuracy:  0.912, Loss:  0.074
Epoch   3 Batch  285/538 - Train Accuracy:  0.917, Validation Accuracy:  0.917, Loss:  0.054
Epoch   3 Batch  286/538 - Train Accuracy:  0.907, Validation Accuracy:  0.915, Loss:  0.073
Epoch   3 Batch  287/538 - Train Accuracy:  0.924, Validation Accuracy:  0.913, Loss:  0.056
Epoch   3 Batch  288/538 - Train Accuracy:  0.927, Validation Accuracy:  0.900, Loss:  0.055
Epoch   3 Batch  289/538 - Train Accuracy:  0.927, Validation Accuracy:  0.895, Loss:  0.052
Epoch   3 Batch  290/538 - Train Accuracy:  0.945, Validation Accuracy:  0.899, Loss:  0.052
Epoch   3 Batch  291/538 - Train Accuracy:  0.916, Validation Accuracy:  0.912, Loss:  0.062
Epoch   3 Batch  292/538 - Train Accuracy:  0.934, Validation Accuracy:  0.917, Loss:  0.052
Epoch   3 Batch  293/538 - Train Accuracy:  0.917, Validation Accuracy:  0.914, Loss:  0.061
Epoch   3 Batch  294/538 - Train Accuracy:  0.889, Validation Accuracy:  0.912, Loss:  0.062
Epoch   3 Batch  295/538 - Train Accuracy:  0.919, Validation Accuracy:  0.915, Loss:  0.060
Epoch   3 Batch  296/538 - Train Accuracy:  0.901, Validation Accuracy:  0.911, Loss:  0.076
Epoch   3 Batch  297/538 - Train Accuracy:  0.930, Validation Accuracy:  0.912, Loss:  0.062
Epoch   3 Batch  298/538 - Train Accuracy:  0.914, Validation Accuracy:  0.913, Loss:  0.063
Epoch   3 Batch  299/538 - Train Accuracy:  0.903, Validation Accuracy:  0.923, Loss:  0.069
Epoch   3 Batch  300/538 - Train Accuracy:  0.898, Validation Accuracy:  0.911, Loss:  0.064
Epoch   3 Batch  301/538 - Train Accuracy:  0.914, Validation Accuracy:  0.900, Loss:  0.064
Epoch   3 Batch  302/538 - Train Accuracy:  0.928, Validation Accuracy:  0.908, Loss:  0.059
Epoch   3 Batch  303/538 - Train Accuracy:  0.919, Validation Accuracy:  0.912, Loss:  0.065
Epoch   3 Batch  304/538 - Train Accuracy:  0.911, Validation Accuracy:  0.912, Loss:  0.066
Epoch   3 Batch  305/538 - Train Accuracy:  0.930, Validation Accuracy:  0.912, Loss:  0.056
Epoch   3 Batch  306/538 - Train Accuracy:  0.906, Validation Accuracy:  0.924, Loss:  0.067
Epoch   3 Batch  307/538 - Train Accuracy:  0.928, Validation Accuracy:  0.929, Loss:  0.059
Epoch   3 Batch  308/538 - Train Accuracy:  0.939, Validation Accuracy:  0.927, Loss:  0.058
Epoch   3 Batch  309/538 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.052
Epoch   3 Batch  310/538 - Train Accuracy:  0.951, Validation Accuracy:  0.913, Loss:  0.061
Epoch   3 Batch  311/538 - Train Accuracy:  0.922, Validation Accuracy:  0.903, Loss:  0.065
Epoch   3 Batch  312/538 - Train Accuracy:  0.917, Validation Accuracy:  0.908, Loss:  0.054
Epoch   3 Batch  313/538 - Train Accuracy:  0.921, Validation Accuracy:  0.912, Loss:  0.057
Epoch   3 Batch  314/538 - Train Accuracy:  0.931, Validation Accuracy:  0.926, Loss:  0.058
Epoch   3 Batch  315/538 - Train Accuracy:  0.922, Validation Accuracy:  0.927, Loss:  0.054
Epoch   3 Batch  316/538 - Train Accuracy:  0.902, Validation Accuracy:  0.922, Loss:  0.050
Epoch   3 Batch  317/538 - Train Accuracy:  0.915, Validation Accuracy:  0.911, Loss:  0.065
Epoch   3 Batch  318/538 - Train Accuracy:  0.881, Validation Accuracy:  0.909, Loss:  0.057
Epoch   3 Batch  319/538 - Train Accuracy:  0.924, Validation Accuracy:  0.901, Loss:  0.062
Epoch   3 Batch  320/538 - Train Accuracy:  0.922, Validation Accuracy:  0.911, Loss:  0.055
Epoch   3 Batch  321/538 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.057
Epoch   3 Batch  322/538 - Train Accuracy:  0.903, Validation Accuracy:  0.913, Loss:  0.061
Epoch   3 Batch  323/538 - Train Accuracy:  0.933, Validation Accuracy:  0.915, Loss:  0.052
Epoch   3 Batch  324/538 - Train Accuracy:  0.912, Validation Accuracy:  0.916, Loss:  0.058
Epoch   3 Batch  325/538 - Train Accuracy:  0.934, Validation Accuracy:  0.914, Loss:  0.055
Epoch   3 Batch  326/538 - Train Accuracy:  0.933, Validation Accuracy:  0.913, Loss:  0.059
Epoch   3 Batch  327/538 - Train Accuracy:  0.932, Validation Accuracy:  0.916, Loss:  0.059
Epoch   3 Batch  328/538 - Train Accuracy:  0.943, Validation Accuracy:  0.920, Loss:  0.053
Epoch   3 Batch  329/538 - Train Accuracy:  0.942, Validation Accuracy:  0.919, Loss:  0.056
Epoch   3 Batch  330/538 - Train Accuracy:  0.933, Validation Accuracy:  0.919, Loss:  0.053
Epoch   3 Batch  331/538 - Train Accuracy:  0.918, Validation Accuracy:  0.921, Loss:  0.053
Epoch   3 Batch  332/538 - Train Accuracy:  0.915, Validation Accuracy:  0.921, Loss:  0.060
Epoch   3 Batch  333/538 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.059
Epoch   3 Batch  334/538 - Train Accuracy:  0.917, Validation Accuracy:  0.918, Loss:  0.052
Epoch   3 Batch  335/538 - Train Accuracy:  0.927, Validation Accuracy:  0.917, Loss:  0.056
Epoch   3 Batch  336/538 - Train Accuracy:  0.918, Validation Accuracy:  0.923, Loss:  0.057
Epoch   3 Batch  337/538 - Train Accuracy:  0.918, Validation Accuracy:  0.926, Loss:  0.056
Epoch   3 Batch  338/538 - Train Accuracy:  0.916, Validation Accuracy:  0.927, Loss:  0.055
Epoch   3 Batch  339/538 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.054
Epoch   3 Batch  340/538 - Train Accuracy:  0.927, Validation Accuracy:  0.922, Loss:  0.057
Epoch   3 Batch  341/538 - Train Accuracy:  0.917, Validation Accuracy:  0.924, Loss:  0.055
Epoch   3 Batch  342/538 - Train Accuracy:  0.905, Validation Accuracy:  0.929, Loss:  0.055
Epoch   3 Batch  343/538 - Train Accuracy:  0.938, Validation Accuracy:  0.930, Loss:  0.056
Epoch   3 Batch  344/538 - Train Accuracy:  0.930, Validation Accuracy:  0.921, Loss:  0.052
Epoch   3 Batch  345/538 - Train Accuracy:  0.941, Validation Accuracy:  0.914, Loss:  0.057
Epoch   3 Batch  346/538 - Train Accuracy:  0.927, Validation Accuracy:  0.910, Loss:  0.062
Epoch   3 Batch  347/538 - Train Accuracy:  0.925, Validation Accuracy:  0.912, Loss:  0.060
Epoch   3 Batch  348/538 - Train Accuracy:  0.926, Validation Accuracy:  0.911, Loss:  0.053
Epoch   3 Batch  349/538 - Train Accuracy:  0.932, Validation Accuracy:  0.904, Loss:  0.046
Epoch   3 Batch  350/538 - Train Accuracy:  0.926, Validation Accuracy:  0.906, Loss:  0.065
Epoch   3 Batch  351/538 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.066
Epoch   3 Batch  352/538 - Train Accuracy:  0.907, Validation Accuracy:  0.916, Loss:  0.079
Epoch   3 Batch  353/538 - Train Accuracy:  0.897, Validation Accuracy:  0.919, Loss:  0.059
Epoch   3 Batch  354/538 - Train Accuracy:  0.904, Validation Accuracy:  0.916, Loss:  0.055
Epoch   3 Batch  355/538 - Train Accuracy:  0.907, Validation Accuracy:  0.924, Loss:  0.064
Epoch   3 Batch  356/538 - Train Accuracy:  0.936, Validation Accuracy:  0.929, Loss:  0.046
Epoch   3 Batch  357/538 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.055
Epoch   3 Batch  358/538 - Train Accuracy:  0.928, Validation Accuracy:  0.917, Loss:  0.047
Epoch   3 Batch  359/538 - Train Accuracy:  0.903, Validation Accuracy:  0.924, Loss:  0.055
Epoch   3 Batch  360/538 - Train Accuracy:  0.919, Validation Accuracy:  0.933, Loss:  0.057
Epoch   3 Batch  361/538 - Train Accuracy:  0.928, Validation Accuracy:  0.931, Loss:  0.053
Epoch   3 Batch  362/538 - Train Accuracy:  0.933, Validation Accuracy:  0.932, Loss:  0.048
Epoch   3 Batch  363/538 - Train Accuracy:  0.927, Validation Accuracy:  0.922, Loss:  0.053
Epoch   3 Batch  364/538 - Train Accuracy:  0.906, Validation Accuracy:  0.925, Loss:  0.070
Epoch   3 Batch  365/538 - Train Accuracy:  0.918, Validation Accuracy:  0.930, Loss:  0.057
Epoch   3 Batch  366/538 - Train Accuracy:  0.923, Validation Accuracy:  0.932, Loss:  0.058
Epoch   3 Batch  367/538 - Train Accuracy:  0.932, Validation Accuracy:  0.932, Loss:  0.047
Epoch   3 Batch  368/538 - Train Accuracy:  0.923, Validation Accuracy:  0.933, Loss:  0.047
Epoch   3 Batch  369/538 - Train Accuracy:  0.942, Validation Accuracy:  0.931, Loss:  0.049
Epoch   3 Batch  370/538 - Train Accuracy:  0.918, Validation Accuracy:  0.920, Loss:  0.059
Epoch   3 Batch  371/538 - Train Accuracy:  0.924, Validation Accuracy:  0.906, Loss:  0.059
Epoch   3 Batch  372/538 - Train Accuracy:  0.944, Validation Accuracy:  0.900, Loss:  0.050
Epoch   3 Batch  373/538 - Train Accuracy:  0.928, Validation Accuracy:  0.917, Loss:  0.046
Epoch   3 Batch  374/538 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.054
Epoch   3 Batch  375/538 - Train Accuracy:  0.936, Validation Accuracy:  0.923, Loss:  0.054
Epoch   3 Batch  376/538 - Train Accuracy:  0.928, Validation Accuracy:  0.926, Loss:  0.055
Epoch   3 Batch  377/538 - Train Accuracy:  0.932, Validation Accuracy:  0.919, Loss:  0.056
Epoch   3 Batch  378/538 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.056
Epoch   3 Batch  379/538 - Train Accuracy:  0.925, Validation Accuracy:  0.905, Loss:  0.063
Epoch   3 Batch  380/538 - Train Accuracy:  0.917, Validation Accuracy:  0.897, Loss:  0.050
Epoch   3 Batch  381/538 - Train Accuracy:  0.934, Validation Accuracy:  0.906, Loss:  0.049
Epoch   3 Batch  382/538 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.059
Epoch   3 Batch  383/538 - Train Accuracy:  0.930, Validation Accuracy:  0.904, Loss:  0.057
Epoch   3 Batch  384/538 - Train Accuracy:  0.912, Validation Accuracy:  0.907, Loss:  0.057
Epoch   3 Batch  385/538 - Train Accuracy:  0.939, Validation Accuracy:  0.909, Loss:  0.055
Epoch   3 Batch  386/538 - Train Accuracy:  0.932, Validation Accuracy:  0.917, Loss:  0.056
Epoch   3 Batch  387/538 - Train Accuracy:  0.907, Validation Accuracy:  0.919, Loss:  0.054
Epoch   3 Batch  388/538 - Train Accuracy:  0.927, Validation Accuracy:  0.919, Loss:  0.054
Epoch   3 Batch  389/538 - Train Accuracy:  0.887, Validation Accuracy:  0.925, Loss:  0.073
Epoch   3 Batch  390/538 - Train Accuracy:  0.935, Validation Accuracy:  0.930, Loss:  0.046
Epoch   3 Batch  391/538 - Train Accuracy:  0.913, Validation Accuracy:  0.930, Loss:  0.052
Epoch   3 Batch  392/538 - Train Accuracy:  0.931, Validation Accuracy:  0.933, Loss:  0.052
Epoch   3 Batch  393/538 - Train Accuracy:  0.931, Validation Accuracy:  0.916, Loss:  0.051
Epoch   3 Batch  394/538 - Train Accuracy:  0.898, Validation Accuracy:  0.906, Loss:  0.059
Epoch   3 Batch  395/538 - Train Accuracy:  0.903, Validation Accuracy:  0.912, Loss:  0.063
Epoch   3 Batch  396/538 - Train Accuracy:  0.922, Validation Accuracy:  0.931, Loss:  0.051
Epoch   3 Batch  397/538 - Train Accuracy:  0.923, Validation Accuracy:  0.924, Loss:  0.059
Epoch   3 Batch  398/538 - Train Accuracy:  0.914, Validation Accuracy:  0.920, Loss:  0.051
Epoch   3 Batch  399/538 - Train Accuracy:  0.893, Validation Accuracy:  0.919, Loss:  0.062
Epoch   3 Batch  400/538 - Train Accuracy:  0.932, Validation Accuracy:  0.913, Loss:  0.058
Epoch   3 Batch  401/538 - Train Accuracy:  0.928, Validation Accuracy:  0.908, Loss:  0.051
Epoch   3 Batch  402/538 - Train Accuracy:  0.923, Validation Accuracy:  0.886, Loss:  0.050
Epoch   3 Batch  403/538 - Train Accuracy:  0.912, Validation Accuracy:  0.888, Loss:  0.057
Epoch   3 Batch  404/538 - Train Accuracy:  0.928, Validation Accuracy:  0.907, Loss:  0.062
Epoch   3 Batch  405/538 - Train Accuracy:  0.933, Validation Accuracy:  0.908, Loss:  0.053
Epoch   3 Batch  406/538 - Train Accuracy:  0.915, Validation Accuracy:  0.909, Loss:  0.057
Epoch   3 Batch  407/538 - Train Accuracy:  0.939, Validation Accuracy:  0.910, Loss:  0.059
Epoch   3 Batch  408/538 - Train Accuracy:  0.908, Validation Accuracy:  0.911, Loss:  0.061
Epoch   3 Batch  409/538 - Train Accuracy:  0.913, Validation Accuracy:  0.903, Loss:  0.055
Epoch   3 Batch  410/538 - Train Accuracy:  0.928, Validation Accuracy:  0.908, Loss:  0.057
Epoch   3 Batch  411/538 - Train Accuracy:  0.934, Validation Accuracy:  0.908, Loss:  0.055
Epoch   3 Batch  412/538 - Train Accuracy:  0.911, Validation Accuracy:  0.916, Loss:  0.051
Epoch   3 Batch  413/538 - Train Accuracy:  0.931, Validation Accuracy:  0.911, Loss:  0.052
Epoch   3 Batch  414/538 - Train Accuracy:  0.898, Validation Accuracy:  0.912, Loss:  0.078
Epoch   3 Batch  415/538 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.057
Epoch   3 Batch  416/538 - Train Accuracy:  0.929, Validation Accuracy:  0.924, Loss:  0.060
Epoch   3 Batch  417/538 - Train Accuracy:  0.936, Validation Accuracy:  0.900, Loss:  0.056
Epoch   3 Batch  418/538 - Train Accuracy:  0.921, Validation Accuracy:  0.907, Loss:  0.066
Epoch   3 Batch  419/538 - Train Accuracy:  0.925, Validation Accuracy:  0.917, Loss:  0.048
Epoch   3 Batch  420/538 - Train Accuracy:  0.925, Validation Accuracy:  0.927, Loss:  0.056
Epoch   3 Batch  421/538 - Train Accuracy:  0.917, Validation Accuracy:  0.921, Loss:  0.052
Epoch   3 Batch  422/538 - Train Accuracy:  0.920, Validation Accuracy:  0.926, Loss:  0.059
Epoch   3 Batch  423/538 - Train Accuracy:  0.935, Validation Accuracy:  0.921, Loss:  0.055
Epoch   3 Batch  424/538 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.059
Epoch   3 Batch  425/538 - Train Accuracy:  0.912, Validation Accuracy:  0.913, Loss:  0.067
Epoch   3 Batch  426/538 - Train Accuracy:  0.920, Validation Accuracy:  0.923, Loss:  0.064
Epoch   3 Batch  427/538 - Train Accuracy:  0.911, Validation Accuracy:  0.926, Loss:  0.061
Epoch   3 Batch  428/538 - Train Accuracy:  0.932, Validation Accuracy:  0.925, Loss:  0.050
Epoch   3 Batch  429/538 - Train Accuracy:  0.923, Validation Accuracy:  0.922, Loss:  0.064
Epoch   3 Batch  430/538 - Train Accuracy:  0.916, Validation Accuracy:  0.921, Loss:  0.056
Epoch   3 Batch  431/538 - Train Accuracy:  0.913, Validation Accuracy:  0.915, Loss:  0.054
Epoch   3 Batch  432/538 - Train Accuracy:  0.920, Validation Accuracy:  0.910, Loss:  0.059
Epoch   3 Batch  433/538 - Train Accuracy:  0.890, Validation Accuracy:  0.901, Loss:  0.074
Epoch   3 Batch  434/538 - Train Accuracy:  0.889, Validation Accuracy:  0.904, Loss:  0.059
Epoch   3 Batch  435/538 - Train Accuracy:  0.927, Validation Accuracy:  0.922, Loss:  0.050
Epoch   3 Batch  436/538 - Train Accuracy:  0.899, Validation Accuracy:  0.918, Loss:  0.060
Epoch   3 Batch  437/538 - Train Accuracy:  0.927, Validation Accuracy:  0.913, Loss:  0.058
Epoch   3 Batch  438/538 - Train Accuracy:  0.934, Validation Accuracy:  0.920, Loss:  0.050
Epoch   3 Batch  439/538 - Train Accuracy:  0.945, Validation Accuracy:  0.921, Loss:  0.054
Epoch   3 Batch  440/538 - Train Accuracy:  0.921, Validation Accuracy:  0.921, Loss:  0.060
Epoch   3 Batch  441/538 - Train Accuracy:  0.919, Validation Accuracy:  0.922, Loss:  0.063
Epoch   3 Batch  442/538 - Train Accuracy:  0.923, Validation Accuracy:  0.928, Loss:  0.046
Epoch   3 Batch  443/538 - Train Accuracy:  0.924, Validation Accuracy:  0.919, Loss:  0.059
Epoch   3 Batch  444/538 - Train Accuracy:  0.907, Validation Accuracy:  0.903, Loss:  0.054
Epoch   3 Batch  445/538 - Train Accuracy:  0.951, Validation Accuracy:  0.900, Loss:  0.051
Epoch   3 Batch  446/538 - Train Accuracy:  0.926, Validation Accuracy:  0.919, Loss:  0.053
Epoch   3 Batch  447/538 - Train Accuracy:  0.913, Validation Accuracy:  0.926, Loss:  0.054
Epoch   3 Batch  448/538 - Train Accuracy:  0.928, Validation Accuracy:  0.928, Loss:  0.045
Epoch   3 Batch  449/538 - Train Accuracy:  0.933, Validation Accuracy:  0.926, Loss:  0.064
Epoch   3 Batch  450/538 - Train Accuracy:  0.900, Validation Accuracy:  0.926, Loss:  0.069
Epoch   3 Batch  451/538 - Train Accuracy:  0.906, Validation Accuracy:  0.929, Loss:  0.053
Epoch   3 Batch  452/538 - Train Accuracy:  0.918, Validation Accuracy:  0.931, Loss:  0.050
Epoch   3 Batch  453/538 - Train Accuracy:  0.931, Validation Accuracy:  0.922, Loss:  0.061
Epoch   3 Batch  454/538 - Train Accuracy:  0.918, Validation Accuracy:  0.912, Loss:  0.058
Epoch   3 Batch  455/538 - Train Accuracy:  0.919, Validation Accuracy:  0.904, Loss:  0.059
Epoch   3 Batch  456/538 - Train Accuracy:  0.920, Validation Accuracy:  0.911, Loss:  0.075
Epoch   3 Batch  457/538 - Train Accuracy:  0.919, Validation Accuracy:  0.906, Loss:  0.054
Epoch   3 Batch  458/538 - Train Accuracy:  0.932, Validation Accuracy:  0.914, Loss:  0.050
Epoch   3 Batch  459/538 - Train Accuracy:  0.927, Validation Accuracy:  0.915, Loss:  0.050
Epoch   3 Batch  460/538 - Train Accuracy:  0.901, Validation Accuracy:  0.923, Loss:  0.058
Epoch   3 Batch  461/538 - Train Accuracy:  0.928, Validation Accuracy:  0.918, Loss:  0.061
Epoch   3 Batch  462/538 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.052
Epoch   3 Batch  463/538 - Train Accuracy:  0.898, Validation Accuracy:  0.913, Loss:  0.063
Epoch   3 Batch  464/538 - Train Accuracy:  0.924, Validation Accuracy:  0.903, Loss:  0.053
Epoch   3 Batch  465/538 - Train Accuracy:  0.929, Validation Accuracy:  0.906, Loss:  0.054
Epoch   3 Batch  466/538 - Train Accuracy:  0.915, Validation Accuracy:  0.914, Loss:  0.055
Epoch   3 Batch  467/538 - Train Accuracy:  0.934, Validation Accuracy:  0.915, Loss:  0.065
Epoch   3 Batch  468/538 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.067
Epoch   3 Batch  469/538 - Train Accuracy:  0.935, Validation Accuracy:  0.908, Loss:  0.053
Epoch   3 Batch  470/538 - Train Accuracy:  0.922, Validation Accuracy:  0.914, Loss:  0.059
Epoch   3 Batch  471/538 - Train Accuracy:  0.934, Validation Accuracy:  0.922, Loss:  0.050
Epoch   3 Batch  472/538 - Train Accuracy:  0.962, Validation Accuracy:  0.931, Loss:  0.044
Epoch   3 Batch  473/538 - Train Accuracy:  0.893, Validation Accuracy:  0.931, Loss:  0.056
Epoch   3 Batch  474/538 - Train Accuracy:  0.937, Validation Accuracy:  0.920, Loss:  0.054
Epoch   3 Batch  475/538 - Train Accuracy:  0.934, Validation Accuracy:  0.917, Loss:  0.053
Epoch   3 Batch  476/538 - Train Accuracy:  0.936, Validation Accuracy:  0.920, Loss:  0.049
Epoch   3 Batch  477/538 - Train Accuracy:  0.922, Validation Accuracy:  0.905, Loss:  0.062
Epoch   3 Batch  478/538 - Train Accuracy:  0.931, Validation Accuracy:  0.906, Loss:  0.052
Epoch   3 Batch  479/538 - Train Accuracy:  0.932, Validation Accuracy:  0.920, Loss:  0.048
Epoch   3 Batch  480/538 - Train Accuracy:  0.927, Validation Accuracy:  0.917, Loss:  0.054
Epoch   3 Batch  481/538 - Train Accuracy:  0.941, Validation Accuracy:  0.914, Loss:  0.052
Epoch   3 Batch  482/538 - Train Accuracy:  0.926, Validation Accuracy:  0.926, Loss:  0.048
Epoch   3 Batch  483/538 - Train Accuracy:  0.904, Validation Accuracy:  0.924, Loss:  0.064
Epoch   3 Batch  484/538 - Train Accuracy:  0.919, Validation Accuracy:  0.920, Loss:  0.057
Epoch   3 Batch  485/538 - Train Accuracy:  0.934, Validation Accuracy:  0.928, Loss:  0.058
Epoch   3 Batch  486/538 - Train Accuracy:  0.940, Validation Accuracy:  0.925, Loss:  0.043
Epoch   3 Batch  487/538 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.044
Epoch   3 Batch  488/538 - Train Accuracy:  0.939, Validation Accuracy:  0.915, Loss:  0.044
Epoch   3 Batch  489/538 - Train Accuracy:  0.916, Validation Accuracy:  0.912, Loss:  0.054
Epoch   3 Batch  490/538 - Train Accuracy:  0.937, Validation Accuracy:  0.910, Loss:  0.048
Epoch   3 Batch  491/538 - Train Accuracy:  0.902, Validation Accuracy:  0.918, Loss:  0.059
Epoch   3 Batch  492/538 - Train Accuracy:  0.935, Validation Accuracy:  0.915, Loss:  0.052
Epoch   3 Batch  493/538 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.054
Epoch   3 Batch  494/538 - Train Accuracy:  0.912, Validation Accuracy:  0.911, Loss:  0.060
Epoch   3 Batch  495/538 - Train Accuracy:  0.937, Validation Accuracy:  0.917, Loss:  0.053
Epoch   3 Batch  496/538 - Train Accuracy:  0.936, Validation Accuracy:  0.923, Loss:  0.043
Epoch   3 Batch  497/538 - Train Accuracy:  0.944, Validation Accuracy:  0.923, Loss:  0.050
Epoch   3 Batch  498/538 - Train Accuracy:  0.912, Validation Accuracy:  0.931, Loss:  0.050
Epoch   3 Batch  499/538 - Train Accuracy:  0.926, Validation Accuracy:  0.925, Loss:  0.053
Epoch   3 Batch  500/538 - Train Accuracy:  0.945, Validation Accuracy:  0.913, Loss:  0.040
Epoch   3 Batch  501/538 - Train Accuracy:  0.942, Validation Accuracy:  0.916, Loss:  0.054
Epoch   3 Batch  502/538 - Train Accuracy:  0.936, Validation Accuracy:  0.922, Loss:  0.044
Epoch   3 Batch  503/538 - Train Accuracy:  0.935, Validation Accuracy:  0.922, Loss:  0.054
Epoch   3 Batch  504/538 - Train Accuracy:  0.952, Validation Accuracy:  0.926, Loss:  0.041
Epoch   3 Batch  505/538 - Train Accuracy:  0.941, Validation Accuracy:  0.928, Loss:  0.044
Epoch   3 Batch  506/538 - Train Accuracy:  0.933, Validation Accuracy:  0.923, Loss:  0.045
Epoch   3 Batch  507/538 - Train Accuracy:  0.903, Validation Accuracy:  0.923, Loss:  0.056
Epoch   3 Batch  508/538 - Train Accuracy:  0.919, Validation Accuracy:  0.924, Loss:  0.053
Epoch   3 Batch  509/538 - Train Accuracy:  0.930, Validation Accuracy:  0.927, Loss:  0.056
Epoch   3 Batch  510/538 - Train Accuracy:  0.942, Validation Accuracy:  0.919, Loss:  0.045
Epoch   3 Batch  511/538 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.051
Epoch   3 Batch  512/538 - Train Accuracy:  0.943, Validation Accuracy:  0.920, Loss:  0.058
Epoch   3 Batch  513/538 - Train Accuracy:  0.899, Validation Accuracy:  0.917, Loss:  0.054
Epoch   3 Batch  514/538 - Train Accuracy:  0.918, Validation Accuracy:  0.915, Loss:  0.054
Epoch   3 Batch  515/538 - Train Accuracy:  0.912, Validation Accuracy:  0.918, Loss:  0.056
Epoch   3 Batch  516/538 - Train Accuracy:  0.916, Validation Accuracy:  0.923, Loss:  0.051
Epoch   3 Batch  517/538 - Train Accuracy:  0.944, Validation Accuracy:  0.929, Loss:  0.042
Epoch   3 Batch  518/538 - Train Accuracy:  0.925, Validation Accuracy:  0.926, Loss:  0.059
Epoch   3 Batch  519/538 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.053
Epoch   3 Batch  520/538 - Train Accuracy:  0.933, Validation Accuracy:  0.906, Loss:  0.050
Epoch   3 Batch  521/538 - Train Accuracy:  0.918, Validation Accuracy:  0.903, Loss:  0.062
Epoch   3 Batch  522/538 - Train Accuracy:  0.921, Validation Accuracy:  0.906, Loss:  0.047
Epoch   3 Batch  523/538 - Train Accuracy:  0.930, Validation Accuracy:  0.919, Loss:  0.050
Epoch   3 Batch  524/538 - Train Accuracy:  0.929, Validation Accuracy:  0.921, Loss:  0.047
Epoch   3 Batch  525/538 - Train Accuracy:  0.941, Validation Accuracy:  0.926, Loss:  0.051
Epoch   3 Batch  526/538 - Train Accuracy:  0.936, Validation Accuracy:  0.928, Loss:  0.054
Epoch   3 Batch  527/538 - Train Accuracy:  0.938, Validation Accuracy:  0.927, Loss:  0.050
Epoch   3 Batch  528/538 - Train Accuracy:  0.926, Validation Accuracy:  0.935, Loss:  0.056
Epoch   3 Batch  529/538 - Train Accuracy:  0.912, Validation Accuracy:  0.937, Loss:  0.053
Epoch   3 Batch  530/538 - Train Accuracy:  0.911, Validation Accuracy:  0.931, Loss:  0.064
Epoch   3 Batch  531/538 - Train Accuracy:  0.935, Validation Accuracy:  0.924, Loss:  0.060
Epoch   3 Batch  532/538 - Train Accuracy:  0.935, Validation Accuracy:  0.921, Loss:  0.046
Epoch   3 Batch  533/538 - Train Accuracy:  0.933, Validation Accuracy:  0.923, Loss:  0.051
Epoch   3 Batch  534/538 - Train Accuracy:  0.931, Validation Accuracy:  0.918, Loss:  0.040
Epoch   3 Batch  535/538 - Train Accuracy:  0.932, Validation Accuracy:  0.920, Loss:  0.045
Epoch   3 Batch  536/538 - Train Accuracy:  0.923, Validation Accuracy:  0.917, Loss:  0.061
Epoch   4 Batch    0/538 - Train Accuracy:  0.954, Validation Accuracy:  0.919, Loss:  0.042
Epoch   4 Batch    1/538 - Train Accuracy:  0.939, Validation Accuracy:  0.909, Loss:  0.048
Epoch   4 Batch    2/538 - Train Accuracy:  0.935, Validation Accuracy:  0.914, Loss:  0.058
Epoch   4 Batch    3/538 - Train Accuracy:  0.935, Validation Accuracy:  0.912, Loss:  0.049
Epoch   4 Batch    4/538 - Train Accuracy:  0.927, Validation Accuracy:  0.924, Loss:  0.051
Epoch   4 Batch    5/538 - Train Accuracy:  0.923, Validation Accuracy:  0.927, Loss:  0.061
Epoch   4 Batch    6/538 - Train Accuracy:  0.939, Validation Accuracy:  0.930, Loss:  0.054
Epoch   4 Batch    7/538 - Train Accuracy:  0.942, Validation Accuracy:  0.930, Loss:  0.050
Epoch   4 Batch    8/538 - Train Accuracy:  0.930, Validation Accuracy:  0.923, Loss:  0.048
Epoch   4 Batch    9/538 - Train Accuracy:  0.922, Validation Accuracy:  0.925, Loss:  0.048
Epoch   4 Batch   10/538 - Train Accuracy:  0.922, Validation Accuracy:  0.907, Loss:  0.058
Epoch   4 Batch   11/538 - Train Accuracy:  0.925, Validation Accuracy:  0.908, Loss:  0.051
Epoch   4 Batch   12/538 - Train Accuracy:  0.933, Validation Accuracy:  0.923, Loss:  0.049
Epoch   4 Batch   13/538 - Train Accuracy:  0.947, Validation Accuracy:  0.922, Loss:  0.044
Epoch   4 Batch   14/538 - Train Accuracy:  0.934, Validation Accuracy:  0.926, Loss:  0.050
Epoch   4 Batch   15/538 - Train Accuracy:  0.936, Validation Accuracy:  0.918, Loss:  0.046
Epoch   4 Batch   16/538 - Train Accuracy:  0.924, Validation Accuracy:  0.924, Loss:  0.054
Epoch   4 Batch   17/538 - Train Accuracy:  0.941, Validation Accuracy:  0.932, Loss:  0.054
Epoch   4 Batch   18/538 - Train Accuracy:  0.939, Validation Accuracy:  0.927, Loss:  0.059
Epoch   4 Batch   19/538 - Train Accuracy:  0.913, Validation Accuracy:  0.927, Loss:  0.056
Epoch   4 Batch   20/538 - Train Accuracy:  0.916, Validation Accuracy:  0.931, Loss:  0.053
Epoch   4 Batch   21/538 - Train Accuracy:  0.933, Validation Accuracy:  0.934, Loss:  0.040
Epoch   4 Batch   22/538 - Train Accuracy:  0.920, Validation Accuracy:  0.922, Loss:  0.054
Epoch   4 Batch   23/538 - Train Accuracy:  0.908, Validation Accuracy:  0.912, Loss:  0.061
Epoch   4 Batch   24/538 - Train Accuracy:  0.930, Validation Accuracy:  0.913, Loss:  0.056
Epoch   4 Batch   25/538 - Train Accuracy:  0.924, Validation Accuracy:  0.912, Loss:  0.052
Epoch   4 Batch   26/538 - Train Accuracy:  0.920, Validation Accuracy:  0.908, Loss:  0.062
Epoch   4 Batch   27/538 - Train Accuracy:  0.937, Validation Accuracy:  0.907, Loss:  0.048
Epoch   4 Batch   28/538 - Train Accuracy:  0.919, Validation Accuracy:  0.911, Loss:  0.054
Epoch   4 Batch   29/538 - Train Accuracy:  0.929, Validation Accuracy:  0.913, Loss:  0.045
Epoch   4 Batch   30/538 - Train Accuracy:  0.924, Validation Accuracy:  0.915, Loss:  0.057
Epoch   4 Batch   31/538 - Train Accuracy:  0.953, Validation Accuracy:  0.922, Loss:  0.038
Epoch   4 Batch   32/538 - Train Accuracy:  0.937, Validation Accuracy:  0.920, Loss:  0.038
Epoch   4 Batch   33/538 - Train Accuracy:  0.940, Validation Accuracy:  0.913, Loss:  0.055
Epoch   4 Batch   34/538 - Train Accuracy:  0.912, Validation Accuracy:  0.917, Loss:  0.059
Epoch   4 Batch   35/538 - Train Accuracy:  0.936, Validation Accuracy:  0.916, Loss:  0.043
Epoch   4 Batch   36/538 - Train Accuracy:  0.933, Validation Accuracy:  0.916, Loss:  0.044
Epoch   4 Batch   37/538 - Train Accuracy:  0.924, Validation Accuracy:  0.910, Loss:  0.056
Epoch   4 Batch   38/538 - Train Accuracy:  0.918, Validation Accuracy:  0.923, Loss:  0.055
Epoch   4 Batch   39/538 - Train Accuracy:  0.939, Validation Accuracy:  0.920, Loss:  0.055
Epoch   4 Batch   40/538 - Train Accuracy:  0.931, Validation Accuracy:  0.924, Loss:  0.042
Epoch   4 Batch   41/538 - Train Accuracy:  0.948, Validation Accuracy:  0.919, Loss:  0.045
Epoch   4 Batch   42/538 - Train Accuracy:  0.916, Validation Accuracy:  0.914, Loss:  0.050
Epoch   4 Batch   43/538 - Train Accuracy:  0.907, Validation Accuracy:  0.910, Loss:  0.066
Epoch   4 Batch   44/538 - Train Accuracy:  0.904, Validation Accuracy:  0.902, Loss:  0.060
Epoch   4 Batch   45/538 - Train Accuracy:  0.928, Validation Accuracy:  0.905, Loss:  0.053
Epoch   4 Batch   46/538 - Train Accuracy:  0.944, Validation Accuracy:  0.904, Loss:  0.046
Epoch   4 Batch   47/538 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.058
Epoch   4 Batch   48/538 - Train Accuracy:  0.917, Validation Accuracy:  0.920, Loss:  0.054
Epoch   4 Batch   49/538 - Train Accuracy:  0.936, Validation Accuracy:  0.931, Loss:  0.049
Epoch   4 Batch   50/538 - Train Accuracy:  0.927, Validation Accuracy:  0.931, Loss:  0.044
Epoch   4 Batch   51/538 - Train Accuracy:  0.923, Validation Accuracy:  0.918, Loss:  0.058
Epoch   4 Batch   52/538 - Train Accuracy:  0.928, Validation Accuracy:  0.920, Loss:  0.056
Epoch   4 Batch   53/538 - Train Accuracy:  0.908, Validation Accuracy:  0.918, Loss:  0.055
Epoch   4 Batch   54/538 - Train Accuracy:  0.943, Validation Accuracy:  0.926, Loss:  0.047
Epoch   4 Batch   55/538 - Train Accuracy:  0.916, Validation Accuracy:  0.931, Loss:  0.047
Epoch   4 Batch   56/538 - Train Accuracy:  0.934, Validation Accuracy:  0.926, Loss:  0.051
Epoch   4 Batch   57/538 - Train Accuracy:  0.906, Validation Accuracy:  0.919, Loss:  0.059
Epoch   4 Batch   58/538 - Train Accuracy:  0.905, Validation Accuracy:  0.904, Loss:  0.048
Epoch   4 Batch   59/538 - Train Accuracy:  0.914, Validation Accuracy:  0.917, Loss:  0.056
Epoch   4 Batch   60/538 - Train Accuracy:  0.910, Validation Accuracy:  0.922, Loss:  0.054
Epoch   4 Batch   61/538 - Train Accuracy:  0.931, Validation Accuracy:  0.921, Loss:  0.049
Epoch   4 Batch   62/538 - Train Accuracy:  0.927, Validation Accuracy:  0.927, Loss:  0.055
Epoch   4 Batch   63/538 - Train Accuracy:  0.941, Validation Accuracy:  0.926, Loss:  0.046
Epoch   4 Batch   64/538 - Train Accuracy:  0.920, Validation Accuracy:  0.915, Loss:  0.052
Epoch   4 Batch   65/538 - Train Accuracy:  0.899, Validation Accuracy:  0.897, Loss:  0.053
Epoch   4 Batch   66/538 - Train Accuracy:  0.951, Validation Accuracy:  0.907, Loss:  0.044
Epoch   4 Batch   67/538 - Train Accuracy:  0.938, Validation Accuracy:  0.908, Loss:  0.047
Epoch   4 Batch   68/538 - Train Accuracy:  0.912, Validation Accuracy:  0.915, Loss:  0.044
Epoch   4 Batch   69/538 - Train Accuracy:  0.937, Validation Accuracy:  0.920, Loss:  0.055
Epoch   4 Batch   70/538 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.051
Epoch   4 Batch   71/538 - Train Accuracy:  0.905, Validation Accuracy:  0.917, Loss:  0.058
Epoch   4 Batch   72/538 - Train Accuracy:  0.933, Validation Accuracy:  0.915, Loss:  0.066
Epoch   4 Batch   73/538 - Train Accuracy:  0.924, Validation Accuracy:  0.909, Loss:  0.054
Epoch   4 Batch   74/538 - Train Accuracy:  0.920, Validation Accuracy:  0.915, Loss:  0.050
Epoch   4 Batch   75/538 - Train Accuracy:  0.915, Validation Accuracy:  0.926, Loss:  0.056
Epoch   4 Batch   76/538 - Train Accuracy:  0.926, Validation Accuracy:  0.918, Loss:  0.051
Epoch   4 Batch   77/538 - Train Accuracy:  0.951, Validation Accuracy:  0.918, Loss:  0.044
Epoch   4 Batch   78/538 - Train Accuracy:  0.921, Validation Accuracy:  0.923, Loss:  0.052
Epoch   4 Batch   79/538 - Train Accuracy:  0.930, Validation Accuracy:  0.921, Loss:  0.042
Epoch   4 Batch   80/538 - Train Accuracy:  0.931, Validation Accuracy:  0.924, Loss:  0.049
Epoch   4 Batch   81/538 - Train Accuracy:  0.926, Validation Accuracy:  0.919, Loss:  0.053
Epoch   4 Batch   82/538 - Train Accuracy:  0.918, Validation Accuracy:  0.917, Loss:  0.055
Epoch   4 Batch   83/538 - Train Accuracy:  0.930, Validation Accuracy:  0.917, Loss:  0.051
Epoch   4 Batch   84/538 - Train Accuracy:  0.930, Validation Accuracy:  0.910, Loss:  0.051
Epoch   4 Batch   85/538 - Train Accuracy:  0.928, Validation Accuracy:  0.904, Loss:  0.047
Epoch   4 Batch   86/538 - Train Accuracy:  0.919, Validation Accuracy:  0.902, Loss:  0.047
Epoch   4 Batch   87/538 - Train Accuracy:  0.929, Validation Accuracy:  0.904, Loss:  0.052
Epoch   4 Batch   88/538 - Train Accuracy:  0.928, Validation Accuracy:  0.915, Loss:  0.052
Epoch   4 Batch   89/538 - Train Accuracy:  0.935, Validation Accuracy:  0.918, Loss:  0.047
Epoch   4 Batch   90/538 - Train Accuracy:  0.933, Validation Accuracy:  0.926, Loss:  0.056
Epoch   4 Batch   91/538 - Train Accuracy:  0.938, Validation Accuracy:  0.932, Loss:  0.052
Epoch   4 Batch   92/538 - Train Accuracy:  0.940, Validation Accuracy:  0.925, Loss:  0.050
Epoch   4 Batch   93/538 - Train Accuracy:  0.927, Validation Accuracy:  0.922, Loss:  0.044
Epoch   4 Batch   94/538 - Train Accuracy:  0.942, Validation Accuracy:  0.918, Loss:  0.044
Epoch   4 Batch   95/538 - Train Accuracy:  0.923, Validation Accuracy:  0.920, Loss:  0.044
Epoch   4 Batch   96/538 - Train Accuracy:  0.940, Validation Accuracy:  0.921, Loss:  0.042
Epoch   4 Batch   97/538 - Train Accuracy:  0.942, Validation Accuracy:  0.922, Loss:  0.041
Epoch   4 Batch   98/538 - Train Accuracy:  0.940, Validation Accuracy:  0.926, Loss:  0.048
Epoch   4 Batch   99/538 - Train Accuracy:  0.927, Validation Accuracy:  0.933, Loss:  0.043
Epoch   4 Batch  100/538 - Train Accuracy:  0.934, Validation Accuracy:  0.925, Loss:  0.043
Epoch   4 Batch  101/538 - Train Accuracy:  0.913, Validation Accuracy:  0.922, Loss:  0.059
Epoch   4 Batch  102/538 - Train Accuracy:  0.920, Validation Accuracy:  0.920, Loss:  0.055
Epoch   4 Batch  103/538 - Train Accuracy:  0.925, Validation Accuracy:  0.927, Loss:  0.053
Epoch   4 Batch  104/538 - Train Accuracy:  0.922, Validation Accuracy:  0.926, Loss:  0.048
Epoch   4 Batch  105/538 - Train Accuracy:  0.929, Validation Accuracy:  0.926, Loss:  0.041
Epoch   4 Batch  106/538 - Train Accuracy:  0.912, Validation Accuracy:  0.920, Loss:  0.045
Epoch   4 Batch  107/538 - Train Accuracy:  0.915, Validation Accuracy:  0.920, Loss:  0.052
Epoch   4 Batch  108/538 - Train Accuracy:  0.939, Validation Accuracy:  0.915, Loss:  0.048
Epoch   4 Batch  109/538 - Train Accuracy:  0.944, Validation Accuracy:  0.914, Loss:  0.040
Epoch   4 Batch  110/538 - Train Accuracy:  0.944, Validation Accuracy:  0.925, Loss:  0.049
Epoch   4 Batch  111/538 - Train Accuracy:  0.936, Validation Accuracy:  0.922, Loss:  0.045
Epoch   4 Batch  112/538 - Train Accuracy:  0.937, Validation Accuracy:  0.919, Loss:  0.047
Epoch   4 Batch  113/538 - Train Accuracy:  0.911, Validation Accuracy:  0.921, Loss:  0.052
Epoch   4 Batch  114/538 - Train Accuracy:  0.926, Validation Accuracy:  0.917, Loss:  0.048
Epoch   4 Batch  115/538 - Train Accuracy:  0.933, Validation Accuracy:  0.921, Loss:  0.053
Epoch   4 Batch  116/538 - Train Accuracy:  0.911, Validation Accuracy:  0.925, Loss:  0.058
Epoch   4 Batch  117/538 - Train Accuracy:  0.910, Validation Accuracy:  0.931, Loss:  0.058
Epoch   4 Batch  118/538 - Train Accuracy:  0.934, Validation Accuracy:  0.935, Loss:  0.041
Epoch   4 Batch  119/538 - Train Accuracy:  0.948, Validation Accuracy:  0.927, Loss:  0.039
Epoch   4 Batch  120/538 - Train Accuracy:  0.932, Validation Accuracy:  0.909, Loss:  0.036
Epoch   4 Batch  121/538 - Train Accuracy:  0.922, Validation Accuracy:  0.911, Loss:  0.048
Epoch   4 Batch  122/538 - Train Accuracy:  0.939, Validation Accuracy:  0.922, Loss:  0.044
Epoch   4 Batch  123/538 - Train Accuracy:  0.940, Validation Accuracy:  0.928, Loss:  0.047
Epoch   4 Batch  124/538 - Train Accuracy:  0.936, Validation Accuracy:  0.931, Loss:  0.045
Epoch   4 Batch  125/538 - Train Accuracy:  0.917, Validation Accuracy:  0.931, Loss:  0.048
Epoch   4 Batch  126/538 - Train Accuracy:  0.913, Validation Accuracy:  0.932, Loss:  0.053
Epoch   4 Batch  127/538 - Train Accuracy:  0.925, Validation Accuracy:  0.928, Loss:  0.058
Epoch   4 Batch  128/538 - Train Accuracy:  0.936, Validation Accuracy:  0.932, Loss:  0.050
Epoch   4 Batch  129/538 - Train Accuracy:  0.923, Validation Accuracy:  0.921, Loss:  0.040
Epoch   4 Batch  130/538 - Train Accuracy:  0.925, Validation Accuracy:  0.921, Loss:  0.044
Epoch   4 Batch  131/538 - Train Accuracy:  0.950, Validation Accuracy:  0.927, Loss:  0.045
Epoch   4 Batch  132/538 - Train Accuracy:  0.919, Validation Accuracy:  0.932, Loss:  0.051
Epoch   4 Batch  133/538 - Train Accuracy:  0.930, Validation Accuracy:  0.928, Loss:  0.046
Epoch   4 Batch  134/538 - Train Accuracy:  0.899, Validation Accuracy:  0.926, Loss:  0.059
Epoch   4 Batch  135/538 - Train Accuracy:  0.928, Validation Accuracy:  0.921, Loss:  0.060
Epoch   4 Batch  136/538 - Train Accuracy:  0.935, Validation Accuracy:  0.917, Loss:  0.042
Epoch   4 Batch  137/538 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.061
Epoch   4 Batch  138/538 - Train Accuracy:  0.928, Validation Accuracy:  0.926, Loss:  0.050
Epoch   4 Batch  139/538 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.055
Epoch   4 Batch  140/538 - Train Accuracy:  0.914, Validation Accuracy:  0.933, Loss:  0.058
Epoch   4 Batch  141/538 - Train Accuracy:  0.933, Validation Accuracy:  0.927, Loss:  0.050
Epoch   4 Batch  142/538 - Train Accuracy:  0.926, Validation Accuracy:  0.924, Loss:  0.047
Epoch   4 Batch  143/538 - Train Accuracy:  0.921, Validation Accuracy:  0.922, Loss:  0.062
Epoch   4 Batch  144/538 - Train Accuracy:  0.918, Validation Accuracy:  0.924, Loss:  0.058
Epoch   4 Batch  145/538 - Train Accuracy:  0.911, Validation Accuracy:  0.928, Loss:  0.059
Epoch   4 Batch  146/538 - Train Accuracy:  0.930, Validation Accuracy:  0.940, Loss:  0.049
Epoch   4 Batch  147/538 - Train Accuracy:  0.938, Validation Accuracy:  0.935, Loss:  0.050
Epoch   4 Batch  148/538 - Train Accuracy:  0.913, Validation Accuracy:  0.932, Loss:  0.057
Epoch   4 Batch  149/538 - Train Accuracy:  0.952, Validation Accuracy:  0.927, Loss:  0.046
Epoch   4 Batch  150/538 - Train Accuracy:  0.949, Validation Accuracy:  0.930, Loss:  0.042
Epoch   4 Batch  151/538 - Train Accuracy:  0.928, Validation Accuracy:  0.924, Loss:  0.046
Epoch   4 Batch  152/538 - Train Accuracy:  0.937, Validation Accuracy:  0.920, Loss:  0.055
Epoch   4 Batch  153/538 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.045
Epoch   4 Batch  154/538 - Train Accuracy:  0.923, Validation Accuracy:  0.912, Loss:  0.040
Epoch   4 Batch  155/538 - Train Accuracy:  0.912, Validation Accuracy:  0.894, Loss:  0.049
Epoch   4 Batch  156/538 - Train Accuracy:  0.929, Validation Accuracy:  0.901, Loss:  0.045
Epoch   4 Batch  157/538 - Train Accuracy:  0.933, Validation Accuracy:  0.905, Loss:  0.046
Epoch   4 Batch  158/538 - Train Accuracy:  0.946, Validation Accuracy:  0.906, Loss:  0.048
Epoch   4 Batch  159/538 - Train Accuracy:  0.934, Validation Accuracy:  0.911, Loss:  0.052
Epoch   4 Batch  160/538 - Train Accuracy:  0.926, Validation Accuracy:  0.919, Loss:  0.044
Epoch   4 Batch  161/538 - Train Accuracy:  0.925, Validation Accuracy:  0.911, Loss:  0.042
Epoch   4 Batch  162/538 - Train Accuracy:  0.918, Validation Accuracy:  0.923, Loss:  0.042
Epoch   4 Batch  163/538 - Train Accuracy:  0.930, Validation Accuracy:  0.925, Loss:  0.059
Epoch   4 Batch  164/538 - Train Accuracy:  0.911, Validation Accuracy:  0.917, Loss:  0.050
Epoch   4 Batch  165/538 - Train Accuracy:  0.923, Validation Accuracy:  0.913, Loss:  0.041
Epoch   4 Batch  166/538 - Train Accuracy:  0.951, Validation Accuracy:  0.912, Loss:  0.042
Epoch   4 Batch  167/538 - Train Accuracy:  0.920, Validation Accuracy:  0.912, Loss:  0.058
Epoch   4 Batch  168/538 - Train Accuracy:  0.920, Validation Accuracy:  0.919, Loss:  0.060
Epoch   4 Batch  169/538 - Train Accuracy:  0.951, Validation Accuracy:  0.927, Loss:  0.035
Epoch   4 Batch  170/538 - Train Accuracy:  0.914, Validation Accuracy:  0.914, Loss:  0.055
Epoch   4 Batch  171/538 - Train Accuracy:  0.919, Validation Accuracy:  0.916, Loss:  0.050
Epoch   4 Batch  172/538 - Train Accuracy:  0.928, Validation Accuracy:  0.919, Loss:  0.045
Epoch   4 Batch  173/538 - Train Accuracy:  0.931, Validation Accuracy:  0.896, Loss:  0.041
Epoch   4 Batch  174/538 - Train Accuracy:  0.928, Validation Accuracy:  0.906, Loss:  0.046
Epoch   4 Batch  175/538 - Train Accuracy:  0.946, Validation Accuracy:  0.913, Loss:  0.042
Epoch   4 Batch  176/538 - Train Accuracy:  0.919, Validation Accuracy:  0.923, Loss:  0.054
Epoch   4 Batch  177/538 - Train Accuracy:  0.923, Validation Accuracy:  0.929, Loss:  0.046
Epoch   4 Batch  178/538 - Train Accuracy:  0.914, Validation Accuracy:  0.920, Loss:  0.048
Epoch   4 Batch  179/538 - Train Accuracy:  0.933, Validation Accuracy:  0.923, Loss:  0.042
Epoch   4 Batch  180/538 - Train Accuracy:  0.936, Validation Accuracy:  0.920, Loss:  0.048
Epoch   4 Batch  181/538 - Train Accuracy:  0.923, Validation Accuracy:  0.916, Loss:  0.056
Epoch   4 Batch  182/538 - Train Accuracy:  0.939, Validation Accuracy:  0.922, Loss:  0.037
Epoch   4 Batch  183/538 - Train Accuracy:  0.947, Validation Accuracy:  0.923, Loss:  0.039
Epoch   4 Batch  184/538 - Train Accuracy:  0.937, Validation Accuracy:  0.918, Loss:  0.045
Epoch   4 Batch  185/538 - Train Accuracy:  0.959, Validation Accuracy:  0.919, Loss:  0.037
Epoch   4 Batch  186/538 - Train Accuracy:  0.933, Validation Accuracy:  0.916, Loss:  0.043
Epoch   4 Batch  187/538 - Train Accuracy:  0.939, Validation Accuracy:  0.916, Loss:  0.048
Epoch   4 Batch  188/538 - Train Accuracy:  0.924, Validation Accuracy:  0.920, Loss:  0.039
Epoch   4 Batch  189/538 - Train Accuracy:  0.933, Validation Accuracy:  0.919, Loss:  0.046
Epoch   4 Batch  190/538 - Train Accuracy:  0.927, Validation Accuracy:  0.918, Loss:  0.060
Epoch   4 Batch  191/538 - Train Accuracy:  0.926, Validation Accuracy:  0.918, Loss:  0.045
Epoch   4 Batch  192/538 - Train Accuracy:  0.927, Validation Accuracy:  0.918, Loss:  0.041
Epoch   4 Batch  193/538 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.047
Epoch   4 Batch  194/538 - Train Accuracy:  0.915, Validation Accuracy:  0.919, Loss:  0.054
Epoch   4 Batch  195/538 - Train Accuracy:  0.941, Validation Accuracy:  0.917, Loss:  0.054
Epoch   4 Batch  196/538 - Train Accuracy:  0.939, Validation Accuracy:  0.923, Loss:  0.042
Epoch   4 Batch  197/538 - Train Accuracy:  0.933, Validation Accuracy:  0.924, Loss:  0.043
Epoch   4 Batch  198/538 - Train Accuracy:  0.943, Validation Accuracy:  0.926, Loss:  0.046
Epoch   4 Batch  199/538 - Train Accuracy:  0.920, Validation Accuracy:  0.925, Loss:  0.053
Epoch   4 Batch  200/538 - Train Accuracy:  0.924, Validation Accuracy:  0.926, Loss:  0.037
Epoch   4 Batch  201/538 - Train Accuracy:  0.920, Validation Accuracy:  0.929, Loss:  0.050
Epoch   4 Batch  202/538 - Train Accuracy:  0.944, Validation Accuracy:  0.930, Loss:  0.040
Epoch   4 Batch  203/538 - Train Accuracy:  0.933, Validation Accuracy:  0.932, Loss:  0.053
Epoch   4 Batch  204/538 - Train Accuracy:  0.916, Validation Accuracy:  0.928, Loss:  0.057
Epoch   4 Batch  205/538 - Train Accuracy:  0.929, Validation Accuracy:  0.924, Loss:  0.043
Epoch   4 Batch  206/538 - Train Accuracy:  0.912, Validation Accuracy:  0.924, Loss:  0.046
Epoch   4 Batch  207/538 - Train Accuracy:  0.951, Validation Accuracy:  0.918, Loss:  0.040
Epoch   4 Batch  208/538 - Train Accuracy:  0.930, Validation Accuracy:  0.915, Loss:  0.056
Epoch   4 Batch  209/538 - Train Accuracy:  0.941, Validation Accuracy:  0.918, Loss:  0.040
Epoch   4 Batch  210/538 - Train Accuracy:  0.915, Validation Accuracy:  0.924, Loss:  0.051
Epoch   4 Batch  211/538 - Train Accuracy:  0.924, Validation Accuracy:  0.934, Loss:  0.051
Epoch   4 Batch  212/538 - Train Accuracy:  0.946, Validation Accuracy:  0.925, Loss:  0.041
Epoch   4 Batch  213/538 - Train Accuracy:  0.935, Validation Accuracy:  0.925, Loss:  0.042
Epoch   4 Batch  214/538 - Train Accuracy:  0.929, Validation Accuracy:  0.928, Loss:  0.041
Epoch   4 Batch  215/538 - Train Accuracy:  0.938, Validation Accuracy:  0.928, Loss:  0.040
Epoch   4 Batch  216/538 - Train Accuracy:  0.938, Validation Accuracy:  0.920, Loss:  0.047
Epoch   4 Batch  217/538 - Train Accuracy:  0.947, Validation Accuracy:  0.921, Loss:  0.045
Epoch   4 Batch  218/538 - Train Accuracy:  0.934, Validation Accuracy:  0.930, Loss:  0.039
Epoch   4 Batch  219/538 - Train Accuracy:  0.908, Validation Accuracy:  0.922, Loss:  0.058
Epoch   4 Batch  220/538 - Train Accuracy:  0.915, Validation Accuracy:  0.916, Loss:  0.048
Epoch   4 Batch  221/538 - Train Accuracy:  0.953, Validation Accuracy:  0.899, Loss:  0.041
Epoch   4 Batch  222/538 - Train Accuracy:  0.915, Validation Accuracy:  0.903, Loss:  0.045
Epoch   4 Batch  223/538 - Train Accuracy:  0.902, Validation Accuracy:  0.885, Loss:  0.049
Epoch   4 Batch  224/538 - Train Accuracy:  0.930, Validation Accuracy:  0.894, Loss:  0.053
Epoch   4 Batch  225/538 - Train Accuracy:  0.943, Validation Accuracy:  0.911, Loss:  0.045
Epoch   4 Batch  226/538 - Train Accuracy:  0.928, Validation Accuracy:  0.912, Loss:  0.049
Epoch   4 Batch  227/538 - Train Accuracy:  0.935, Validation Accuracy:  0.916, Loss:  0.044
Epoch   4 Batch  228/538 - Train Accuracy:  0.918, Validation Accuracy:  0.918, Loss:  0.045
Epoch   4 Batch  229/538 - Train Accuracy:  0.929, Validation Accuracy:  0.923, Loss:  0.048
Epoch   4 Batch  230/538 - Train Accuracy:  0.910, Validation Accuracy:  0.918, Loss:  0.048
Epoch   4 Batch  231/538 - Train Accuracy:  0.920, Validation Accuracy:  0.914, Loss:  0.047
Epoch   4 Batch  232/538 - Train Accuracy:  0.930, Validation Accuracy:  0.911, Loss:  0.052
Epoch   4 Batch  233/538 - Train Accuracy:  0.933, Validation Accuracy:  0.909, Loss:  0.049
Epoch   4 Batch  234/538 - Train Accuracy:  0.938, Validation Accuracy:  0.892, Loss:  0.045
Epoch   4 Batch  235/538 - Train Accuracy:  0.925, Validation Accuracy:  0.909, Loss:  0.040
Epoch   4 Batch  236/538 - Train Accuracy:  0.908, Validation Accuracy:  0.920, Loss:  0.051
Epoch   4 Batch  237/538 - Train Accuracy:  0.922, Validation Accuracy:  0.924, Loss:  0.045
Epoch   4 Batch  238/538 - Train Accuracy:  0.942, Validation Accuracy:  0.922, Loss:  0.048
Epoch   4 Batch  239/538 - Train Accuracy:  0.923, Validation Accuracy:  0.912, Loss:  0.050
Epoch   4 Batch  240/538 - Train Accuracy:  0.930, Validation Accuracy:  0.921, Loss:  0.049
Epoch   4 Batch  241/538 - Train Accuracy:  0.929, Validation Accuracy:  0.912, Loss:  0.053
Epoch   4 Batch  242/538 - Train Accuracy:  0.926, Validation Accuracy:  0.915, Loss:  0.046
Epoch   4 Batch  243/538 - Train Accuracy:  0.943, Validation Accuracy:  0.919, Loss:  0.043
Epoch   4 Batch  244/538 - Train Accuracy:  0.928, Validation Accuracy:  0.925, Loss:  0.048
Epoch   4 Batch  245/538 - Train Accuracy:  0.944, Validation Accuracy:  0.920, Loss:  0.053
Epoch   4 Batch  246/538 - Train Accuracy:  0.929, Validation Accuracy:  0.922, Loss:  0.036
Epoch   4 Batch  247/538 - Train Accuracy:  0.909, Validation Accuracy:  0.919, Loss:  0.044
Epoch   4 Batch  248/538 - Train Accuracy:  0.934, Validation Accuracy:  0.925, Loss:  0.051
Epoch   4 Batch  249/538 - Train Accuracy:  0.936, Validation Accuracy:  0.931, Loss:  0.039
Epoch   4 Batch  250/538 - Train Accuracy:  0.937, Validation Accuracy:  0.925, Loss:  0.045
Epoch   4 Batch  251/538 - Train Accuracy:  0.945, Validation Accuracy:  0.921, Loss:  0.041
Epoch   4 Batch  252/538 - Train Accuracy:  0.916, Validation Accuracy:  0.919, Loss:  0.047
Epoch   4 Batch  253/538 - Train Accuracy:  0.911, Validation Accuracy:  0.923, Loss:  0.046
Epoch   4 Batch  254/538 - Train Accuracy:  0.913, Validation Accuracy:  0.916, Loss:  0.054
Epoch   4 Batch  255/538 - Train Accuracy:  0.930, Validation Accuracy:  0.913, Loss:  0.043
Epoch   4 Batch  256/538 - Train Accuracy:  0.914, Validation Accuracy:  0.910, Loss:  0.047
Epoch   4 Batch  257/538 - Train Accuracy:  0.928, Validation Accuracy:  0.915, Loss:  0.049
Epoch   4 Batch  258/538 - Train Accuracy:  0.939, Validation Accuracy:  0.926, Loss:  0.043
Epoch   4 Batch  259/538 - Train Accuracy:  0.938, Validation Accuracy:  0.923, Loss:  0.043
Epoch   4 Batch  260/538 - Train Accuracy:  0.898, Validation Accuracy:  0.926, Loss:  0.053
Epoch   4 Batch  261/538 - Train Accuracy:  0.929, Validation Accuracy:  0.927, Loss:  0.053
Epoch   4 Batch  262/538 - Train Accuracy:  0.940, Validation Accuracy:  0.915, Loss:  0.045
Epoch   4 Batch  263/538 - Train Accuracy:  0.913, Validation Accuracy:  0.918, Loss:  0.048
Epoch   4 Batch  264/538 - Train Accuracy:  0.917, Validation Accuracy:  0.926, Loss:  0.053
Epoch   4 Batch  265/538 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.051
Epoch   4 Batch  266/538 - Train Accuracy:  0.917, Validation Accuracy:  0.919, Loss:  0.051
Epoch   4 Batch  267/538 - Train Accuracy:  0.930, Validation Accuracy:  0.923, Loss:  0.043
Epoch   4 Batch  268/538 - Train Accuracy:  0.946, Validation Accuracy:  0.920, Loss:  0.036
Epoch   4 Batch  269/538 - Train Accuracy:  0.934, Validation Accuracy:  0.917, Loss:  0.050
Epoch   4 Batch  270/538 - Train Accuracy:  0.941, Validation Accuracy:  0.918, Loss:  0.042
Epoch   4 Batch  271/538 - Train Accuracy:  0.944, Validation Accuracy:  0.926, Loss:  0.037
Epoch   4 Batch  272/538 - Train Accuracy:  0.923, Validation Accuracy:  0.934, Loss:  0.053
Epoch   4 Batch  273/538 - Train Accuracy:  0.924, Validation Accuracy:  0.927, Loss:  0.047
Epoch   4 Batch  274/538 - Train Accuracy:  0.899, Validation Accuracy:  0.928, Loss:  0.050
Epoch   4 Batch  275/538 - Train Accuracy:  0.919, Validation Accuracy:  0.926, Loss:  0.054
Epoch   4 Batch  276/538 - Train Accuracy:  0.922, Validation Accuracy:  0.926, Loss:  0.050
Epoch   4 Batch  277/538 - Train Accuracy:  0.938, Validation Accuracy:  0.926, Loss:  0.039
Epoch   4 Batch  278/538 - Train Accuracy:  0.909, Validation Accuracy:  0.936, Loss:  0.046
Epoch   4 Batch  279/538 - Train Accuracy:  0.924, Validation Accuracy:  0.925, Loss:  0.044
Epoch   4 Batch  280/538 - Train Accuracy:  0.937, Validation Accuracy:  0.922, Loss:  0.039
Epoch   4 Batch  281/538 - Train Accuracy:  0.920, Validation Accuracy:  0.925, Loss:  0.050
Epoch   4 Batch  282/538 - Train Accuracy:  0.928, Validation Accuracy:  0.923, Loss:  0.051
Epoch   4 Batch  283/538 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.055
Epoch   4 Batch  284/538 - Train Accuracy:  0.918, Validation Accuracy:  0.922, Loss:  0.058
Epoch   4 Batch  285/538 - Train Accuracy:  0.934, Validation Accuracy:  0.916, Loss:  0.043
Epoch   4 Batch  286/538 - Train Accuracy:  0.925, Validation Accuracy:  0.928, Loss:  0.055
Epoch   4 Batch  287/538 - Train Accuracy:  0.948, Validation Accuracy:  0.929, Loss:  0.043
Epoch   4 Batch  288/538 - Train Accuracy:  0.943, Validation Accuracy:  0.923, Loss:  0.044
Epoch   4 Batch  289/538 - Train Accuracy:  0.937, Validation Accuracy:  0.919, Loss:  0.038
Epoch   4 Batch  290/538 - Train Accuracy:  0.963, Validation Accuracy:  0.923, Loss:  0.038
Epoch   4 Batch  291/538 - Train Accuracy:  0.940, Validation Accuracy:  0.925, Loss:  0.050
Epoch   4 Batch  292/538 - Train Accuracy:  0.943, Validation Accuracy:  0.920, Loss:  0.038
Epoch   4 Batch  293/538 - Train Accuracy:  0.939, Validation Accuracy:  0.923, Loss:  0.041
Epoch   4 Batch  294/538 - Train Accuracy:  0.933, Validation Accuracy:  0.918, Loss:  0.044
Epoch   4 Batch  295/538 - Train Accuracy:  0.938, Validation Accuracy:  0.917, Loss:  0.047
Epoch   4 Batch  296/538 - Train Accuracy:  0.921, Validation Accuracy:  0.918, Loss:  0.059
Epoch   4 Batch  297/538 - Train Accuracy:  0.949, Validation Accuracy:  0.922, Loss:  0.043
Epoch   4 Batch  298/538 - Train Accuracy:  0.925, Validation Accuracy:  0.929, Loss:  0.045
Epoch   4 Batch  299/538 - Train Accuracy:  0.919, Validation Accuracy:  0.932, Loss:  0.055
Epoch   4 Batch  300/538 - Train Accuracy:  0.927, Validation Accuracy:  0.931, Loss:  0.047
Epoch   4 Batch  301/538 - Train Accuracy:  0.935, Validation Accuracy:  0.934, Loss:  0.047
Epoch   4 Batch  302/538 - Train Accuracy:  0.957, Validation Accuracy:  0.939, Loss:  0.042
Epoch   4 Batch  303/538 - Train Accuracy:  0.941, Validation Accuracy:  0.940, Loss:  0.045
Epoch   4 Batch  304/538 - Train Accuracy:  0.911, Validation Accuracy:  0.942, Loss:  0.050
Epoch   4 Batch  305/538 - Train Accuracy:  0.939, Validation Accuracy:  0.930, Loss:  0.042
Epoch   4 Batch  306/538 - Train Accuracy:  0.918, Validation Accuracy:  0.924, Loss:  0.050
Epoch   4 Batch  307/538 - Train Accuracy:  0.939, Validation Accuracy:  0.928, Loss:  0.041
Epoch   4 Batch  308/538 - Train Accuracy:  0.944, Validation Accuracy:  0.936, Loss:  0.039
Epoch   4 Batch  309/538 - Train Accuracy:  0.938, Validation Accuracy:  0.934, Loss:  0.038
Epoch   4 Batch  310/538 - Train Accuracy:  0.958, Validation Accuracy:  0.932, Loss:  0.050
Epoch   4 Batch  311/538 - Train Accuracy:  0.930, Validation Accuracy:  0.936, Loss:  0.048
Epoch   4 Batch  312/538 - Train Accuracy:  0.936, Validation Accuracy:  0.936, Loss:  0.037
Epoch   4 Batch  313/538 - Train Accuracy:  0.932, Validation Accuracy:  0.933, Loss:  0.042
Epoch   4 Batch  314/538 - Train Accuracy:  0.937, Validation Accuracy:  0.941, Loss:  0.045
Epoch   4 Batch  315/538 - Train Accuracy:  0.926, Validation Accuracy:  0.940, Loss:  0.041
Epoch   4 Batch  316/538 - Train Accuracy:  0.935, Validation Accuracy:  0.944, Loss:  0.035
Epoch   4 Batch  317/538 - Train Accuracy:  0.931, Validation Accuracy:  0.929, Loss:  0.050
Epoch   4 Batch  318/538 - Train Accuracy:  0.923, Validation Accuracy:  0.914, Loss:  0.042
Epoch   4 Batch  319/538 - Train Accuracy:  0.939, Validation Accuracy:  0.915, Loss:  0.045
Epoch   4 Batch  320/538 - Train Accuracy:  0.943, Validation Accuracy:  0.927, Loss:  0.040
Epoch   4 Batch  321/538 - Train Accuracy:  0.918, Validation Accuracy:  0.926, Loss:  0.040
Epoch   4 Batch  322/538 - Train Accuracy:  0.921, Validation Accuracy:  0.932, Loss:  0.047
Epoch   4 Batch  323/538 - Train Accuracy:  0.938, Validation Accuracy:  0.933, Loss:  0.041
Epoch   4 Batch  324/538 - Train Accuracy:  0.940, Validation Accuracy:  0.929, Loss:  0.043
Epoch   4 Batch  325/538 - Train Accuracy:  0.942, Validation Accuracy:  0.930, Loss:  0.042
Epoch   4 Batch  326/538 - Train Accuracy:  0.940, Validation Accuracy:  0.935, Loss:  0.046
Epoch   4 Batch  327/538 - Train Accuracy:  0.934, Validation Accuracy:  0.937, Loss:  0.047
Epoch   4 Batch  328/538 - Train Accuracy:  0.957, Validation Accuracy:  0.937, Loss:  0.036
Epoch   4 Batch  329/538 - Train Accuracy:  0.956, Validation Accuracy:  0.936, Loss:  0.041
Epoch   4 Batch  330/538 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.041
Epoch   4 Batch  331/538 - Train Accuracy:  0.936, Validation Accuracy:  0.933, Loss:  0.040
Epoch   4 Batch  332/538 - Train Accuracy:  0.925, Validation Accuracy:  0.927, Loss:  0.048
Epoch   4 Batch  333/538 - Train Accuracy:  0.938, Validation Accuracy:  0.923, Loss:  0.044
Epoch   4 Batch  334/538 - Train Accuracy:  0.928, Validation Accuracy:  0.920, Loss:  0.039
Epoch   4 Batch  335/538 - Train Accuracy:  0.947, Validation Accuracy:  0.924, Loss:  0.043
Epoch   4 Batch  336/538 - Train Accuracy:  0.942, Validation Accuracy:  0.937, Loss:  0.039
Epoch   4 Batch  337/538 - Train Accuracy:  0.938, Validation Accuracy:  0.938, Loss:  0.043
Epoch   4 Batch  338/538 - Train Accuracy:  0.948, Validation Accuracy:  0.932, Loss:  0.038
Epoch   4 Batch  339/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.040
Epoch   4 Batch  340/538 - Train Accuracy:  0.932, Validation Accuracy:  0.936, Loss:  0.043
Epoch   4 Batch  341/538 - Train Accuracy:  0.922, Validation Accuracy:  0.929, Loss:  0.041
Epoch   4 Batch  342/538 - Train Accuracy:  0.921, Validation Accuracy:  0.929, Loss:  0.041
Epoch   4 Batch  343/538 - Train Accuracy:  0.945, Validation Accuracy:  0.933, Loss:  0.041
Epoch   4 Batch  344/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.039
Epoch   4 Batch  345/538 - Train Accuracy:  0.945, Validation Accuracy:  0.934, Loss:  0.043
Epoch   4 Batch  346/538 - Train Accuracy:  0.933, Validation Accuracy:  0.938, Loss:  0.043
Epoch   4 Batch  347/538 - Train Accuracy:  0.934, Validation Accuracy:  0.934, Loss:  0.043
Epoch   4 Batch  348/538 - Train Accuracy:  0.932, Validation Accuracy:  0.929, Loss:  0.038
Epoch   4 Batch  349/538 - Train Accuracy:  0.940, Validation Accuracy:  0.926, Loss:  0.036
Epoch   4 Batch  350/538 - Train Accuracy:  0.938, Validation Accuracy:  0.922, Loss:  0.050
Epoch   4 Batch  351/538 - Train Accuracy:  0.935, Validation Accuracy:  0.928, Loss:  0.050
Epoch   4 Batch  352/538 - Train Accuracy:  0.920, Validation Accuracy:  0.927, Loss:  0.064
Epoch   4 Batch  353/538 - Train Accuracy:  0.915, Validation Accuracy:  0.932, Loss:  0.044
Epoch   4 Batch  354/538 - Train Accuracy:  0.920, Validation Accuracy:  0.937, Loss:  0.040
Epoch   4 Batch  355/538 - Train Accuracy:  0.923, Validation Accuracy:  0.937, Loss:  0.051
Epoch   4 Batch  356/538 - Train Accuracy:  0.952, Validation Accuracy:  0.930, Loss:  0.034
Epoch   4 Batch  357/538 - Train Accuracy:  0.927, Validation Accuracy:  0.939, Loss:  0.042
Epoch   4 Batch  358/538 - Train Accuracy:  0.960, Validation Accuracy:  0.937, Loss:  0.035
Epoch   4 Batch  359/538 - Train Accuracy:  0.925, Validation Accuracy:  0.930, Loss:  0.043
Epoch   4 Batch  360/538 - Train Accuracy:  0.926, Validation Accuracy:  0.935, Loss:  0.040
Epoch   4 Batch  361/538 - Train Accuracy:  0.939, Validation Accuracy:  0.929, Loss:  0.043
Epoch   4 Batch  362/538 - Train Accuracy:  0.948, Validation Accuracy:  0.922, Loss:  0.037
Epoch   4 Batch  363/538 - Train Accuracy:  0.944, Validation Accuracy:  0.917, Loss:  0.041
Epoch   4 Batch  364/538 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.061
Epoch   4 Batch  365/538 - Train Accuracy:  0.928, Validation Accuracy:  0.930, Loss:  0.046
Epoch   4 Batch  366/538 - Train Accuracy:  0.926, Validation Accuracy:  0.928, Loss:  0.046
Epoch   4 Batch  367/538 - Train Accuracy:  0.929, Validation Accuracy:  0.921, Loss:  0.035
Epoch   4 Batch  368/538 - Train Accuracy:  0.932, Validation Accuracy:  0.924, Loss:  0.036
Epoch   4 Batch  369/538 - Train Accuracy:  0.942, Validation Accuracy:  0.936, Loss:  0.037
Epoch   4 Batch  370/538 - Train Accuracy:  0.913, Validation Accuracy:  0.931, Loss:  0.046
Epoch   4 Batch  371/538 - Train Accuracy:  0.946, Validation Accuracy:  0.926, Loss:  0.044
Epoch   4 Batch  372/538 - Train Accuracy:  0.947, Validation Accuracy:  0.925, Loss:  0.040
Epoch   4 Batch  373/538 - Train Accuracy:  0.939, Validation Accuracy:  0.926, Loss:  0.034
Epoch   4 Batch  374/538 - Train Accuracy:  0.941, Validation Accuracy:  0.930, Loss:  0.040
Epoch   4 Batch  375/538 - Train Accuracy:  0.960, Validation Accuracy:  0.921, Loss:  0.039
Epoch   4 Batch  376/538 - Train Accuracy:  0.932, Validation Accuracy:  0.925, Loss:  0.038
Epoch   4 Batch  377/538 - Train Accuracy:  0.947, Validation Accuracy:  0.926, Loss:  0.042
Epoch   4 Batch  378/538 - Train Accuracy:  0.941, Validation Accuracy:  0.925, Loss:  0.040
Epoch   4 Batch  379/538 - Train Accuracy:  0.929, Validation Accuracy:  0.927, Loss:  0.046
Epoch   4 Batch  380/538 - Train Accuracy:  0.952, Validation Accuracy:  0.925, Loss:  0.037
Epoch   4 Batch  381/538 - Train Accuracy:  0.943, Validation Accuracy:  0.918, Loss:  0.036
Epoch   4 Batch  382/538 - Train Accuracy:  0.926, Validation Accuracy:  0.933, Loss:  0.049
Epoch   4 Batch  383/538 - Train Accuracy:  0.941, Validation Accuracy:  0.924, Loss:  0.041
Epoch   4 Batch  384/538 - Train Accuracy:  0.922, Validation Accuracy:  0.922, Loss:  0.041
Epoch   4 Batch  385/538 - Train Accuracy:  0.956, Validation Accuracy:  0.924, Loss:  0.040
Epoch   4 Batch  386/538 - Train Accuracy:  0.960, Validation Accuracy:  0.919, Loss:  0.041
Epoch   4 Batch  387/538 - Train Accuracy:  0.934, Validation Accuracy:  0.921, Loss:  0.043
Epoch   4 Batch  388/538 - Train Accuracy:  0.927, Validation Accuracy:  0.925, Loss:  0.042
Epoch   4 Batch  389/538 - Train Accuracy:  0.903, Validation Accuracy:  0.928, Loss:  0.056
Epoch   4 Batch  390/538 - Train Accuracy:  0.935, Validation Accuracy:  0.938, Loss:  0.034
Epoch   4 Batch  391/538 - Train Accuracy:  0.928, Validation Accuracy:  0.939, Loss:  0.038
Epoch   4 Batch  392/538 - Train Accuracy:  0.938, Validation Accuracy:  0.927, Loss:  0.039
Epoch   4 Batch  393/538 - Train Accuracy:  0.947, Validation Accuracy:  0.927, Loss:  0.038
Epoch   4 Batch  394/538 - Train Accuracy:  0.914, Validation Accuracy:  0.925, Loss:  0.043
Epoch   4 Batch  395/538 - Train Accuracy:  0.925, Validation Accuracy:  0.922, Loss:  0.049
Epoch   4 Batch  396/538 - Train Accuracy:  0.936, Validation Accuracy:  0.928, Loss:  0.035
Epoch   4 Batch  397/538 - Train Accuracy:  0.943, Validation Accuracy:  0.928, Loss:  0.044
Epoch   4 Batch  398/538 - Train Accuracy:  0.929, Validation Accuracy:  0.927, Loss:  0.038
Epoch   4 Batch  399/538 - Train Accuracy:  0.923, Validation Accuracy:  0.931, Loss:  0.047
Epoch   4 Batch  400/538 - Train Accuracy:  0.953, Validation Accuracy:  0.928, Loss:  0.042
Epoch   4 Batch  401/538 - Train Accuracy:  0.942, Validation Accuracy:  0.920, Loss:  0.039
Epoch   4 Batch  402/538 - Train Accuracy:  0.935, Validation Accuracy:  0.910, Loss:  0.038
Epoch   4 Batch  403/538 - Train Accuracy:  0.940, Validation Accuracy:  0.911, Loss:  0.041
Epoch   4 Batch  404/538 - Train Accuracy:  0.931, Validation Accuracy:  0.921, Loss:  0.047
Epoch   4 Batch  405/538 - Train Accuracy:  0.939, Validation Accuracy:  0.925, Loss:  0.039
Epoch   4 Batch  406/538 - Train Accuracy:  0.927, Validation Accuracy:  0.932, Loss:  0.041
Epoch   4 Batch  407/538 - Train Accuracy:  0.956, Validation Accuracy:  0.917, Loss:  0.043
Epoch   4 Batch  408/538 - Train Accuracy:  0.923, Validation Accuracy:  0.925, Loss:  0.046
Epoch   4 Batch  409/538 - Train Accuracy:  0.924, Validation Accuracy:  0.921, Loss:  0.042
Epoch   4 Batch  410/538 - Train Accuracy:  0.955, Validation Accuracy:  0.930, Loss:  0.040
Epoch   4 Batch  411/538 - Train Accuracy:  0.940, Validation Accuracy:  0.928, Loss:  0.041
Epoch   4 Batch  412/538 - Train Accuracy:  0.922, Validation Accuracy:  0.928, Loss:  0.036
Epoch   4 Batch  413/538 - Train Accuracy:  0.939, Validation Accuracy:  0.933, Loss:  0.038
Epoch   4 Batch  414/538 - Train Accuracy:  0.930, Validation Accuracy:  0.925, Loss:  0.056
Epoch   4 Batch  415/538 - Train Accuracy:  0.916, Validation Accuracy:  0.913, Loss:  0.044
Epoch   4 Batch  416/538 - Train Accuracy:  0.944, Validation Accuracy:  0.915, Loss:  0.044
Epoch   4 Batch  417/538 - Train Accuracy:  0.942, Validation Accuracy:  0.919, Loss:  0.038
Epoch   4 Batch  418/538 - Train Accuracy:  0.937, Validation Accuracy:  0.929, Loss:  0.049
Epoch   4 Batch  419/538 - Train Accuracy:  0.942, Validation Accuracy:  0.915, Loss:  0.035
Epoch   4 Batch  420/538 - Train Accuracy:  0.942, Validation Accuracy:  0.909, Loss:  0.041
Epoch   4 Batch  421/538 - Train Accuracy:  0.936, Validation Accuracy:  0.926, Loss:  0.039
Epoch   4 Batch  422/538 - Train Accuracy:  0.929, Validation Accuracy:  0.917, Loss:  0.044
Epoch   4 Batch  423/538 - Train Accuracy:  0.945, Validation Accuracy:  0.919, Loss:  0.037
Epoch   4 Batch  424/538 - Train Accuracy:  0.922, Validation Accuracy:  0.921, Loss:  0.048
Epoch   4 Batch  425/538 - Train Accuracy:  0.936, Validation Accuracy:  0.928, Loss:  0.055
Epoch   4 Batch  426/538 - Train Accuracy:  0.931, Validation Accuracy:  0.926, Loss:  0.046
Epoch   4 Batch  427/538 - Train Accuracy:  0.933, Validation Accuracy:  0.921, Loss:  0.049
Epoch   4 Batch  428/538 - Train Accuracy:  0.931, Validation Accuracy:  0.921, Loss:  0.036
Epoch   4 Batch  429/538 - Train Accuracy:  0.946, Validation Accuracy:  0.915, Loss:  0.047
Epoch   4 Batch  430/538 - Train Accuracy:  0.900, Validation Accuracy:  0.924, Loss:  0.052
Epoch   4 Batch  431/538 - Train Accuracy:  0.930, Validation Accuracy:  0.929, Loss:  0.040
Epoch   4 Batch  432/538 - Train Accuracy:  0.930, Validation Accuracy:  0.928, Loss:  0.047
Epoch   4 Batch  433/538 - Train Accuracy:  0.921, Validation Accuracy:  0.931, Loss:  0.066
Epoch   4 Batch  434/538 - Train Accuracy:  0.915, Validation Accuracy:  0.940, Loss:  0.041
Epoch   4 Batch  435/538 - Train Accuracy:  0.945, Validation Accuracy:  0.924, Loss:  0.041
Epoch   4 Batch  436/538 - Train Accuracy:  0.925, Validation Accuracy:  0.919, Loss:  0.046
Epoch   4 Batch  437/538 - Train Accuracy:  0.935, Validation Accuracy:  0.919, Loss:  0.045
Epoch   4 Batch  438/538 - Train Accuracy:  0.944, Validation Accuracy:  0.920, Loss:  0.036
Epoch   4 Batch  439/538 - Train Accuracy:  0.944, Validation Accuracy:  0.918, Loss:  0.045
Epoch   4 Batch  440/538 - Train Accuracy:  0.934, Validation Accuracy:  0.917, Loss:  0.045
Epoch   4 Batch  441/538 - Train Accuracy:  0.912, Validation Accuracy:  0.924, Loss:  0.053
Epoch   4 Batch  442/538 - Train Accuracy:  0.923, Validation Accuracy:  0.923, Loss:  0.036
Epoch   4 Batch  443/538 - Train Accuracy:  0.927, Validation Accuracy:  0.889, Loss:  0.045
Epoch   4 Batch  444/538 - Train Accuracy:  0.928, Validation Accuracy:  0.893, Loss:  0.043
Epoch   4 Batch  445/538 - Train Accuracy:  0.944, Validation Accuracy:  0.912, Loss:  0.037
Epoch   4 Batch  446/538 - Train Accuracy:  0.926, Validation Accuracy:  0.916, Loss:  0.044
Epoch   4 Batch  447/538 - Train Accuracy:  0.928, Validation Accuracy:  0.917, Loss:  0.046
Epoch   4 Batch  448/538 - Train Accuracy:  0.930, Validation Accuracy:  0.919, Loss:  0.036
Epoch   4 Batch  449/538 - Train Accuracy:  0.942, Validation Accuracy:  0.918, Loss:  0.049
Epoch   4 Batch  450/538 - Train Accuracy:  0.913, Validation Accuracy:  0.927, Loss:  0.052
Epoch   4 Batch  451/538 - Train Accuracy:  0.917, Validation Accuracy:  0.928, Loss:  0.044
Epoch   4 Batch  452/538 - Train Accuracy:  0.930, Validation Accuracy:  0.926, Loss:  0.039
Epoch   4 Batch  453/538 - Train Accuracy:  0.937, Validation Accuracy:  0.926, Loss:  0.049
Epoch   4 Batch  454/538 - Train Accuracy:  0.932, Validation Accuracy:  0.929, Loss:  0.048
Epoch   4 Batch  455/538 - Train Accuracy:  0.934, Validation Accuracy:  0.922, Loss:  0.045
Epoch   4 Batch  456/538 - Train Accuracy:  0.943, Validation Accuracy:  0.917, Loss:  0.062
Epoch   4 Batch  457/538 - Train Accuracy:  0.921, Validation Accuracy:  0.919, Loss:  0.045
Epoch   4 Batch  458/538 - Train Accuracy:  0.938, Validation Accuracy:  0.921, Loss:  0.038
Epoch   4 Batch  459/538 - Train Accuracy:  0.929, Validation Accuracy:  0.924, Loss:  0.040
Epoch   4 Batch  460/538 - Train Accuracy:  0.921, Validation Accuracy:  0.928, Loss:  0.046
Epoch   4 Batch  461/538 - Train Accuracy:  0.935, Validation Accuracy:  0.919, Loss:  0.044
Epoch   4 Batch  462/538 - Train Accuracy:  0.932, Validation Accuracy:  0.930, Loss:  0.041
Epoch   4 Batch  463/538 - Train Accuracy:  0.916, Validation Accuracy:  0.925, Loss:  0.051
Epoch   4 Batch  464/538 - Train Accuracy:  0.937, Validation Accuracy:  0.930, Loss:  0.042
Epoch   4 Batch  465/538 - Train Accuracy:  0.942, Validation Accuracy:  0.928, Loss:  0.043
Epoch   4 Batch  466/538 - Train Accuracy:  0.920, Validation Accuracy:  0.938, Loss:  0.040
Epoch   4 Batch  467/538 - Train Accuracy:  0.945, Validation Accuracy:  0.934, Loss:  0.051
Epoch   4 Batch  468/538 - Train Accuracy:  0.941, Validation Accuracy:  0.932, Loss:  0.052
Epoch   4 Batch  469/538 - Train Accuracy:  0.940, Validation Accuracy:  0.927, Loss:  0.040
Epoch   4 Batch  470/538 - Train Accuracy:  0.940, Validation Accuracy:  0.935, Loss:  0.043
Epoch   4 Batch  471/538 - Train Accuracy:  0.943, Validation Accuracy:  0.932, Loss:  0.037
Epoch   4 Batch  472/538 - Train Accuracy:  0.968, Validation Accuracy:  0.939, Loss:  0.034
Epoch   4 Batch  473/538 - Train Accuracy:  0.917, Validation Accuracy:  0.936, Loss:  0.048
Epoch   4 Batch  474/538 - Train Accuracy:  0.959, Validation Accuracy:  0.934, Loss:  0.038
Epoch   4 Batch  475/538 - Train Accuracy:  0.932, Validation Accuracy:  0.942, Loss:  0.042
Epoch   4 Batch  476/538 - Train Accuracy:  0.940, Validation Accuracy:  0.936, Loss:  0.040
Epoch   4 Batch  477/538 - Train Accuracy:  0.935, Validation Accuracy:  0.943, Loss:  0.049
Epoch   4 Batch  478/538 - Train Accuracy:  0.953, Validation Accuracy:  0.931, Loss:  0.037
Epoch   4 Batch  479/538 - Train Accuracy:  0.927, Validation Accuracy:  0.935, Loss:  0.037
Epoch   4 Batch  480/538 - Train Accuracy:  0.942, Validation Accuracy:  0.928, Loss:  0.042
Epoch   4 Batch  481/538 - Train Accuracy:  0.944, Validation Accuracy:  0.927, Loss:  0.042
Epoch   4 Batch  482/538 - Train Accuracy:  0.931, Validation Accuracy:  0.929, Loss:  0.039
Epoch   4 Batch  483/538 - Train Accuracy:  0.925, Validation Accuracy:  0.935, Loss:  0.046
Epoch   4 Batch  484/538 - Train Accuracy:  0.923, Validation Accuracy:  0.935, Loss:  0.046
Epoch   4 Batch  485/538 - Train Accuracy:  0.928, Validation Accuracy:  0.926, Loss:  0.048
Epoch   4 Batch  486/538 - Train Accuracy:  0.931, Validation Accuracy:  0.934, Loss:  0.035
Epoch   4 Batch  487/538 - Train Accuracy:  0.925, Validation Accuracy:  0.945, Loss:  0.037
Epoch   4 Batch  488/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.037
Epoch   4 Batch  489/538 - Train Accuracy:  0.928, Validation Accuracy:  0.946, Loss:  0.045
Epoch   4 Batch  490/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.039
Epoch   4 Batch  491/538 - Train Accuracy:  0.921, Validation Accuracy:  0.928, Loss:  0.047
Epoch   4 Batch  492/538 - Train Accuracy:  0.946, Validation Accuracy:  0.911, Loss:  0.039
Epoch   4 Batch  493/538 - Train Accuracy:  0.927, Validation Accuracy:  0.915, Loss:  0.040
Epoch   4 Batch  494/538 - Train Accuracy:  0.922, Validation Accuracy:  0.918, Loss:  0.051
Epoch   4 Batch  495/538 - Train Accuracy:  0.940, Validation Accuracy:  0.926, Loss:  0.041
Epoch   4 Batch  496/538 - Train Accuracy:  0.941, Validation Accuracy:  0.925, Loss:  0.033
Epoch   4 Batch  497/538 - Train Accuracy:  0.935, Validation Accuracy:  0.924, Loss:  0.041
Epoch   4 Batch  498/538 - Train Accuracy:  0.930, Validation Accuracy:  0.925, Loss:  0.043
Epoch   4 Batch  499/538 - Train Accuracy:  0.935, Validation Accuracy:  0.909, Loss:  0.043
Epoch   4 Batch  500/538 - Train Accuracy:  0.956, Validation Accuracy:  0.911, Loss:  0.032
Epoch   4 Batch  501/538 - Train Accuracy:  0.950, Validation Accuracy:  0.906, Loss:  0.042
Epoch   4 Batch  502/538 - Train Accuracy:  0.939, Validation Accuracy:  0.917, Loss:  0.035
Epoch   4 Batch  503/538 - Train Accuracy:  0.950, Validation Accuracy:  0.930, Loss:  0.045
Epoch   4 Batch  504/538 - Train Accuracy:  0.956, Validation Accuracy:  0.935, Loss:  0.031
Epoch   4 Batch  505/538 - Train Accuracy:  0.953, Validation Accuracy:  0.936, Loss:  0.034
Epoch   4 Batch  506/538 - Train Accuracy:  0.947, Validation Accuracy:  0.931, Loss:  0.034
Epoch   4 Batch  507/538 - Train Accuracy:  0.916, Validation Accuracy:  0.937, Loss:  0.045
Epoch   4 Batch  508/538 - Train Accuracy:  0.924, Validation Accuracy:  0.931, Loss:  0.044
Epoch   4 Batch  509/538 - Train Accuracy:  0.946, Validation Accuracy:  0.929, Loss:  0.043
Epoch   4 Batch  510/538 - Train Accuracy:  0.951, Validation Accuracy:  0.927, Loss:  0.034
Epoch   4 Batch  511/538 - Train Accuracy:  0.939, Validation Accuracy:  0.927, Loss:  0.042
Epoch   4 Batch  512/538 - Train Accuracy:  0.953, Validation Accuracy:  0.923, Loss:  0.047
Epoch   4 Batch  513/538 - Train Accuracy:  0.919, Validation Accuracy:  0.917, Loss:  0.043
Epoch   4 Batch  514/538 - Train Accuracy:  0.938, Validation Accuracy:  0.918, Loss:  0.041
Epoch   4 Batch  515/538 - Train Accuracy:  0.936, Validation Accuracy:  0.921, Loss:  0.044
Epoch   4 Batch  516/538 - Train Accuracy:  0.914, Validation Accuracy:  0.929, Loss:  0.038
Epoch   4 Batch  517/538 - Train Accuracy:  0.952, Validation Accuracy:  0.931, Loss:  0.034
Epoch   4 Batch  518/538 - Train Accuracy:  0.935, Validation Accuracy:  0.932, Loss:  0.046
Epoch   4 Batch  519/538 - Train Accuracy:  0.931, Validation Accuracy:  0.936, Loss:  0.044
Epoch   4 Batch  520/538 - Train Accuracy:  0.946, Validation Accuracy:  0.938, Loss:  0.042
Epoch   4 Batch  521/538 - Train Accuracy:  0.934, Validation Accuracy:  0.936, Loss:  0.051
Epoch   4 Batch  522/538 - Train Accuracy:  0.938, Validation Accuracy:  0.932, Loss:  0.038
Epoch   4 Batch  523/538 - Train Accuracy:  0.938, Validation Accuracy:  0.931, Loss:  0.044
Epoch   4 Batch  524/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.038
Epoch   4 Batch  525/538 - Train Accuracy:  0.943, Validation Accuracy:  0.931, Loss:  0.040
Epoch   4 Batch  526/538 - Train Accuracy:  0.936, Validation Accuracy:  0.930, Loss:  0.042
Epoch   4 Batch  527/538 - Train Accuracy:  0.939, Validation Accuracy:  0.930, Loss:  0.041
Epoch   4 Batch  528/538 - Train Accuracy:  0.932, Validation Accuracy:  0.938, Loss:  0.044
Epoch   4 Batch  529/538 - Train Accuracy:  0.924, Validation Accuracy:  0.933, Loss:  0.042
Epoch   4 Batch  530/538 - Train Accuracy:  0.929, Validation Accuracy:  0.932, Loss:  0.052
Epoch   4 Batch  531/538 - Train Accuracy:  0.929, Validation Accuracy:  0.935, Loss:  0.051
Epoch   4 Batch  532/538 - Train Accuracy:  0.942, Validation Accuracy:  0.931, Loss:  0.037
Epoch   4 Batch  533/538 - Train Accuracy:  0.934, Validation Accuracy:  0.934, Loss:  0.037
Epoch   4 Batch  534/538 - Train Accuracy:  0.945, Validation Accuracy:  0.935, Loss:  0.031
Epoch   4 Batch  535/538 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.037
Epoch   4 Batch  536/538 - Train Accuracy:  0.935, Validation Accuracy:  0.941, Loss:  0.048
Epoch   5 Batch    0/538 - Train Accuracy:  0.946, Validation Accuracy:  0.930, Loss:  0.036
Epoch   5 Batch    1/538 - Train Accuracy:  0.957, Validation Accuracy:  0.927, Loss:  0.038
Epoch   5 Batch    2/538 - Train Accuracy:  0.943, Validation Accuracy:  0.936, Loss:  0.047
Epoch   5 Batch    3/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.037
Epoch   5 Batch    4/538 - Train Accuracy:  0.930, Validation Accuracy:  0.944, Loss:  0.038
Epoch   5 Batch    5/538 - Train Accuracy:  0.938, Validation Accuracy:  0.928, Loss:  0.047
Epoch   5 Batch    6/538 - Train Accuracy:  0.947, Validation Accuracy:  0.929, Loss:  0.041
Epoch   5 Batch    7/538 - Train Accuracy:  0.924, Validation Accuracy:  0.932, Loss:  0.044
Epoch   5 Batch    8/538 - Train Accuracy:  0.929, Validation Accuracy:  0.940, Loss:  0.039
Epoch   5 Batch    9/538 - Train Accuracy:  0.925, Validation Accuracy:  0.939, Loss:  0.036
Epoch   5 Batch   10/538 - Train Accuracy:  0.932, Validation Accuracy:  0.931, Loss:  0.048
Epoch   5 Batch   11/538 - Train Accuracy:  0.941, Validation Accuracy:  0.929, Loss:  0.038
Epoch   5 Batch   12/538 - Train Accuracy:  0.933, Validation Accuracy:  0.929, Loss:  0.041
Epoch   5 Batch   13/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.034
Epoch   5 Batch   14/538 - Train Accuracy:  0.930, Validation Accuracy:  0.937, Loss:  0.046
Epoch   5 Batch   15/538 - Train Accuracy:  0.931, Validation Accuracy:  0.937, Loss:  0.039
Epoch   5 Batch   16/538 - Train Accuracy:  0.931, Validation Accuracy:  0.933, Loss:  0.043
Epoch   5 Batch   17/538 - Train Accuracy:  0.958, Validation Accuracy:  0.938, Loss:  0.039
Epoch   5 Batch   18/538 - Train Accuracy:  0.949, Validation Accuracy:  0.938, Loss:  0.046
Epoch   5 Batch   19/538 - Train Accuracy:  0.938, Validation Accuracy:  0.938, Loss:  0.046
Epoch   5 Batch   20/538 - Train Accuracy:  0.936, Validation Accuracy:  0.932, Loss:  0.040
Epoch   5 Batch   21/538 - Train Accuracy:  0.946, Validation Accuracy:  0.930, Loss:  0.031
Epoch   5 Batch   22/538 - Train Accuracy:  0.913, Validation Accuracy:  0.929, Loss:  0.045
Epoch   5 Batch   23/538 - Train Accuracy:  0.940, Validation Accuracy:  0.930, Loss:  0.048
Epoch   5 Batch   24/538 - Train Accuracy:  0.939, Validation Accuracy:  0.931, Loss:  0.045
Epoch   5 Batch   25/538 - Train Accuracy:  0.926, Validation Accuracy:  0.921, Loss:  0.041
Epoch   5 Batch   26/538 - Train Accuracy:  0.923, Validation Accuracy:  0.926, Loss:  0.050
Epoch   5 Batch   27/538 - Train Accuracy:  0.948, Validation Accuracy:  0.930, Loss:  0.033
Epoch   5 Batch   28/538 - Train Accuracy:  0.925, Validation Accuracy:  0.920, Loss:  0.040
Epoch   5 Batch   29/538 - Train Accuracy:  0.923, Validation Accuracy:  0.927, Loss:  0.036
Epoch   5 Batch   30/538 - Train Accuracy:  0.938, Validation Accuracy:  0.930, Loss:  0.045
Epoch   5 Batch   31/538 - Train Accuracy:  0.970, Validation Accuracy:  0.932, Loss:  0.029
Epoch   5 Batch   32/538 - Train Accuracy:  0.948, Validation Accuracy:  0.937, Loss:  0.030
Epoch   5 Batch   33/538 - Train Accuracy:  0.943, Validation Accuracy:  0.935, Loss:  0.042
Epoch   5 Batch   34/538 - Train Accuracy:  0.938, Validation Accuracy:  0.947, Loss:  0.045
Epoch   5 Batch   35/538 - Train Accuracy:  0.940, Validation Accuracy:  0.954, Loss:  0.033
Epoch   5 Batch   36/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.037
Epoch   5 Batch   37/538 - Train Accuracy:  0.939, Validation Accuracy:  0.949, Loss:  0.045
Epoch   5 Batch   38/538 - Train Accuracy:  0.936, Validation Accuracy:  0.945, Loss:  0.036
Epoch   5 Batch   39/538 - Train Accuracy:  0.954, Validation Accuracy:  0.939, Loss:  0.038
Epoch   5 Batch   40/538 - Train Accuracy:  0.944, Validation Accuracy:  0.929, Loss:  0.031
Epoch   5 Batch   41/538 - Train Accuracy:  0.957, Validation Accuracy:  0.931, Loss:  0.035
Epoch   5 Batch   42/538 - Train Accuracy:  0.934, Validation Accuracy:  0.936, Loss:  0.039
Epoch   5 Batch   43/538 - Train Accuracy:  0.913, Validation Accuracy:  0.935, Loss:  0.051
Epoch   5 Batch   44/538 - Train Accuracy:  0.915, Validation Accuracy:  0.935, Loss:  0.043
Epoch   5 Batch   45/538 - Train Accuracy:  0.936, Validation Accuracy:  0.936, Loss:  0.041
Epoch   5 Batch   46/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.034
Epoch   5 Batch   47/538 - Train Accuracy:  0.936, Validation Accuracy:  0.945, Loss:  0.043
Epoch   5 Batch   48/538 - Train Accuracy:  0.932, Validation Accuracy:  0.943, Loss:  0.043
Epoch   5 Batch   49/538 - Train Accuracy:  0.940, Validation Accuracy:  0.939, Loss:  0.037
Epoch   5 Batch   50/538 - Train Accuracy:  0.930, Validation Accuracy:  0.938, Loss:  0.034
Epoch   5 Batch   51/538 - Train Accuracy:  0.921, Validation Accuracy:  0.918, Loss:  0.047
Epoch   5 Batch   52/538 - Train Accuracy:  0.930, Validation Accuracy:  0.906, Loss:  0.039
Epoch   5 Batch   53/538 - Train Accuracy:  0.921, Validation Accuracy:  0.920, Loss:  0.042
Epoch   5 Batch   54/538 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.037
Epoch   5 Batch   55/538 - Train Accuracy:  0.926, Validation Accuracy:  0.929, Loss:  0.037
Epoch   5 Batch   56/538 - Train Accuracy:  0.945, Validation Accuracy:  0.921, Loss:  0.038
Epoch   5 Batch   57/538 - Train Accuracy:  0.915, Validation Accuracy:  0.922, Loss:  0.045
Epoch   5 Batch   58/538 - Train Accuracy:  0.922, Validation Accuracy:  0.917, Loss:  0.041
Epoch   5 Batch   59/538 - Train Accuracy:  0.937, Validation Accuracy:  0.926, Loss:  0.038
Epoch   5 Batch   60/538 - Train Accuracy:  0.935, Validation Accuracy:  0.931, Loss:  0.041
Epoch   5 Batch   61/538 - Train Accuracy:  0.941, Validation Accuracy:  0.937, Loss:  0.038
Epoch   5 Batch   62/538 - Train Accuracy:  0.924, Validation Accuracy:  0.940, Loss:  0.046
Epoch   5 Batch   63/538 - Train Accuracy:  0.941, Validation Accuracy:  0.949, Loss:  0.039
Epoch   5 Batch   64/538 - Train Accuracy:  0.939, Validation Accuracy:  0.933, Loss:  0.041
Epoch   5 Batch   65/538 - Train Accuracy:  0.924, Validation Accuracy:  0.934, Loss:  0.039
Epoch   5 Batch   66/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.031
Epoch   5 Batch   67/538 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.035
Epoch   5 Batch   68/538 - Train Accuracy:  0.934, Validation Accuracy:  0.939, Loss:  0.038
Epoch   5 Batch   69/538 - Train Accuracy:  0.954, Validation Accuracy:  0.927, Loss:  0.040
Epoch   5 Batch   70/538 - Train Accuracy:  0.933, Validation Accuracy:  0.926, Loss:  0.034
Epoch   5 Batch   71/538 - Train Accuracy:  0.920, Validation Accuracy:  0.925, Loss:  0.048
Epoch   5 Batch   72/538 - Train Accuracy:  0.945, Validation Accuracy:  0.923, Loss:  0.051
Epoch   5 Batch   73/538 - Train Accuracy:  0.929, Validation Accuracy:  0.926, Loss:  0.040
Epoch   5 Batch   74/538 - Train Accuracy:  0.936, Validation Accuracy:  0.930, Loss:  0.035
Epoch   5 Batch   75/538 - Train Accuracy:  0.915, Validation Accuracy:  0.938, Loss:  0.050
Epoch   5 Batch   76/538 - Train Accuracy:  0.914, Validation Accuracy:  0.941, Loss:  0.044
Epoch   5 Batch   77/538 - Train Accuracy:  0.949, Validation Accuracy:  0.940, Loss:  0.036
Epoch   5 Batch   78/538 - Train Accuracy:  0.935, Validation Accuracy:  0.938, Loss:  0.043
Epoch   5 Batch   79/538 - Train Accuracy:  0.943, Validation Accuracy:  0.942, Loss:  0.031
Epoch   5 Batch   80/538 - Train Accuracy:  0.940, Validation Accuracy:  0.939, Loss:  0.039
Epoch   5 Batch   81/538 - Train Accuracy:  0.940, Validation Accuracy:  0.940, Loss:  0.043
Epoch   5 Batch   82/538 - Train Accuracy:  0.925, Validation Accuracy:  0.934, Loss:  0.041
Epoch   5 Batch   83/538 - Train Accuracy:  0.932, Validation Accuracy:  0.930, Loss:  0.040
Epoch   5 Batch   84/538 - Train Accuracy:  0.931, Validation Accuracy:  0.922, Loss:  0.039
Epoch   5 Batch   85/538 - Train Accuracy:  0.944, Validation Accuracy:  0.920, Loss:  0.035
Epoch   5 Batch   86/538 - Train Accuracy:  0.947, Validation Accuracy:  0.917, Loss:  0.033
Epoch   5 Batch   87/538 - Train Accuracy:  0.913, Validation Accuracy:  0.919, Loss:  0.043
Epoch   5 Batch   88/538 - Train Accuracy:  0.946, Validation Accuracy:  0.928, Loss:  0.041
Epoch   5 Batch   89/538 - Train Accuracy:  0.949, Validation Accuracy:  0.927, Loss:  0.036
Epoch   5 Batch   90/538 - Train Accuracy:  0.923, Validation Accuracy:  0.933, Loss:  0.045
Epoch   5 Batch   91/538 - Train Accuracy:  0.950, Validation Accuracy:  0.926, Loss:  0.041
Epoch   5 Batch   92/538 - Train Accuracy:  0.936, Validation Accuracy:  0.929, Loss:  0.041
Epoch   5 Batch   93/538 - Train Accuracy:  0.931, Validation Accuracy:  0.939, Loss:  0.038
Epoch   5 Batch   94/538 - Train Accuracy:  0.950, Validation Accuracy:  0.936, Loss:  0.032
Epoch   5 Batch   95/538 - Train Accuracy:  0.928, Validation Accuracy:  0.937, Loss:  0.036
Epoch   5 Batch   96/538 - Train Accuracy:  0.947, Validation Accuracy:  0.937, Loss:  0.033
Epoch   5 Batch   97/538 - Train Accuracy:  0.951, Validation Accuracy:  0.933, Loss:  0.030
Epoch   5 Batch   98/538 - Train Accuracy:  0.951, Validation Accuracy:  0.931, Loss:  0.036
Epoch   5 Batch   99/538 - Train Accuracy:  0.942, Validation Accuracy:  0.939, Loss:  0.034
Epoch   5 Batch  100/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.034
Epoch   5 Batch  101/538 - Train Accuracy:  0.936, Validation Accuracy:  0.947, Loss:  0.049
Epoch   5 Batch  102/538 - Train Accuracy:  0.938, Validation Accuracy:  0.941, Loss:  0.044
Epoch   5 Batch  103/538 - Train Accuracy:  0.910, Validation Accuracy:  0.939, Loss:  0.042
Epoch   5 Batch  104/538 - Train Accuracy:  0.933, Validation Accuracy:  0.934, Loss:  0.035
Epoch   5 Batch  105/538 - Train Accuracy:  0.941, Validation Accuracy:  0.929, Loss:  0.031
Epoch   5 Batch  106/538 - Train Accuracy:  0.921, Validation Accuracy:  0.939, Loss:  0.036
Epoch   5 Batch  107/538 - Train Accuracy:  0.920, Validation Accuracy:  0.946, Loss:  0.044
Epoch   5 Batch  108/538 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.036
Epoch   5 Batch  109/538 - Train Accuracy:  0.952, Validation Accuracy:  0.932, Loss:  0.033
Epoch   5 Batch  110/538 - Train Accuracy:  0.946, Validation Accuracy:  0.937, Loss:  0.042
Epoch   5 Batch  111/538 - Train Accuracy:  0.949, Validation Accuracy:  0.941, Loss:  0.037
Epoch   5 Batch  112/538 - Train Accuracy:  0.942, Validation Accuracy:  0.940, Loss:  0.040
Epoch   5 Batch  113/538 - Train Accuracy:  0.929, Validation Accuracy:  0.930, Loss:  0.043
Epoch   5 Batch  114/538 - Train Accuracy:  0.942, Validation Accuracy:  0.929, Loss:  0.036
Epoch   5 Batch  115/538 - Train Accuracy:  0.949, Validation Accuracy:  0.926, Loss:  0.045
Epoch   5 Batch  116/538 - Train Accuracy:  0.935, Validation Accuracy:  0.923, Loss:  0.044
Epoch   5 Batch  117/538 - Train Accuracy:  0.916, Validation Accuracy:  0.923, Loss:  0.048
Epoch   5 Batch  118/538 - Train Accuracy:  0.938, Validation Accuracy:  0.933, Loss:  0.032
Epoch   5 Batch  119/538 - Train Accuracy:  0.964, Validation Accuracy:  0.939, Loss:  0.029
Epoch   5 Batch  120/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.028
Epoch   5 Batch  121/538 - Train Accuracy:  0.942, Validation Accuracy:  0.945, Loss:  0.037
Epoch   5 Batch  122/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.033
Epoch   5 Batch  123/538 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.035
Epoch   5 Batch  124/538 - Train Accuracy:  0.942, Validation Accuracy:  0.934, Loss:  0.036
Epoch   5 Batch  125/538 - Train Accuracy:  0.942, Validation Accuracy:  0.939, Loss:  0.042
Epoch   5 Batch  126/538 - Train Accuracy:  0.924, Validation Accuracy:  0.947, Loss:  0.044
Epoch   5 Batch  127/538 - Train Accuracy:  0.928, Validation Accuracy:  0.941, Loss:  0.049
Epoch   5 Batch  128/538 - Train Accuracy:  0.943, Validation Accuracy:  0.941, Loss:  0.038
Epoch   5 Batch  129/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.027
Epoch   5 Batch  130/538 - Train Accuracy:  0.934, Validation Accuracy:  0.944, Loss:  0.035
Epoch   5 Batch  131/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.038
Epoch   5 Batch  132/538 - Train Accuracy:  0.932, Validation Accuracy:  0.946, Loss:  0.037
Epoch   5 Batch  133/538 - Train Accuracy:  0.933, Validation Accuracy:  0.949, Loss:  0.037
Epoch   5 Batch  134/538 - Train Accuracy:  0.937, Validation Accuracy:  0.940, Loss:  0.048
Epoch   5 Batch  135/538 - Train Accuracy:  0.934, Validation Accuracy:  0.941, Loss:  0.050
Epoch   5 Batch  136/538 - Train Accuracy:  0.945, Validation Accuracy:  0.939, Loss:  0.032
Epoch   5 Batch  137/538 - Train Accuracy:  0.933, Validation Accuracy:  0.936, Loss:  0.050
Epoch   5 Batch  138/538 - Train Accuracy:  0.928, Validation Accuracy:  0.926, Loss:  0.042
Epoch   5 Batch  139/538 - Train Accuracy:  0.927, Validation Accuracy:  0.939, Loss:  0.045
Epoch   5 Batch  140/538 - Train Accuracy:  0.931, Validation Accuracy:  0.924, Loss:  0.047
Epoch   5 Batch  141/538 - Train Accuracy:  0.937, Validation Accuracy:  0.913, Loss:  0.042
Epoch   5 Batch  142/538 - Train Accuracy:  0.935, Validation Accuracy:  0.922, Loss:  0.040
Epoch   5 Batch  143/538 - Train Accuracy:  0.945, Validation Accuracy:  0.926, Loss:  0.051
Epoch   5 Batch  144/538 - Train Accuracy:  0.933, Validation Accuracy:  0.933, Loss:  0.046
Epoch   5 Batch  145/538 - Train Accuracy:  0.927, Validation Accuracy:  0.939, Loss:  0.050
Epoch   5 Batch  146/538 - Train Accuracy:  0.946, Validation Accuracy:  0.943, Loss:  0.037
Epoch   5 Batch  147/538 - Train Accuracy:  0.933, Validation Accuracy:  0.943, Loss:  0.043
Epoch   5 Batch  148/538 - Train Accuracy:  0.924, Validation Accuracy:  0.939, Loss:  0.046
Epoch   5 Batch  149/538 - Train Accuracy:  0.954, Validation Accuracy:  0.936, Loss:  0.038
Epoch   5 Batch  150/538 - Train Accuracy:  0.949, Validation Accuracy:  0.933, Loss:  0.033
Epoch   5 Batch  151/538 - Train Accuracy:  0.941, Validation Accuracy:  0.934, Loss:  0.039
Epoch   5 Batch  152/538 - Train Accuracy:  0.954, Validation Accuracy:  0.930, Loss:  0.044
Epoch   5 Batch  153/538 - Train Accuracy:  0.939, Validation Accuracy:  0.931, Loss:  0.037
Epoch   5 Batch  154/538 - Train Accuracy:  0.930, Validation Accuracy:  0.933, Loss:  0.035
Epoch   5 Batch  155/538 - Train Accuracy:  0.922, Validation Accuracy:  0.933, Loss:  0.042
Epoch   5 Batch  156/538 - Train Accuracy:  0.945, Validation Accuracy:  0.933, Loss:  0.039
Epoch   5 Batch  157/538 - Train Accuracy:  0.946, Validation Accuracy:  0.940, Loss:  0.036
Epoch   5 Batch  158/538 - Train Accuracy:  0.940, Validation Accuracy:  0.941, Loss:  0.037
Epoch   5 Batch  159/538 - Train Accuracy:  0.941, Validation Accuracy:  0.945, Loss:  0.044
Epoch   5 Batch  160/538 - Train Accuracy:  0.927, Validation Accuracy:  0.949, Loss:  0.037
Epoch   5 Batch  161/538 - Train Accuracy:  0.936, Validation Accuracy:  0.943, Loss:  0.035
Epoch   5 Batch  162/538 - Train Accuracy:  0.936, Validation Accuracy:  0.946, Loss:  0.035
Epoch   5 Batch  163/538 - Train Accuracy:  0.932, Validation Accuracy:  0.942, Loss:  0.049
Epoch   5 Batch  164/538 - Train Accuracy:  0.938, Validation Accuracy:  0.934, Loss:  0.039
Epoch   5 Batch  165/538 - Train Accuracy:  0.927, Validation Accuracy:  0.925, Loss:  0.030
Epoch   5 Batch  166/538 - Train Accuracy:  0.959, Validation Accuracy:  0.931, Loss:  0.034
Epoch   5 Batch  167/538 - Train Accuracy:  0.937, Validation Accuracy:  0.935, Loss:  0.052
Epoch   5 Batch  168/538 - Train Accuracy:  0.928, Validation Accuracy:  0.939, Loss:  0.048
Epoch   5 Batch  169/538 - Train Accuracy:  0.955, Validation Accuracy:  0.930, Loss:  0.028
Epoch   5 Batch  170/538 - Train Accuracy:  0.927, Validation Accuracy:  0.935, Loss:  0.047
Epoch   5 Batch  171/538 - Train Accuracy:  0.937, Validation Accuracy:  0.933, Loss:  0.043
Epoch   5 Batch  172/538 - Train Accuracy:  0.932, Validation Accuracy:  0.930, Loss:  0.036
Epoch   5 Batch  173/538 - Train Accuracy:  0.952, Validation Accuracy:  0.923, Loss:  0.034
Epoch   5 Batch  174/538 - Train Accuracy:  0.938, Validation Accuracy:  0.920, Loss:  0.037
Epoch   5 Batch  175/538 - Train Accuracy:  0.934, Validation Accuracy:  0.926, Loss:  0.034
Epoch   5 Batch  176/538 - Train Accuracy:  0.933, Validation Accuracy:  0.930, Loss:  0.046
Epoch   5 Batch  177/538 - Train Accuracy:  0.929, Validation Accuracy:  0.933, Loss:  0.041
Epoch   5 Batch  178/538 - Train Accuracy:  0.919, Validation Accuracy:  0.932, Loss:  0.043
Epoch   5 Batch  179/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.036
Epoch   5 Batch  180/538 - Train Accuracy:  0.938, Validation Accuracy:  0.923, Loss:  0.038
Epoch   5 Batch  181/538 - Train Accuracy:  0.930, Validation Accuracy:  0.921, Loss:  0.050
Epoch   5 Batch  182/538 - Train Accuracy:  0.949, Validation Accuracy:  0.922, Loss:  0.031
Epoch   5 Batch  183/538 - Train Accuracy:  0.949, Validation Accuracy:  0.922, Loss:  0.033
Epoch   5 Batch  184/538 - Train Accuracy:  0.946, Validation Accuracy:  0.923, Loss:  0.040
Epoch   5 Batch  185/538 - Train Accuracy:  0.968, Validation Accuracy:  0.920, Loss:  0.031
Epoch   5 Batch  186/538 - Train Accuracy:  0.938, Validation Accuracy:  0.925, Loss:  0.035
Epoch   5 Batch  187/538 - Train Accuracy:  0.945, Validation Accuracy:  0.923, Loss:  0.041
Epoch   5 Batch  188/538 - Train Accuracy:  0.932, Validation Accuracy:  0.924, Loss:  0.036
Epoch   5 Batch  189/538 - Train Accuracy:  0.946, Validation Accuracy:  0.930, Loss:  0.039
Epoch   5 Batch  190/538 - Train Accuracy:  0.928, Validation Accuracy:  0.943, Loss:  0.053
Epoch   5 Batch  191/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.040
Epoch   5 Batch  192/538 - Train Accuracy:  0.942, Validation Accuracy:  0.937, Loss:  0.034
Epoch   5 Batch  193/538 - Train Accuracy:  0.933, Validation Accuracy:  0.934, Loss:  0.042
Epoch   5 Batch  194/538 - Train Accuracy:  0.904, Validation Accuracy:  0.928, Loss:  0.048
Epoch   5 Batch  195/538 - Train Accuracy:  0.948, Validation Accuracy:  0.921, Loss:  0.049
Epoch   5 Batch  196/538 - Train Accuracy:  0.937, Validation Accuracy:  0.911, Loss:  0.035
Epoch   5 Batch  197/538 - Train Accuracy:  0.953, Validation Accuracy:  0.920, Loss:  0.036
Epoch   5 Batch  198/538 - Train Accuracy:  0.932, Validation Accuracy:  0.933, Loss:  0.040
Epoch   5 Batch  199/538 - Train Accuracy:  0.925, Validation Accuracy:  0.932, Loss:  0.045
Epoch   5 Batch  200/538 - Train Accuracy:  0.949, Validation Accuracy:  0.933, Loss:  0.032
Epoch   5 Batch  201/538 - Train Accuracy:  0.935, Validation Accuracy:  0.934, Loss:  0.047
Epoch   5 Batch  202/538 - Train Accuracy:  0.945, Validation Accuracy:  0.924, Loss:  0.034
Epoch   5 Batch  203/538 - Train Accuracy:  0.930, Validation Accuracy:  0.936, Loss:  0.047
Epoch   5 Batch  204/538 - Train Accuracy:  0.929, Validation Accuracy:  0.934, Loss:  0.048
Epoch   5 Batch  205/538 - Train Accuracy:  0.930, Validation Accuracy:  0.935, Loss:  0.037
Epoch   5 Batch  206/538 - Train Accuracy:  0.940, Validation Accuracy:  0.937, Loss:  0.040
Epoch   5 Batch  207/538 - Train Accuracy:  0.958, Validation Accuracy:  0.932, Loss:  0.038
Epoch   5 Batch  208/538 - Train Accuracy:  0.942, Validation Accuracy:  0.936, Loss:  0.048
Epoch   5 Batch  209/538 - Train Accuracy:  0.956, Validation Accuracy:  0.938, Loss:  0.036
Epoch   5 Batch  210/538 - Train Accuracy:  0.925, Validation Accuracy:  0.939, Loss:  0.045
Epoch   5 Batch  211/538 - Train Accuracy:  0.921, Validation Accuracy:  0.937, Loss:  0.046
Epoch   5 Batch  212/538 - Train Accuracy:  0.945, Validation Accuracy:  0.947, Loss:  0.036
Epoch   5 Batch  213/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.034
Epoch   5 Batch  214/538 - Train Accuracy:  0.943, Validation Accuracy:  0.942, Loss:  0.034
Epoch   5 Batch  215/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.033
Epoch   5 Batch  216/538 - Train Accuracy:  0.954, Validation Accuracy:  0.923, Loss:  0.039
Epoch   5 Batch  217/538 - Train Accuracy:  0.956, Validation Accuracy:  0.923, Loss:  0.038
Epoch   5 Batch  218/538 - Train Accuracy:  0.948, Validation Accuracy:  0.919, Loss:  0.031
Epoch   5 Batch  219/538 - Train Accuracy:  0.946, Validation Accuracy:  0.935, Loss:  0.045
Epoch   5 Batch  220/538 - Train Accuracy:  0.912, Validation Accuracy:  0.923, Loss:  0.040
Epoch   5 Batch  221/538 - Train Accuracy:  0.947, Validation Accuracy:  0.913, Loss:  0.037
Epoch   5 Batch  222/538 - Train Accuracy:  0.926, Validation Accuracy:  0.910, Loss:  0.040
Epoch   5 Batch  223/538 - Train Accuracy:  0.922, Validation Accuracy:  0.905, Loss:  0.040
Epoch   5 Batch  224/538 - Train Accuracy:  0.942, Validation Accuracy:  0.908, Loss:  0.046
Epoch   5 Batch  225/538 - Train Accuracy:  0.943, Validation Accuracy:  0.918, Loss:  0.041
Epoch   5 Batch  226/538 - Train Accuracy:  0.945, Validation Accuracy:  0.928, Loss:  0.044
Epoch   5 Batch  227/538 - Train Accuracy:  0.945, Validation Accuracy:  0.928, Loss:  0.037
Epoch   5 Batch  228/538 - Train Accuracy:  0.927, Validation Accuracy:  0.931, Loss:  0.039
Epoch   5 Batch  229/538 - Train Accuracy:  0.945, Validation Accuracy:  0.930, Loss:  0.040
Epoch   5 Batch  230/538 - Train Accuracy:  0.921, Validation Accuracy:  0.930, Loss:  0.039
Epoch   5 Batch  231/538 - Train Accuracy:  0.939, Validation Accuracy:  0.925, Loss:  0.039
Epoch   5 Batch  232/538 - Train Accuracy:  0.954, Validation Accuracy:  0.917, Loss:  0.042
Epoch   5 Batch  233/538 - Train Accuracy:  0.943, Validation Accuracy:  0.921, Loss:  0.040
Epoch   5 Batch  234/538 - Train Accuracy:  0.941, Validation Accuracy:  0.932, Loss:  0.036
Epoch   5 Batch  235/538 - Train Accuracy:  0.948, Validation Accuracy:  0.925, Loss:  0.031
Epoch   5 Batch  236/538 - Train Accuracy:  0.920, Validation Accuracy:  0.939, Loss:  0.040
Epoch   5 Batch  237/538 - Train Accuracy:  0.930, Validation Accuracy:  0.935, Loss:  0.033
Epoch   5 Batch  238/538 - Train Accuracy:  0.942, Validation Accuracy:  0.927, Loss:  0.039
Epoch   5 Batch  239/538 - Train Accuracy:  0.927, Validation Accuracy:  0.936, Loss:  0.042
Epoch   5 Batch  240/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.037
Epoch   5 Batch  241/538 - Train Accuracy:  0.937, Validation Accuracy:  0.944, Loss:  0.043
Epoch   5 Batch  242/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.035
Epoch   5 Batch  243/538 - Train Accuracy:  0.955, Validation Accuracy:  0.936, Loss:  0.032
Epoch   5 Batch  244/538 - Train Accuracy:  0.936, Validation Accuracy:  0.933, Loss:  0.037
Epoch   5 Batch  245/538 - Train Accuracy:  0.948, Validation Accuracy:  0.931, Loss:  0.045
Epoch   5 Batch  246/538 - Train Accuracy:  0.933, Validation Accuracy:  0.930, Loss:  0.031
Epoch   5 Batch  247/538 - Train Accuracy:  0.923, Validation Accuracy:  0.927, Loss:  0.035
Epoch   5 Batch  248/538 - Train Accuracy:  0.938, Validation Accuracy:  0.924, Loss:  0.041
Epoch   5 Batch  249/538 - Train Accuracy:  0.945, Validation Accuracy:  0.920, Loss:  0.033
Epoch   5 Batch  250/538 - Train Accuracy:  0.935, Validation Accuracy:  0.915, Loss:  0.038
Epoch   5 Batch  251/538 - Train Accuracy:  0.949, Validation Accuracy:  0.927, Loss:  0.034
Epoch   5 Batch  252/538 - Train Accuracy:  0.942, Validation Accuracy:  0.929, Loss:  0.040
Epoch   5 Batch  253/538 - Train Accuracy:  0.936, Validation Accuracy:  0.937, Loss:  0.038
Epoch   5 Batch  254/538 - Train Accuracy:  0.934, Validation Accuracy:  0.938, Loss:  0.047
Epoch   5 Batch  255/538 - Train Accuracy:  0.945, Validation Accuracy:  0.938, Loss:  0.036
Epoch   5 Batch  256/538 - Train Accuracy:  0.928, Validation Accuracy:  0.941, Loss:  0.041
Epoch   5 Batch  257/538 - Train Accuracy:  0.953, Validation Accuracy:  0.936, Loss:  0.038
Epoch   5 Batch  258/538 - Train Accuracy:  0.942, Validation Accuracy:  0.937, Loss:  0.036
Epoch   5 Batch  259/538 - Train Accuracy:  0.953, Validation Accuracy:  0.935, Loss:  0.037
Epoch   5 Batch  260/538 - Train Accuracy:  0.906, Validation Accuracy:  0.933, Loss:  0.039
Epoch   5 Batch  261/538 - Train Accuracy:  0.931, Validation Accuracy:  0.928, Loss:  0.051
Epoch   5 Batch  262/538 - Train Accuracy:  0.948, Validation Accuracy:  0.922, Loss:  0.038
Epoch   5 Batch  263/538 - Train Accuracy:  0.909, Validation Accuracy:  0.918, Loss:  0.043
Epoch   5 Batch  264/538 - Train Accuracy:  0.925, Validation Accuracy:  0.927, Loss:  0.047
Epoch   5 Batch  265/538 - Train Accuracy:  0.917, Validation Accuracy:  0.941, Loss:  0.048
Epoch   5 Batch  266/538 - Train Accuracy:  0.926, Validation Accuracy:  0.949, Loss:  0.038
Epoch   5 Batch  267/538 - Train Accuracy:  0.933, Validation Accuracy:  0.943, Loss:  0.033
Epoch   5 Batch  268/538 - Train Accuracy:  0.960, Validation Accuracy:  0.938, Loss:  0.027
Epoch   5 Batch  269/538 - Train Accuracy:  0.935, Validation Accuracy:  0.941, Loss:  0.043
Epoch   5 Batch  270/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.035
Epoch   5 Batch  271/538 - Train Accuracy:  0.947, Validation Accuracy:  0.929, Loss:  0.031
Epoch   5 Batch  272/538 - Train Accuracy:  0.934, Validation Accuracy:  0.923, Loss:  0.041
Epoch   5 Batch  273/538 - Train Accuracy:  0.944, Validation Accuracy:  0.931, Loss:  0.041
Epoch   5 Batch  274/538 - Train Accuracy:  0.913, Validation Accuracy:  0.934, Loss:  0.042
Epoch   5 Batch  275/538 - Train Accuracy:  0.940, Validation Accuracy:  0.924, Loss:  0.045
Epoch   5 Batch  276/538 - Train Accuracy:  0.939, Validation Accuracy:  0.934, Loss:  0.047
Epoch   5 Batch  277/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.029
Epoch   5 Batch  278/538 - Train Accuracy:  0.933, Validation Accuracy:  0.948, Loss:  0.034
Epoch   5 Batch  279/538 - Train Accuracy:  0.938, Validation Accuracy:  0.934, Loss:  0.036
Epoch   5 Batch  280/538 - Train Accuracy:  0.953, Validation Accuracy:  0.936, Loss:  0.032
Epoch   5 Batch  281/538 - Train Accuracy:  0.910, Validation Accuracy:  0.933, Loss:  0.044
Epoch   5 Batch  282/538 - Train Accuracy:  0.940, Validation Accuracy:  0.931, Loss:  0.044
Epoch   5 Batch  283/538 - Train Accuracy:  0.947, Validation Accuracy:  0.936, Loss:  0.046
Epoch   5 Batch  284/538 - Train Accuracy:  0.927, Validation Accuracy:  0.925, Loss:  0.047
Epoch   5 Batch  285/538 - Train Accuracy:  0.933, Validation Accuracy:  0.923, Loss:  0.034
Epoch   5 Batch  286/538 - Train Accuracy:  0.930, Validation Accuracy:  0.925, Loss:  0.051
Epoch   5 Batch  287/538 - Train Accuracy:  0.940, Validation Accuracy:  0.920, Loss:  0.032
Epoch   5 Batch  288/538 - Train Accuracy:  0.943, Validation Accuracy:  0.923, Loss:  0.035
Epoch   5 Batch  289/538 - Train Accuracy:  0.945, Validation Accuracy:  0.923, Loss:  0.031
Epoch   5 Batch  290/538 - Train Accuracy:  0.968, Validation Accuracy:  0.920, Loss:  0.031
Epoch   5 Batch  291/538 - Train Accuracy:  0.955, Validation Accuracy:  0.920, Loss:  0.041
Epoch   5 Batch  292/538 - Train Accuracy:  0.961, Validation Accuracy:  0.924, Loss:  0.030
Epoch   5 Batch  293/538 - Train Accuracy:  0.940, Validation Accuracy:  0.931, Loss:  0.036
Epoch   5 Batch  294/538 - Train Accuracy:  0.939, Validation Accuracy:  0.930, Loss:  0.035
Epoch   5 Batch  295/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.043
Epoch   5 Batch  296/538 - Train Accuracy:  0.931, Validation Accuracy:  0.939, Loss:  0.053
Epoch   5 Batch  297/538 - Train Accuracy:  0.952, Validation Accuracy:  0.932, Loss:  0.037
Epoch   5 Batch  298/538 - Train Accuracy:  0.919, Validation Accuracy:  0.930, Loss:  0.039
Epoch   5 Batch  299/538 - Train Accuracy:  0.935, Validation Accuracy:  0.933, Loss:  0.049
Epoch   5 Batch  300/538 - Train Accuracy:  0.935, Validation Accuracy:  0.939, Loss:  0.040
Epoch   5 Batch  301/538 - Train Accuracy:  0.939, Validation Accuracy:  0.942, Loss:  0.042
Epoch   5 Batch  302/538 - Train Accuracy:  0.943, Validation Accuracy:  0.940, Loss:  0.041
Epoch   5 Batch  303/538 - Train Accuracy:  0.941, Validation Accuracy:  0.948, Loss:  0.042
Epoch   5 Batch  304/538 - Train Accuracy:  0.935, Validation Accuracy:  0.952, Loss:  0.044
Epoch   5 Batch  305/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.033
Epoch   5 Batch  306/538 - Train Accuracy:  0.929, Validation Accuracy:  0.940, Loss:  0.041
Epoch   5 Batch  307/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.036
Epoch   5 Batch  308/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.038
Epoch   5 Batch  309/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.033
Epoch   5 Batch  310/538 - Train Accuracy:  0.961, Validation Accuracy:  0.941, Loss:  0.044
Epoch   5 Batch  311/538 - Train Accuracy:  0.937, Validation Accuracy:  0.931, Loss:  0.041
Epoch   5 Batch  312/538 - Train Accuracy:  0.942, Validation Accuracy:  0.933, Loss:  0.033
Epoch   5 Batch  313/538 - Train Accuracy:  0.939, Validation Accuracy:  0.929, Loss:  0.038
Epoch   5 Batch  314/538 - Train Accuracy:  0.941, Validation Accuracy:  0.931, Loss:  0.037
Epoch   5 Batch  315/538 - Train Accuracy:  0.936, Validation Accuracy:  0.941, Loss:  0.036
Epoch   5 Batch  316/538 - Train Accuracy:  0.939, Validation Accuracy:  0.942, Loss:  0.030
Epoch   5 Batch  317/538 - Train Accuracy:  0.932, Validation Accuracy:  0.940, Loss:  0.045
Epoch   5 Batch  318/538 - Train Accuracy:  0.932, Validation Accuracy:  0.934, Loss:  0.036
Epoch   5 Batch  319/538 - Train Accuracy:  0.939, Validation Accuracy:  0.941, Loss:  0.036
Epoch   5 Batch  320/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.038
Epoch   5 Batch  321/538 - Train Accuracy:  0.927, Validation Accuracy:  0.951, Loss:  0.038
Epoch   5 Batch  322/538 - Train Accuracy:  0.944, Validation Accuracy:  0.935, Loss:  0.040
Epoch   5 Batch  323/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.033
Epoch   5 Batch  324/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.037
Epoch   5 Batch  325/538 - Train Accuracy:  0.949, Validation Accuracy:  0.943, Loss:  0.037
Epoch   5 Batch  326/538 - Train Accuracy:  0.958, Validation Accuracy:  0.937, Loss:  0.041
Epoch   5 Batch  327/538 - Train Accuracy:  0.948, Validation Accuracy:  0.935, Loss:  0.040
Epoch   5 Batch  328/538 - Train Accuracy:  0.961, Validation Accuracy:  0.935, Loss:  0.033
Epoch   5 Batch  329/538 - Train Accuracy:  0.960, Validation Accuracy:  0.935, Loss:  0.033
Epoch   5 Batch  330/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.034
Epoch   5 Batch  331/538 - Train Accuracy:  0.931, Validation Accuracy:  0.942, Loss:  0.038
Epoch   5 Batch  332/538 - Train Accuracy:  0.935, Validation Accuracy:  0.949, Loss:  0.038
Epoch   5 Batch  333/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.036
Epoch   5 Batch  334/538 - Train Accuracy:  0.939, Validation Accuracy:  0.950, Loss:  0.031
Epoch   5 Batch  335/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.037
Epoch   5 Batch  336/538 - Train Accuracy:  0.939, Validation Accuracy:  0.948, Loss:  0.037
Epoch   5 Batch  337/538 - Train Accuracy:  0.937, Validation Accuracy:  0.944, Loss:  0.038
Epoch   5 Batch  338/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.032
Epoch   5 Batch  339/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.031
Epoch   5 Batch  340/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.034
Epoch   5 Batch  341/538 - Train Accuracy:  0.941, Validation Accuracy:  0.939, Loss:  0.033
Epoch   5 Batch  342/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.037
Epoch   5 Batch  343/538 - Train Accuracy:  0.949, Validation Accuracy:  0.943, Loss:  0.037
Epoch   5 Batch  344/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.033
Epoch   5 Batch  345/538 - Train Accuracy:  0.941, Validation Accuracy:  0.936, Loss:  0.037
Epoch   5 Batch  346/538 - Train Accuracy:  0.935, Validation Accuracy:  0.938, Loss:  0.037
Epoch   5 Batch  347/538 - Train Accuracy:  0.949, Validation Accuracy:  0.938, Loss:  0.035
Epoch   5 Batch  348/538 - Train Accuracy:  0.941, Validation Accuracy:  0.936, Loss:  0.032
Epoch   5 Batch  349/538 - Train Accuracy:  0.962, Validation Accuracy:  0.938, Loss:  0.028
Epoch   5 Batch  350/538 - Train Accuracy:  0.942, Validation Accuracy:  0.946, Loss:  0.041
Epoch   5 Batch  351/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.040
Epoch   5 Batch  352/538 - Train Accuracy:  0.920, Validation Accuracy:  0.944, Loss:  0.053
Epoch   5 Batch  353/538 - Train Accuracy:  0.921, Validation Accuracy:  0.942, Loss:  0.039
Epoch   5 Batch  354/538 - Train Accuracy:  0.930, Validation Accuracy:  0.939, Loss:  0.030
Epoch   5 Batch  355/538 - Train Accuracy:  0.945, Validation Accuracy:  0.937, Loss:  0.038
Epoch   5 Batch  356/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.028
Epoch   5 Batch  357/538 - Train Accuracy:  0.940, Validation Accuracy:  0.939, Loss:  0.035
Epoch   5 Batch  358/538 - Train Accuracy:  0.960, Validation Accuracy:  0.939, Loss:  0.027
Epoch   5 Batch  359/538 - Train Accuracy:  0.932, Validation Accuracy:  0.941, Loss:  0.036
Epoch   5 Batch  360/538 - Train Accuracy:  0.931, Validation Accuracy:  0.941, Loss:  0.036
Epoch   5 Batch  361/538 - Train Accuracy:  0.945, Validation Accuracy:  0.946, Loss:  0.036
Epoch   5 Batch  362/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.030
Epoch   5 Batch  363/538 - Train Accuracy:  0.946, Validation Accuracy:  0.937, Loss:  0.033
Epoch   5 Batch  364/538 - Train Accuracy:  0.935, Validation Accuracy:  0.941, Loss:  0.048
Epoch   5 Batch  365/538 - Train Accuracy:  0.938, Validation Accuracy:  0.938, Loss:  0.036
Epoch   5 Batch  366/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.038
Epoch   5 Batch  367/538 - Train Accuracy:  0.949, Validation Accuracy:  0.936, Loss:  0.030
Epoch   5 Batch  368/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.029
Epoch   5 Batch  369/538 - Train Accuracy:  0.948, Validation Accuracy:  0.938, Loss:  0.030
Epoch   5 Batch  370/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.040
Epoch   5 Batch  371/538 - Train Accuracy:  0.961, Validation Accuracy:  0.939, Loss:  0.034
Epoch   5 Batch  372/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.035
Epoch   5 Batch  373/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.030
Epoch   5 Batch  374/538 - Train Accuracy:  0.939, Validation Accuracy:  0.949, Loss:  0.035
Epoch   5 Batch  375/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.034
Epoch   5 Batch  376/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.029
Epoch   5 Batch  377/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.034
Epoch   5 Batch  378/538 - Train Accuracy:  0.953, Validation Accuracy:  0.937, Loss:  0.034
Epoch   5 Batch  379/538 - Train Accuracy:  0.940, Validation Accuracy:  0.938, Loss:  0.035
Epoch   5 Batch  380/538 - Train Accuracy:  0.960, Validation Accuracy:  0.930, Loss:  0.029
Epoch   5 Batch  381/538 - Train Accuracy:  0.940, Validation Accuracy:  0.937, Loss:  0.035
Epoch   5 Batch  382/538 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.041
Epoch   5 Batch  383/538 - Train Accuracy:  0.947, Validation Accuracy:  0.931, Loss:  0.034
Epoch   5 Batch  384/538 - Train Accuracy:  0.932, Validation Accuracy:  0.933, Loss:  0.037
Epoch   5 Batch  385/538 - Train Accuracy:  0.955, Validation Accuracy:  0.929, Loss:  0.036
Epoch   5 Batch  386/538 - Train Accuracy:  0.954, Validation Accuracy:  0.935, Loss:  0.037
Epoch   5 Batch  387/538 - Train Accuracy:  0.938, Validation Accuracy:  0.946, Loss:  0.034
Epoch   5 Batch  388/538 - Train Accuracy:  0.927, Validation Accuracy:  0.947, Loss:  0.037
Epoch   5 Batch  389/538 - Train Accuracy:  0.914, Validation Accuracy:  0.943, Loss:  0.044
Epoch   5 Batch  390/538 - Train Accuracy:  0.942, Validation Accuracy:  0.945, Loss:  0.029
Epoch   5 Batch  391/538 - Train Accuracy:  0.921, Validation Accuracy:  0.935, Loss:  0.032
Epoch   5 Batch  392/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.032
Epoch   5 Batch  393/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.032
Epoch   5 Batch  394/538 - Train Accuracy:  0.937, Validation Accuracy:  0.939, Loss:  0.038
Epoch   5 Batch  395/538 - Train Accuracy:  0.941, Validation Accuracy:  0.927, Loss:  0.044
Epoch   5 Batch  396/538 - Train Accuracy:  0.940, Validation Accuracy:  0.927, Loss:  0.032
Epoch   5 Batch  397/538 - Train Accuracy:  0.939, Validation Accuracy:  0.936, Loss:  0.041
Epoch   5 Batch  398/538 - Train Accuracy:  0.947, Validation Accuracy:  0.947, Loss:  0.035
Epoch   5 Batch  399/538 - Train Accuracy:  0.926, Validation Accuracy:  0.941, Loss:  0.039
Epoch   5 Batch  400/538 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.037
Epoch   5 Batch  401/538 - Train Accuracy:  0.937, Validation Accuracy:  0.941, Loss:  0.036
Epoch   5 Batch  402/538 - Train Accuracy:  0.941, Validation Accuracy:  0.937, Loss:  0.033
Epoch   5 Batch  403/538 - Train Accuracy:  0.941, Validation Accuracy:  0.933, Loss:  0.037
Epoch   5 Batch  404/538 - Train Accuracy:  0.930, Validation Accuracy:  0.930, Loss:  0.037
Epoch   5 Batch  405/538 - Train Accuracy:  0.940, Validation Accuracy:  0.932, Loss:  0.033
Epoch   5 Batch  406/538 - Train Accuracy:  0.932, Validation Accuracy:  0.936, Loss:  0.038
Epoch   5 Batch  407/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.039
Epoch   5 Batch  408/538 - Train Accuracy:  0.930, Validation Accuracy:  0.936, Loss:  0.041
Epoch   5 Batch  409/538 - Train Accuracy:  0.928, Validation Accuracy:  0.941, Loss:  0.038
Epoch   5 Batch  410/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.036
Epoch   5 Batch  411/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.034
Epoch   5 Batch  412/538 - Train Accuracy:  0.939, Validation Accuracy:  0.933, Loss:  0.031
Epoch   5 Batch  413/538 - Train Accuracy:  0.948, Validation Accuracy:  0.936, Loss:  0.034
Epoch   5 Batch  414/538 - Train Accuracy:  0.923, Validation Accuracy:  0.940, Loss:  0.049
Epoch   5 Batch  415/538 - Train Accuracy:  0.932, Validation Accuracy:  0.939, Loss:  0.038
Epoch   5 Batch  416/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.037
Epoch   5 Batch  417/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.032
Epoch   5 Batch  418/538 - Train Accuracy:  0.949, Validation Accuracy:  0.931, Loss:  0.044
Epoch   5 Batch  419/538 - Train Accuracy:  0.941, Validation Accuracy:  0.922, Loss:  0.032
Epoch   5 Batch  420/538 - Train Accuracy:  0.952, Validation Accuracy:  0.922, Loss:  0.036
Epoch   5 Batch  421/538 - Train Accuracy:  0.934, Validation Accuracy:  0.926, Loss:  0.037
Epoch   5 Batch  422/538 - Train Accuracy:  0.926, Validation Accuracy:  0.916, Loss:  0.038
Epoch   5 Batch  423/538 - Train Accuracy:  0.948, Validation Accuracy:  0.916, Loss:  0.032
Epoch   5 Batch  424/538 - Train Accuracy:  0.930, Validation Accuracy:  0.923, Loss:  0.048
Epoch   5 Batch  425/538 - Train Accuracy:  0.936, Validation Accuracy:  0.922, Loss:  0.049
Epoch   5 Batch  426/538 - Train Accuracy:  0.938, Validation Accuracy:  0.918, Loss:  0.040
Epoch   5 Batch  427/538 - Train Accuracy:  0.925, Validation Accuracy:  0.924, Loss:  0.046
Epoch   5 Batch  428/538 - Train Accuracy:  0.934, Validation Accuracy:  0.925, Loss:  0.032
Epoch   5 Batch  429/538 - Train Accuracy:  0.951, Validation Accuracy:  0.920, Loss:  0.040
Epoch   5 Batch  430/538 - Train Accuracy:  0.928, Validation Accuracy:  0.933, Loss:  0.039
Epoch   5 Batch  431/538 - Train Accuracy:  0.930, Validation Accuracy:  0.922, Loss:  0.038
Epoch   5 Batch  432/538 - Train Accuracy:  0.906, Validation Accuracy:  0.921, Loss:  0.047
Epoch   5 Batch  433/538 - Train Accuracy:  0.911, Validation Accuracy:  0.925, Loss:  0.061
Epoch   5 Batch  434/538 - Train Accuracy:  0.908, Validation Accuracy:  0.930, Loss:  0.038
Epoch   5 Batch  435/538 - Train Accuracy:  0.933, Validation Accuracy:  0.936, Loss:  0.034
Epoch   5 Batch  436/538 - Train Accuracy:  0.911, Validation Accuracy:  0.926, Loss:  0.044
Epoch   5 Batch  437/538 - Train Accuracy:  0.939, Validation Accuracy:  0.932, Loss:  0.043
Epoch   5 Batch  438/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.029
Epoch   5 Batch  439/538 - Train Accuracy:  0.955, Validation Accuracy:  0.928, Loss:  0.036
Epoch   5 Batch  440/538 - Train Accuracy:  0.939, Validation Accuracy:  0.923, Loss:  0.036
Epoch   5 Batch  441/538 - Train Accuracy:  0.922, Validation Accuracy:  0.923, Loss:  0.046
Epoch   5 Batch  442/538 - Train Accuracy:  0.949, Validation Accuracy:  0.926, Loss:  0.029
Epoch   5 Batch  443/538 - Train Accuracy:  0.944, Validation Accuracy:  0.922, Loss:  0.040
Epoch   5 Batch  444/538 - Train Accuracy:  0.926, Validation Accuracy:  0.922, Loss:  0.036
Epoch   5 Batch  445/538 - Train Accuracy:  0.953, Validation Accuracy:  0.918, Loss:  0.029
Epoch   5 Batch  446/538 - Train Accuracy:  0.923, Validation Accuracy:  0.921, Loss:  0.038
Epoch   5 Batch  447/538 - Train Accuracy:  0.936, Validation Accuracy:  0.925, Loss:  0.040
Epoch   5 Batch  448/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.030
Epoch   5 Batch  449/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.042
Epoch   5 Batch  450/538 - Train Accuracy:  0.936, Validation Accuracy:  0.937, Loss:  0.045
Epoch   5 Batch  451/538 - Train Accuracy:  0.932, Validation Accuracy:  0.938, Loss:  0.035
Epoch   5 Batch  452/538 - Train Accuracy:  0.946, Validation Accuracy:  0.937, Loss:  0.032
Epoch   5 Batch  453/538 - Train Accuracy:  0.940, Validation Accuracy:  0.942, Loss:  0.040
Epoch   5 Batch  454/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.041
Epoch   5 Batch  455/538 - Train Accuracy:  0.951, Validation Accuracy:  0.933, Loss:  0.037
Epoch   5 Batch  456/538 - Train Accuracy:  0.941, Validation Accuracy:  0.925, Loss:  0.056
Epoch   5 Batch  457/538 - Train Accuracy:  0.926, Validation Accuracy:  0.928, Loss:  0.037
Epoch   5 Batch  458/538 - Train Accuracy:  0.941, Validation Accuracy:  0.917, Loss:  0.037
Epoch   5 Batch  459/538 - Train Accuracy:  0.939, Validation Accuracy:  0.906, Loss:  0.030
Epoch   5 Batch  460/538 - Train Accuracy:  0.936, Validation Accuracy:  0.913, Loss:  0.041
Epoch   5 Batch  461/538 - Train Accuracy:  0.951, Validation Accuracy:  0.920, Loss:  0.045
Epoch   5 Batch  462/538 - Train Accuracy:  0.939, Validation Accuracy:  0.921, Loss:  0.034
Epoch   5 Batch  463/538 - Train Accuracy:  0.927, Validation Accuracy:  0.918, Loss:  0.045
Epoch   5 Batch  464/538 - Train Accuracy:  0.944, Validation Accuracy:  0.934, Loss:  0.040
Epoch   5 Batch  465/538 - Train Accuracy:  0.938, Validation Accuracy:  0.933, Loss:  0.038
Epoch   5 Batch  466/538 - Train Accuracy:  0.941, Validation Accuracy:  0.927, Loss:  0.033
Epoch   5 Batch  467/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.044
Epoch   5 Batch  468/538 - Train Accuracy:  0.943, Validation Accuracy:  0.948, Loss:  0.041
Epoch   5 Batch  469/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.038
Epoch   5 Batch  470/538 - Train Accuracy:  0.938, Validation Accuracy:  0.942, Loss:  0.037
Epoch   5 Batch  471/538 - Train Accuracy:  0.953, Validation Accuracy:  0.938, Loss:  0.028
Epoch   5 Batch  472/538 - Train Accuracy:  0.973, Validation Accuracy:  0.934, Loss:  0.030
Epoch   5 Batch  473/538 - Train Accuracy:  0.914, Validation Accuracy:  0.938, Loss:  0.041
Epoch   5 Batch  474/538 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.033
Epoch   5 Batch  475/538 - Train Accuracy:  0.944, Validation Accuracy:  0.947, Loss:  0.035
Epoch   5 Batch  476/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.033
Epoch   5 Batch  477/538 - Train Accuracy:  0.922, Validation Accuracy:  0.944, Loss:  0.043
Epoch   5 Batch  478/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.034
Epoch   5 Batch  479/538 - Train Accuracy:  0.946, Validation Accuracy:  0.933, Loss:  0.032
Epoch   5 Batch  480/538 - Train Accuracy:  0.953, Validation Accuracy:  0.931, Loss:  0.035
Epoch   5 Batch  481/538 - Train Accuracy:  0.959, Validation Accuracy:  0.924, Loss:  0.035
Epoch   5 Batch  482/538 - Train Accuracy:  0.928, Validation Accuracy:  0.933, Loss:  0.036
Epoch   5 Batch  483/538 - Train Accuracy:  0.929, Validation Accuracy:  0.934, Loss:  0.040
Epoch   5 Batch  484/538 - Train Accuracy:  0.935, Validation Accuracy:  0.932, Loss:  0.036
Epoch   5 Batch  485/538 - Train Accuracy:  0.939, Validation Accuracy:  0.931, Loss:  0.042
Epoch   5 Batch  486/538 - Train Accuracy:  0.944, Validation Accuracy:  0.939, Loss:  0.030
Epoch   5 Batch  487/538 - Train Accuracy:  0.943, Validation Accuracy:  0.940, Loss:  0.030
Epoch   5 Batch  488/538 - Train Accuracy:  0.957, Validation Accuracy:  0.936, Loss:  0.029
Epoch   5 Batch  489/538 - Train Accuracy:  0.936, Validation Accuracy:  0.941, Loss:  0.037
Epoch   5 Batch  490/538 - Train Accuracy:  0.930, Validation Accuracy:  0.936, Loss:  0.035
Epoch   5 Batch  491/538 - Train Accuracy:  0.932, Validation Accuracy:  0.942, Loss:  0.042
Epoch   5 Batch  492/538 - Train Accuracy:  0.951, Validation Accuracy:  0.937, Loss:  0.033
Epoch   5 Batch  493/538 - Train Accuracy:  0.927, Validation Accuracy:  0.938, Loss:  0.032
Epoch   5 Batch  494/538 - Train Accuracy:  0.932, Validation Accuracy:  0.934, Loss:  0.042
Epoch   5 Batch  495/538 - Train Accuracy:  0.945, Validation Accuracy:  0.935, Loss:  0.038
Epoch   5 Batch  496/538 - Train Accuracy:  0.945, Validation Accuracy:  0.937, Loss:  0.028
Epoch   5 Batch  497/538 - Train Accuracy:  0.946, Validation Accuracy:  0.938, Loss:  0.038
Epoch   5 Batch  498/538 - Train Accuracy:  0.941, Validation Accuracy:  0.937, Loss:  0.037
Epoch   5 Batch  499/538 - Train Accuracy:  0.940, Validation Accuracy:  0.936, Loss:  0.037
Epoch   5 Batch  500/538 - Train Accuracy:  0.962, Validation Accuracy:  0.931, Loss:  0.025
Epoch   5 Batch  501/538 - Train Accuracy:  0.947, Validation Accuracy:  0.925, Loss:  0.033
Epoch   5 Batch  502/538 - Train Accuracy:  0.943, Validation Accuracy:  0.920, Loss:  0.030
Epoch   5 Batch  503/538 - Train Accuracy:  0.958, Validation Accuracy:  0.930, Loss:  0.038
Epoch   5 Batch  504/538 - Train Accuracy:  0.955, Validation Accuracy:  0.932, Loss:  0.028
Epoch   5 Batch  505/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.027
Epoch   5 Batch  506/538 - Train Accuracy:  0.949, Validation Accuracy:  0.940, Loss:  0.029
Epoch   5 Batch  507/538 - Train Accuracy:  0.937, Validation Accuracy:  0.940, Loss:  0.035
Epoch   5 Batch  508/538 - Train Accuracy:  0.937, Validation Accuracy:  0.939, Loss:  0.037
Epoch   5 Batch  509/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.039
Epoch   5 Batch  510/538 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.033
Epoch   5 Batch  511/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.039
Epoch   5 Batch  512/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.038
Epoch   5 Batch  513/538 - Train Accuracy:  0.922, Validation Accuracy:  0.946, Loss:  0.038
Epoch   5 Batch  514/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.040
Epoch   5 Batch  515/538 - Train Accuracy:  0.940, Validation Accuracy:  0.937, Loss:  0.040
Epoch   5 Batch  516/538 - Train Accuracy:  0.922, Validation Accuracy:  0.937, Loss:  0.034
Epoch   5 Batch  517/538 - Train Accuracy:  0.939, Validation Accuracy:  0.937, Loss:  0.034
Epoch   5 Batch  518/538 - Train Accuracy:  0.955, Validation Accuracy:  0.931, Loss:  0.042
Epoch   5 Batch  519/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.038
Epoch   5 Batch  520/538 - Train Accuracy:  0.937, Validation Accuracy:  0.946, Loss:  0.039
Epoch   5 Batch  521/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.048
Epoch   5 Batch  522/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.034
Epoch   5 Batch  523/538 - Train Accuracy:  0.946, Validation Accuracy:  0.929, Loss:  0.041
Epoch   5 Batch  524/538 - Train Accuracy:  0.938, Validation Accuracy:  0.919, Loss:  0.034
Epoch   5 Batch  525/538 - Train Accuracy:  0.949, Validation Accuracy:  0.921, Loss:  0.037
Epoch   5 Batch  526/538 - Train Accuracy:  0.932, Validation Accuracy:  0.924, Loss:  0.038
Epoch   5 Batch  527/538 - Train Accuracy:  0.934, Validation Accuracy:  0.938, Loss:  0.036
Epoch   5 Batch  528/538 - Train Accuracy:  0.941, Validation Accuracy:  0.943, Loss:  0.038
Epoch   5 Batch  529/538 - Train Accuracy:  0.932, Validation Accuracy:  0.941, Loss:  0.037
Epoch   5 Batch  530/538 - Train Accuracy:  0.941, Validation Accuracy:  0.944, Loss:  0.048
Epoch   5 Batch  531/538 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.046
Epoch   5 Batch  532/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.030
Epoch   5 Batch  533/538 - Train Accuracy:  0.947, Validation Accuracy:  0.947, Loss:  0.031
Epoch   5 Batch  534/538 - Train Accuracy:  0.961, Validation Accuracy:  0.937, Loss:  0.028
Epoch   5 Batch  535/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.035
Epoch   5 Batch  536/538 - Train Accuracy:  0.943, Validation Accuracy:  0.951, Loss:  0.042
Epoch   6 Batch    0/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.033
Epoch   6 Batch    1/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.032
Epoch   6 Batch    2/538 - Train Accuracy:  0.946, Validation Accuracy:  0.940, Loss:  0.043
Epoch   6 Batch    3/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.033
Epoch   6 Batch    4/538 - Train Accuracy:  0.945, Validation Accuracy:  0.947, Loss:  0.034
Epoch   6 Batch    5/538 - Train Accuracy:  0.944, Validation Accuracy:  0.940, Loss:  0.042
Epoch   6 Batch    6/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.037
Epoch   6 Batch    7/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.036
Epoch   6 Batch    8/538 - Train Accuracy:  0.937, Validation Accuracy:  0.953, Loss:  0.037
Epoch   6 Batch    9/538 - Train Accuracy:  0.933, Validation Accuracy:  0.942, Loss:  0.032
Epoch   6 Batch   10/538 - Train Accuracy:  0.930, Validation Accuracy:  0.943, Loss:  0.043
Epoch   6 Batch   11/538 - Train Accuracy:  0.951, Validation Accuracy:  0.941, Loss:  0.034
Epoch   6 Batch   12/538 - Train Accuracy:  0.955, Validation Accuracy:  0.938, Loss:  0.032
Epoch   6 Batch   13/538 - Train Accuracy:  0.962, Validation Accuracy:  0.935, Loss:  0.030
Epoch   6 Batch   14/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.034
Epoch   6 Batch   15/538 - Train Accuracy:  0.947, Validation Accuracy:  0.940, Loss:  0.032
Epoch   6 Batch   16/538 - Train Accuracy:  0.945, Validation Accuracy:  0.942, Loss:  0.036
Epoch   6 Batch   17/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.033
Epoch   6 Batch   18/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.043
Epoch   6 Batch   19/538 - Train Accuracy:  0.940, Validation Accuracy:  0.945, Loss:  0.042
Epoch   6 Batch   20/538 - Train Accuracy:  0.939, Validation Accuracy:  0.942, Loss:  0.038
Epoch   6 Batch   21/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.024
Epoch   6 Batch   22/538 - Train Accuracy:  0.928, Validation Accuracy:  0.946, Loss:  0.039
Epoch   6 Batch   23/538 - Train Accuracy:  0.950, Validation Accuracy:  0.935, Loss:  0.043
Epoch   6 Batch   24/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.041
Epoch   6 Batch   25/538 - Train Accuracy:  0.926, Validation Accuracy:  0.933, Loss:  0.037
Epoch   6 Batch   26/538 - Train Accuracy:  0.942, Validation Accuracy:  0.922, Loss:  0.048
Epoch   6 Batch   27/538 - Train Accuracy:  0.961, Validation Accuracy:  0.931, Loss:  0.027
Epoch   6 Batch   28/538 - Train Accuracy:  0.955, Validation Accuracy:  0.918, Loss:  0.033
Epoch   6 Batch   29/538 - Train Accuracy:  0.936, Validation Accuracy:  0.920, Loss:  0.030
Epoch   6 Batch   30/538 - Train Accuracy:  0.944, Validation Accuracy:  0.926, Loss:  0.038
Epoch   6 Batch   31/538 - Train Accuracy:  0.967, Validation Accuracy:  0.933, Loss:  0.025
Epoch   6 Batch   32/538 - Train Accuracy:  0.958, Validation Accuracy:  0.938, Loss:  0.025
Epoch   6 Batch   33/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.035
Epoch   6 Batch   34/538 - Train Accuracy:  0.923, Validation Accuracy:  0.944, Loss:  0.041
Epoch   6 Batch   35/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.028
Epoch   6 Batch   36/538 - Train Accuracy:  0.948, Validation Accuracy:  0.946, Loss:  0.030
Epoch   6 Batch   37/538 - Train Accuracy:  0.934, Validation Accuracy:  0.952, Loss:  0.041
Epoch   6 Batch   38/538 - Train Accuracy:  0.942, Validation Accuracy:  0.954, Loss:  0.030
Epoch   6 Batch   39/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.034
Epoch   6 Batch   40/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.025
Epoch   6 Batch   41/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.031
Epoch   6 Batch   42/538 - Train Accuracy:  0.937, Validation Accuracy:  0.945, Loss:  0.037
Epoch   6 Batch   43/538 - Train Accuracy:  0.928, Validation Accuracy:  0.942, Loss:  0.044
Epoch   6 Batch   44/538 - Train Accuracy:  0.936, Validation Accuracy:  0.946, Loss:  0.037
Epoch   6 Batch   45/538 - Train Accuracy:  0.941, Validation Accuracy:  0.952, Loss:  0.033
Epoch   6 Batch   46/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.029
Epoch   6 Batch   47/538 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.038
Epoch   6 Batch   48/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.039
Epoch   6 Batch   49/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.033
Epoch   6 Batch   50/538 - Train Accuracy:  0.933, Validation Accuracy:  0.952, Loss:  0.029
Epoch   6 Batch   51/538 - Train Accuracy:  0.940, Validation Accuracy:  0.932, Loss:  0.039
Epoch   6 Batch   52/538 - Train Accuracy:  0.926, Validation Accuracy:  0.931, Loss:  0.035
Epoch   6 Batch   53/538 - Train Accuracy:  0.923, Validation Accuracy:  0.934, Loss:  0.037
Epoch   6 Batch   54/538 - Train Accuracy:  0.951, Validation Accuracy:  0.940, Loss:  0.032
Epoch   6 Batch   55/538 - Train Accuracy:  0.932, Validation Accuracy:  0.927, Loss:  0.030
Epoch   6 Batch   56/538 - Train Accuracy:  0.932, Validation Accuracy:  0.929, Loss:  0.033
Epoch   6 Batch   57/538 - Train Accuracy:  0.930, Validation Accuracy:  0.943, Loss:  0.038
Epoch   6 Batch   58/538 - Train Accuracy:  0.937, Validation Accuracy:  0.944, Loss:  0.031
Epoch   6 Batch   59/538 - Train Accuracy:  0.937, Validation Accuracy:  0.946, Loss:  0.033
Epoch   6 Batch   60/538 - Train Accuracy:  0.934, Validation Accuracy:  0.945, Loss:  0.035
Epoch   6 Batch   61/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.032
Epoch   6 Batch   62/538 - Train Accuracy:  0.927, Validation Accuracy:  0.945, Loss:  0.037
Epoch   6 Batch   63/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.032
Epoch   6 Batch   64/538 - Train Accuracy:  0.949, Validation Accuracy:  0.940, Loss:  0.033
Epoch   6 Batch   65/538 - Train Accuracy:  0.935, Validation Accuracy:  0.933, Loss:  0.031
Epoch   6 Batch   66/538 - Train Accuracy:  0.959, Validation Accuracy:  0.935, Loss:  0.027
Epoch   6 Batch   67/538 - Train Accuracy:  0.955, Validation Accuracy:  0.932, Loss:  0.031
Epoch   6 Batch   68/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.032
Epoch   6 Batch   69/538 - Train Accuracy:  0.955, Validation Accuracy:  0.936, Loss:  0.035
Epoch   6 Batch   70/538 - Train Accuracy:  0.955, Validation Accuracy:  0.938, Loss:  0.031
Epoch   6 Batch   71/538 - Train Accuracy:  0.935, Validation Accuracy:  0.929, Loss:  0.040
Epoch   6 Batch   72/538 - Train Accuracy:  0.941, Validation Accuracy:  0.933, Loss:  0.049
Epoch   6 Batch   73/538 - Train Accuracy:  0.945, Validation Accuracy:  0.934, Loss:  0.032
Epoch   6 Batch   74/538 - Train Accuracy:  0.940, Validation Accuracy:  0.933, Loss:  0.030
Epoch   6 Batch   75/538 - Train Accuracy:  0.935, Validation Accuracy:  0.938, Loss:  0.041
Epoch   6 Batch   76/538 - Train Accuracy:  0.937, Validation Accuracy:  0.941, Loss:  0.037
Epoch   6 Batch   77/538 - Train Accuracy:  0.944, Validation Accuracy:  0.935, Loss:  0.029
Epoch   6 Batch   78/538 - Train Accuracy:  0.937, Validation Accuracy:  0.940, Loss:  0.039
Epoch   6 Batch   79/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.025
Epoch   6 Batch   80/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.034
Epoch   6 Batch   81/538 - Train Accuracy:  0.938, Validation Accuracy:  0.950, Loss:  0.037
Epoch   6 Batch   82/538 - Train Accuracy:  0.928, Validation Accuracy:  0.951, Loss:  0.034
Epoch   6 Batch   83/538 - Train Accuracy:  0.937, Validation Accuracy:  0.953, Loss:  0.040
Epoch   6 Batch   84/538 - Train Accuracy:  0.930, Validation Accuracy:  0.949, Loss:  0.039
Epoch   6 Batch   85/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.031
Epoch   6 Batch   86/538 - Train Accuracy:  0.938, Validation Accuracy:  0.939, Loss:  0.030
Epoch   6 Batch   87/538 - Train Accuracy:  0.922, Validation Accuracy:  0.931, Loss:  0.039
Epoch   6 Batch   88/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.035
Epoch   6 Batch   89/538 - Train Accuracy:  0.946, Validation Accuracy:  0.943, Loss:  0.031
Epoch   6 Batch   90/538 - Train Accuracy:  0.927, Validation Accuracy:  0.942, Loss:  0.040
Epoch   6 Batch   91/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.035
Epoch   6 Batch   92/538 - Train Accuracy:  0.935, Validation Accuracy:  0.953, Loss:  0.037
Epoch   6 Batch   93/538 - Train Accuracy:  0.934, Validation Accuracy:  0.953, Loss:  0.034
Epoch   6 Batch   94/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.028
Epoch   6 Batch   95/538 - Train Accuracy:  0.929, Validation Accuracy:  0.951, Loss:  0.032
Epoch   6 Batch   96/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.028
Epoch   6 Batch   97/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.025
Epoch   6 Batch   98/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.031
Epoch   6 Batch   99/538 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.030
Epoch   6 Batch  100/538 - Train Accuracy:  0.957, Validation Accuracy:  0.938, Loss:  0.030
Epoch   6 Batch  101/538 - Train Accuracy:  0.924, Validation Accuracy:  0.944, Loss:  0.045
Epoch   6 Batch  102/538 - Train Accuracy:  0.949, Validation Accuracy:  0.944, Loss:  0.036
Epoch   6 Batch  103/538 - Train Accuracy:  0.930, Validation Accuracy:  0.935, Loss:  0.037
Epoch   6 Batch  104/538 - Train Accuracy:  0.940, Validation Accuracy:  0.924, Loss:  0.031
Epoch   6 Batch  105/538 - Train Accuracy:  0.943, Validation Accuracy:  0.932, Loss:  0.027
Epoch   6 Batch  106/538 - Train Accuracy:  0.929, Validation Accuracy:  0.933, Loss:  0.032
Epoch   6 Batch  107/538 - Train Accuracy:  0.926, Validation Accuracy:  0.939, Loss:  0.040
Epoch   6 Batch  108/538 - Train Accuracy:  0.950, Validation Accuracy:  0.931, Loss:  0.035
Epoch   6 Batch  109/538 - Train Accuracy:  0.960, Validation Accuracy:  0.926, Loss:  0.029
Epoch   6 Batch  110/538 - Train Accuracy:  0.942, Validation Accuracy:  0.933, Loss:  0.036
Epoch   6 Batch  111/538 - Train Accuracy:  0.949, Validation Accuracy:  0.939, Loss:  0.031
Epoch   6 Batch  112/538 - Train Accuracy:  0.944, Validation Accuracy:  0.939, Loss:  0.036
Epoch   6 Batch  113/538 - Train Accuracy:  0.933, Validation Accuracy:  0.939, Loss:  0.038
Epoch   6 Batch  114/538 - Train Accuracy:  0.940, Validation Accuracy:  0.940, Loss:  0.031
Epoch   6 Batch  115/538 - Train Accuracy:  0.952, Validation Accuracy:  0.935, Loss:  0.038
Epoch   6 Batch  116/538 - Train Accuracy:  0.934, Validation Accuracy:  0.935, Loss:  0.038
Epoch   6 Batch  117/538 - Train Accuracy:  0.928, Validation Accuracy:  0.936, Loss:  0.040
Epoch   6 Batch  118/538 - Train Accuracy:  0.951, Validation Accuracy:  0.938, Loss:  0.028
Epoch   6 Batch  119/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.026
Epoch   6 Batch  120/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.025
Epoch   6 Batch  121/538 - Train Accuracy:  0.931, Validation Accuracy:  0.953, Loss:  0.033
Epoch   6 Batch  122/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.029
Epoch   6 Batch  123/538 - Train Accuracy:  0.939, Validation Accuracy:  0.950, Loss:  0.033
Epoch   6 Batch  124/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.032
Epoch   6 Batch  125/538 - Train Accuracy:  0.939, Validation Accuracy:  0.948, Loss:  0.036
Epoch   6 Batch  126/538 - Train Accuracy:  0.930, Validation Accuracy:  0.946, Loss:  0.039
Epoch   6 Batch  127/538 - Train Accuracy:  0.933, Validation Accuracy:  0.942, Loss:  0.041
Epoch   6 Batch  128/538 - Train Accuracy:  0.945, Validation Accuracy:  0.940, Loss:  0.033
Epoch   6 Batch  129/538 - Train Accuracy:  0.941, Validation Accuracy:  0.946, Loss:  0.024
Epoch   6 Batch  130/538 - Train Accuracy:  0.940, Validation Accuracy:  0.949, Loss:  0.032
Epoch   6 Batch  131/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.031
Epoch   6 Batch  132/538 - Train Accuracy:  0.933, Validation Accuracy:  0.946, Loss:  0.038
Epoch   6 Batch  133/538 - Train Accuracy:  0.931, Validation Accuracy:  0.947, Loss:  0.037
Epoch   6 Batch  134/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.042
Epoch   6 Batch  135/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.043
Epoch   6 Batch  136/538 - Train Accuracy:  0.946, Validation Accuracy:  0.930, Loss:  0.028
Epoch   6 Batch  137/538 - Train Accuracy:  0.944, Validation Accuracy:  0.928, Loss:  0.042
Epoch   6 Batch  138/538 - Train Accuracy:  0.931, Validation Accuracy:  0.933, Loss:  0.035
Epoch   6 Batch  139/538 - Train Accuracy:  0.946, Validation Accuracy:  0.931, Loss:  0.038
Epoch   6 Batch  140/538 - Train Accuracy:  0.930, Validation Accuracy:  0.931, Loss:  0.039
Epoch   6 Batch  141/538 - Train Accuracy:  0.953, Validation Accuracy:  0.926, Loss:  0.033
Epoch   6 Batch  142/538 - Train Accuracy:  0.951, Validation Accuracy:  0.923, Loss:  0.031
Epoch   6 Batch  143/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.045
Epoch   6 Batch  144/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.036
Epoch   6 Batch  145/538 - Train Accuracy:  0.927, Validation Accuracy:  0.945, Loss:  0.042
Epoch   6 Batch  146/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.033
Epoch   6 Batch  147/538 - Train Accuracy:  0.943, Validation Accuracy:  0.944, Loss:  0.036
Epoch   6 Batch  148/538 - Train Accuracy:  0.929, Validation Accuracy:  0.943, Loss:  0.039
Epoch   6 Batch  149/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.030
Epoch   6 Batch  150/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.027
Epoch   6 Batch  151/538 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.031
Epoch   6 Batch  152/538 - Train Accuracy:  0.965, Validation Accuracy:  0.936, Loss:  0.039
Epoch   6 Batch  153/538 - Train Accuracy:  0.944, Validation Accuracy:  0.936, Loss:  0.034
Epoch   6 Batch  154/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.028
Epoch   6 Batch  155/538 - Train Accuracy:  0.932, Validation Accuracy:  0.943, Loss:  0.034
Epoch   6 Batch  156/538 - Train Accuracy:  0.950, Validation Accuracy:  0.936, Loss:  0.030
Epoch   6 Batch  157/538 - Train Accuracy:  0.949, Validation Accuracy:  0.939, Loss:  0.030
Epoch   6 Batch  158/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.033
Epoch   6 Batch  159/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.036
Epoch   6 Batch  160/538 - Train Accuracy:  0.942, Validation Accuracy:  0.951, Loss:  0.029
Epoch   6 Batch  161/538 - Train Accuracy:  0.944, Validation Accuracy:  0.957, Loss:  0.027
Epoch   6 Batch  162/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.033
Epoch   6 Batch  163/538 - Train Accuracy:  0.936, Validation Accuracy:  0.947, Loss:  0.045
Epoch   6 Batch  164/538 - Train Accuracy:  0.943, Validation Accuracy:  0.948, Loss:  0.033
Epoch   6 Batch  165/538 - Train Accuracy:  0.942, Validation Accuracy:  0.940, Loss:  0.024
Epoch   6 Batch  166/538 - Train Accuracy:  0.958, Validation Accuracy:  0.936, Loss:  0.026
Epoch   6 Batch  167/538 - Train Accuracy:  0.945, Validation Accuracy:  0.944, Loss:  0.046
Epoch   6 Batch  168/538 - Train Accuracy:  0.932, Validation Accuracy:  0.945, Loss:  0.040
Epoch   6 Batch  169/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.026
Epoch   6 Batch  170/538 - Train Accuracy:  0.936, Validation Accuracy:  0.940, Loss:  0.039
Epoch   6 Batch  171/538 - Train Accuracy:  0.933, Validation Accuracy:  0.951, Loss:  0.037
Epoch   6 Batch  172/538 - Train Accuracy:  0.939, Validation Accuracy:  0.947, Loss:  0.027
Epoch   6 Batch  173/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.026
Epoch   6 Batch  174/538 - Train Accuracy:  0.945, Validation Accuracy:  0.930, Loss:  0.029
Epoch   6 Batch  175/538 - Train Accuracy:  0.932, Validation Accuracy:  0.927, Loss:  0.030
Epoch   6 Batch  176/538 - Train Accuracy:  0.947, Validation Accuracy:  0.932, Loss:  0.036
Epoch   6 Batch  177/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.032
Epoch   6 Batch  178/538 - Train Accuracy:  0.926, Validation Accuracy:  0.939, Loss:  0.035
Epoch   6 Batch  179/538 - Train Accuracy:  0.958, Validation Accuracy:  0.929, Loss:  0.028
Epoch   6 Batch  180/538 - Train Accuracy:  0.946, Validation Accuracy:  0.926, Loss:  0.032
Epoch   6 Batch  181/538 - Train Accuracy:  0.937, Validation Accuracy:  0.939, Loss:  0.039
Epoch   6 Batch  182/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.025
Epoch   6 Batch  183/538 - Train Accuracy:  0.960, Validation Accuracy:  0.938, Loss:  0.028
Epoch   6 Batch  184/538 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.032
Epoch   6 Batch  185/538 - Train Accuracy:  0.972, Validation Accuracy:  0.938, Loss:  0.022
Epoch   6 Batch  186/538 - Train Accuracy:  0.945, Validation Accuracy:  0.942, Loss:  0.031
Epoch   6 Batch  187/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.033
Epoch   6 Batch  188/538 - Train Accuracy:  0.937, Validation Accuracy:  0.953, Loss:  0.029
Epoch   6 Batch  189/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.039
Epoch   6 Batch  190/538 - Train Accuracy:  0.942, Validation Accuracy:  0.950, Loss:  0.044
Epoch   6 Batch  191/538 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.032
Epoch   6 Batch  192/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.028
Epoch   6 Batch  193/538 - Train Accuracy:  0.943, Validation Accuracy:  0.937, Loss:  0.033
Epoch   6 Batch  194/538 - Train Accuracy:  0.922, Validation Accuracy:  0.938, Loss:  0.041
Epoch   6 Batch  195/538 - Train Accuracy:  0.956, Validation Accuracy:  0.936, Loss:  0.042
Epoch   6 Batch  196/538 - Train Accuracy:  0.946, Validation Accuracy:  0.936, Loss:  0.028
Epoch   6 Batch  197/538 - Train Accuracy:  0.940, Validation Accuracy:  0.929, Loss:  0.032
Epoch   6 Batch  198/538 - Train Accuracy:  0.955, Validation Accuracy:  0.930, Loss:  0.033
Epoch   6 Batch  199/538 - Train Accuracy:  0.941, Validation Accuracy:  0.939, Loss:  0.040
Epoch   6 Batch  200/538 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.027
Epoch   6 Batch  201/538 - Train Accuracy:  0.941, Validation Accuracy:  0.929, Loss:  0.039
Epoch   6 Batch  202/538 - Train Accuracy:  0.947, Validation Accuracy:  0.937, Loss:  0.031
Epoch   6 Batch  203/538 - Train Accuracy:  0.935, Validation Accuracy:  0.945, Loss:  0.041
Epoch   6 Batch  204/538 - Train Accuracy:  0.931, Validation Accuracy:  0.951, Loss:  0.045
Epoch   6 Batch  205/538 - Train Accuracy:  0.939, Validation Accuracy:  0.947, Loss:  0.035
Epoch   6 Batch  206/538 - Train Accuracy:  0.944, Validation Accuracy:  0.945, Loss:  0.035
Epoch   6 Batch  207/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.032
Epoch   6 Batch  208/538 - Train Accuracy:  0.944, Validation Accuracy:  0.940, Loss:  0.046
Epoch   6 Batch  209/538 - Train Accuracy:  0.959, Validation Accuracy:  0.936, Loss:  0.031
Epoch   6 Batch  210/538 - Train Accuracy:  0.935, Validation Accuracy:  0.943, Loss:  0.036
Epoch   6 Batch  211/538 - Train Accuracy:  0.948, Validation Accuracy:  0.948, Loss:  0.040
Epoch   6 Batch  212/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.030
Epoch   6 Batch  213/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.029
Epoch   6 Batch  214/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.031
Epoch   6 Batch  215/538 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.029
Epoch   6 Batch  216/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.033
Epoch   6 Batch  217/538 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.033
Epoch   6 Batch  218/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.027
Epoch   6 Batch  219/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.041
Epoch   6 Batch  220/538 - Train Accuracy:  0.926, Validation Accuracy:  0.953, Loss:  0.035
Epoch   6 Batch  221/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.028
Epoch   6 Batch  222/538 - Train Accuracy:  0.941, Validation Accuracy:  0.938, Loss:  0.030
Epoch   6 Batch  223/538 - Train Accuracy:  0.937, Validation Accuracy:  0.929, Loss:  0.033
Epoch   6 Batch  224/538 - Train Accuracy:  0.951, Validation Accuracy:  0.931, Loss:  0.042
Epoch   6 Batch  225/538 - Train Accuracy:  0.947, Validation Accuracy:  0.924, Loss:  0.031
Epoch   6 Batch  226/538 - Train Accuracy:  0.946, Validation Accuracy:  0.933, Loss:  0.038
Epoch   6 Batch  227/538 - Train Accuracy:  0.933, Validation Accuracy:  0.931, Loss:  0.037
Epoch   6 Batch  228/538 - Train Accuracy:  0.930, Validation Accuracy:  0.937, Loss:  0.035
Epoch   6 Batch  229/538 - Train Accuracy:  0.950, Validation Accuracy:  0.935, Loss:  0.033
Epoch   6 Batch  230/538 - Train Accuracy:  0.929, Validation Accuracy:  0.936, Loss:  0.033
Epoch   6 Batch  231/538 - Train Accuracy:  0.943, Validation Accuracy:  0.934, Loss:  0.035
Epoch   6 Batch  232/538 - Train Accuracy:  0.954, Validation Accuracy:  0.939, Loss:  0.037
Epoch   6 Batch  233/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.034
Epoch   6 Batch  234/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.031
Epoch   6 Batch  235/538 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.027
Epoch   6 Batch  236/538 - Train Accuracy:  0.940, Validation Accuracy:  0.942, Loss:  0.035
Epoch   6 Batch  237/538 - Train Accuracy:  0.935, Validation Accuracy:  0.945, Loss:  0.028
Epoch   6 Batch  238/538 - Train Accuracy:  0.948, Validation Accuracy:  0.946, Loss:  0.032
Epoch   6 Batch  239/538 - Train Accuracy:  0.932, Validation Accuracy:  0.935, Loss:  0.035
Epoch   6 Batch  240/538 - Train Accuracy:  0.945, Validation Accuracy:  0.938, Loss:  0.033
Epoch   6 Batch  241/538 - Train Accuracy:  0.943, Validation Accuracy:  0.937, Loss:  0.036
Epoch   6 Batch  242/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.030
Epoch   6 Batch  243/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.029
Epoch   6 Batch  244/538 - Train Accuracy:  0.942, Validation Accuracy:  0.940, Loss:  0.029
Epoch   6 Batch  245/538 - Train Accuracy:  0.947, Validation Accuracy:  0.942, Loss:  0.036
Epoch   6 Batch  246/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.025
Epoch   6 Batch  247/538 - Train Accuracy:  0.938, Validation Accuracy:  0.943, Loss:  0.029
Epoch   6 Batch  248/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.038
Epoch   6 Batch  249/538 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.027
Epoch   6 Batch  250/538 - Train Accuracy:  0.946, Validation Accuracy:  0.942, Loss:  0.032
Epoch   6 Batch  251/538 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.029
Epoch   6 Batch  252/538 - Train Accuracy:  0.947, Validation Accuracy:  0.935, Loss:  0.030
Epoch   6 Batch  253/538 - Train Accuracy:  0.940, Validation Accuracy:  0.938, Loss:  0.030
Epoch   6 Batch  254/538 - Train Accuracy:  0.943, Validation Accuracy:  0.936, Loss:  0.034
Epoch   6 Batch  255/538 - Train Accuracy:  0.953, Validation Accuracy:  0.928, Loss:  0.028
Epoch   6 Batch  256/538 - Train Accuracy:  0.929, Validation Accuracy:  0.935, Loss:  0.033
Epoch   6 Batch  257/538 - Train Accuracy:  0.959, Validation Accuracy:  0.934, Loss:  0.033
Epoch   6 Batch  258/538 - Train Accuracy:  0.954, Validation Accuracy:  0.937, Loss:  0.032
Epoch   6 Batch  259/538 - Train Accuracy:  0.959, Validation Accuracy:  0.934, Loss:  0.029
Epoch   6 Batch  260/538 - Train Accuracy:  0.929, Validation Accuracy:  0.931, Loss:  0.034
Epoch   6 Batch  261/538 - Train Accuracy:  0.957, Validation Accuracy:  0.928, Loss:  0.039
Epoch   6 Batch  262/538 - Train Accuracy:  0.963, Validation Accuracy:  0.936, Loss:  0.031
Epoch   6 Batch  263/538 - Train Accuracy:  0.926, Validation Accuracy:  0.935, Loss:  0.029
Epoch   6 Batch  264/538 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.034
Epoch   6 Batch  265/538 - Train Accuracy:  0.933, Validation Accuracy:  0.947, Loss:  0.035
Epoch   6 Batch  266/538 - Train Accuracy:  0.931, Validation Accuracy:  0.946, Loss:  0.034
Epoch   6 Batch  267/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.026
Epoch   6 Batch  268/538 - Train Accuracy:  0.966, Validation Accuracy:  0.937, Loss:  0.021
Epoch   6 Batch  269/538 - Train Accuracy:  0.949, Validation Accuracy:  0.943, Loss:  0.033
Epoch   6 Batch  270/538 - Train Accuracy:  0.958, Validation Accuracy:  0.938, Loss:  0.025
Epoch   6 Batch  271/538 - Train Accuracy:  0.953, Validation Accuracy:  0.930, Loss:  0.025
Epoch   6 Batch  272/538 - Train Accuracy:  0.943, Validation Accuracy:  0.934, Loss:  0.035
Epoch   6 Batch  273/538 - Train Accuracy:  0.948, Validation Accuracy:  0.933, Loss:  0.034
Epoch   6 Batch  274/538 - Train Accuracy:  0.929, Validation Accuracy:  0.935, Loss:  0.034
Epoch   6 Batch  275/538 - Train Accuracy:  0.943, Validation Accuracy:  0.935, Loss:  0.035
Epoch   6 Batch  276/538 - Train Accuracy:  0.948, Validation Accuracy:  0.936, Loss:  0.035
Epoch   6 Batch  277/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.024
Epoch   6 Batch  278/538 - Train Accuracy:  0.944, Validation Accuracy:  0.942, Loss:  0.026
Epoch   6 Batch  279/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.030
Epoch   6 Batch  280/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.024
Epoch   6 Batch  281/538 - Train Accuracy:  0.931, Validation Accuracy:  0.944, Loss:  0.033
Epoch   6 Batch  282/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.034
Epoch   6 Batch  283/538 - Train Accuracy:  0.945, Validation Accuracy:  0.943, Loss:  0.034
Epoch   6 Batch  284/538 - Train Accuracy:  0.940, Validation Accuracy:  0.940, Loss:  0.038
Epoch   6 Batch  285/538 - Train Accuracy:  0.947, Validation Accuracy:  0.934, Loss:  0.027
Epoch   6 Batch  286/538 - Train Accuracy:  0.937, Validation Accuracy:  0.932, Loss:  0.042
Epoch   6 Batch  287/538 - Train Accuracy:  0.959, Validation Accuracy:  0.928, Loss:  0.025
Epoch   6 Batch  288/538 - Train Accuracy:  0.958, Validation Accuracy:  0.930, Loss:  0.027
Epoch   6 Batch  289/538 - Train Accuracy:  0.969, Validation Accuracy:  0.931, Loss:  0.024
Epoch   6 Batch  290/538 - Train Accuracy:  0.963, Validation Accuracy:  0.937, Loss:  0.027
Epoch   6 Batch  291/538 - Train Accuracy:  0.950, Validation Accuracy:  0.937, Loss:  0.035
Epoch   6 Batch  292/538 - Train Accuracy:  0.970, Validation Accuracy:  0.935, Loss:  0.022
Epoch   6 Batch  293/538 - Train Accuracy:  0.956, Validation Accuracy:  0.935, Loss:  0.026
Epoch   6 Batch  294/538 - Train Accuracy:  0.940, Validation Accuracy:  0.944, Loss:  0.029
Epoch   6 Batch  295/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.031
Epoch   6 Batch  296/538 - Train Accuracy:  0.930, Validation Accuracy:  0.942, Loss:  0.042
Epoch   6 Batch  297/538 - Train Accuracy:  0.964, Validation Accuracy:  0.938, Loss:  0.031
Epoch   6 Batch  298/538 - Train Accuracy:  0.923, Validation Accuracy:  0.933, Loss:  0.033
Epoch   6 Batch  299/538 - Train Accuracy:  0.932, Validation Accuracy:  0.931, Loss:  0.042
Epoch   6 Batch  300/538 - Train Accuracy:  0.944, Validation Accuracy:  0.937, Loss:  0.035
Epoch   6 Batch  301/538 - Train Accuracy:  0.942, Validation Accuracy:  0.943, Loss:  0.038
Epoch   6 Batch  302/538 - Train Accuracy:  0.950, Validation Accuracy:  0.932, Loss:  0.034
Epoch   6 Batch  303/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.036
Epoch   6 Batch  304/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.038
Epoch   6 Batch  305/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.028
Epoch   6 Batch  306/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.034
Epoch   6 Batch  307/538 - Train Accuracy:  0.940, Validation Accuracy:  0.939, Loss:  0.030
Epoch   6 Batch  308/538 - Train Accuracy:  0.951, Validation Accuracy:  0.941, Loss:  0.030
Epoch   6 Batch  309/538 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.025
Epoch   6 Batch  310/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.038
Epoch   6 Batch  311/538 - Train Accuracy:  0.939, Validation Accuracy:  0.941, Loss:  0.037
Epoch   6 Batch  312/538 - Train Accuracy:  0.944, Validation Accuracy:  0.940, Loss:  0.028
Epoch   6 Batch  313/538 - Train Accuracy:  0.940, Validation Accuracy:  0.939, Loss:  0.036
Epoch   6 Batch  314/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.032
Epoch   6 Batch  315/538 - Train Accuracy:  0.951, Validation Accuracy:  0.941, Loss:  0.032
Epoch   6 Batch  316/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.023
Epoch   6 Batch  317/538 - Train Accuracy:  0.946, Validation Accuracy:  0.936, Loss:  0.036
Epoch   6 Batch  318/538 - Train Accuracy:  0.937, Validation Accuracy:  0.935, Loss:  0.030
Epoch   6 Batch  319/538 - Train Accuracy:  0.954, Validation Accuracy:  0.932, Loss:  0.033
Epoch   6 Batch  320/538 - Train Accuracy:  0.941, Validation Accuracy:  0.940, Loss:  0.031
Epoch   6 Batch  321/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.027
Epoch   6 Batch  322/538 - Train Accuracy:  0.946, Validation Accuracy:  0.940, Loss:  0.031
Epoch   6 Batch  323/538 - Train Accuracy:  0.950, Validation Accuracy:  0.935, Loss:  0.027
Epoch   6 Batch  324/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.029
Epoch   6 Batch  325/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.033
Epoch   6 Batch  326/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.032
Epoch   6 Batch  327/538 - Train Accuracy:  0.945, Validation Accuracy:  0.939, Loss:  0.037
Epoch   6 Batch  328/538 - Train Accuracy:  0.956, Validation Accuracy:  0.933, Loss:  0.028
Epoch   6 Batch  329/538 - Train Accuracy:  0.964, Validation Accuracy:  0.939, Loss:  0.028
Epoch   6 Batch  330/538 - Train Accuracy:  0.954, Validation Accuracy:  0.940, Loss:  0.031
Epoch   6 Batch  331/538 - Train Accuracy:  0.942, Validation Accuracy:  0.940, Loss:  0.032
Epoch   6 Batch  332/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.033
Epoch   6 Batch  333/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.032
Epoch   6 Batch  334/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.027
Epoch   6 Batch  335/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.031
Epoch   6 Batch  336/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.028
Epoch   6 Batch  337/538 - Train Accuracy:  0.940, Validation Accuracy:  0.948, Loss:  0.032
Epoch   6 Batch  338/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.027
Epoch   6 Batch  339/538 - Train Accuracy:  0.941, Validation Accuracy:  0.947, Loss:  0.027
Epoch   6 Batch  340/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.030
Epoch   6 Batch  341/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.030
Epoch   6 Batch  342/538 - Train Accuracy:  0.942, Validation Accuracy:  0.945, Loss:  0.032
Epoch   6 Batch  343/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.030
Epoch   6 Batch  344/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.028
Epoch   6 Batch  345/538 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.036
Epoch   6 Batch  346/538 - Train Accuracy:  0.942, Validation Accuracy:  0.940, Loss:  0.031
Epoch   6 Batch  347/538 - Train Accuracy:  0.951, Validation Accuracy:  0.937, Loss:  0.030
Epoch   6 Batch  348/538 - Train Accuracy:  0.941, Validation Accuracy:  0.936, Loss:  0.027
Epoch   6 Batch  349/538 - Train Accuracy:  0.957, Validation Accuracy:  0.940, Loss:  0.026
Epoch   6 Batch  350/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.039
Epoch   6 Batch  351/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.033
Epoch   6 Batch  352/538 - Train Accuracy:  0.926, Validation Accuracy:  0.948, Loss:  0.052
Epoch   6 Batch  353/538 - Train Accuracy:  0.918, Validation Accuracy:  0.943, Loss:  0.032
Epoch   6 Batch  354/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.027
Epoch   6 Batch  355/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.035
Epoch   6 Batch  356/538 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.025
Epoch   6 Batch  357/538 - Train Accuracy:  0.945, Validation Accuracy:  0.945, Loss:  0.033
Epoch   6 Batch  358/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.025
Epoch   6 Batch  359/538 - Train Accuracy:  0.943, Validation Accuracy:  0.948, Loss:  0.031
Epoch   6 Batch  360/538 - Train Accuracy:  0.942, Validation Accuracy:  0.955, Loss:  0.030
Epoch   6 Batch  361/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.031
Epoch   6 Batch  362/538 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.026
Epoch   6 Batch  363/538 - Train Accuracy:  0.942, Validation Accuracy:  0.938, Loss:  0.032
Epoch   6 Batch  364/538 - Train Accuracy:  0.930, Validation Accuracy:  0.941, Loss:  0.042
Epoch   6 Batch  365/538 - Train Accuracy:  0.945, Validation Accuracy:  0.943, Loss:  0.032
Epoch   6 Batch  366/538 - Train Accuracy:  0.950, Validation Accuracy:  0.933, Loss:  0.035
Epoch   6 Batch  367/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.026
Epoch   6 Batch  368/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.024
Epoch   6 Batch  369/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.024
Epoch   6 Batch  370/538 - Train Accuracy:  0.942, Validation Accuracy:  0.944, Loss:  0.038
Epoch   6 Batch  371/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.031
Epoch   6 Batch  372/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.030
Epoch   6 Batch  373/538 - Train Accuracy:  0.947, Validation Accuracy:  0.946, Loss:  0.026
Epoch   6 Batch  374/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.029
Epoch   6 Batch  375/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.029
Epoch   6 Batch  376/538 - Train Accuracy:  0.949, Validation Accuracy:  0.948, Loss:  0.025
Epoch   6 Batch  377/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.033
Epoch   6 Batch  378/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.027
Epoch   6 Batch  379/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.033
Epoch   6 Batch  380/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.026
Epoch   6 Batch  381/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.027
Epoch   6 Batch  382/538 - Train Accuracy:  0.937, Validation Accuracy:  0.944, Loss:  0.036
Epoch   6 Batch  383/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.031
Epoch   6 Batch  384/538 - Train Accuracy:  0.940, Validation Accuracy:  0.943, Loss:  0.031
Epoch   6 Batch  385/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.029
Epoch   6 Batch  386/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.027
Epoch   6 Batch  387/538 - Train Accuracy:  0.935, Validation Accuracy:  0.941, Loss:  0.031
Epoch   6 Batch  388/538 - Train Accuracy:  0.940, Validation Accuracy:  0.943, Loss:  0.031
Epoch   6 Batch  389/538 - Train Accuracy:  0.936, Validation Accuracy:  0.938, Loss:  0.039
Epoch   6 Batch  390/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.026
Epoch   6 Batch  391/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.027
Epoch   6 Batch  392/538 - Train Accuracy:  0.944, Validation Accuracy:  0.945, Loss:  0.026
Epoch   6 Batch  393/538 - Train Accuracy:  0.945, Validation Accuracy:  0.942, Loss:  0.027
Epoch   6 Batch  394/538 - Train Accuracy:  0.934, Validation Accuracy:  0.946, Loss:  0.032
Epoch   6 Batch  395/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.036
Epoch   6 Batch  396/538 - Train Accuracy:  0.943, Validation Accuracy:  0.934, Loss:  0.028
Epoch   6 Batch  397/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.032
Epoch   6 Batch  398/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.029
Epoch   6 Batch  399/538 - Train Accuracy:  0.929, Validation Accuracy:  0.951, Loss:  0.035
Epoch   6 Batch  400/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.031
Epoch   6 Batch  401/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.026
Epoch   6 Batch  402/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.027
Epoch   6 Batch  403/538 - Train Accuracy:  0.949, Validation Accuracy:  0.934, Loss:  0.037
Epoch   6 Batch  404/538 - Train Accuracy:  0.939, Validation Accuracy:  0.933, Loss:  0.033
Epoch   6 Batch  405/538 - Train Accuracy:  0.954, Validation Accuracy:  0.943, Loss:  0.028
Epoch   6 Batch  406/538 - Train Accuracy:  0.944, Validation Accuracy:  0.950, Loss:  0.031
Epoch   6 Batch  407/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.034
Epoch   6 Batch  408/538 - Train Accuracy:  0.928, Validation Accuracy:  0.939, Loss:  0.034
Epoch   6 Batch  409/538 - Train Accuracy:  0.938, Validation Accuracy:  0.949, Loss:  0.040
Epoch   6 Batch  410/538 - Train Accuracy:  0.947, Validation Accuracy:  0.919, Loss:  0.029
Epoch   6 Batch  411/538 - Train Accuracy:  0.957, Validation Accuracy:  0.919, Loss:  0.034
Epoch   6 Batch  412/538 - Train Accuracy:  0.947, Validation Accuracy:  0.926, Loss:  0.034
Epoch   6 Batch  413/538 - Train Accuracy:  0.945, Validation Accuracy:  0.922, Loss:  0.029
Epoch   6 Batch  414/538 - Train Accuracy:  0.911, Validation Accuracy:  0.920, Loss:  0.046
Epoch   6 Batch  415/538 - Train Accuracy:  0.930, Validation Accuracy:  0.915, Loss:  0.033
Epoch   6 Batch  416/538 - Train Accuracy:  0.949, Validation Accuracy:  0.930, Loss:  0.036
Epoch   6 Batch  417/538 - Train Accuracy:  0.948, Validation Accuracy:  0.930, Loss:  0.027
Epoch   6 Batch  418/538 - Train Accuracy:  0.945, Validation Accuracy:  0.932, Loss:  0.042
Epoch   6 Batch  419/538 - Train Accuracy:  0.948, Validation Accuracy:  0.930, Loss:  0.030
Epoch   6 Batch  420/538 - Train Accuracy:  0.947, Validation Accuracy:  0.926, Loss:  0.032
Epoch   6 Batch  421/538 - Train Accuracy:  0.924, Validation Accuracy:  0.921, Loss:  0.030
Epoch   6 Batch  422/538 - Train Accuracy:  0.946, Validation Accuracy:  0.922, Loss:  0.038
Epoch   6 Batch  423/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.031
Epoch   6 Batch  424/538 - Train Accuracy:  0.937, Validation Accuracy:  0.948, Loss:  0.039
Epoch   6 Batch  425/538 - Train Accuracy:  0.923, Validation Accuracy:  0.945, Loss:  0.047
Epoch   6 Batch  426/538 - Train Accuracy:  0.944, Validation Accuracy:  0.942, Loss:  0.038
Epoch   6 Batch  427/538 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.035
Epoch   6 Batch  428/538 - Train Accuracy:  0.943, Validation Accuracy:  0.930, Loss:  0.028
Epoch   6 Batch  429/538 - Train Accuracy:  0.952, Validation Accuracy:  0.928, Loss:  0.035
Epoch   6 Batch  430/538 - Train Accuracy:  0.907, Validation Accuracy:  0.937, Loss:  0.036
Epoch   6 Batch  431/538 - Train Accuracy:  0.944, Validation Accuracy:  0.938, Loss:  0.031
Epoch   6 Batch  432/538 - Train Accuracy:  0.942, Validation Accuracy:  0.942, Loss:  0.038
Epoch   6 Batch  433/538 - Train Accuracy:  0.928, Validation Accuracy:  0.939, Loss:  0.051
Epoch   6 Batch  434/538 - Train Accuracy:  0.928, Validation Accuracy:  0.942, Loss:  0.032
Epoch   6 Batch  435/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.027
Epoch   6 Batch  436/538 - Train Accuracy:  0.933, Validation Accuracy:  0.946, Loss:  0.038
Epoch   6 Batch  437/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.036
Epoch   6 Batch  438/538 - Train Accuracy:  0.957, Validation Accuracy:  0.933, Loss:  0.025
Epoch   6 Batch  439/538 - Train Accuracy:  0.944, Validation Accuracy:  0.929, Loss:  0.034
Epoch   6 Batch  440/538 - Train Accuracy:  0.950, Validation Accuracy:  0.934, Loss:  0.036
Epoch   6 Batch  441/538 - Train Accuracy:  0.929, Validation Accuracy:  0.933, Loss:  0.040
Epoch   6 Batch  442/538 - Train Accuracy:  0.939, Validation Accuracy:  0.934, Loss:  0.026
Epoch   6 Batch  443/538 - Train Accuracy:  0.939, Validation Accuracy:  0.934, Loss:  0.035
Epoch   6 Batch  444/538 - Train Accuracy:  0.943, Validation Accuracy:  0.927, Loss:  0.032
Epoch   6 Batch  445/538 - Train Accuracy:  0.960, Validation Accuracy:  0.926, Loss:  0.026
Epoch   6 Batch  446/538 - Train Accuracy:  0.957, Validation Accuracy:  0.921, Loss:  0.033
Epoch   6 Batch  447/538 - Train Accuracy:  0.938, Validation Accuracy:  0.928, Loss:  0.038
Epoch   6 Batch  448/538 - Train Accuracy:  0.954, Validation Accuracy:  0.940, Loss:  0.028
Epoch   6 Batch  449/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.036
Epoch   6 Batch  450/538 - Train Accuracy:  0.935, Validation Accuracy:  0.942, Loss:  0.041
Epoch   6 Batch  451/538 - Train Accuracy:  0.929, Validation Accuracy:  0.937, Loss:  0.036
Epoch   6 Batch  452/538 - Train Accuracy:  0.956, Validation Accuracy:  0.936, Loss:  0.032
Epoch   6 Batch  453/538 - Train Accuracy:  0.939, Validation Accuracy:  0.937, Loss:  0.038
Epoch   6 Batch  454/538 - Train Accuracy:  0.940, Validation Accuracy:  0.930, Loss:  0.041
Epoch   6 Batch  455/538 - Train Accuracy:  0.952, Validation Accuracy:  0.930, Loss:  0.035
Epoch   6 Batch  456/538 - Train Accuracy:  0.950, Validation Accuracy:  0.923, Loss:  0.051
Epoch   6 Batch  457/538 - Train Accuracy:  0.936, Validation Accuracy:  0.923, Loss:  0.033
Epoch   6 Batch  458/538 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.030
Epoch   6 Batch  459/538 - Train Accuracy:  0.947, Validation Accuracy:  0.935, Loss:  0.028
Epoch   6 Batch  460/538 - Train Accuracy:  0.942, Validation Accuracy:  0.936, Loss:  0.030
Epoch   6 Batch  461/538 - Train Accuracy:  0.949, Validation Accuracy:  0.932, Loss:  0.033
Epoch   6 Batch  462/538 - Train Accuracy:  0.949, Validation Accuracy:  0.929, Loss:  0.030
Epoch   6 Batch  463/538 - Train Accuracy:  0.931, Validation Accuracy:  0.934, Loss:  0.039
Epoch   6 Batch  464/538 - Train Accuracy:  0.948, Validation Accuracy:  0.936, Loss:  0.033
Epoch   6 Batch  465/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.032
Epoch   6 Batch  466/538 - Train Accuracy:  0.930, Validation Accuracy:  0.948, Loss:  0.033
Epoch   6 Batch  467/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.039
Epoch   6 Batch  468/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.037
Epoch   6 Batch  469/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.032
Epoch   6 Batch  470/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.035
Epoch   6 Batch  471/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.028
Epoch   6 Batch  472/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.026
Epoch   6 Batch  473/538 - Train Accuracy:  0.931, Validation Accuracy:  0.956, Loss:  0.033
Epoch   6 Batch  474/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.028
Epoch   6 Batch  475/538 - Train Accuracy:  0.939, Validation Accuracy:  0.951, Loss:  0.033
Epoch   6 Batch  476/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.031
Epoch   6 Batch  477/538 - Train Accuracy:  0.935, Validation Accuracy:  0.943, Loss:  0.037
Epoch   6 Batch  478/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.030
Epoch   6 Batch  479/538 - Train Accuracy:  0.954, Validation Accuracy:  0.933, Loss:  0.031
Epoch   6 Batch  480/538 - Train Accuracy:  0.939, Validation Accuracy:  0.932, Loss:  0.033
Epoch   6 Batch  481/538 - Train Accuracy:  0.961, Validation Accuracy:  0.924, Loss:  0.033
Epoch   6 Batch  482/538 - Train Accuracy:  0.941, Validation Accuracy:  0.930, Loss:  0.031
Epoch   6 Batch  483/538 - Train Accuracy:  0.920, Validation Accuracy:  0.934, Loss:  0.036
Epoch   6 Batch  484/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.033
Epoch   6 Batch  485/538 - Train Accuracy:  0.942, Validation Accuracy:  0.938, Loss:  0.036
Epoch   6 Batch  486/538 - Train Accuracy:  0.936, Validation Accuracy:  0.937, Loss:  0.026
Epoch   6 Batch  487/538 - Train Accuracy:  0.958, Validation Accuracy:  0.943, Loss:  0.024
Epoch   6 Batch  488/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.028
Epoch   6 Batch  489/538 - Train Accuracy:  0.930, Validation Accuracy:  0.947, Loss:  0.036
Epoch   6 Batch  490/538 - Train Accuracy:  0.948, Validation Accuracy:  0.942, Loss:  0.034
Epoch   6 Batch  491/538 - Train Accuracy:  0.938, Validation Accuracy:  0.942, Loss:  0.034
Epoch   6 Batch  492/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.028
Epoch   6 Batch  493/538 - Train Accuracy:  0.934, Validation Accuracy:  0.936, Loss:  0.032
Epoch   6 Batch  494/538 - Train Accuracy:  0.940, Validation Accuracy:  0.941, Loss:  0.040
Epoch   6 Batch  495/538 - Train Accuracy:  0.943, Validation Accuracy:  0.946, Loss:  0.035
Epoch   6 Batch  496/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.024
Epoch   6 Batch  497/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.030
Epoch   6 Batch  498/538 - Train Accuracy:  0.939, Validation Accuracy:  0.950, Loss:  0.032
Epoch   6 Batch  499/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.034
Epoch   6 Batch  500/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.022
Epoch   6 Batch  501/538 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.031
Epoch   6 Batch  502/538 - Train Accuracy:  0.946, Validation Accuracy:  0.942, Loss:  0.025
Epoch   6 Batch  503/538 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.033
Epoch   6 Batch  504/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.023
Epoch   6 Batch  505/538 - Train Accuracy:  0.950, Validation Accuracy:  0.948, Loss:  0.026
Epoch   6 Batch  506/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.025
Epoch   6 Batch  507/538 - Train Accuracy:  0.945, Validation Accuracy:  0.945, Loss:  0.034
Epoch   6 Batch  508/538 - Train Accuracy:  0.926, Validation Accuracy:  0.944, Loss:  0.035
Epoch   6 Batch  509/538 - Train Accuracy:  0.948, Validation Accuracy:  0.939, Loss:  0.035
Epoch   6 Batch  510/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.026
Epoch   6 Batch  511/538 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.035
Epoch   6 Batch  512/538 - Train Accuracy:  0.948, Validation Accuracy:  0.942, Loss:  0.038
Epoch   6 Batch  513/538 - Train Accuracy:  0.922, Validation Accuracy:  0.946, Loss:  0.033
Epoch   6 Batch  514/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.032
Epoch   6 Batch  515/538 - Train Accuracy:  0.940, Validation Accuracy:  0.956, Loss:  0.036
Epoch   6 Batch  516/538 - Train Accuracy:  0.927, Validation Accuracy:  0.953, Loss:  0.027
Epoch   6 Batch  517/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.025
Epoch   6 Batch  518/538 - Train Accuracy:  0.944, Validation Accuracy:  0.943, Loss:  0.036
Epoch   6 Batch  519/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.032
Epoch   6 Batch  520/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.032
Epoch   6 Batch  521/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.040
Epoch   6 Batch  522/538 - Train Accuracy:  0.946, Validation Accuracy:  0.957, Loss:  0.026
Epoch   6 Batch  523/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.033
Epoch   6 Batch  524/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.027
Epoch   6 Batch  525/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.034
Epoch   6 Batch  526/538 - Train Accuracy:  0.945, Validation Accuracy:  0.953, Loss:  0.035
Epoch   6 Batch  527/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.029
Epoch   6 Batch  528/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.030
Epoch   6 Batch  529/538 - Train Accuracy:  0.935, Validation Accuracy:  0.952, Loss:  0.031
Epoch   6 Batch  530/538 - Train Accuracy:  0.941, Validation Accuracy:  0.962, Loss:  0.034
Epoch   6 Batch  531/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.038
Epoch   6 Batch  532/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.027
Epoch   6 Batch  533/538 - Train Accuracy:  0.943, Validation Accuracy:  0.957, Loss:  0.028
Epoch   6 Batch  534/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.022
Epoch   6 Batch  535/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.031
Epoch   6 Batch  536/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.038
Epoch   7 Batch    0/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.025
Epoch   7 Batch    1/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.031
Epoch   7 Batch    2/538 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.036
Epoch   7 Batch    3/538 - Train Accuracy:  0.956, Validation Accuracy:  0.937, Loss:  0.029
Epoch   7 Batch    4/538 - Train Accuracy:  0.944, Validation Accuracy:  0.939, Loss:  0.027
Epoch   7 Batch    5/538 - Train Accuracy:  0.936, Validation Accuracy:  0.931, Loss:  0.037
Epoch   7 Batch    6/538 - Train Accuracy:  0.945, Validation Accuracy:  0.934, Loss:  0.031
Epoch   7 Batch    7/538 - Train Accuracy:  0.942, Validation Accuracy:  0.939, Loss:  0.034
Epoch   7 Batch    8/538 - Train Accuracy:  0.944, Validation Accuracy:  0.939, Loss:  0.031
Epoch   7 Batch    9/538 - Train Accuracy:  0.949, Validation Accuracy:  0.948, Loss:  0.026
Epoch   7 Batch   10/538 - Train Accuracy:  0.948, Validation Accuracy:  0.942, Loss:  0.035
Epoch   7 Batch   11/538 - Train Accuracy:  0.937, Validation Accuracy:  0.945, Loss:  0.030
Epoch   7 Batch   12/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.029
Epoch   7 Batch   13/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.029
Epoch   7 Batch   14/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.030
Epoch   7 Batch   15/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.029
Epoch   7 Batch   16/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.034
Epoch   7 Batch   17/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.029
Epoch   7 Batch   18/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.042
Epoch   7 Batch   19/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.034
Epoch   7 Batch   20/538 - Train Accuracy:  0.948, Validation Accuracy:  0.946, Loss:  0.035
Epoch   7 Batch   21/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.022
Epoch   7 Batch   22/538 - Train Accuracy:  0.939, Validation Accuracy:  0.949, Loss:  0.034
Epoch   7 Batch   23/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.039
Epoch   7 Batch   24/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.035
Epoch   7 Batch   25/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.033
Epoch   7 Batch   26/538 - Train Accuracy:  0.930, Validation Accuracy:  0.940, Loss:  0.039
Epoch   7 Batch   27/538 - Train Accuracy:  0.963, Validation Accuracy:  0.936, Loss:  0.024
Epoch   7 Batch   28/538 - Train Accuracy:  0.953, Validation Accuracy:  0.935, Loss:  0.035
Epoch   7 Batch   29/538 - Train Accuracy:  0.942, Validation Accuracy:  0.944, Loss:  0.024
Epoch   7 Batch   30/538 - Train Accuracy:  0.958, Validation Accuracy:  0.943, Loss:  0.033
Epoch   7 Batch   31/538 - Train Accuracy:  0.978, Validation Accuracy:  0.943, Loss:  0.024
Epoch   7 Batch   32/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.023
Epoch   7 Batch   33/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch   34/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.034
Epoch   7 Batch   35/538 - Train Accuracy:  0.944, Validation Accuracy:  0.947, Loss:  0.028
Epoch   7 Batch   36/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.027
Epoch   7 Batch   37/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.038
Epoch   7 Batch   38/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.027
Epoch   7 Batch   39/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch   40/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.022
Epoch   7 Batch   41/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.032
Epoch   7 Batch   42/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.029
Epoch   7 Batch   43/538 - Train Accuracy:  0.934, Validation Accuracy:  0.950, Loss:  0.039
Epoch   7 Batch   44/538 - Train Accuracy:  0.934, Validation Accuracy:  0.951, Loss:  0.033
Epoch   7 Batch   45/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.030
Epoch   7 Batch   46/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.029
Epoch   7 Batch   47/538 - Train Accuracy:  0.947, Validation Accuracy:  0.954, Loss:  0.033
Epoch   7 Batch   48/538 - Train Accuracy:  0.936, Validation Accuracy:  0.953, Loss:  0.034
Epoch   7 Batch   49/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.031
Epoch   7 Batch   50/538 - Train Accuracy:  0.937, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch   51/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.038
Epoch   7 Batch   52/538 - Train Accuracy:  0.952, Validation Accuracy:  0.933, Loss:  0.029
Epoch   7 Batch   53/538 - Train Accuracy:  0.927, Validation Accuracy:  0.933, Loss:  0.034
Epoch   7 Batch   54/538 - Train Accuracy:  0.955, Validation Accuracy:  0.932, Loss:  0.029
Epoch   7 Batch   55/538 - Train Accuracy:  0.946, Validation Accuracy:  0.927, Loss:  0.027
Epoch   7 Batch   56/538 - Train Accuracy:  0.943, Validation Accuracy:  0.926, Loss:  0.033
Epoch   7 Batch   57/538 - Train Accuracy:  0.927, Validation Accuracy:  0.928, Loss:  0.039
Epoch   7 Batch   58/538 - Train Accuracy:  0.932, Validation Accuracy:  0.944, Loss:  0.031
Epoch   7 Batch   59/538 - Train Accuracy:  0.936, Validation Accuracy:  0.938, Loss:  0.028
Epoch   7 Batch   60/538 - Train Accuracy:  0.940, Validation Accuracy:  0.935, Loss:  0.033
Epoch   7 Batch   61/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.029
Epoch   7 Batch   62/538 - Train Accuracy:  0.944, Validation Accuracy:  0.948, Loss:  0.034
Epoch   7 Batch   63/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.030
Epoch   7 Batch   64/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.032
Epoch   7 Batch   65/538 - Train Accuracy:  0.937, Validation Accuracy:  0.945, Loss:  0.029
Epoch   7 Batch   66/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.025
Epoch   7 Batch   67/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.029
Epoch   7 Batch   68/538 - Train Accuracy:  0.942, Validation Accuracy:  0.946, Loss:  0.028
Epoch   7 Batch   69/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.030
Epoch   7 Batch   70/538 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.026
Epoch   7 Batch   71/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.033
Epoch   7 Batch   72/538 - Train Accuracy:  0.967, Validation Accuracy:  0.933, Loss:  0.043
Epoch   7 Batch   73/538 - Train Accuracy:  0.949, Validation Accuracy:  0.935, Loss:  0.031
Epoch   7 Batch   74/538 - Train Accuracy:  0.945, Validation Accuracy:  0.940, Loss:  0.027
Epoch   7 Batch   75/538 - Train Accuracy:  0.937, Validation Accuracy:  0.942, Loss:  0.039
Epoch   7 Batch   76/538 - Train Accuracy:  0.945, Validation Accuracy:  0.943, Loss:  0.034
Epoch   7 Batch   77/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.026
Epoch   7 Batch   78/538 - Train Accuracy:  0.927, Validation Accuracy:  0.939, Loss:  0.033
Epoch   7 Batch   79/538 - Train Accuracy:  0.941, Validation Accuracy:  0.947, Loss:  0.028
Epoch   7 Batch   80/538 - Train Accuracy:  0.941, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch   81/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.032
Epoch   7 Batch   82/538 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.031
Epoch   7 Batch   83/538 - Train Accuracy:  0.941, Validation Accuracy:  0.949, Loss:  0.033
Epoch   7 Batch   84/538 - Train Accuracy:  0.936, Validation Accuracy:  0.946, Loss:  0.032
Epoch   7 Batch   85/538 - Train Accuracy:  0.951, Validation Accuracy:  0.940, Loss:  0.027
Epoch   7 Batch   86/538 - Train Accuracy:  0.952, Validation Accuracy:  0.931, Loss:  0.026
Epoch   7 Batch   87/538 - Train Accuracy:  0.934, Validation Accuracy:  0.927, Loss:  0.034
Epoch   7 Batch   88/538 - Train Accuracy:  0.961, Validation Accuracy:  0.939, Loss:  0.029
Epoch   7 Batch   89/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.026
Epoch   7 Batch   90/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.036
Epoch   7 Batch   91/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.032
Epoch   7 Batch   92/538 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.032
Epoch   7 Batch   93/538 - Train Accuracy:  0.948, Validation Accuracy:  0.948, Loss:  0.030
Epoch   7 Batch   94/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.027
Epoch   7 Batch   95/538 - Train Accuracy:  0.941, Validation Accuracy:  0.943, Loss:  0.028
Epoch   7 Batch   96/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.023
Epoch   7 Batch   97/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.022
Epoch   7 Batch   98/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.030
Epoch   7 Batch   99/538 - Train Accuracy:  0.946, Validation Accuracy:  0.942, Loss:  0.027
Epoch   7 Batch  100/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.024
Epoch   7 Batch  101/538 - Train Accuracy:  0.940, Validation Accuracy:  0.939, Loss:  0.042
Epoch   7 Batch  102/538 - Train Accuracy:  0.941, Validation Accuracy:  0.946, Loss:  0.033
Epoch   7 Batch  103/538 - Train Accuracy:  0.945, Validation Accuracy:  0.943, Loss:  0.032
Epoch   7 Batch  104/538 - Train Accuracy:  0.936, Validation Accuracy:  0.939, Loss:  0.029
Epoch   7 Batch  105/538 - Train Accuracy:  0.952, Validation Accuracy:  0.933, Loss:  0.024
Epoch   7 Batch  106/538 - Train Accuracy:  0.929, Validation Accuracy:  0.944, Loss:  0.029
Epoch   7 Batch  107/538 - Train Accuracy:  0.932, Validation Accuracy:  0.943, Loss:  0.034
Epoch   7 Batch  108/538 - Train Accuracy:  0.961, Validation Accuracy:  0.938, Loss:  0.028
Epoch   7 Batch  109/538 - Train Accuracy:  0.965, Validation Accuracy:  0.931, Loss:  0.025
Epoch   7 Batch  110/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.034
Epoch   7 Batch  111/538 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.026
Epoch   7 Batch  112/538 - Train Accuracy:  0.947, Validation Accuracy:  0.947, Loss:  0.031
Epoch   7 Batch  113/538 - Train Accuracy:  0.930, Validation Accuracy:  0.947, Loss:  0.034
Epoch   7 Batch  114/538 - Train Accuracy:  0.941, Validation Accuracy:  0.945, Loss:  0.027
Epoch   7 Batch  115/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.038
Epoch   7 Batch  116/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.037
Epoch   7 Batch  117/538 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.035
Epoch   7 Batch  118/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.027
Epoch   7 Batch  119/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.025
Epoch   7 Batch  120/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.024
Epoch   7 Batch  121/538 - Train Accuracy:  0.942, Validation Accuracy:  0.957, Loss:  0.029
Epoch   7 Batch  122/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.030
Epoch   7 Batch  123/538 - Train Accuracy:  0.941, Validation Accuracy:  0.954, Loss:  0.027
Epoch   7 Batch  124/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.028
Epoch   7 Batch  125/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.032
Epoch   7 Batch  126/538 - Train Accuracy:  0.929, Validation Accuracy:  0.948, Loss:  0.037
Epoch   7 Batch  127/538 - Train Accuracy:  0.937, Validation Accuracy:  0.949, Loss:  0.038
Epoch   7 Batch  128/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.029
Epoch   7 Batch  129/538 - Train Accuracy:  0.946, Validation Accuracy:  0.944, Loss:  0.022
Epoch   7 Batch  130/538 - Train Accuracy:  0.944, Validation Accuracy:  0.943, Loss:  0.028
Epoch   7 Batch  131/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.026
Epoch   7 Batch  132/538 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.034
Epoch   7 Batch  133/538 - Train Accuracy:  0.938, Validation Accuracy:  0.953, Loss:  0.029
Epoch   7 Batch  134/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.038
Epoch   7 Batch  135/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.038
Epoch   7 Batch  136/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.025
Epoch   7 Batch  137/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.038
Epoch   7 Batch  138/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.031
Epoch   7 Batch  139/538 - Train Accuracy:  0.948, Validation Accuracy:  0.942, Loss:  0.033
Epoch   7 Batch  140/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.034
Epoch   7 Batch  141/538 - Train Accuracy:  0.948, Validation Accuracy:  0.939, Loss:  0.029
Epoch   7 Batch  142/538 - Train Accuracy:  0.954, Validation Accuracy:  0.943, Loss:  0.029
Epoch   7 Batch  143/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.042
Epoch   7 Batch  144/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.034
Epoch   7 Batch  145/538 - Train Accuracy:  0.925, Validation Accuracy:  0.947, Loss:  0.038
Epoch   7 Batch  146/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.029
Epoch   7 Batch  147/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.031
Epoch   7 Batch  148/538 - Train Accuracy:  0.943, Validation Accuracy:  0.953, Loss:  0.034
Epoch   7 Batch  149/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch  150/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.027
Epoch   7 Batch  151/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.029
Epoch   7 Batch  152/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.034
Epoch   7 Batch  153/538 - Train Accuracy:  0.937, Validation Accuracy:  0.952, Loss:  0.030
Epoch   7 Batch  154/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.026
Epoch   7 Batch  155/538 - Train Accuracy:  0.944, Validation Accuracy:  0.947, Loss:  0.030
Epoch   7 Batch  156/538 - Train Accuracy:  0.953, Validation Accuracy:  0.940, Loss:  0.026
Epoch   7 Batch  157/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.026
Epoch   7 Batch  158/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.029
Epoch   7 Batch  159/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.036
Epoch   7 Batch  160/538 - Train Accuracy:  0.945, Validation Accuracy:  0.953, Loss:  0.025
Epoch   7 Batch  161/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.023
Epoch   7 Batch  162/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.028
Epoch   7 Batch  163/538 - Train Accuracy:  0.946, Validation Accuracy:  0.955, Loss:  0.041
Epoch   7 Batch  164/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.031
Epoch   7 Batch  165/538 - Train Accuracy:  0.937, Validation Accuracy:  0.947, Loss:  0.022
Epoch   7 Batch  166/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.025
Epoch   7 Batch  167/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.043
Epoch   7 Batch  168/538 - Train Accuracy:  0.928, Validation Accuracy:  0.940, Loss:  0.036
Epoch   7 Batch  169/538 - Train Accuracy:  0.964, Validation Accuracy:  0.933, Loss:  0.024
Epoch   7 Batch  170/538 - Train Accuracy:  0.939, Validation Accuracy:  0.930, Loss:  0.034
Epoch   7 Batch  171/538 - Train Accuracy:  0.937, Validation Accuracy:  0.944, Loss:  0.037
Epoch   7 Batch  172/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.027
Epoch   7 Batch  173/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.024
Epoch   7 Batch  174/538 - Train Accuracy:  0.968, Validation Accuracy:  0.938, Loss:  0.024
Epoch   7 Batch  175/538 - Train Accuracy:  0.924, Validation Accuracy:  0.936, Loss:  0.031
Epoch   7 Batch  176/538 - Train Accuracy:  0.939, Validation Accuracy:  0.936, Loss:  0.034
Epoch   7 Batch  177/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.029
Epoch   7 Batch  178/538 - Train Accuracy:  0.930, Validation Accuracy:  0.948, Loss:  0.031
Epoch   7 Batch  179/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.026
Epoch   7 Batch  180/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.030
Epoch   7 Batch  181/538 - Train Accuracy:  0.949, Validation Accuracy:  0.940, Loss:  0.036
Epoch   7 Batch  182/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.024
Epoch   7 Batch  183/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.026
Epoch   7 Batch  184/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.028
Epoch   7 Batch  185/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.021
Epoch   7 Batch  186/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.027
Epoch   7 Batch  187/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.030
Epoch   7 Batch  188/538 - Train Accuracy:  0.944, Validation Accuracy:  0.956, Loss:  0.023
Epoch   7 Batch  189/538 - Train Accuracy:  0.936, Validation Accuracy:  0.957, Loss:  0.037
Epoch   7 Batch  190/538 - Train Accuracy:  0.936, Validation Accuracy:  0.949, Loss:  0.043
Epoch   7 Batch  191/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.031
Epoch   7 Batch  192/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.026
Epoch   7 Batch  193/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.028
Epoch   7 Batch  194/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.036
Epoch   7 Batch  195/538 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.035
Epoch   7 Batch  196/538 - Train Accuracy:  0.954, Validation Accuracy:  0.925, Loss:  0.024
Epoch   7 Batch  197/538 - Train Accuracy:  0.949, Validation Accuracy:  0.931, Loss:  0.031
Epoch   7 Batch  198/538 - Train Accuracy:  0.942, Validation Accuracy:  0.940, Loss:  0.031
Epoch   7 Batch  199/538 - Train Accuracy:  0.935, Validation Accuracy:  0.930, Loss:  0.032
Epoch   7 Batch  200/538 - Train Accuracy:  0.959, Validation Accuracy:  0.933, Loss:  0.021
Epoch   7 Batch  201/538 - Train Accuracy:  0.945, Validation Accuracy:  0.938, Loss:  0.036
Epoch   7 Batch  202/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.027
Epoch   7 Batch  203/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.039
Epoch   7 Batch  204/538 - Train Accuracy:  0.934, Validation Accuracy:  0.939, Loss:  0.039
Epoch   7 Batch  205/538 - Train Accuracy:  0.943, Validation Accuracy:  0.935, Loss:  0.034
Epoch   7 Batch  206/538 - Train Accuracy:  0.958, Validation Accuracy:  0.937, Loss:  0.030
Epoch   7 Batch  207/538 - Train Accuracy:  0.966, Validation Accuracy:  0.934, Loss:  0.030
Epoch   7 Batch  208/538 - Train Accuracy:  0.946, Validation Accuracy:  0.937, Loss:  0.039
Epoch   7 Batch  209/538 - Train Accuracy:  0.964, Validation Accuracy:  0.934, Loss:  0.027
Epoch   7 Batch  210/538 - Train Accuracy:  0.936, Validation Accuracy:  0.934, Loss:  0.034
Epoch   7 Batch  211/538 - Train Accuracy:  0.943, Validation Accuracy:  0.936, Loss:  0.033
Epoch   7 Batch  212/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.030
Epoch   7 Batch  213/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.029
Epoch   7 Batch  214/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.029
Epoch   7 Batch  215/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.027
Epoch   7 Batch  216/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.032
Epoch   7 Batch  217/538 - Train Accuracy:  0.962, Validation Accuracy:  0.939, Loss:  0.028
Epoch   7 Batch  218/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.024
Epoch   7 Batch  219/538 - Train Accuracy:  0.945, Validation Accuracy:  0.942, Loss:  0.036
Epoch   7 Batch  220/538 - Train Accuracy:  0.927, Validation Accuracy:  0.942, Loss:  0.033
Epoch   7 Batch  221/538 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.031
Epoch   7 Batch  222/538 - Train Accuracy:  0.937, Validation Accuracy:  0.938, Loss:  0.031
Epoch   7 Batch  223/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.031
Epoch   7 Batch  224/538 - Train Accuracy:  0.958, Validation Accuracy:  0.936, Loss:  0.035
Epoch   7 Batch  225/538 - Train Accuracy:  0.935, Validation Accuracy:  0.931, Loss:  0.031
Epoch   7 Batch  226/538 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.036
Epoch   7 Batch  227/538 - Train Accuracy:  0.943, Validation Accuracy:  0.935, Loss:  0.032
Epoch   7 Batch  228/538 - Train Accuracy:  0.936, Validation Accuracy:  0.936, Loss:  0.031
Epoch   7 Batch  229/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.030
Epoch   7 Batch  230/538 - Train Accuracy:  0.940, Validation Accuracy:  0.938, Loss:  0.029
Epoch   7 Batch  231/538 - Train Accuracy:  0.954, Validation Accuracy:  0.933, Loss:  0.034
Epoch   7 Batch  232/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.033
Epoch   7 Batch  233/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.031
Epoch   7 Batch  234/538 - Train Accuracy:  0.955, Validation Accuracy:  0.936, Loss:  0.025
Epoch   7 Batch  235/538 - Train Accuracy:  0.947, Validation Accuracy:  0.934, Loss:  0.025
Epoch   7 Batch  236/538 - Train Accuracy:  0.948, Validation Accuracy:  0.933, Loss:  0.030
Epoch   7 Batch  237/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.024
Epoch   7 Batch  238/538 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.031
Epoch   7 Batch  239/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.032
Epoch   7 Batch  240/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.032
Epoch   7 Batch  241/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.034
Epoch   7 Batch  242/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.032
Epoch   7 Batch  243/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.024
Epoch   7 Batch  244/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.028
Epoch   7 Batch  245/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.036
Epoch   7 Batch  246/538 - Train Accuracy:  0.949, Validation Accuracy:  0.940, Loss:  0.023
Epoch   7 Batch  247/538 - Train Accuracy:  0.935, Validation Accuracy:  0.932, Loss:  0.029
Epoch   7 Batch  248/538 - Train Accuracy:  0.952, Validation Accuracy:  0.929, Loss:  0.033
Epoch   7 Batch  249/538 - Train Accuracy:  0.959, Validation Accuracy:  0.932, Loss:  0.024
Epoch   7 Batch  250/538 - Train Accuracy:  0.954, Validation Accuracy:  0.930, Loss:  0.032
Epoch   7 Batch  251/538 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.026
Epoch   7 Batch  252/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.029
Epoch   7 Batch  253/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.029
Epoch   7 Batch  254/538 - Train Accuracy:  0.932, Validation Accuracy:  0.942, Loss:  0.034
Epoch   7 Batch  255/538 - Train Accuracy:  0.945, Validation Accuracy:  0.942, Loss:  0.027
Epoch   7 Batch  256/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.028
Epoch   7 Batch  257/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.032
Epoch   7 Batch  258/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.029
Epoch   7 Batch  259/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.025
Epoch   7 Batch  260/538 - Train Accuracy:  0.923, Validation Accuracy:  0.952, Loss:  0.034
Epoch   7 Batch  261/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.037
Epoch   7 Batch  262/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.028
Epoch   7 Batch  263/538 - Train Accuracy:  0.941, Validation Accuracy:  0.948, Loss:  0.028
Epoch   7 Batch  264/538 - Train Accuracy:  0.936, Validation Accuracy:  0.956, Loss:  0.038
Epoch   7 Batch  265/538 - Train Accuracy:  0.939, Validation Accuracy:  0.951, Loss:  0.034
Epoch   7 Batch  266/538 - Train Accuracy:  0.926, Validation Accuracy:  0.953, Loss:  0.031
Epoch   7 Batch  267/538 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.025
Epoch   7 Batch  268/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.028
Epoch   7 Batch  269/538 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.031
Epoch   7 Batch  270/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.029
Epoch   7 Batch  271/538 - Train Accuracy:  0.957, Validation Accuracy:  0.938, Loss:  0.023
Epoch   7 Batch  272/538 - Train Accuracy:  0.946, Validation Accuracy:  0.937, Loss:  0.036
Epoch   7 Batch  273/538 - Train Accuracy:  0.962, Validation Accuracy:  0.940, Loss:  0.034
Epoch   7 Batch  274/538 - Train Accuracy:  0.930, Validation Accuracy:  0.943, Loss:  0.033
Epoch   7 Batch  275/538 - Train Accuracy:  0.944, Validation Accuracy:  0.936, Loss:  0.037
Epoch   7 Batch  276/538 - Train Accuracy:  0.922, Validation Accuracy:  0.926, Loss:  0.039
Epoch   7 Batch  277/538 - Train Accuracy:  0.945, Validation Accuracy:  0.929, Loss:  0.023
Epoch   7 Batch  278/538 - Train Accuracy:  0.937, Validation Accuracy:  0.938, Loss:  0.034
Epoch   7 Batch  279/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.029
Epoch   7 Batch  280/538 - Train Accuracy:  0.930, Validation Accuracy:  0.923, Loss:  0.028
Epoch   7 Batch  281/538 - Train Accuracy:  0.937, Validation Accuracy:  0.934, Loss:  0.042
Epoch   7 Batch  282/538 - Train Accuracy:  0.931, Validation Accuracy:  0.942, Loss:  0.039
Epoch   7 Batch  283/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.028
Epoch   7 Batch  284/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.035
Epoch   7 Batch  285/538 - Train Accuracy:  0.937, Validation Accuracy:  0.948, Loss:  0.026
Epoch   7 Batch  286/538 - Train Accuracy:  0.942, Validation Accuracy:  0.936, Loss:  0.036
Epoch   7 Batch  287/538 - Train Accuracy:  0.956, Validation Accuracy:  0.924, Loss:  0.028
Epoch   7 Batch  288/538 - Train Accuracy:  0.960, Validation Accuracy:  0.920, Loss:  0.029
Epoch   7 Batch  289/538 - Train Accuracy:  0.943, Validation Accuracy:  0.936, Loss:  0.026
Epoch   7 Batch  290/538 - Train Accuracy:  0.963, Validation Accuracy:  0.934, Loss:  0.029
Epoch   7 Batch  291/538 - Train Accuracy:  0.955, Validation Accuracy:  0.938, Loss:  0.035
Epoch   7 Batch  292/538 - Train Accuracy:  0.970, Validation Accuracy:  0.942, Loss:  0.027
Epoch   7 Batch  293/538 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.028
Epoch   7 Batch  294/538 - Train Accuracy:  0.943, Validation Accuracy:  0.941, Loss:  0.027
Epoch   7 Batch  295/538 - Train Accuracy:  0.938, Validation Accuracy:  0.949, Loss:  0.032
Epoch   7 Batch  296/538 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.040
Epoch   7 Batch  297/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.030
Epoch   7 Batch  298/538 - Train Accuracy:  0.924, Validation Accuracy:  0.943, Loss:  0.034
Epoch   7 Batch  299/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.042
Epoch   7 Batch  300/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.033
Epoch   7 Batch  301/538 - Train Accuracy:  0.945, Validation Accuracy:  0.947, Loss:  0.033
Epoch   7 Batch  302/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.032
Epoch   7 Batch  303/538 - Train Accuracy:  0.948, Validation Accuracy:  0.952, Loss:  0.038
Epoch   7 Batch  304/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.033
Epoch   7 Batch  305/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.026
Epoch   7 Batch  306/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.034
Epoch   7 Batch  307/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.027
Epoch   7 Batch  308/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.027
Epoch   7 Batch  309/538 - Train Accuracy:  0.973, Validation Accuracy:  0.945, Loss:  0.022
Epoch   7 Batch  310/538 - Train Accuracy:  0.957, Validation Accuracy:  0.939, Loss:  0.036
Epoch   7 Batch  311/538 - Train Accuracy:  0.943, Validation Accuracy:  0.937, Loss:  0.035
Epoch   7 Batch  312/538 - Train Accuracy:  0.949, Validation Accuracy:  0.938, Loss:  0.026
Epoch   7 Batch  313/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.032
Epoch   7 Batch  314/538 - Train Accuracy:  0.949, Validation Accuracy:  0.941, Loss:  0.028
Epoch   7 Batch  315/538 - Train Accuracy:  0.948, Validation Accuracy:  0.938, Loss:  0.031
Epoch   7 Batch  316/538 - Train Accuracy:  0.943, Validation Accuracy:  0.937, Loss:  0.028
Epoch   7 Batch  317/538 - Train Accuracy:  0.948, Validation Accuracy:  0.935, Loss:  0.034
Epoch   7 Batch  318/538 - Train Accuracy:  0.939, Validation Accuracy:  0.931, Loss:  0.028
Epoch   7 Batch  319/538 - Train Accuracy:  0.956, Validation Accuracy:  0.925, Loss:  0.027
Epoch   7 Batch  320/538 - Train Accuracy:  0.950, Validation Accuracy:  0.930, Loss:  0.025
Epoch   7 Batch  321/538 - Train Accuracy:  0.938, Validation Accuracy:  0.939, Loss:  0.028
Epoch   7 Batch  322/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.034
Epoch   7 Batch  323/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.026
Epoch   7 Batch  324/538 - Train Accuracy:  0.957, Validation Accuracy:  0.939, Loss:  0.028
Epoch   7 Batch  325/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.037
Epoch   7 Batch  326/538 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.030
Epoch   7 Batch  327/538 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.035
Epoch   7 Batch  328/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.037
Epoch   7 Batch  329/538 - Train Accuracy:  0.965, Validation Accuracy:  0.941, Loss:  0.027
Epoch   7 Batch  330/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.027
Epoch   7 Batch  331/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.029
Epoch   7 Batch  332/538 - Train Accuracy:  0.937, Validation Accuracy:  0.941, Loss:  0.034
Epoch   7 Batch  333/538 - Train Accuracy:  0.944, Validation Accuracy:  0.943, Loss:  0.034
Epoch   7 Batch  334/538 - Train Accuracy:  0.932, Validation Accuracy:  0.942, Loss:  0.028
Epoch   7 Batch  335/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.033
Epoch   7 Batch  336/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.032
Epoch   7 Batch  337/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.030
Epoch   7 Batch  338/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.025
Epoch   7 Batch  339/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.026
Epoch   7 Batch  340/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.027
Epoch   7 Batch  341/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.027
Epoch   7 Batch  342/538 - Train Accuracy:  0.945, Validation Accuracy:  0.954, Loss:  0.028
Epoch   7 Batch  343/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.029
Epoch   7 Batch  344/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.026
Epoch   7 Batch  345/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.032
Epoch   7 Batch  346/538 - Train Accuracy:  0.943, Validation Accuracy:  0.938, Loss:  0.032
Epoch   7 Batch  347/538 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.029
Epoch   7 Batch  348/538 - Train Accuracy:  0.945, Validation Accuracy:  0.927, Loss:  0.026
Epoch   7 Batch  349/538 - Train Accuracy:  0.948, Validation Accuracy:  0.930, Loss:  0.025
Epoch   7 Batch  350/538 - Train Accuracy:  0.934, Validation Accuracy:  0.930, Loss:  0.038
Epoch   7 Batch  351/538 - Train Accuracy:  0.954, Validation Accuracy:  0.940, Loss:  0.034
Epoch   7 Batch  352/538 - Train Accuracy:  0.938, Validation Accuracy:  0.949, Loss:  0.048
Epoch   7 Batch  353/538 - Train Accuracy:  0.935, Validation Accuracy:  0.945, Loss:  0.033
Epoch   7 Batch  354/538 - Train Accuracy:  0.950, Validation Accuracy:  0.943, Loss:  0.028
Epoch   7 Batch  355/538 - Train Accuracy:  0.951, Validation Accuracy:  0.940, Loss:  0.034
Epoch   7 Batch  356/538 - Train Accuracy:  0.962, Validation Accuracy:  0.936, Loss:  0.026
Epoch   7 Batch  357/538 - Train Accuracy:  0.943, Validation Accuracy:  0.941, Loss:  0.033
Epoch   7 Batch  358/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.024
Epoch   7 Batch  359/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.030
Epoch   7 Batch  360/538 - Train Accuracy:  0.936, Validation Accuracy:  0.955, Loss:  0.026
Epoch   7 Batch  361/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.031
Epoch   7 Batch  362/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch  363/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.031
Epoch   7 Batch  364/538 - Train Accuracy:  0.935, Validation Accuracy:  0.945, Loss:  0.043
Epoch   7 Batch  365/538 - Train Accuracy:  0.945, Validation Accuracy:  0.943, Loss:  0.030
Epoch   7 Batch  366/538 - Train Accuracy:  0.934, Validation Accuracy:  0.951, Loss:  0.035
Epoch   7 Batch  367/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.025
Epoch   7 Batch  368/538 - Train Accuracy:  0.942, Validation Accuracy:  0.945, Loss:  0.025
Epoch   7 Batch  369/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.024
Epoch   7 Batch  370/538 - Train Accuracy:  0.958, Validation Accuracy:  0.937, Loss:  0.032
Epoch   7 Batch  371/538 - Train Accuracy:  0.966, Validation Accuracy:  0.935, Loss:  0.032
Epoch   7 Batch  372/538 - Train Accuracy:  0.957, Validation Accuracy:  0.926, Loss:  0.027
Epoch   7 Batch  373/538 - Train Accuracy:  0.952, Validation Accuracy:  0.927, Loss:  0.024
Epoch   7 Batch  374/538 - Train Accuracy:  0.957, Validation Accuracy:  0.928, Loss:  0.026
Epoch   7 Batch  375/538 - Train Accuracy:  0.948, Validation Accuracy:  0.936, Loss:  0.027
Epoch   7 Batch  376/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.024
Epoch   7 Batch  377/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.031
Epoch   7 Batch  378/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.028
Epoch   7 Batch  379/538 - Train Accuracy:  0.936, Validation Accuracy:  0.943, Loss:  0.032
Epoch   7 Batch  380/538 - Train Accuracy:  0.952, Validation Accuracy:  0.934, Loss:  0.026
Epoch   7 Batch  381/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.029
Epoch   7 Batch  382/538 - Train Accuracy:  0.939, Validation Accuracy:  0.934, Loss:  0.035
Epoch   7 Batch  383/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.029
Epoch   7 Batch  384/538 - Train Accuracy:  0.937, Validation Accuracy:  0.939, Loss:  0.031
Epoch   7 Batch  385/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.025
Epoch   7 Batch  386/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.026
Epoch   7 Batch  387/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.029
Epoch   7 Batch  388/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.029
Epoch   7 Batch  389/538 - Train Accuracy:  0.930, Validation Accuracy:  0.950, Loss:  0.037
Epoch   7 Batch  390/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.022
Epoch   7 Batch  391/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.026
Epoch   7 Batch  392/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.026
Epoch   7 Batch  393/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.025
Epoch   7 Batch  394/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.028
Epoch   7 Batch  395/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.030
Epoch   7 Batch  396/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.023
Epoch   7 Batch  397/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.031
Epoch   7 Batch  398/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.025
Epoch   7 Batch  399/538 - Train Accuracy:  0.935, Validation Accuracy:  0.952, Loss:  0.031
Epoch   7 Batch  400/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.028
Epoch   7 Batch  401/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.024
Epoch   7 Batch  402/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.025
Epoch   7 Batch  403/538 - Train Accuracy:  0.938, Validation Accuracy:  0.951, Loss:  0.031
Epoch   7 Batch  404/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.031
Epoch   7 Batch  405/538 - Train Accuracy:  0.946, Validation Accuracy:  0.959, Loss:  0.029
Epoch   7 Batch  406/538 - Train Accuracy:  0.949, Validation Accuracy:  0.963, Loss:  0.027
Epoch   7 Batch  407/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.027
Epoch   7 Batch  408/538 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.029
Epoch   7 Batch  409/538 - Train Accuracy:  0.935, Validation Accuracy:  0.951, Loss:  0.028
Epoch   7 Batch  410/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.026
Epoch   7 Batch  411/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.029
Epoch   7 Batch  412/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.030
Epoch   7 Batch  413/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.024
Epoch   7 Batch  414/538 - Train Accuracy:  0.924, Validation Accuracy:  0.941, Loss:  0.041
Epoch   7 Batch  415/538 - Train Accuracy:  0.929, Validation Accuracy:  0.949, Loss:  0.034
Epoch   7 Batch  416/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.030
Epoch   7 Batch  417/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.025
Epoch   7 Batch  418/538 - Train Accuracy:  0.949, Validation Accuracy:  0.928, Loss:  0.035
Epoch   7 Batch  419/538 - Train Accuracy:  0.953, Validation Accuracy:  0.925, Loss:  0.029
Epoch   7 Batch  420/538 - Train Accuracy:  0.947, Validation Accuracy:  0.931, Loss:  0.033
Epoch   7 Batch  421/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.029
Epoch   7 Batch  422/538 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.032
Epoch   7 Batch  423/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.030
Epoch   7 Batch  424/538 - Train Accuracy:  0.941, Validation Accuracy:  0.949, Loss:  0.035
Epoch   7 Batch  425/538 - Train Accuracy:  0.950, Validation Accuracy:  0.943, Loss:  0.043
Epoch   7 Batch  426/538 - Train Accuracy:  0.948, Validation Accuracy:  0.938, Loss:  0.030
Epoch   7 Batch  427/538 - Train Accuracy:  0.945, Validation Accuracy:  0.935, Loss:  0.031
Epoch   7 Batch  428/538 - Train Accuracy:  0.954, Validation Accuracy:  0.937, Loss:  0.024
Epoch   7 Batch  429/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.033
Epoch   7 Batch  430/538 - Train Accuracy:  0.934, Validation Accuracy:  0.940, Loss:  0.032
Epoch   7 Batch  431/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.027
Epoch   7 Batch  432/538 - Train Accuracy:  0.937, Validation Accuracy:  0.947, Loss:  0.038
Epoch   7 Batch  433/538 - Train Accuracy:  0.924, Validation Accuracy:  0.947, Loss:  0.050
Epoch   7 Batch  434/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.027
Epoch   7 Batch  435/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.026
Epoch   7 Batch  436/538 - Train Accuracy:  0.937, Validation Accuracy:  0.948, Loss:  0.035
Epoch   7 Batch  437/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.031
Epoch   7 Batch  438/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.024
Epoch   7 Batch  439/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch  440/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.031
Epoch   7 Batch  441/538 - Train Accuracy:  0.937, Validation Accuracy:  0.945, Loss:  0.036
Epoch   7 Batch  442/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.023
Epoch   7 Batch  443/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.031
Epoch   7 Batch  444/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.028
Epoch   7 Batch  445/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.024
Epoch   7 Batch  446/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.026
Epoch   7 Batch  447/538 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.031
Epoch   7 Batch  448/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.025
Epoch   7 Batch  449/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.037
Epoch   7 Batch  450/538 - Train Accuracy:  0.936, Validation Accuracy:  0.954, Loss:  0.035
Epoch   7 Batch  451/538 - Train Accuracy:  0.937, Validation Accuracy:  0.956, Loss:  0.032
Epoch   7 Batch  452/538 - Train Accuracy:  0.943, Validation Accuracy:  0.954, Loss:  0.026
Epoch   7 Batch  453/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.034
Epoch   7 Batch  454/538 - Train Accuracy:  0.940, Validation Accuracy:  0.946, Loss:  0.034
Epoch   7 Batch  455/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.031
Epoch   7 Batch  456/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.048
Epoch   7 Batch  457/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.027
Epoch   7 Batch  458/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.027
Epoch   7 Batch  459/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.023
Epoch   7 Batch  460/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.032
Epoch   7 Batch  461/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.034
Epoch   7 Batch  462/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.024
Epoch   7 Batch  463/538 - Train Accuracy:  0.932, Validation Accuracy:  0.946, Loss:  0.035
Epoch   7 Batch  464/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.026
Epoch   7 Batch  465/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.034
Epoch   7 Batch  466/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.027
Epoch   7 Batch  467/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.032
Epoch   7 Batch  468/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.040
Epoch   7 Batch  469/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.027
Epoch   7 Batch  470/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.032
Epoch   7 Batch  471/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.029
Epoch   7 Batch  472/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.028
Epoch   7 Batch  473/538 - Train Accuracy:  0.939, Validation Accuracy:  0.955, Loss:  0.033
Epoch   7 Batch  474/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.024
Epoch   7 Batch  475/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.031
Epoch   7 Batch  476/538 - Train Accuracy:  0.953, Validation Accuracy:  0.939, Loss:  0.031
Epoch   7 Batch  477/538 - Train Accuracy:  0.936, Validation Accuracy:  0.939, Loss:  0.035
Epoch   7 Batch  478/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.026
Epoch   7 Batch  479/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.030
Epoch   7 Batch  480/538 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.028
Epoch   7 Batch  481/538 - Train Accuracy:  0.968, Validation Accuracy:  0.945, Loss:  0.030
Epoch   7 Batch  482/538 - Train Accuracy:  0.942, Validation Accuracy:  0.949, Loss:  0.026
Epoch   7 Batch  483/538 - Train Accuracy:  0.930, Validation Accuracy:  0.945, Loss:  0.036
Epoch   7 Batch  484/538 - Train Accuracy:  0.943, Validation Accuracy:  0.945, Loss:  0.031
Epoch   7 Batch  485/538 - Train Accuracy:  0.945, Validation Accuracy:  0.937, Loss:  0.034
Epoch   7 Batch  486/538 - Train Accuracy:  0.946, Validation Accuracy:  0.938, Loss:  0.027
Epoch   7 Batch  487/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.025
Epoch   7 Batch  488/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.026
Epoch   7 Batch  489/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.030
Epoch   7 Batch  490/538 - Train Accuracy:  0.941, Validation Accuracy:  0.960, Loss:  0.032
Epoch   7 Batch  491/538 - Train Accuracy:  0.942, Validation Accuracy:  0.959, Loss:  0.034
Epoch   7 Batch  492/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.027
Epoch   7 Batch  493/538 - Train Accuracy:  0.942, Validation Accuracy:  0.938, Loss:  0.026
Epoch   7 Batch  494/538 - Train Accuracy:  0.932, Validation Accuracy:  0.940, Loss:  0.033
Epoch   7 Batch  495/538 - Train Accuracy:  0.940, Validation Accuracy:  0.936, Loss:  0.030
Epoch   7 Batch  496/538 - Train Accuracy:  0.941, Validation Accuracy:  0.945, Loss:  0.024
Epoch   7 Batch  497/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.029
Epoch   7 Batch  498/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.028
Epoch   7 Batch  499/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.031
Epoch   7 Batch  500/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.021
Epoch   7 Batch  501/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.029
Epoch   7 Batch  502/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.025
Epoch   7 Batch  503/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.027
Epoch   7 Batch  504/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.021
Epoch   7 Batch  505/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.021
Epoch   7 Batch  506/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.023
Epoch   7 Batch  507/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.029
Epoch   7 Batch  508/538 - Train Accuracy:  0.927, Validation Accuracy:  0.954, Loss:  0.032
Epoch   7 Batch  509/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.030
Epoch   7 Batch  510/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.025
Epoch   7 Batch  511/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.033
Epoch   7 Batch  512/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.033
Epoch   7 Batch  513/538 - Train Accuracy:  0.933, Validation Accuracy:  0.952, Loss:  0.027
Epoch   7 Batch  514/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.026
Epoch   7 Batch  515/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.030
Epoch   7 Batch  516/538 - Train Accuracy:  0.935, Validation Accuracy:  0.950, Loss:  0.025
Epoch   7 Batch  517/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.023
Epoch   7 Batch  518/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.035
Epoch   7 Batch  519/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.035
Epoch   7 Batch  520/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.031
Epoch   7 Batch  521/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.035
Epoch   7 Batch  522/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.025
Epoch   7 Batch  523/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.028
Epoch   7 Batch  524/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.024
Epoch   7 Batch  525/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.029
Epoch   7 Batch  526/538 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.028
Epoch   7 Batch  527/538 - Train Accuracy:  0.942, Validation Accuracy:  0.951, Loss:  0.027
Epoch   7 Batch  528/538 - Train Accuracy:  0.942, Validation Accuracy:  0.951, Loss:  0.033
Epoch   7 Batch  529/538 - Train Accuracy:  0.936, Validation Accuracy:  0.949, Loss:  0.031
Epoch   7 Batch  530/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.029
Epoch   7 Batch  531/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.036
Epoch   7 Batch  532/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.027
Epoch   7 Batch  533/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.025
Epoch   7 Batch  534/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.021
Epoch   7 Batch  535/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.028
Epoch   7 Batch  536/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.032
Epoch   8 Batch    0/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.023
Epoch   8 Batch    1/538 - Train Accuracy:  0.965, Validation Accuracy:  0.941, Loss:  0.025
Epoch   8 Batch    2/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.036
Epoch   8 Batch    3/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.024
Epoch   8 Batch    4/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.025
Epoch   8 Batch    5/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.034
Epoch   8 Batch    6/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.027
Epoch   8 Batch    7/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.030
Epoch   8 Batch    8/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.027
Epoch   8 Batch    9/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.025
Epoch   8 Batch   10/538 - Train Accuracy:  0.945, Validation Accuracy:  0.955, Loss:  0.031
Epoch   8 Batch   11/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.029
Epoch   8 Batch   12/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.026
Epoch   8 Batch   13/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.025
Epoch   8 Batch   14/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.029
Epoch   8 Batch   15/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.025
Epoch   8 Batch   16/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.029
Epoch   8 Batch   17/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.030
Epoch   8 Batch   18/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.035
Epoch   8 Batch   19/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.030
Epoch   8 Batch   20/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.036
Epoch   8 Batch   21/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch   8 Batch   22/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.033
Epoch   8 Batch   23/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.059
Epoch   8 Batch   24/538 - Train Accuracy:  0.953, Validation Accuracy:  0.938, Loss:  0.034
Epoch   8 Batch   25/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.033
Epoch   8 Batch   26/538 - Train Accuracy:  0.934, Validation Accuracy:  0.943, Loss:  0.041
Epoch   8 Batch   27/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.028
Epoch   8 Batch   28/538 - Train Accuracy:  0.954, Validation Accuracy:  0.936, Loss:  0.032
Epoch   8 Batch   29/538 - Train Accuracy:  0.940, Validation Accuracy:  0.931, Loss:  0.026
Epoch   8 Batch   30/538 - Train Accuracy:  0.955, Validation Accuracy:  0.929, Loss:  0.033
Epoch   8 Batch   31/538 - Train Accuracy:  0.971, Validation Accuracy:  0.935, Loss:  0.025
Epoch   8 Batch   32/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.020
Epoch   8 Batch   33/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.027
Epoch   8 Batch   34/538 - Train Accuracy:  0.940, Validation Accuracy:  0.944, Loss:  0.032
Epoch   8 Batch   35/538 - Train Accuracy:  0.941, Validation Accuracy:  0.943, Loss:  0.025
Epoch   8 Batch   36/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.025
Epoch   8 Batch   37/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.036
Epoch   8 Batch   38/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.028
Epoch   8 Batch   39/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.030
Epoch   8 Batch   40/538 - Train Accuracy:  0.948, Validation Accuracy:  0.948, Loss:  0.025
Epoch   8 Batch   41/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.028
Epoch   8 Batch   42/538 - Train Accuracy:  0.955, Validation Accuracy:  0.933, Loss:  0.028
Epoch   8 Batch   43/538 - Train Accuracy:  0.926, Validation Accuracy:  0.934, Loss:  0.038
Epoch   8 Batch   44/538 - Train Accuracy:  0.923, Validation Accuracy:  0.931, Loss:  0.033
Epoch   8 Batch   45/538 - Train Accuracy:  0.946, Validation Accuracy:  0.928, Loss:  0.029
Epoch   8 Batch   46/538 - Train Accuracy:  0.962, Validation Accuracy:  0.934, Loss:  0.028
Epoch   8 Batch   47/538 - Train Accuracy:  0.949, Validation Accuracy:  0.937, Loss:  0.035
Epoch   8 Batch   48/538 - Train Accuracy:  0.933, Validation Accuracy:  0.936, Loss:  0.035
Epoch   8 Batch   49/538 - Train Accuracy:  0.949, Validation Accuracy:  0.935, Loss:  0.028
Epoch   8 Batch   50/538 - Train Accuracy:  0.943, Validation Accuracy:  0.942, Loss:  0.027
Epoch   8 Batch   51/538 - Train Accuracy:  0.955, Validation Accuracy:  0.935, Loss:  0.035
Epoch   8 Batch   52/538 - Train Accuracy:  0.941, Validation Accuracy:  0.930, Loss:  0.027
Epoch   8 Batch   53/538 - Train Accuracy:  0.927, Validation Accuracy:  0.934, Loss:  0.030
Epoch   8 Batch   54/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.028
Epoch   8 Batch   55/538 - Train Accuracy:  0.947, Validation Accuracy:  0.954, Loss:  0.030
Epoch   8 Batch   56/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.030
Epoch   8 Batch   57/538 - Train Accuracy:  0.933, Validation Accuracy:  0.928, Loss:  0.033
Epoch   8 Batch   58/538 - Train Accuracy:  0.929, Validation Accuracy:  0.934, Loss:  0.032
Epoch   8 Batch   59/538 - Train Accuracy:  0.937, Validation Accuracy:  0.944, Loss:  0.025
Epoch   8 Batch   60/538 - Train Accuracy:  0.941, Validation Accuracy:  0.943, Loss:  0.030
Epoch   8 Batch   61/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.032
Epoch   8 Batch   62/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.028
Epoch   8 Batch   63/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.028
Epoch   8 Batch   64/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.029
Epoch   8 Batch   65/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.028
Epoch   8 Batch   66/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.023
Epoch   8 Batch   67/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.027
Epoch   8 Batch   68/538 - Train Accuracy:  0.946, Validation Accuracy:  0.940, Loss:  0.027
Epoch   8 Batch   69/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.028
Epoch   8 Batch   70/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.026
Epoch   8 Batch   71/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.032
Epoch   8 Batch   72/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.044
Epoch   8 Batch   73/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.029
Epoch   8 Batch   74/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.025
Epoch   8 Batch   75/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.034
Epoch   8 Batch   76/538 - Train Accuracy:  0.941, Validation Accuracy:  0.945, Loss:  0.032
Epoch   8 Batch   77/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.024
Epoch   8 Batch   78/538 - Train Accuracy:  0.930, Validation Accuracy:  0.944, Loss:  0.032
Epoch   8 Batch   79/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.024
Epoch   8 Batch   80/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.031
Epoch   8 Batch   81/538 - Train Accuracy:  0.939, Validation Accuracy:  0.948, Loss:  0.036
Epoch   8 Batch   82/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.031
Epoch   8 Batch   83/538 - Train Accuracy:  0.940, Validation Accuracy:  0.951, Loss:  0.030
Epoch   8 Batch   84/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.032
Epoch   8 Batch   85/538 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.024
Epoch   8 Batch   86/538 - Train Accuracy:  0.954, Validation Accuracy:  0.933, Loss:  0.024
Epoch   8 Batch   87/538 - Train Accuracy:  0.925, Validation Accuracy:  0.932, Loss:  0.033
Epoch   8 Batch   88/538 - Train Accuracy:  0.961, Validation Accuracy:  0.932, Loss:  0.025
Epoch   8 Batch   89/538 - Train Accuracy:  0.943, Validation Accuracy:  0.936, Loss:  0.026
Epoch   8 Batch   90/538 - Train Accuracy:  0.936, Validation Accuracy:  0.941, Loss:  0.035
Epoch   8 Batch   91/538 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.031
Epoch   8 Batch   92/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.028
Epoch   8 Batch   93/538 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.026
Epoch   8 Batch   94/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.024
Epoch   8 Batch   95/538 - Train Accuracy:  0.942, Validation Accuracy:  0.950, Loss:  0.025
Epoch   8 Batch   96/538 - Train Accuracy:  0.957, Validation Accuracy:  0.938, Loss:  0.022
Epoch   8 Batch   97/538 - Train Accuracy:  0.949, Validation Accuracy:  0.939, Loss:  0.022
Epoch   8 Batch   98/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.030
Epoch   8 Batch   99/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.022
Epoch   8 Batch  100/538 - Train Accuracy:  0.966, Validation Accuracy:  0.937, Loss:  0.025
Epoch   8 Batch  101/538 - Train Accuracy:  0.938, Validation Accuracy:  0.947, Loss:  0.040
Epoch   8 Batch  102/538 - Train Accuracy:  0.930, Validation Accuracy:  0.947, Loss:  0.036
Epoch   8 Batch  103/538 - Train Accuracy:  0.937, Validation Accuracy:  0.939, Loss:  0.030
Epoch   8 Batch  104/538 - Train Accuracy:  0.940, Validation Accuracy:  0.941, Loss:  0.028
Epoch   8 Batch  105/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.023
Epoch   8 Batch  106/538 - Train Accuracy:  0.927, Validation Accuracy:  0.945, Loss:  0.030
Epoch   8 Batch  107/538 - Train Accuracy:  0.944, Validation Accuracy:  0.942, Loss:  0.033
Epoch   8 Batch  108/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.026
Epoch   8 Batch  109/538 - Train Accuracy:  0.965, Validation Accuracy:  0.940, Loss:  0.025
Epoch   8 Batch  110/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.028
Epoch   8 Batch  111/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.024
Epoch   8 Batch  112/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.038
Epoch   8 Batch  113/538 - Train Accuracy:  0.945, Validation Accuracy:  0.947, Loss:  0.032
Epoch   8 Batch  114/538 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.027
Epoch   8 Batch  115/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.033
Epoch   8 Batch  116/538 - Train Accuracy:  0.952, Validation Accuracy:  0.938, Loss:  0.031
Epoch   8 Batch  117/538 - Train Accuracy:  0.950, Validation Accuracy:  0.940, Loss:  0.032
Epoch   8 Batch  118/538 - Train Accuracy:  0.956, Validation Accuracy:  0.937, Loss:  0.023
Epoch   8 Batch  119/538 - Train Accuracy:  0.971, Validation Accuracy:  0.943, Loss:  0.021
Epoch   8 Batch  120/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.021
Epoch   8 Batch  121/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.029
Epoch   8 Batch  122/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.028
Epoch   8 Batch  123/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.025
Epoch   8 Batch  124/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.026
Epoch   8 Batch  125/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.031
Epoch   8 Batch  126/538 - Train Accuracy:  0.936, Validation Accuracy:  0.944, Loss:  0.035
Epoch   8 Batch  127/538 - Train Accuracy:  0.936, Validation Accuracy:  0.951, Loss:  0.037
Epoch   8 Batch  128/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.029
Epoch   8 Batch  129/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.021
Epoch   8 Batch  130/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.028
Epoch   8 Batch  131/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.028
Epoch   8 Batch  132/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.027
Epoch   8 Batch  133/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.028
Epoch   8 Batch  134/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.039
Epoch   8 Batch  135/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.037
Epoch   8 Batch  136/538 - Train Accuracy:  0.946, Validation Accuracy:  0.943, Loss:  0.024
Epoch   8 Batch  137/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.034
Epoch   8 Batch  138/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.027
Epoch   8 Batch  139/538 - Train Accuracy:  0.946, Validation Accuracy:  0.946, Loss:  0.034
Epoch   8 Batch  140/538 - Train Accuracy:  0.953, Validation Accuracy:  0.944, Loss:  0.034
Epoch   8 Batch  141/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.029
Epoch   8 Batch  142/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.028
Epoch   8 Batch  143/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.036
Epoch   8 Batch  144/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.030
Epoch   8 Batch  145/538 - Train Accuracy:  0.937, Validation Accuracy:  0.953, Loss:  0.035
Epoch   8 Batch  146/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.027
Epoch   8 Batch  147/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.028
Epoch   8 Batch  148/538 - Train Accuracy:  0.941, Validation Accuracy:  0.950, Loss:  0.032
Epoch   8 Batch  149/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.025
Epoch   8 Batch  150/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.027
Epoch   8 Batch  151/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.028
Epoch   8 Batch  152/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.032
Epoch   8 Batch  153/538 - Train Accuracy:  0.941, Validation Accuracy:  0.951, Loss:  0.030
Epoch   8 Batch  154/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.024
Epoch   8 Batch  155/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.029
Epoch   8 Batch  156/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.027
Epoch   8 Batch  157/538 - Train Accuracy:  0.959, Validation Accuracy:  0.937, Loss:  0.028
Epoch   8 Batch  158/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.027
Epoch   8 Batch  159/538 - Train Accuracy:  0.945, Validation Accuracy:  0.946, Loss:  0.032
Epoch   8 Batch  160/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.026
Epoch   8 Batch  161/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.024
Epoch   8 Batch  162/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.032
Epoch   8 Batch  163/538 - Train Accuracy:  0.939, Validation Accuracy:  0.939, Loss:  0.037
Epoch   8 Batch  164/538 - Train Accuracy:  0.950, Validation Accuracy:  0.937, Loss:  0.027
Epoch   8 Batch  165/538 - Train Accuracy:  0.956, Validation Accuracy:  0.938, Loss:  0.020
Epoch   8 Batch  166/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.026
Epoch   8 Batch  167/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.043
Epoch   8 Batch  168/538 - Train Accuracy:  0.940, Validation Accuracy:  0.948, Loss:  0.032
Epoch   8 Batch  169/538 - Train Accuracy:  0.972, Validation Accuracy:  0.942, Loss:  0.026
Epoch   8 Batch  170/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.035
Epoch   8 Batch  171/538 - Train Accuracy:  0.939, Validation Accuracy:  0.941, Loss:  0.032
Epoch   8 Batch  172/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.029
Epoch   8 Batch  173/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.021
Epoch   8 Batch  174/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.025
Epoch   8 Batch  175/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.028
Epoch   8 Batch  176/538 - Train Accuracy:  0.938, Validation Accuracy:  0.947, Loss:  0.030
Epoch   8 Batch  177/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.029
Epoch   8 Batch  178/538 - Train Accuracy:  0.937, Validation Accuracy:  0.955, Loss:  0.030
Epoch   8 Batch  179/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.024
Epoch   8 Batch  180/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.030
Epoch   8 Batch  181/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.036
Epoch   8 Batch  182/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.023
Epoch   8 Batch  183/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.025
Epoch   8 Batch  184/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.026
Epoch   8 Batch  185/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.020
Epoch   8 Batch  186/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.027
Epoch   8 Batch  187/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.028
Epoch   8 Batch  188/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.025
Epoch   8 Batch  189/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.032
Epoch   8 Batch  190/538 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.037
Epoch   8 Batch  191/538 - Train Accuracy:  0.969, Validation Accuracy:  0.941, Loss:  0.028
Epoch   8 Batch  192/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.027
Epoch   8 Batch  193/538 - Train Accuracy:  0.947, Validation Accuracy:  0.933, Loss:  0.027
Epoch   8 Batch  194/538 - Train Accuracy:  0.932, Validation Accuracy:  0.930, Loss:  0.035
Epoch   8 Batch  195/538 - Train Accuracy:  0.962, Validation Accuracy:  0.931, Loss:  0.037
Epoch   8 Batch  196/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.022
Epoch   8 Batch  197/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.023
Epoch   8 Batch  198/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.025
Epoch   8 Batch  199/538 - Train Accuracy:  0.935, Validation Accuracy:  0.946, Loss:  0.030
Epoch   8 Batch  200/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.020
Epoch   8 Batch  201/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.031
Epoch   8 Batch  202/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.026
Epoch   8 Batch  203/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.033
Epoch   8 Batch  204/538 - Train Accuracy:  0.938, Validation Accuracy:  0.955, Loss:  0.034
Epoch   8 Batch  205/538 - Train Accuracy:  0.948, Validation Accuracy:  0.959, Loss:  0.028
Epoch   8 Batch  206/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.025
Epoch   8 Batch  207/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.030
Epoch   8 Batch  208/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.035
Epoch   8 Batch  209/538 - Train Accuracy:  0.959, Validation Accuracy:  0.938, Loss:  0.025
Epoch   8 Batch  210/538 - Train Accuracy:  0.949, Validation Accuracy:  0.941, Loss:  0.029
Epoch   8 Batch  211/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.027
Epoch   8 Batch  212/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.027
Epoch   8 Batch  213/538 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.024
Epoch   8 Batch  214/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.025
Epoch   8 Batch  215/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.024
Epoch   8 Batch  216/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.029
Epoch   8 Batch  217/538 - Train Accuracy:  0.951, Validation Accuracy:  0.938, Loss:  0.030
Epoch   8 Batch  218/538 - Train Accuracy:  0.958, Validation Accuracy:  0.935, Loss:  0.023
Epoch   8 Batch  219/538 - Train Accuracy:  0.944, Validation Accuracy:  0.940, Loss:  0.034
Epoch   8 Batch  220/538 - Train Accuracy:  0.936, Validation Accuracy:  0.945, Loss:  0.030
Epoch   8 Batch  221/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.025
Epoch   8 Batch  222/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.024
Epoch   8 Batch  223/538 - Train Accuracy:  0.942, Validation Accuracy:  0.937, Loss:  0.029
Epoch   8 Batch  224/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.036
Epoch   8 Batch  225/538 - Train Accuracy:  0.944, Validation Accuracy:  0.929, Loss:  0.028
Epoch   8 Batch  226/538 - Train Accuracy:  0.953, Validation Accuracy:  0.929, Loss:  0.031
Epoch   8 Batch  227/538 - Train Accuracy:  0.949, Validation Accuracy:  0.925, Loss:  0.028
Epoch   8 Batch  228/538 - Train Accuracy:  0.930, Validation Accuracy:  0.940, Loss:  0.027
Epoch   8 Batch  229/538 - Train Accuracy:  0.952, Validation Accuracy:  0.934, Loss:  0.027
Epoch   8 Batch  230/538 - Train Accuracy:  0.945, Validation Accuracy:  0.935, Loss:  0.029
Epoch   8 Batch  231/538 - Train Accuracy:  0.950, Validation Accuracy:  0.937, Loss:  0.029
Epoch   8 Batch  232/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.030
Epoch   8 Batch  233/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.029
Epoch   8 Batch  234/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.022
Epoch   8 Batch  235/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.024
Epoch   8 Batch  236/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.027
Epoch   8 Batch  237/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.023
Epoch   8 Batch  238/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.026
Epoch   8 Batch  239/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.029
Epoch   8 Batch  240/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.025
Epoch   8 Batch  241/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.031
Epoch   8 Batch  242/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.027
Epoch   8 Batch  243/538 - Train Accuracy:  0.966, Validation Accuracy:  0.943, Loss:  0.023
Epoch   8 Batch  244/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.030
Epoch   8 Batch  245/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.034
Epoch   8 Batch  246/538 - Train Accuracy:  0.960, Validation Accuracy:  0.934, Loss:  0.022
Epoch   8 Batch  247/538 - Train Accuracy:  0.939, Validation Accuracy:  0.930, Loss:  0.031
Epoch   8 Batch  248/538 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.029
Epoch   8 Batch  249/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.020
Epoch   8 Batch  250/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.027
Epoch   8 Batch  251/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.025
Epoch   8 Batch  252/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.026
Epoch   8 Batch  253/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.024
Epoch   8 Batch  254/538 - Train Accuracy:  0.931, Validation Accuracy:  0.945, Loss:  0.033
Epoch   8 Batch  255/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.024
Epoch   8 Batch  256/538 - Train Accuracy:  0.940, Validation Accuracy:  0.954, Loss:  0.027
Epoch   8 Batch  257/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.024
Epoch   8 Batch  258/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.027
Epoch   8 Batch  259/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.024
Epoch   8 Batch  260/538 - Train Accuracy:  0.937, Validation Accuracy:  0.948, Loss:  0.030
Epoch   8 Batch  261/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.034
Epoch   8 Batch  262/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.028
Epoch   8 Batch  263/538 - Train Accuracy:  0.944, Validation Accuracy:  0.950, Loss:  0.025
Epoch   8 Batch  264/538 - Train Accuracy:  0.938, Validation Accuracy:  0.949, Loss:  0.029
Epoch   8 Batch  265/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.027
Epoch   8 Batch  266/538 - Train Accuracy:  0.935, Validation Accuracy:  0.953, Loss:  0.026
Epoch   8 Batch  267/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.023
Epoch   8 Batch  268/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.019
Epoch   8 Batch  269/538 - Train Accuracy:  0.941, Validation Accuracy:  0.949, Loss:  0.029
Epoch   8 Batch  270/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.025
Epoch   8 Batch  271/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.022
Epoch   8 Batch  272/538 - Train Accuracy:  0.953, Validation Accuracy:  0.936, Loss:  0.027
Epoch   8 Batch  273/538 - Train Accuracy:  0.950, Validation Accuracy:  0.937, Loss:  0.029
Epoch   8 Batch  274/538 - Train Accuracy:  0.935, Validation Accuracy:  0.937, Loss:  0.028
Epoch   8 Batch  275/538 - Train Accuracy:  0.953, Validation Accuracy:  0.934, Loss:  0.028
Epoch   8 Batch  276/538 - Train Accuracy:  0.945, Validation Accuracy:  0.936, Loss:  0.034
Epoch   8 Batch  277/538 - Train Accuracy:  0.968, Validation Accuracy:  0.941, Loss:  0.020
Epoch   8 Batch  278/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.023
Epoch   8 Batch  279/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.026
Epoch   8 Batch  280/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.021
Epoch   8 Batch  281/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.029
Epoch   8 Batch  282/538 - Train Accuracy:  0.952, Validation Accuracy:  0.933, Loss:  0.030
Epoch   8 Batch  283/538 - Train Accuracy:  0.955, Validation Accuracy:  0.934, Loss:  0.026
Epoch   8 Batch  284/538 - Train Accuracy:  0.943, Validation Accuracy:  0.934, Loss:  0.031
Epoch   8 Batch  285/538 - Train Accuracy:  0.938, Validation Accuracy:  0.939, Loss:  0.023
Epoch   8 Batch  286/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.032
Epoch   8 Batch  287/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.022
Epoch   8 Batch  288/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.024
Epoch   8 Batch  289/538 - Train Accuracy:  0.962, Validation Accuracy:  0.933, Loss:  0.021
Epoch   8 Batch  290/538 - Train Accuracy:  0.970, Validation Accuracy:  0.937, Loss:  0.020
Epoch   8 Batch  291/538 - Train Accuracy:  0.962, Validation Accuracy:  0.938, Loss:  0.027
Epoch   8 Batch  292/538 - Train Accuracy:  0.973, Validation Accuracy:  0.936, Loss:  0.019
Epoch   8 Batch  293/538 - Train Accuracy:  0.963, Validation Accuracy:  0.936, Loss:  0.021
Epoch   8 Batch  294/538 - Train Accuracy:  0.961, Validation Accuracy:  0.938, Loss:  0.022
Epoch   8 Batch  295/538 - Train Accuracy:  0.960, Validation Accuracy:  0.937, Loss:  0.027
Epoch   8 Batch  296/538 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.035
Epoch   8 Batch  297/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.025
Epoch   8 Batch  298/538 - Train Accuracy:  0.933, Validation Accuracy:  0.942, Loss:  0.028
Epoch   8 Batch  299/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.034
Epoch   8 Batch  300/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.027
Epoch   8 Batch  301/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.032
Epoch   8 Batch  302/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.027
Epoch   8 Batch  303/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.031
Epoch   8 Batch  304/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.033
Epoch   8 Batch  305/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.023
Epoch   8 Batch  306/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.029
Epoch   8 Batch  307/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.023
Epoch   8 Batch  308/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.026
Epoch   8 Batch  309/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.020
Epoch   8 Batch  310/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.033
Epoch   8 Batch  311/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.030
Epoch   8 Batch  312/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.024
Epoch   8 Batch  313/538 - Train Accuracy:  0.945, Validation Accuracy:  0.933, Loss:  0.027
Epoch   8 Batch  314/538 - Train Accuracy:  0.947, Validation Accuracy:  0.940, Loss:  0.028
Epoch   8 Batch  315/538 - Train Accuracy:  0.946, Validation Accuracy:  0.946, Loss:  0.029
Epoch   8 Batch  316/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.019
Epoch   8 Batch  317/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.031
Epoch   8 Batch  318/538 - Train Accuracy:  0.961, Validation Accuracy:  0.937, Loss:  0.023
Epoch   8 Batch  319/538 - Train Accuracy:  0.949, Validation Accuracy:  0.935, Loss:  0.026
Epoch   8 Batch  320/538 - Train Accuracy:  0.955, Validation Accuracy:  0.937, Loss:  0.022
Epoch   8 Batch  321/538 - Train Accuracy:  0.958, Validation Accuracy:  0.936, Loss:  0.023
Epoch   8 Batch  322/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.026
Epoch   8 Batch  323/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.023
Epoch   8 Batch  324/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.023
Epoch   8 Batch  325/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.024
Epoch   8 Batch  326/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.030
Epoch   8 Batch  327/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.027
Epoch   8 Batch  328/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.020
Epoch   8 Batch  329/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.023
Epoch   8 Batch  330/538 - Train Accuracy:  0.946, Validation Accuracy:  0.942, Loss:  0.024
Epoch   8 Batch  331/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.026
Epoch   8 Batch  332/538 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.028
Epoch   8 Batch  333/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.029
Epoch   8 Batch  334/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.024
Epoch   8 Batch  335/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.028
Epoch   8 Batch  336/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.025
Epoch   8 Batch  337/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.028
Epoch   8 Batch  338/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.023
Epoch   8 Batch  339/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.023
Epoch   8 Batch  340/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.026
Epoch   8 Batch  341/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.026
Epoch   8 Batch  342/538 - Train Accuracy:  0.943, Validation Accuracy:  0.942, Loss:  0.028
Epoch   8 Batch  343/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.029
Epoch   8 Batch  344/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.024
Epoch   8 Batch  345/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.030
Epoch   8 Batch  346/538 - Train Accuracy:  0.941, Validation Accuracy:  0.939, Loss:  0.030
Epoch   8 Batch  347/538 - Train Accuracy:  0.957, Validation Accuracy:  0.935, Loss:  0.027
Epoch   8 Batch  348/538 - Train Accuracy:  0.938, Validation Accuracy:  0.927, Loss:  0.025
Epoch   8 Batch  349/538 - Train Accuracy:  0.953, Validation Accuracy:  0.928, Loss:  0.023
Epoch   8 Batch  350/538 - Train Accuracy:  0.952, Validation Accuracy:  0.935, Loss:  0.034
Epoch   8 Batch  351/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.030
Epoch   8 Batch  352/538 - Train Accuracy:  0.929, Validation Accuracy:  0.950, Loss:  0.045
Epoch   8 Batch  353/538 - Train Accuracy:  0.944, Validation Accuracy:  0.946, Loss:  0.030
Epoch   8 Batch  354/538 - Train Accuracy:  0.943, Validation Accuracy:  0.942, Loss:  0.023
Epoch   8 Batch  355/538 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.031
Epoch   8 Batch  356/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.022
Epoch   8 Batch  357/538 - Train Accuracy:  0.952, Validation Accuracy:  0.941, Loss:  0.024
Epoch   8 Batch  358/538 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.020
Epoch   8 Batch  359/538 - Train Accuracy:  0.940, Validation Accuracy:  0.954, Loss:  0.027
Epoch   8 Batch  360/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.023
Epoch   8 Batch  361/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.028
Epoch   8 Batch  362/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.024
Epoch   8 Batch  363/538 - Train Accuracy:  0.951, Validation Accuracy:  0.967, Loss:  0.028
Epoch   8 Batch  364/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.040
Epoch   8 Batch  365/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.025
Epoch   8 Batch  366/538 - Train Accuracy:  0.937, Validation Accuracy:  0.950, Loss:  0.028
Epoch   8 Batch  367/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.022
Epoch   8 Batch  368/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.023
Epoch   8 Batch  369/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.021
Epoch   8 Batch  370/538 - Train Accuracy:  0.952, Validation Accuracy:  0.938, Loss:  0.028
Epoch   8 Batch  371/538 - Train Accuracy:  0.976, Validation Accuracy:  0.940, Loss:  0.027
Epoch   8 Batch  372/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.025
Epoch   8 Batch  373/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.023
Epoch   8 Batch  374/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.021
Epoch   8 Batch  375/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.024
Epoch   8 Batch  376/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.023
Epoch   8 Batch  377/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.026
Epoch   8 Batch  378/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.020
Epoch   8 Batch  379/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.027
Epoch   8 Batch  380/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.021
Epoch   8 Batch  381/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.025
Epoch   8 Batch  382/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.028
Epoch   8 Batch  383/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.022
Epoch   8 Batch  384/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.026
Epoch   8 Batch  385/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.023
Epoch   8 Batch  386/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.022
Epoch   8 Batch  387/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.021
Epoch   8 Batch  388/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.028
Epoch   8 Batch  389/538 - Train Accuracy:  0.936, Validation Accuracy:  0.952, Loss:  0.031
Epoch   8 Batch  390/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.020
Epoch   8 Batch  391/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.023
Epoch   8 Batch  392/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.021
Epoch   8 Batch  393/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.023
Epoch   8 Batch  394/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.024
Epoch   8 Batch  395/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.028
Epoch   8 Batch  396/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.022
Epoch   8 Batch  397/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.025
Epoch   8 Batch  398/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.024
Epoch   8 Batch  399/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.027
Epoch   8 Batch  400/538 - Train Accuracy:  0.966, Validation Accuracy:  0.943, Loss:  0.029
Epoch   8 Batch  401/538 - Train Accuracy:  0.963, Validation Accuracy:  0.940, Loss:  0.020
Epoch   8 Batch  402/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.020
Epoch   8 Batch  403/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.029
Epoch   8 Batch  404/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.030
Epoch   8 Batch  405/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.025
Epoch   8 Batch  406/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.022
Epoch   8 Batch  407/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.027
Epoch   8 Batch  408/538 - Train Accuracy:  0.936, Validation Accuracy:  0.952, Loss:  0.027
Epoch   8 Batch  409/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.027
Epoch   8 Batch  410/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.023
Epoch   8 Batch  411/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.025
Epoch   8 Batch  412/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.017
Epoch   8 Batch  413/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.021
Epoch   8 Batch  414/538 - Train Accuracy:  0.927, Validation Accuracy:  0.947, Loss:  0.037
Epoch   8 Batch  415/538 - Train Accuracy:  0.940, Validation Accuracy:  0.950, Loss:  0.028
Epoch   8 Batch  416/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.025
Epoch   8 Batch  417/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.022
Epoch   8 Batch  418/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.032
Epoch   8 Batch  419/538 - Train Accuracy:  0.964, Validation Accuracy:  0.941, Loss:  0.021
Epoch   8 Batch  420/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.024
Epoch   8 Batch  421/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.026
Epoch   8 Batch  422/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.027
Epoch   8 Batch  423/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.021
Epoch   8 Batch  424/538 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.031
Epoch   8 Batch  425/538 - Train Accuracy:  0.948, Validation Accuracy:  0.939, Loss:  0.034
Epoch   8 Batch  426/538 - Train Accuracy:  0.943, Validation Accuracy:  0.937, Loss:  0.027
Epoch   8 Batch  427/538 - Train Accuracy:  0.943, Validation Accuracy:  0.940, Loss:  0.031
Epoch   8 Batch  428/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.024
Epoch   8 Batch  429/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.033
Epoch   8 Batch  430/538 - Train Accuracy:  0.936, Validation Accuracy:  0.943, Loss:  0.027
Epoch   8 Batch  431/538 - Train Accuracy:  0.959, Validation Accuracy:  0.938, Loss:  0.024
Epoch   8 Batch  432/538 - Train Accuracy:  0.940, Validation Accuracy:  0.940, Loss:  0.034
Epoch   8 Batch  433/538 - Train Accuracy:  0.932, Validation Accuracy:  0.941, Loss:  0.049
Epoch   8 Batch  434/538 - Train Accuracy:  0.940, Validation Accuracy:  0.938, Loss:  0.024
Epoch   8 Batch  435/538 - Train Accuracy:  0.956, Validation Accuracy:  0.938, Loss:  0.028
Epoch   8 Batch  436/538 - Train Accuracy:  0.924, Validation Accuracy:  0.934, Loss:  0.031
Epoch   8 Batch  437/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.029
Epoch   8 Batch  438/538 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.028
Epoch   8 Batch  439/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.028
Epoch   8 Batch  440/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.022
Epoch   8 Batch  441/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.035
Epoch   8 Batch  442/538 - Train Accuracy:  0.960, Validation Accuracy:  0.936, Loss:  0.023
Epoch   8 Batch  443/538 - Train Accuracy:  0.952, Validation Accuracy:  0.934, Loss:  0.032
Epoch   8 Batch  444/538 - Train Accuracy:  0.953, Validation Accuracy:  0.936, Loss:  0.028
Epoch   8 Batch  445/538 - Train Accuracy:  0.960, Validation Accuracy:  0.937, Loss:  0.023
Epoch   8 Batch  446/538 - Train Accuracy:  0.940, Validation Accuracy:  0.933, Loss:  0.028
Epoch   8 Batch  447/538 - Train Accuracy:  0.950, Validation Accuracy:  0.933, Loss:  0.030
Epoch   8 Batch  448/538 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.023
Epoch   8 Batch  449/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.031
Epoch   8 Batch  450/538 - Train Accuracy:  0.927, Validation Accuracy:  0.944, Loss:  0.033
Epoch   8 Batch  451/538 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.030
Epoch   8 Batch  452/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.027
Epoch   8 Batch  453/538 - Train Accuracy:  0.935, Validation Accuracy:  0.939, Loss:  0.031
Epoch   8 Batch  454/538 - Train Accuracy:  0.942, Validation Accuracy:  0.944, Loss:  0.033
Epoch   8 Batch  455/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.028
Epoch   8 Batch  456/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.044
Epoch   8 Batch  457/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.024
Epoch   8 Batch  458/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.020
Epoch   8 Batch  459/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.022
Epoch   8 Batch  460/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.026
Epoch   8 Batch  461/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.027
Epoch   8 Batch  462/538 - Train Accuracy:  0.948, Validation Accuracy:  0.936, Loss:  0.022
Epoch   8 Batch  463/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.029
Epoch   8 Batch  464/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.027
Epoch   8 Batch  465/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.031
Epoch   8 Batch  466/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.024
Epoch   8 Batch  467/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.029
Epoch   8 Batch  468/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.029
Epoch   8 Batch  469/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.024
Epoch   8 Batch  470/538 - Train Accuracy:  0.958, Validation Accuracy:  0.943, Loss:  0.027
Epoch   8 Batch  471/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.021
Epoch   8 Batch  472/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.021
Epoch   8 Batch  473/538 - Train Accuracy:  0.943, Validation Accuracy:  0.952, Loss:  0.031
Epoch   8 Batch  474/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.023
Epoch   8 Batch  475/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.025
Epoch   8 Batch  476/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.025
Epoch   8 Batch  477/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.030
Epoch   8 Batch  478/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.021
Epoch   8 Batch  479/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.025
Epoch   8 Batch  480/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.029
Epoch   8 Batch  481/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.028
Epoch   8 Batch  482/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.027
Epoch   8 Batch  483/538 - Train Accuracy:  0.926, Validation Accuracy:  0.954, Loss:  0.034
Epoch   8 Batch  484/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.027
Epoch   8 Batch  485/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.030
Epoch   8 Batch  486/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.020
Epoch   8 Batch  487/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.022
Epoch   8 Batch  488/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.022
Epoch   8 Batch  489/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.030
Epoch   8 Batch  490/538 - Train Accuracy:  0.945, Validation Accuracy:  0.944, Loss:  0.029
Epoch   8 Batch  491/538 - Train Accuracy:  0.929, Validation Accuracy:  0.945, Loss:  0.029
Epoch   8 Batch  492/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.025
Epoch   8 Batch  493/538 - Train Accuracy:  0.931, Validation Accuracy:  0.950, Loss:  0.029
Epoch   8 Batch  494/538 - Train Accuracy:  0.942, Validation Accuracy:  0.942, Loss:  0.029
Epoch   8 Batch  495/538 - Train Accuracy:  0.951, Validation Accuracy:  0.933, Loss:  0.030
Epoch   8 Batch  496/538 - Train Accuracy:  0.939, Validation Accuracy:  0.939, Loss:  0.025
Epoch   8 Batch  497/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.028
Epoch   8 Batch  498/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.026
Epoch   8 Batch  499/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.029
Epoch   8 Batch  500/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.019
Epoch   8 Batch  501/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.027
Epoch   8 Batch  502/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.025
Epoch   8 Batch  503/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.025
Epoch   8 Batch  504/538 - Train Accuracy:  0.972, Validation Accuracy:  0.940, Loss:  0.020
Epoch   8 Batch  505/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.020
Epoch   8 Batch  506/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.022
Epoch   8 Batch  507/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.026
Epoch   8 Batch  508/538 - Train Accuracy:  0.937, Validation Accuracy:  0.946, Loss:  0.029
Epoch   8 Batch  509/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.029
Epoch   8 Batch  510/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.022
Epoch   8 Batch  511/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.030
Epoch   8 Batch  512/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.034
Epoch   8 Batch  513/538 - Train Accuracy:  0.934, Validation Accuracy:  0.944, Loss:  0.028
Epoch   8 Batch  514/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.026
Epoch   8 Batch  515/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.030
Epoch   8 Batch  516/538 - Train Accuracy:  0.943, Validation Accuracy:  0.953, Loss:  0.021
Epoch   8 Batch  517/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.022
Epoch   8 Batch  518/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.030
Epoch   8 Batch  519/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.031
Epoch   8 Batch  520/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.031
Epoch   8 Batch  521/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.036
Epoch   8 Batch  522/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.022
Epoch   8 Batch  523/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.027
Epoch   8 Batch  524/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.023
Epoch   8 Batch  525/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.026
Epoch   8 Batch  526/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.029
Epoch   8 Batch  527/538 - Train Accuracy:  0.945, Validation Accuracy:  0.954, Loss:  0.027
Epoch   8 Batch  528/538 - Train Accuracy:  0.941, Validation Accuracy:  0.956, Loss:  0.033
Epoch   8 Batch  529/538 - Train Accuracy:  0.943, Validation Accuracy:  0.957, Loss:  0.030
Epoch   8 Batch  530/538 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.029
Epoch   8 Batch  531/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.033
Epoch   8 Batch  532/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.023
Epoch   8 Batch  533/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.023
Epoch   8 Batch  534/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.017
Epoch   8 Batch  535/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.028
Epoch   8 Batch  536/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.033
Epoch   9 Batch    0/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.024
Epoch   9 Batch    1/538 - Train Accuracy:  0.965, Validation Accuracy:  0.935, Loss:  0.027
Epoch   9 Batch    2/538 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.031
Epoch   9 Batch    3/538 - Train Accuracy:  0.969, Validation Accuracy:  0.936, Loss:  0.026
Epoch   9 Batch    4/538 - Train Accuracy:  0.964, Validation Accuracy:  0.927, Loss:  0.024
Epoch   9 Batch    5/538 - Train Accuracy:  0.950, Validation Accuracy:  0.925, Loss:  0.029
Epoch   9 Batch    6/538 - Train Accuracy:  0.943, Validation Accuracy:  0.929, Loss:  0.026
Epoch   9 Batch    7/538 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.028
Epoch   9 Batch    8/538 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.030
Epoch   9 Batch    9/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.023
Epoch   9 Batch   10/538 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.031
Epoch   9 Batch   11/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.027
Epoch   9 Batch   12/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.023
Epoch   9 Batch   13/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.025
Epoch   9 Batch   14/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.026
Epoch   9 Batch   15/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.023
Epoch   9 Batch   16/538 - Train Accuracy:  0.948, Validation Accuracy:  0.956, Loss:  0.027
Epoch   9 Batch   17/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.025
Epoch   9 Batch   18/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.034
Epoch   9 Batch   19/538 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.030
Epoch   9 Batch   20/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.032
Epoch   9 Batch   21/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.017
Epoch   9 Batch   22/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.031
Epoch   9 Batch   23/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.036
Epoch   9 Batch   24/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.033
Epoch   9 Batch   25/538 - Train Accuracy:  0.944, Validation Accuracy:  0.945, Loss:  0.037
Epoch   9 Batch   26/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.031
Epoch   9 Batch   27/538 - Train Accuracy:  0.961, Validation Accuracy:  0.935, Loss:  0.024
Epoch   9 Batch   28/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.031
Epoch   9 Batch   29/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.027
Epoch   9 Batch   30/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.029
Epoch   9 Batch   31/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.020
Epoch   9 Batch   32/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.021
Epoch   9 Batch   33/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.030
Epoch   9 Batch   34/538 - Train Accuracy:  0.942, Validation Accuracy:  0.941, Loss:  0.035
Epoch   9 Batch   35/538 - Train Accuracy:  0.954, Validation Accuracy:  0.928, Loss:  0.028
Epoch   9 Batch   36/538 - Train Accuracy:  0.964, Validation Accuracy:  0.936, Loss:  0.025
Epoch   9 Batch   37/538 - Train Accuracy:  0.945, Validation Accuracy:  0.934, Loss:  0.037
Epoch   9 Batch   38/538 - Train Accuracy:  0.946, Validation Accuracy:  0.933, Loss:  0.028
Epoch   9 Batch   39/538 - Train Accuracy:  0.962, Validation Accuracy:  0.939, Loss:  0.026
Epoch   9 Batch   40/538 - Train Accuracy:  0.949, Validation Accuracy:  0.941, Loss:  0.024
Epoch   9 Batch   41/538 - Train Accuracy:  0.957, Validation Accuracy:  0.938, Loss:  0.025
Epoch   9 Batch   42/538 - Train Accuracy:  0.963, Validation Accuracy:  0.936, Loss:  0.026
Epoch   9 Batch   43/538 - Train Accuracy:  0.934, Validation Accuracy:  0.939, Loss:  0.035
Epoch   9 Batch   44/538 - Train Accuracy:  0.927, Validation Accuracy:  0.944, Loss:  0.030
Epoch   9 Batch   45/538 - Train Accuracy:  0.949, Validation Accuracy:  0.944, Loss:  0.032
Epoch   9 Batch   46/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch   47/538 - Train Accuracy:  0.943, Validation Accuracy:  0.945, Loss:  0.035
Epoch   9 Batch   48/538 - Train Accuracy:  0.946, Validation Accuracy:  0.942, Loss:  0.033
Epoch   9 Batch   49/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.029
Epoch   9 Batch   50/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.025
Epoch   9 Batch   51/538 - Train Accuracy:  0.944, Validation Accuracy:  0.929, Loss:  0.035
Epoch   9 Batch   52/538 - Train Accuracy:  0.943, Validation Accuracy:  0.919, Loss:  0.029
Epoch   9 Batch   53/538 - Train Accuracy:  0.929, Validation Accuracy:  0.926, Loss:  0.030
Epoch   9 Batch   54/538 - Train Accuracy:  0.970, Validation Accuracy:  0.932, Loss:  0.028
Epoch   9 Batch   55/538 - Train Accuracy:  0.952, Validation Accuracy:  0.933, Loss:  0.029
Epoch   9 Batch   56/538 - Train Accuracy:  0.948, Validation Accuracy:  0.937, Loss:  0.028
Epoch   9 Batch   57/538 - Train Accuracy:  0.919, Validation Accuracy:  0.943, Loss:  0.036
Epoch   9 Batch   58/538 - Train Accuracy:  0.929, Validation Accuracy:  0.950, Loss:  0.032
Epoch   9 Batch   59/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.026
Epoch   9 Batch   60/538 - Train Accuracy:  0.947, Validation Accuracy:  0.937, Loss:  0.033
Epoch   9 Batch   61/538 - Train Accuracy:  0.951, Validation Accuracy:  0.941, Loss:  0.027
Epoch   9 Batch   62/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.030
Epoch   9 Batch   63/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.026
Epoch   9 Batch   64/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.030
Epoch   9 Batch   65/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.029
Epoch   9 Batch   66/538 - Train Accuracy:  0.975, Validation Accuracy:  0.943, Loss:  0.019
Epoch   9 Batch   67/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.024
Epoch   9 Batch   68/538 - Train Accuracy:  0.946, Validation Accuracy:  0.946, Loss:  0.025
Epoch   9 Batch   69/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.024
Epoch   9 Batch   70/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.025
Epoch   9 Batch   71/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.030
Epoch   9 Batch   72/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.040
Epoch   9 Batch   73/538 - Train Accuracy:  0.938, Validation Accuracy:  0.936, Loss:  0.025
Epoch   9 Batch   74/538 - Train Accuracy:  0.958, Validation Accuracy:  0.940, Loss:  0.023
Epoch   9 Batch   75/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.032
Epoch   9 Batch   76/538 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.027
Epoch   9 Batch   77/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.022
Epoch   9 Batch   78/538 - Train Accuracy:  0.941, Validation Accuracy:  0.948, Loss:  0.028
Epoch   9 Batch   79/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.021
Epoch   9 Batch   80/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.024
Epoch   9 Batch   81/538 - Train Accuracy:  0.948, Validation Accuracy:  0.958, Loss:  0.026
Epoch   9 Batch   82/538 - Train Accuracy:  0.943, Validation Accuracy:  0.954, Loss:  0.028
Epoch   9 Batch   83/538 - Train Accuracy:  0.946, Validation Accuracy:  0.946, Loss:  0.026
Epoch   9 Batch   84/538 - Train Accuracy:  0.942, Validation Accuracy:  0.945, Loss:  0.027
Epoch   9 Batch   85/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.023
Epoch   9 Batch   86/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.024
Epoch   9 Batch   87/538 - Train Accuracy:  0.936, Validation Accuracy:  0.942, Loss:  0.027
Epoch   9 Batch   88/538 - Train Accuracy:  0.975, Validation Accuracy:  0.938, Loss:  0.023
Epoch   9 Batch   89/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.023
Epoch   9 Batch   90/538 - Train Accuracy:  0.941, Validation Accuracy:  0.944, Loss:  0.033
Epoch   9 Batch   91/538 - Train Accuracy:  0.949, Validation Accuracy:  0.943, Loss:  0.028
Epoch   9 Batch   92/538 - Train Accuracy:  0.949, Validation Accuracy:  0.941, Loss:  0.026
Epoch   9 Batch   93/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.022
Epoch   9 Batch   94/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.021
Epoch   9 Batch   95/538 - Train Accuracy:  0.938, Validation Accuracy:  0.947, Loss:  0.029
Epoch   9 Batch   96/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.023
Epoch   9 Batch   97/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.019
Epoch   9 Batch   98/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.024
Epoch   9 Batch   99/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  100/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.026
Epoch   9 Batch  101/538 - Train Accuracy:  0.929, Validation Accuracy:  0.955, Loss:  0.039
Epoch   9 Batch  102/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.030
Epoch   9 Batch  103/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.027
Epoch   9 Batch  104/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.022
Epoch   9 Batch  105/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.020
Epoch   9 Batch  106/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.026
Epoch   9 Batch  107/538 - Train Accuracy:  0.953, Validation Accuracy:  0.939, Loss:  0.031
Epoch   9 Batch  108/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.026
Epoch   9 Batch  109/538 - Train Accuracy:  0.971, Validation Accuracy:  0.938, Loss:  0.022
Epoch   9 Batch  110/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.026
Epoch   9 Batch  111/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  112/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.029
Epoch   9 Batch  113/538 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.028
Epoch   9 Batch  114/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.023
Epoch   9 Batch  115/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.034
Epoch   9 Batch  116/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.028
Epoch   9 Batch  117/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.033
Epoch   9 Batch  118/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.026
Epoch   9 Batch  119/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.019
Epoch   9 Batch  120/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.018
Epoch   9 Batch  121/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.026
Epoch   9 Batch  122/538 - Train Accuracy:  0.941, Validation Accuracy:  0.947, Loss:  0.026
Epoch   9 Batch  123/538 - Train Accuracy:  0.942, Validation Accuracy:  0.951, Loss:  0.026
Epoch   9 Batch  124/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.025
Epoch   9 Batch  125/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.031
Epoch   9 Batch  126/538 - Train Accuracy:  0.941, Validation Accuracy:  0.952, Loss:  0.032
Epoch   9 Batch  127/538 - Train Accuracy:  0.935, Validation Accuracy:  0.961, Loss:  0.037
Epoch   9 Batch  128/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.025
Epoch   9 Batch  129/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.018
Epoch   9 Batch  130/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.028
Epoch   9 Batch  131/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.025
Epoch   9 Batch  132/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.028
Epoch   9 Batch  133/538 - Train Accuracy:  0.942, Validation Accuracy:  0.955, Loss:  0.026
Epoch   9 Batch  134/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.035
Epoch   9 Batch  135/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.030
Epoch   9 Batch  136/538 - Train Accuracy:  0.942, Validation Accuracy:  0.941, Loss:  0.026
Epoch   9 Batch  137/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.030
Epoch   9 Batch  138/538 - Train Accuracy:  0.944, Validation Accuracy:  0.943, Loss:  0.027
Epoch   9 Batch  139/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.030
Epoch   9 Batch  140/538 - Train Accuracy:  0.941, Validation Accuracy:  0.941, Loss:  0.031
Epoch   9 Batch  141/538 - Train Accuracy:  0.960, Validation Accuracy:  0.938, Loss:  0.024
Epoch   9 Batch  142/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.027
Epoch   9 Batch  143/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.037
Epoch   9 Batch  144/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.028
Epoch   9 Batch  145/538 - Train Accuracy:  0.938, Validation Accuracy:  0.935, Loss:  0.037
Epoch   9 Batch  146/538 - Train Accuracy:  0.956, Validation Accuracy:  0.930, Loss:  0.024
Epoch   9 Batch  147/538 - Train Accuracy:  0.946, Validation Accuracy:  0.926, Loss:  0.028
Epoch   9 Batch  148/538 - Train Accuracy:  0.951, Validation Accuracy:  0.928, Loss:  0.030
Epoch   9 Batch  149/538 - Train Accuracy:  0.962, Validation Accuracy:  0.935, Loss:  0.023
Epoch   9 Batch  150/538 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.024
Epoch   9 Batch  151/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.026
Epoch   9 Batch  152/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.032
Epoch   9 Batch  153/538 - Train Accuracy:  0.938, Validation Accuracy:  0.947, Loss:  0.028
Epoch   9 Batch  154/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.022
Epoch   9 Batch  155/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.025
Epoch   9 Batch  156/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.021
Epoch   9 Batch  157/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.025
Epoch   9 Batch  158/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.025
Epoch   9 Batch  159/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.032
Epoch   9 Batch  160/538 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  161/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.020
Epoch   9 Batch  162/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.023
Epoch   9 Batch  163/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.033
Epoch   9 Batch  164/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.024
Epoch   9 Batch  165/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.017
Epoch   9 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.020
Epoch   9 Batch  167/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.036
Epoch   9 Batch  168/538 - Train Accuracy:  0.937, Validation Accuracy:  0.945, Loss:  0.030
Epoch   9 Batch  169/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.019
Epoch   9 Batch  170/538 - Train Accuracy:  0.943, Validation Accuracy:  0.946, Loss:  0.026
Epoch   9 Batch  171/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.028
Epoch   9 Batch  172/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.021
Epoch   9 Batch  173/538 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.020
Epoch   9 Batch  174/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.019
Epoch   9 Batch  175/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.022
Epoch   9 Batch  176/538 - Train Accuracy:  0.950, Validation Accuracy:  0.936, Loss:  0.030
Epoch   9 Batch  177/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.023
Epoch   9 Batch  178/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.025
Epoch   9 Batch  179/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.023
Epoch   9 Batch  180/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.027
Epoch   9 Batch  181/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.030
Epoch   9 Batch  182/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.018
Epoch   9 Batch  183/538 - Train Accuracy:  0.964, Validation Accuracy:  0.941, Loss:  0.021
Epoch   9 Batch  184/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.033
Epoch   9 Batch  185/538 - Train Accuracy:  0.976, Validation Accuracy:  0.944, Loss:  0.017
Epoch   9 Batch  186/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.025
Epoch   9 Batch  187/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.025
Epoch   9 Batch  188/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.025
Epoch   9 Batch  189/538 - Train Accuracy:  0.951, Validation Accuracy:  0.940, Loss:  0.031
Epoch   9 Batch  190/538 - Train Accuracy:  0.935, Validation Accuracy:  0.930, Loss:  0.033
Epoch   9 Batch  191/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.031
Epoch   9 Batch  192/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.023
Epoch   9 Batch  193/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.042
Epoch   9 Batch  194/538 - Train Accuracy:  0.946, Validation Accuracy:  0.948, Loss:  0.061
Epoch   9 Batch  195/538 - Train Accuracy:  0.959, Validation Accuracy:  0.938, Loss:  0.033
Epoch   9 Batch  196/538 - Train Accuracy:  0.941, Validation Accuracy:  0.930, Loss:  0.023
Epoch   9 Batch  197/538 - Train Accuracy:  0.939, Validation Accuracy:  0.939, Loss:  0.032
Epoch   9 Batch  198/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.034
Epoch   9 Batch  199/538 - Train Accuracy:  0.934, Validation Accuracy:  0.944, Loss:  0.027
Epoch   9 Batch  200/538 - Train Accuracy:  0.967, Validation Accuracy:  0.942, Loss:  0.022
Epoch   9 Batch  201/538 - Train Accuracy:  0.952, Validation Accuracy:  0.933, Loss:  0.041
Epoch   9 Batch  202/538 - Train Accuracy:  0.946, Validation Accuracy:  0.925, Loss:  0.033
Epoch   9 Batch  203/538 - Train Accuracy:  0.931, Validation Accuracy:  0.939, Loss:  0.037
Epoch   9 Batch  204/538 - Train Accuracy:  0.929, Validation Accuracy:  0.937, Loss:  0.037
Epoch   9 Batch  205/538 - Train Accuracy:  0.945, Validation Accuracy:  0.940, Loss:  0.032
Epoch   9 Batch  206/538 - Train Accuracy:  0.934, Validation Accuracy:  0.941, Loss:  0.027
Epoch   9 Batch  207/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.030
Epoch   9 Batch  208/538 - Train Accuracy:  0.936, Validation Accuracy:  0.949, Loss:  0.041
Epoch   9 Batch  209/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.029
Epoch   9 Batch  210/538 - Train Accuracy:  0.937, Validation Accuracy:  0.949, Loss:  0.033
Epoch   9 Batch  211/538 - Train Accuracy:  0.940, Validation Accuracy:  0.954, Loss:  0.031
Epoch   9 Batch  212/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.025
Epoch   9 Batch  213/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.025
Epoch   9 Batch  214/538 - Train Accuracy:  0.941, Validation Accuracy:  0.947, Loss:  0.022
Epoch   9 Batch  215/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.030
Epoch   9 Batch  216/538 - Train Accuracy:  0.956, Validation Accuracy:  0.936, Loss:  0.028
Epoch   9 Batch  217/538 - Train Accuracy:  0.961, Validation Accuracy:  0.920, Loss:  0.029
Epoch   9 Batch  218/538 - Train Accuracy:  0.958, Validation Accuracy:  0.918, Loss:  0.022
Epoch   9 Batch  219/538 - Train Accuracy:  0.944, Validation Accuracy:  0.928, Loss:  0.030
Epoch   9 Batch  220/538 - Train Accuracy:  0.932, Validation Accuracy:  0.932, Loss:  0.034
Epoch   9 Batch  221/538 - Train Accuracy:  0.953, Validation Accuracy:  0.938, Loss:  0.025
Epoch   9 Batch  222/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.022
Epoch   9 Batch  223/538 - Train Accuracy:  0.946, Validation Accuracy:  0.933, Loss:  0.031
Epoch   9 Batch  224/538 - Train Accuracy:  0.945, Validation Accuracy:  0.939, Loss:  0.033
Epoch   9 Batch  225/538 - Train Accuracy:  0.947, Validation Accuracy:  0.933, Loss:  0.022
Epoch   9 Batch  226/538 - Train Accuracy:  0.957, Validation Accuracy:  0.921, Loss:  0.032
Epoch   9 Batch  227/538 - Train Accuracy:  0.947, Validation Accuracy:  0.930, Loss:  0.030
Epoch   9 Batch  228/538 - Train Accuracy:  0.954, Validation Accuracy:  0.931, Loss:  0.024
Epoch   9 Batch  229/538 - Train Accuracy:  0.958, Validation Accuracy:  0.941, Loss:  0.027
Epoch   9 Batch  230/538 - Train Accuracy:  0.939, Validation Accuracy:  0.940, Loss:  0.024
Epoch   9 Batch  231/538 - Train Accuracy:  0.951, Validation Accuracy:  0.940, Loss:  0.026
Epoch   9 Batch  232/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.029
Epoch   9 Batch  233/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.027
Epoch   9 Batch  234/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.024
Epoch   9 Batch  235/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.022
Epoch   9 Batch  236/538 - Train Accuracy:  0.945, Validation Accuracy:  0.951, Loss:  0.026
Epoch   9 Batch  237/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.022
Epoch   9 Batch  238/538 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.029
Epoch   9 Batch  239/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.029
Epoch   9 Batch  240/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.025
Epoch   9 Batch  241/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.026
Epoch   9 Batch  242/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.025
Epoch   9 Batch  243/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.020
Epoch   9 Batch  244/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.025
Epoch   9 Batch  245/538 - Train Accuracy:  0.938, Validation Accuracy:  0.942, Loss:  0.032
Epoch   9 Batch  246/538 - Train Accuracy:  0.958, Validation Accuracy:  0.940, Loss:  0.019
Epoch   9 Batch  247/538 - Train Accuracy:  0.957, Validation Accuracy:  0.937, Loss:  0.025
Epoch   9 Batch  248/538 - Train Accuracy:  0.954, Validation Accuracy:  0.939, Loss:  0.029
Epoch   9 Batch  249/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.021
Epoch   9 Batch  250/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.024
Epoch   9 Batch  251/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.021
Epoch   9 Batch  252/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.022
Epoch   9 Batch  253/538 - Train Accuracy:  0.940, Validation Accuracy:  0.948, Loss:  0.024
Epoch   9 Batch  254/538 - Train Accuracy:  0.943, Validation Accuracy:  0.946, Loss:  0.030
Epoch   9 Batch  255/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.024
Epoch   9 Batch  256/538 - Train Accuracy:  0.947, Validation Accuracy:  0.944, Loss:  0.026
Epoch   9 Batch  257/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.026
Epoch   9 Batch  258/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.024
Epoch   9 Batch  259/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.022
Epoch   9 Batch  260/538 - Train Accuracy:  0.931, Validation Accuracy:  0.947, Loss:  0.025
Epoch   9 Batch  261/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.030
Epoch   9 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.024
Epoch   9 Batch  263/538 - Train Accuracy:  0.946, Validation Accuracy:  0.948, Loss:  0.025
Epoch   9 Batch  264/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.029
Epoch   9 Batch  265/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.025
Epoch   9 Batch  266/538 - Train Accuracy:  0.939, Validation Accuracy:  0.951, Loss:  0.024
Epoch   9 Batch  267/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.022
Epoch   9 Batch  268/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.019
Epoch   9 Batch  269/538 - Train Accuracy:  0.940, Validation Accuracy:  0.944, Loss:  0.027
Epoch   9 Batch  270/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.022
Epoch   9 Batch  271/538 - Train Accuracy:  0.959, Validation Accuracy:  0.938, Loss:  0.020
Epoch   9 Batch  272/538 - Train Accuracy:  0.950, Validation Accuracy:  0.936, Loss:  0.025
Epoch   9 Batch  273/538 - Train Accuracy:  0.956, Validation Accuracy:  0.928, Loss:  0.026
Epoch   9 Batch  274/538 - Train Accuracy:  0.935, Validation Accuracy:  0.931, Loss:  0.026
Epoch   9 Batch  275/538 - Train Accuracy:  0.958, Validation Accuracy:  0.935, Loss:  0.028
Epoch   9 Batch  276/538 - Train Accuracy:  0.947, Validation Accuracy:  0.931, Loss:  0.031
Epoch   9 Batch  277/538 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.021
Epoch   9 Batch  278/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.022
Epoch   9 Batch  279/538 - Train Accuracy:  0.953, Validation Accuracy:  0.939, Loss:  0.022
Epoch   9 Batch  280/538 - Train Accuracy:  0.965, Validation Accuracy:  0.937, Loss:  0.019
Epoch   9 Batch  281/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.031
Epoch   9 Batch  282/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.028
Epoch   9 Batch  283/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.028
Epoch   9 Batch  284/538 - Train Accuracy:  0.943, Validation Accuracy:  0.945, Loss:  0.029
Epoch   9 Batch  285/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.023
Epoch   9 Batch  286/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.034
Epoch   9 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.021
Epoch   9 Batch  288/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.027
Epoch   9 Batch  289/538 - Train Accuracy:  0.945, Validation Accuracy:  0.944, Loss:  0.023
Epoch   9 Batch  290/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.023
Epoch   9 Batch  291/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.027
Epoch   9 Batch  292/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.018
Epoch   9 Batch  293/538 - Train Accuracy:  0.959, Validation Accuracy:  0.939, Loss:  0.022
Epoch   9 Batch  294/538 - Train Accuracy:  0.941, Validation Accuracy:  0.938, Loss:  0.027
Epoch   9 Batch  295/538 - Train Accuracy:  0.958, Validation Accuracy:  0.937, Loss:  0.024
Epoch   9 Batch  296/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.037
Epoch   9 Batch  297/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.023
Epoch   9 Batch  298/538 - Train Accuracy:  0.939, Validation Accuracy:  0.945, Loss:  0.027
Epoch   9 Batch  299/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.034
Epoch   9 Batch  300/538 - Train Accuracy:  0.950, Validation Accuracy:  0.941, Loss:  0.027
Epoch   9 Batch  301/538 - Train Accuracy:  0.947, Validation Accuracy:  0.940, Loss:  0.030
Epoch   9 Batch  302/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.027
Epoch   9 Batch  303/538 - Train Accuracy:  0.947, Validation Accuracy:  0.947, Loss:  0.035
Epoch   9 Batch  304/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.027
Epoch   9 Batch  305/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.022
Epoch   9 Batch  306/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.027
Epoch   9 Batch  307/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.023
Epoch   9 Batch  308/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.022
Epoch   9 Batch  309/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.019
Epoch   9 Batch  310/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.033
Epoch   9 Batch  311/538 - Train Accuracy:  0.940, Validation Accuracy:  0.943, Loss:  0.027
Epoch   9 Batch  312/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.024
Epoch   9 Batch  313/538 - Train Accuracy:  0.947, Validation Accuracy:  0.948, Loss:  0.027
Epoch   9 Batch  314/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.028
Epoch   9 Batch  315/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.028
Epoch   9 Batch  316/538 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.021
Epoch   9 Batch  317/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.031
Epoch   9 Batch  318/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.025
Epoch   9 Batch  319/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.023
Epoch   9 Batch  320/538 - Train Accuracy:  0.958, Validation Accuracy:  0.931, Loss:  0.018
Epoch   9 Batch  321/538 - Train Accuracy:  0.953, Validation Accuracy:  0.938, Loss:  0.022
Epoch   9 Batch  322/538 - Train Accuracy:  0.967, Validation Accuracy:  0.938, Loss:  0.026
Epoch   9 Batch  323/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.023
Epoch   9 Batch  324/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.024
Epoch   9 Batch  325/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.025
Epoch   9 Batch  326/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.025
Epoch   9 Batch  327/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.027
Epoch   9 Batch  328/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.023
Epoch   9 Batch  329/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.021
Epoch   9 Batch  330/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.024
Epoch   9 Batch  331/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.022
Epoch   9 Batch  332/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.023
Epoch   9 Batch  333/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.025
Epoch   9 Batch  334/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.022
Epoch   9 Batch  335/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.025
Epoch   9 Batch  336/538 - Train Accuracy:  0.938, Validation Accuracy:  0.953, Loss:  0.024
Epoch   9 Batch  337/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.024
Epoch   9 Batch  338/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.020
Epoch   9 Batch  339/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.022
Epoch   9 Batch  340/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.023
Epoch   9 Batch  341/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.021
Epoch   9 Batch  342/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.023
Epoch   9 Batch  343/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.024
Epoch   9 Batch  344/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.024
Epoch   9 Batch  345/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.025
Epoch   9 Batch  346/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.025
Epoch   9 Batch  347/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.021
Epoch   9 Batch  348/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.020
Epoch   9 Batch  349/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.020
Epoch   9 Batch  350/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.029
Epoch   9 Batch  351/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.027
Epoch   9 Batch  352/538 - Train Accuracy:  0.942, Validation Accuracy:  0.944, Loss:  0.044
Epoch   9 Batch  353/538 - Train Accuracy:  0.944, Validation Accuracy:  0.943, Loss:  0.027
Epoch   9 Batch  354/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.022
Epoch   9 Batch  355/538 - Train Accuracy:  0.942, Validation Accuracy:  0.952, Loss:  0.028
Epoch   9 Batch  356/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.019
Epoch   9 Batch  357/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.025
Epoch   9 Batch  358/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.020
Epoch   9 Batch  359/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.023
Epoch   9 Batch  360/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.024
Epoch   9 Batch  361/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  362/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.022
Epoch   9 Batch  363/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.024
Epoch   9 Batch  364/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.033
Epoch   9 Batch  365/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  366/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.026
Epoch   9 Batch  367/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.019
Epoch   9 Batch  368/538 - Train Accuracy:  0.950, Validation Accuracy:  0.940, Loss:  0.020
Epoch   9 Batch  369/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.017
Epoch   9 Batch  370/538 - Train Accuracy:  0.950, Validation Accuracy:  0.940, Loss:  0.026
Epoch   9 Batch  371/538 - Train Accuracy:  0.978, Validation Accuracy:  0.941, Loss:  0.023
Epoch   9 Batch  372/538 - Train Accuracy:  0.966, Validation Accuracy:  0.940, Loss:  0.022
Epoch   9 Batch  373/538 - Train Accuracy:  0.944, Validation Accuracy:  0.941, Loss:  0.021
Epoch   9 Batch  374/538 - Train Accuracy:  0.959, Validation Accuracy:  0.936, Loss:  0.020
Epoch   9 Batch  375/538 - Train Accuracy:  0.954, Validation Accuracy:  0.940, Loss:  0.023
Epoch   9 Batch  376/538 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.021
Epoch   9 Batch  377/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.023
Epoch   9 Batch  378/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.021
Epoch   9 Batch  379/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  380/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.019
Epoch   9 Batch  381/538 - Train Accuracy:  0.958, Validation Accuracy:  0.940, Loss:  0.021
Epoch   9 Batch  382/538 - Train Accuracy:  0.948, Validation Accuracy:  0.942, Loss:  0.028
Epoch   9 Batch  383/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.023
Epoch   9 Batch  384/538 - Train Accuracy:  0.945, Validation Accuracy:  0.946, Loss:  0.026
Epoch   9 Batch  385/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.018
Epoch   9 Batch  386/538 - Train Accuracy:  0.968, Validation Accuracy:  0.941, Loss:  0.019
Epoch   9 Batch  387/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.024
Epoch   9 Batch  388/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.026
Epoch   9 Batch  389/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.027
Epoch   9 Batch  390/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.019
Epoch   9 Batch  391/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.021
Epoch   9 Batch  392/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.019
Epoch   9 Batch  393/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.022
Epoch   9 Batch  394/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  395/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.028
Epoch   9 Batch  396/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.023
Epoch   9 Batch  397/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.025
Epoch   9 Batch  398/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.023
Epoch   9 Batch  399/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.025
Epoch   9 Batch  400/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.023
Epoch   9 Batch  401/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.018
Epoch   9 Batch  402/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.021
Epoch   9 Batch  403/538 - Train Accuracy:  0.944, Validation Accuracy:  0.941, Loss:  0.029
Epoch   9 Batch  404/538 - Train Accuracy:  0.949, Validation Accuracy:  0.944, Loss:  0.030
Epoch   9 Batch  405/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.022
Epoch   9 Batch  406/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.024
Epoch   9 Batch  407/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.029
Epoch   9 Batch  408/538 - Train Accuracy:  0.936, Validation Accuracy:  0.958, Loss:  0.029
Epoch   9 Batch  409/538 - Train Accuracy:  0.931, Validation Accuracy:  0.953, Loss:  0.023
Epoch   9 Batch  410/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.021
Epoch   9 Batch  411/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.029
Epoch   9 Batch  412/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch   9 Batch  413/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.022
Epoch   9 Batch  414/538 - Train Accuracy:  0.918, Validation Accuracy:  0.950, Loss:  0.036
Epoch   9 Batch  415/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.025
Epoch   9 Batch  416/538 - Train Accuracy:  0.966, Validation Accuracy:  0.943, Loss:  0.025
Epoch   9 Batch  417/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.022
Epoch   9 Batch  418/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.031
Epoch   9 Batch  419/538 - Train Accuracy:  0.962, Validation Accuracy:  0.940, Loss:  0.023
Epoch   9 Batch  420/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.025
Epoch   9 Batch  421/538 - Train Accuracy:  0.942, Validation Accuracy:  0.949, Loss:  0.023
Epoch   9 Batch  422/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.024
Epoch   9 Batch  423/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.027
Epoch   9 Batch  424/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.033
Epoch   9 Batch  425/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.035
Epoch   9 Batch  426/538 - Train Accuracy:  0.943, Validation Accuracy:  0.944, Loss:  0.026
Epoch   9 Batch  427/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.026
Epoch   9 Batch  428/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.020
Epoch   9 Batch  429/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.028
Epoch   9 Batch  430/538 - Train Accuracy:  0.937, Validation Accuracy:  0.952, Loss:  0.029
Epoch   9 Batch  431/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.026
Epoch   9 Batch  432/538 - Train Accuracy:  0.945, Validation Accuracy:  0.947, Loss:  0.032
Epoch   9 Batch  433/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.041
Epoch   9 Batch  434/538 - Train Accuracy:  0.938, Validation Accuracy:  0.950, Loss:  0.024
Epoch   9 Batch  435/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.021
Epoch   9 Batch  436/538 - Train Accuracy:  0.935, Validation Accuracy:  0.942, Loss:  0.031
Epoch   9 Batch  437/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.022
Epoch   9 Batch  438/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.019
Epoch   9 Batch  439/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.026
Epoch   9 Batch  440/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.025
Epoch   9 Batch  441/538 - Train Accuracy:  0.948, Validation Accuracy:  0.961, Loss:  0.027
Epoch   9 Batch  442/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.020
Epoch   9 Batch  443/538 - Train Accuracy:  0.947, Validation Accuracy:  0.948, Loss:  0.030
Epoch   9 Batch  444/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.027
Epoch   9 Batch  445/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.020
Epoch   9 Batch  446/538 - Train Accuracy:  0.958, Validation Accuracy:  0.936, Loss:  0.026
Epoch   9 Batch  447/538 - Train Accuracy:  0.953, Validation Accuracy:  0.935, Loss:  0.028
Epoch   9 Batch  448/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.021
Epoch   9 Batch  449/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.027
Epoch   9 Batch  450/538 - Train Accuracy:  0.936, Validation Accuracy:  0.954, Loss:  0.031
Epoch   9 Batch  451/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.028
Epoch   9 Batch  452/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.027
Epoch   9 Batch  453/538 - Train Accuracy:  0.944, Validation Accuracy:  0.956, Loss:  0.031
Epoch   9 Batch  454/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.029
Epoch   9 Batch  455/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.028
Epoch   9 Batch  456/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.046
Epoch   9 Batch  457/538 - Train Accuracy:  0.954, Validation Accuracy:  0.939, Loss:  0.020
Epoch   9 Batch  458/538 - Train Accuracy:  0.963, Validation Accuracy:  0.939, Loss:  0.023
Epoch   9 Batch  459/538 - Train Accuracy:  0.951, Validation Accuracy:  0.934, Loss:  0.019
Epoch   9 Batch  460/538 - Train Accuracy:  0.940, Validation Accuracy:  0.936, Loss:  0.030
Epoch   9 Batch  461/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.027
Epoch   9 Batch  462/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.019
Epoch   9 Batch  463/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.029
Epoch   9 Batch  464/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.022
Epoch   9 Batch  465/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.024
Epoch   9 Batch  466/538 - Train Accuracy:  0.941, Validation Accuracy:  0.947, Loss:  0.026
Epoch   9 Batch  467/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.028
Epoch   9 Batch  468/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.027
Epoch   9 Batch  469/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.024
Epoch   9 Batch  470/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.026
Epoch   9 Batch  471/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.026
Epoch   9 Batch  472/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.018
Epoch   9 Batch  473/538 - Train Accuracy:  0.939, Validation Accuracy:  0.955, Loss:  0.026
Epoch   9 Batch  474/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.023
Epoch   9 Batch  475/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.025
Epoch   9 Batch  476/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.028
Epoch   9 Batch  477/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.026
Epoch   9 Batch  478/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.015
Epoch   9 Batch  479/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.024
Epoch   9 Batch  480/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.025
Epoch   9 Batch  481/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.026
Epoch   9 Batch  482/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.021
Epoch   9 Batch  483/538 - Train Accuracy:  0.940, Validation Accuracy:  0.954, Loss:  0.029
Epoch   9 Batch  484/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.027
Epoch   9 Batch  485/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.031
Epoch   9 Batch  486/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.020
Epoch   9 Batch  487/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.019
Epoch   9 Batch  488/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.019
Epoch   9 Batch  489/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.027
Epoch   9 Batch  490/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.029
Epoch   9 Batch  491/538 - Train Accuracy:  0.945, Validation Accuracy:  0.944, Loss:  0.027
Epoch   9 Batch  492/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.025
Epoch   9 Batch  493/538 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.023
Epoch   9 Batch  494/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.027
Epoch   9 Batch  495/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.027
Epoch   9 Batch  496/538 - Train Accuracy:  0.953, Validation Accuracy:  0.944, Loss:  0.021
Epoch   9 Batch  497/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.026
Epoch   9 Batch  498/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.023
Epoch   9 Batch  499/538 - Train Accuracy:  0.940, Validation Accuracy:  0.945, Loss:  0.029
Epoch   9 Batch  500/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.019
Epoch   9 Batch  501/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.022
Epoch   9 Batch  502/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch   9 Batch  503/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.023
Epoch   9 Batch  504/538 - Train Accuracy:  0.976, Validation Accuracy:  0.943, Loss:  0.018
Epoch   9 Batch  505/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.021
Epoch   9 Batch  506/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.021
Epoch   9 Batch  507/538 - Train Accuracy:  0.941, Validation Accuracy:  0.945, Loss:  0.032
Epoch   9 Batch  508/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.028
Epoch   9 Batch  509/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.025
Epoch   9 Batch  510/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.024
Epoch   9 Batch  511/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.028
Epoch   9 Batch  512/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.032
Epoch   9 Batch  513/538 - Train Accuracy:  0.948, Validation Accuracy:  0.952, Loss:  0.026
Epoch   9 Batch  514/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.024
Epoch   9 Batch  515/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.029
Epoch   9 Batch  516/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.020
Epoch   9 Batch  517/538 - Train Accuracy:  0.945, Validation Accuracy:  0.956, Loss:  0.025
Epoch   9 Batch  518/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.030
Epoch   9 Batch  519/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.025
Epoch   9 Batch  520/538 - Train Accuracy:  0.946, Validation Accuracy:  0.957, Loss:  0.030
Epoch   9 Batch  521/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.031
Epoch   9 Batch  522/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch   9 Batch  523/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.022
Epoch   9 Batch  524/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.021
Epoch   9 Batch  525/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.024
Epoch   9 Batch  526/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.027
Epoch   9 Batch  527/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.020
Epoch   9 Batch  528/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.026
Epoch   9 Batch  529/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.026
Epoch   9 Batch  530/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.026
Epoch   9 Batch  531/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.031
Epoch   9 Batch  532/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.020
Epoch   9 Batch  533/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.023
Epoch   9 Batch  534/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.017
Epoch   9 Batch  535/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.025
Epoch   9 Batch  536/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.030
Epoch  10 Batch    0/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  10 Batch    1/538 - Train Accuracy:  0.970, Validation Accuracy:  0.944, Loss:  0.022
Epoch  10 Batch    2/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.028
Epoch  10 Batch    3/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.021
Epoch  10 Batch    4/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.021
Epoch  10 Batch    5/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.032
Epoch  10 Batch    6/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.022
Epoch  10 Batch    7/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.024
Epoch  10 Batch    8/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.024
Epoch  10 Batch    9/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.022
Epoch  10 Batch   10/538 - Train Accuracy:  0.951, Validation Accuracy:  0.937, Loss:  0.025
Epoch  10 Batch   11/538 - Train Accuracy:  0.952, Validation Accuracy:  0.934, Loss:  0.028
Epoch  10 Batch   12/538 - Train Accuracy:  0.961, Validation Accuracy:  0.935, Loss:  0.023
Epoch  10 Batch   13/538 - Train Accuracy:  0.969, Validation Accuracy:  0.939, Loss:  0.024
Epoch  10 Batch   14/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.025
Epoch  10 Batch   15/538 - Train Accuracy:  0.961, Validation Accuracy:  0.941, Loss:  0.021
Epoch  10 Batch   16/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.028
Epoch  10 Batch   17/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.023
Epoch  10 Batch   18/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.033
Epoch  10 Batch   19/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.024
Epoch  10 Batch   20/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.029
Epoch  10 Batch   21/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.016
Epoch  10 Batch   22/538 - Train Accuracy:  0.957, Validation Accuracy:  0.940, Loss:  0.024
Epoch  10 Batch   23/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.030
Epoch  10 Batch   24/538 - Train Accuracy:  0.967, Validation Accuracy:  0.942, Loss:  0.029
Epoch  10 Batch   25/538 - Train Accuracy:  0.942, Validation Accuracy:  0.947, Loss:  0.029
Epoch  10 Batch   26/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.033
Epoch  10 Batch   27/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.019
Epoch  10 Batch   28/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.026
Epoch  10 Batch   29/538 - Train Accuracy:  0.945, Validation Accuracy:  0.947, Loss:  0.020
Epoch  10 Batch   30/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.027
Epoch  10 Batch   31/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.020
Epoch  10 Batch   32/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.015
Epoch  10 Batch   33/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.024
Epoch  10 Batch   34/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.029
Epoch  10 Batch   35/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.022
Epoch  10 Batch   36/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.020
Epoch  10 Batch   37/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.030
Epoch  10 Batch   38/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.022
Epoch  10 Batch   39/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch   40/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.020
Epoch  10 Batch   41/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.025
Epoch  10 Batch   42/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.024
Epoch  10 Batch   43/538 - Train Accuracy:  0.943, Validation Accuracy:  0.954, Loss:  0.027
Epoch  10 Batch   44/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.026
Epoch  10 Batch   45/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch   46/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.022
Epoch  10 Batch   47/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.027
Epoch  10 Batch   48/538 - Train Accuracy:  0.945, Validation Accuracy:  0.957, Loss:  0.028
Epoch  10 Batch   49/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.022
Epoch  10 Batch   50/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.020
Epoch  10 Batch   51/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.028
Epoch  10 Batch   52/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.022
Epoch  10 Batch   53/538 - Train Accuracy:  0.929, Validation Accuracy:  0.952, Loss:  0.025
Epoch  10 Batch   54/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.024
Epoch  10 Batch   55/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.021
Epoch  10 Batch   56/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.026
Epoch  10 Batch   57/538 - Train Accuracy:  0.940, Validation Accuracy:  0.953, Loss:  0.027
Epoch  10 Batch   58/538 - Train Accuracy:  0.939, Validation Accuracy:  0.957, Loss:  0.023
Epoch  10 Batch   59/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.021
Epoch  10 Batch   60/538 - Train Accuracy:  0.944, Validation Accuracy:  0.948, Loss:  0.028
Epoch  10 Batch   61/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.024
Epoch  10 Batch   62/538 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.026
Epoch  10 Batch   63/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.024
Epoch  10 Batch   64/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.024
Epoch  10 Batch   65/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.021
Epoch  10 Batch   66/538 - Train Accuracy:  0.970, Validation Accuracy:  0.941, Loss:  0.016
Epoch  10 Batch   67/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.023
Epoch  10 Batch   68/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.024
Epoch  10 Batch   69/538 - Train Accuracy:  0.972, Validation Accuracy:  0.942, Loss:  0.022
Epoch  10 Batch   70/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.020
Epoch  10 Batch   71/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.024
Epoch  10 Batch   72/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.038
Epoch  10 Batch   73/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.024
Epoch  10 Batch   74/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.021
Epoch  10 Batch   75/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.030
Epoch  10 Batch   76/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.025
Epoch  10 Batch   77/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.021
Epoch  10 Batch   78/538 - Train Accuracy:  0.943, Validation Accuracy:  0.959, Loss:  0.023
Epoch  10 Batch   79/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  10 Batch   80/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.022
Epoch  10 Batch   81/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.028
Epoch  10 Batch   82/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.025
Epoch  10 Batch   83/538 - Train Accuracy:  0.938, Validation Accuracy:  0.956, Loss:  0.027
Epoch  10 Batch   84/538 - Train Accuracy:  0.943, Validation Accuracy:  0.955, Loss:  0.024
Epoch  10 Batch   85/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.020
Epoch  10 Batch   86/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.019
Epoch  10 Batch   87/538 - Train Accuracy:  0.941, Validation Accuracy:  0.944, Loss:  0.026
Epoch  10 Batch   88/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.022
Epoch  10 Batch   89/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.020
Epoch  10 Batch   90/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.026
Epoch  10 Batch   91/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.025
Epoch  10 Batch   92/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.024
Epoch  10 Batch   93/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.020
Epoch  10 Batch   94/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.017
Epoch  10 Batch   95/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.020
Epoch  10 Batch   96/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  10 Batch   97/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.017
Epoch  10 Batch   98/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.023
Epoch  10 Batch   99/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.022
Epoch  10 Batch  100/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.023
Epoch  10 Batch  101/538 - Train Accuracy:  0.934, Validation Accuracy:  0.955, Loss:  0.035
Epoch  10 Batch  102/538 - Train Accuracy:  0.946, Validation Accuracy:  0.960, Loss:  0.031
Epoch  10 Batch  103/538 - Train Accuracy:  0.935, Validation Accuracy:  0.956, Loss:  0.027
Epoch  10 Batch  104/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  10 Batch  105/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.020
Epoch  10 Batch  106/538 - Train Accuracy:  0.941, Validation Accuracy:  0.947, Loss:  0.026
Epoch  10 Batch  107/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.025
Epoch  10 Batch  108/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch  109/538 - Train Accuracy:  0.976, Validation Accuracy:  0.945, Loss:  0.020
Epoch  10 Batch  110/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.020
Epoch  10 Batch  111/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.018
Epoch  10 Batch  112/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.030
Epoch  10 Batch  113/538 - Train Accuracy:  0.947, Validation Accuracy:  0.948, Loss:  0.026
Epoch  10 Batch  114/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.022
Epoch  10 Batch  115/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.031
Epoch  10 Batch  116/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.025
Epoch  10 Batch  117/538 - Train Accuracy:  0.945, Validation Accuracy:  0.951, Loss:  0.028
Epoch  10 Batch  118/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.021
Epoch  10 Batch  119/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.017
Epoch  10 Batch  120/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.017
Epoch  10 Batch  121/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.024
Epoch  10 Batch  122/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.025
Epoch  10 Batch  123/538 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch  124/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.024
Epoch  10 Batch  125/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.026
Epoch  10 Batch  126/538 - Train Accuracy:  0.940, Validation Accuracy:  0.952, Loss:  0.031
Epoch  10 Batch  127/538 - Train Accuracy:  0.936, Validation Accuracy:  0.953, Loss:  0.033
Epoch  10 Batch  128/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.029
Epoch  10 Batch  129/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.017
Epoch  10 Batch  130/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.023
Epoch  10 Batch  131/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.022
Epoch  10 Batch  132/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.026
Epoch  10 Batch  133/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.024
Epoch  10 Batch  134/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.034
Epoch  10 Batch  135/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.028
Epoch  10 Batch  136/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.024
Epoch  10 Batch  137/538 - Train Accuracy:  0.960, Validation Accuracy:  0.938, Loss:  0.029
Epoch  10 Batch  138/538 - Train Accuracy:  0.952, Validation Accuracy:  0.937, Loss:  0.021
Epoch  10 Batch  139/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.030
Epoch  10 Batch  140/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.031
Epoch  10 Batch  141/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.025
Epoch  10 Batch  142/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.026
Epoch  10 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.941, Loss:  0.034
Epoch  10 Batch  144/538 - Train Accuracy:  0.960, Validation Accuracy:  0.940, Loss:  0.027
Epoch  10 Batch  145/538 - Train Accuracy:  0.946, Validation Accuracy:  0.935, Loss:  0.033
Epoch  10 Batch  146/538 - Train Accuracy:  0.957, Validation Accuracy:  0.936, Loss:  0.022
Epoch  10 Batch  147/538 - Train Accuracy:  0.962, Validation Accuracy:  0.935, Loss:  0.027
Epoch  10 Batch  148/538 - Train Accuracy:  0.944, Validation Accuracy:  0.929, Loss:  0.031
Epoch  10 Batch  149/538 - Train Accuracy:  0.966, Validation Accuracy:  0.934, Loss:  0.023
Epoch  10 Batch  150/538 - Train Accuracy:  0.966, Validation Accuracy:  0.936, Loss:  0.024
Epoch  10 Batch  151/538 - Train Accuracy:  0.970, Validation Accuracy:  0.935, Loss:  0.026
Epoch  10 Batch  152/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.036
Epoch  10 Batch  153/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.025
Epoch  10 Batch  154/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.022
Epoch  10 Batch  155/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.027
Epoch  10 Batch  156/538 - Train Accuracy:  0.977, Validation Accuracy:  0.942, Loss:  0.020
Epoch  10 Batch  157/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.025
Epoch  10 Batch  158/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.026
Epoch  10 Batch  159/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.031
Epoch  10 Batch  160/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.023
Epoch  10 Batch  161/538 - Train Accuracy:  0.941, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch  162/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.025
Epoch  10 Batch  163/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.033
Epoch  10 Batch  164/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.022
Epoch  10 Batch  165/538 - Train Accuracy:  0.959, Validation Accuracy:  0.936, Loss:  0.018
Epoch  10 Batch  166/538 - Train Accuracy:  0.966, Validation Accuracy:  0.934, Loss:  0.022
Epoch  10 Batch  167/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.040
Epoch  10 Batch  168/538 - Train Accuracy:  0.944, Validation Accuracy:  0.947, Loss:  0.033
Epoch  10 Batch  169/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.019
Epoch  10 Batch  170/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.023
Epoch  10 Batch  171/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.027
Epoch  10 Batch  172/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.024
Epoch  10 Batch  173/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.018
Epoch  10 Batch  174/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.022
Epoch  10 Batch  175/538 - Train Accuracy:  0.960, Validation Accuracy:  0.929, Loss:  0.022
Epoch  10 Batch  176/538 - Train Accuracy:  0.949, Validation Accuracy:  0.936, Loss:  0.030
Epoch  10 Batch  177/538 - Train Accuracy:  0.949, Validation Accuracy:  0.940, Loss:  0.026
Epoch  10 Batch  178/538 - Train Accuracy:  0.944, Validation Accuracy:  0.945, Loss:  0.029
Epoch  10 Batch  179/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.023
Epoch  10 Batch  180/538 - Train Accuracy:  0.963, Validation Accuracy:  0.939, Loss:  0.026
Epoch  10 Batch  181/538 - Train Accuracy:  0.945, Validation Accuracy:  0.937, Loss:  0.033
Epoch  10 Batch  182/538 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.021
Epoch  10 Batch  183/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.021
Epoch  10 Batch  184/538 - Train Accuracy:  0.960, Validation Accuracy:  0.940, Loss:  0.025
Epoch  10 Batch  185/538 - Train Accuracy:  0.970, Validation Accuracy:  0.935, Loss:  0.018
Epoch  10 Batch  186/538 - Train Accuracy:  0.959, Validation Accuracy:  0.937, Loss:  0.023
Epoch  10 Batch  187/538 - Train Accuracy:  0.961, Validation Accuracy:  0.939, Loss:  0.024
Epoch  10 Batch  188/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.029
Epoch  10 Batch  189/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.035
Epoch  10 Batch  190/538 - Train Accuracy:  0.935, Validation Accuracy:  0.946, Loss:  0.034
Epoch  10 Batch  191/538 - Train Accuracy:  0.964, Validation Accuracy:  0.938, Loss:  0.026
Epoch  10 Batch  192/538 - Train Accuracy:  0.952, Validation Accuracy:  0.938, Loss:  0.025
Epoch  10 Batch  193/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.027
Epoch  10 Batch  194/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.034
Epoch  10 Batch  195/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.030
Epoch  10 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.940, Loss:  0.020
Epoch  10 Batch  197/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.026
Epoch  10 Batch  198/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.026
Epoch  10 Batch  199/538 - Train Accuracy:  0.941, Validation Accuracy:  0.948, Loss:  0.025
Epoch  10 Batch  200/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.019
Epoch  10 Batch  201/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.031
Epoch  10 Batch  202/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.025
Epoch  10 Batch  203/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.031
Epoch  10 Batch  204/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.031
Epoch  10 Batch  205/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.025
Epoch  10 Batch  206/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch  207/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.025
Epoch  10 Batch  208/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.033
Epoch  10 Batch  209/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.023
Epoch  10 Batch  210/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.031
Epoch  10 Batch  211/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.025
Epoch  10 Batch  212/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.023
Epoch  10 Batch  213/538 - Train Accuracy:  0.958, Validation Accuracy:  0.943, Loss:  0.024
Epoch  10 Batch  214/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.020
Epoch  10 Batch  215/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.022
Epoch  10 Batch  216/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.025
Epoch  10 Batch  217/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.026
Epoch  10 Batch  218/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.018
Epoch  10 Batch  219/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.030
Epoch  10 Batch  220/538 - Train Accuracy:  0.944, Validation Accuracy:  0.950, Loss:  0.026
Epoch  10 Batch  221/538 - Train Accuracy:  0.950, Validation Accuracy:  0.948, Loss:  0.021
Epoch  10 Batch  222/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.018
Epoch  10 Batch  223/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.025
Epoch  10 Batch  224/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.033
Epoch  10 Batch  225/538 - Train Accuracy:  0.957, Validation Accuracy:  0.938, Loss:  0.024
Epoch  10 Batch  226/538 - Train Accuracy:  0.955, Validation Accuracy:  0.933, Loss:  0.029
Epoch  10 Batch  227/538 - Train Accuracy:  0.947, Validation Accuracy:  0.935, Loss:  0.024
Epoch  10 Batch  228/538 - Train Accuracy:  0.940, Validation Accuracy:  0.944, Loss:  0.024
Epoch  10 Batch  229/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.023
Epoch  10 Batch  230/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.024
Epoch  10 Batch  231/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.027
Epoch  10 Batch  232/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.030
Epoch  10 Batch  233/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.026
Epoch  10 Batch  234/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.024
Epoch  10 Batch  235/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.021
Epoch  10 Batch  236/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch  237/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.022
Epoch  10 Batch  238/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.023
Epoch  10 Batch  239/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.024
Epoch  10 Batch  240/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch  241/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.025
Epoch  10 Batch  242/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.026
Epoch  10 Batch  243/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.020
Epoch  10 Batch  244/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.024
Epoch  10 Batch  245/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.029
Epoch  10 Batch  246/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.018
Epoch  10 Batch  247/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.024
Epoch  10 Batch  248/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.027
Epoch  10 Batch  249/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.019
Epoch  10 Batch  250/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.023
Epoch  10 Batch  251/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.020
Epoch  10 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.020
Epoch  10 Batch  253/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.021
Epoch  10 Batch  254/538 - Train Accuracy:  0.941, Validation Accuracy:  0.938, Loss:  0.031
Epoch  10 Batch  255/538 - Train Accuracy:  0.960, Validation Accuracy:  0.937, Loss:  0.024
Epoch  10 Batch  256/538 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.022
Epoch  10 Batch  257/538 - Train Accuracy:  0.966, Validation Accuracy:  0.943, Loss:  0.025
Epoch  10 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.941, Loss:  0.023
Epoch  10 Batch  259/538 - Train Accuracy:  0.965, Validation Accuracy:  0.940, Loss:  0.018
Epoch  10 Batch  260/538 - Train Accuracy:  0.941, Validation Accuracy:  0.944, Loss:  0.026
Epoch  10 Batch  261/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.028
Epoch  10 Batch  262/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.025
Epoch  10 Batch  263/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.023
Epoch  10 Batch  264/538 - Train Accuracy:  0.954, Validation Accuracy:  0.943, Loss:  0.026
Epoch  10 Batch  265/538 - Train Accuracy:  0.947, Validation Accuracy:  0.947, Loss:  0.025
Epoch  10 Batch  266/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.023
Epoch  10 Batch  267/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.020
Epoch  10 Batch  268/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.018
Epoch  10 Batch  269/538 - Train Accuracy:  0.944, Validation Accuracy:  0.959, Loss:  0.028
Epoch  10 Batch  270/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.021
Epoch  10 Batch  271/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.018
Epoch  10 Batch  272/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.024
Epoch  10 Batch  273/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.024
Epoch  10 Batch  274/538 - Train Accuracy:  0.934, Validation Accuracy:  0.947, Loss:  0.026
Epoch  10 Batch  275/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.025
Epoch  10 Batch  276/538 - Train Accuracy:  0.937, Validation Accuracy:  0.942, Loss:  0.033
Epoch  10 Batch  277/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.017
Epoch  10 Batch  278/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.019
Epoch  10 Batch  279/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.020
Epoch  10 Batch  280/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.020
Epoch  10 Batch  281/538 - Train Accuracy:  0.945, Validation Accuracy:  0.953, Loss:  0.027
Epoch  10 Batch  282/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.025
Epoch  10 Batch  283/538 - Train Accuracy:  0.970, Validation Accuracy:  0.944, Loss:  0.023
Epoch  10 Batch  284/538 - Train Accuracy:  0.944, Validation Accuracy:  0.946, Loss:  0.026
Epoch  10 Batch  285/538 - Train Accuracy:  0.952, Validation Accuracy:  0.939, Loss:  0.023
Epoch  10 Batch  286/538 - Train Accuracy:  0.955, Validation Accuracy:  0.934, Loss:  0.030
Epoch  10 Batch  287/538 - Train Accuracy:  0.959, Validation Accuracy:  0.931, Loss:  0.019
Epoch  10 Batch  288/538 - Train Accuracy:  0.966, Validation Accuracy:  0.937, Loss:  0.023
Epoch  10 Batch  289/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.021
Epoch  10 Batch  290/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.019
Epoch  10 Batch  291/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.025
Epoch  10 Batch  292/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.018
Epoch  10 Batch  293/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.023
Epoch  10 Batch  294/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.020
Epoch  10 Batch  295/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.023
Epoch  10 Batch  296/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.031
Epoch  10 Batch  297/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.021
Epoch  10 Batch  298/538 - Train Accuracy:  0.943, Validation Accuracy:  0.955, Loss:  0.025
Epoch  10 Batch  299/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.037
Epoch  10 Batch  300/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.025
Epoch  10 Batch  301/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.027
Epoch  10 Batch  302/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.025
Epoch  10 Batch  303/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.027
Epoch  10 Batch  304/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.028
Epoch  10 Batch  305/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.024
Epoch  10 Batch  306/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.027
Epoch  10 Batch  307/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.018
Epoch  10 Batch  308/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.020
Epoch  10 Batch  309/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.018
Epoch  10 Batch  310/538 - Train Accuracy:  0.971, Validation Accuracy:  0.944, Loss:  0.030
Epoch  10 Batch  311/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.028
Epoch  10 Batch  312/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.022
Epoch  10 Batch  313/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.024
Epoch  10 Batch  314/538 - Train Accuracy:  0.947, Validation Accuracy:  0.948, Loss:  0.023
Epoch  10 Batch  315/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.026
Epoch  10 Batch  316/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.019
Epoch  10 Batch  317/538 - Train Accuracy:  0.942, Validation Accuracy:  0.936, Loss:  0.030
Epoch  10 Batch  318/538 - Train Accuracy:  0.959, Validation Accuracy:  0.937, Loss:  0.023
Epoch  10 Batch  319/538 - Train Accuracy:  0.950, Validation Accuracy:  0.928, Loss:  0.025
Epoch  10 Batch  320/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.024
Epoch  10 Batch  321/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.019
Epoch  10 Batch  322/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.025
Epoch  10 Batch  323/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.019
Epoch  10 Batch  324/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.021
Epoch  10 Batch  325/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.026
Epoch  10 Batch  326/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.027
Epoch  10 Batch  327/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.025
Epoch  10 Batch  328/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  10 Batch  329/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.022
Epoch  10 Batch  330/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.026
Epoch  10 Batch  331/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.018
Epoch  10 Batch  332/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.021
Epoch  10 Batch  333/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.023
Epoch  10 Batch  334/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.019
Epoch  10 Batch  335/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.023
Epoch  10 Batch  336/538 - Train Accuracy:  0.950, Validation Accuracy:  0.963, Loss:  0.022
Epoch  10 Batch  337/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.024
Epoch  10 Batch  338/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.019
Epoch  10 Batch  339/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.024
Epoch  10 Batch  340/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.023
Epoch  10 Batch  341/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.020
Epoch  10 Batch  342/538 - Train Accuracy:  0.940, Validation Accuracy:  0.950, Loss:  0.024
Epoch  10 Batch  343/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.027
Epoch  10 Batch  344/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.022
Epoch  10 Batch  345/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.022
Epoch  10 Batch  346/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.026
Epoch  10 Batch  347/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.024
Epoch  10 Batch  348/538 - Train Accuracy:  0.941, Validation Accuracy:  0.942, Loss:  0.020
Epoch  10 Batch  349/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.021
Epoch  10 Batch  350/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.027
Epoch  10 Batch  351/538 - Train Accuracy:  0.947, Validation Accuracy:  0.947, Loss:  0.026
Epoch  10 Batch  352/538 - Train Accuracy:  0.942, Validation Accuracy:  0.951, Loss:  0.041
Epoch  10 Batch  353/538 - Train Accuracy:  0.945, Validation Accuracy:  0.956, Loss:  0.026
Epoch  10 Batch  354/538 - Train Accuracy:  0.948, Validation Accuracy:  0.961, Loss:  0.022
Epoch  10 Batch  355/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.026
Epoch  10 Batch  356/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.020
Epoch  10 Batch  357/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.024
Epoch  10 Batch  358/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.018
Epoch  10 Batch  359/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.024
Epoch  10 Batch  360/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.022
Epoch  10 Batch  361/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.023
Epoch  10 Batch  362/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.021
Epoch  10 Batch  363/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.020
Epoch  10 Batch  364/538 - Train Accuracy:  0.945, Validation Accuracy:  0.959, Loss:  0.034
Epoch  10 Batch  365/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.023
Epoch  10 Batch  366/538 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.023
Epoch  10 Batch  367/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.021
Epoch  10 Batch  368/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.018
Epoch  10 Batch  369/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.018
Epoch  10 Batch  370/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.025
Epoch  10 Batch  371/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.022
Epoch  10 Batch  372/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.021
Epoch  10 Batch  373/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.021
Epoch  10 Batch  374/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.023
Epoch  10 Batch  375/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.022
Epoch  10 Batch  376/538 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.021
Epoch  10 Batch  377/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.026
Epoch  10 Batch  378/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.019
Epoch  10 Batch  379/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.023
Epoch  10 Batch  380/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.019
Epoch  10 Batch  381/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.019
Epoch  10 Batch  382/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.027
Epoch  10 Batch  383/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.021
Epoch  10 Batch  384/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.025
Epoch  10 Batch  385/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.021
Epoch  10 Batch  386/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.019
Epoch  10 Batch  387/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.021
Epoch  10 Batch  388/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.024
Epoch  10 Batch  389/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.029
Epoch  10 Batch  390/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.019
Epoch  10 Batch  391/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.023
Epoch  10 Batch  392/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.024
Epoch  10 Batch  393/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.020
Epoch  10 Batch  394/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.023
Epoch  10 Batch  395/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.026
Epoch  10 Batch  396/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.020
Epoch  10 Batch  397/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.025
Epoch  10 Batch  398/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.020
Epoch  10 Batch  399/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.024
Epoch  10 Batch  400/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.026
Epoch  10 Batch  401/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.018
Epoch  10 Batch  402/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.019
Epoch  10 Batch  403/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.025
Epoch  10 Batch  404/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.028
Epoch  10 Batch  405/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.022
Epoch  10 Batch  406/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.023
Epoch  10 Batch  407/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.026
Epoch  10 Batch  408/538 - Train Accuracy:  0.945, Validation Accuracy:  0.944, Loss:  0.025
Epoch  10 Batch  409/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.023
Epoch  10 Batch  410/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.023
Epoch  10 Batch  411/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.026
Epoch  10 Batch  412/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  10 Batch  413/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.024
Epoch  10 Batch  414/538 - Train Accuracy:  0.942, Validation Accuracy:  0.946, Loss:  0.031
Epoch  10 Batch  415/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.025
Epoch  10 Batch  416/538 - Train Accuracy:  0.969, Validation Accuracy:  0.940, Loss:  0.025
Epoch  10 Batch  417/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.019
Epoch  10 Batch  418/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.031
Epoch  10 Batch  419/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.019
Epoch  10 Batch  420/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.022
Epoch  10 Batch  421/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.020
Epoch  10 Batch  422/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.026
Epoch  10 Batch  423/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.025
Epoch  10 Batch  424/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.029
Epoch  10 Batch  425/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.033
Epoch  10 Batch  426/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.025
Epoch  10 Batch  427/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.028
Epoch  10 Batch  428/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.020
Epoch  10 Batch  429/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.027
Epoch  10 Batch  430/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.026
Epoch  10 Batch  431/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.021
Epoch  10 Batch  432/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.027
Epoch  10 Batch  433/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.041
Epoch  10 Batch  434/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.021
Epoch  10 Batch  435/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.020
Epoch  10 Batch  436/538 - Train Accuracy:  0.946, Validation Accuracy:  0.951, Loss:  0.031
Epoch  10 Batch  437/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.025
Epoch  10 Batch  438/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch  10 Batch  439/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.023
Epoch  10 Batch  440/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.024
Epoch  10 Batch  441/538 - Train Accuracy:  0.943, Validation Accuracy:  0.946, Loss:  0.027
Epoch  10 Batch  442/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.019
Epoch  10 Batch  443/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.026
Epoch  10 Batch  444/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.026
Epoch  10 Batch  445/538 - Train Accuracy:  0.964, Validation Accuracy:  0.941, Loss:  0.022
Epoch  10 Batch  446/538 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.023
Epoch  10 Batch  447/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.021
Epoch  10 Batch  448/538 - Train Accuracy:  0.949, Validation Accuracy:  0.944, Loss:  0.025
Epoch  10 Batch  449/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.024
Epoch  10 Batch  450/538 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.027
Epoch  10 Batch  451/538 - Train Accuracy:  0.946, Validation Accuracy:  0.956, Loss:  0.029
Epoch  10 Batch  452/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.024
Epoch  10 Batch  453/538 - Train Accuracy:  0.942, Validation Accuracy:  0.947, Loss:  0.030
Epoch  10 Batch  454/538 - Train Accuracy:  0.945, Validation Accuracy:  0.931, Loss:  0.029
Epoch  10 Batch  455/538 - Train Accuracy:  0.955, Validation Accuracy:  0.938, Loss:  0.028
Epoch  10 Batch  456/538 - Train Accuracy:  0.954, Validation Accuracy:  0.934, Loss:  0.047
Epoch  10 Batch  457/538 - Train Accuracy:  0.943, Validation Accuracy:  0.939, Loss:  0.024
Epoch  10 Batch  458/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.021
Epoch  10 Batch  459/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.023
Epoch  10 Batch  460/538 - Train Accuracy:  0.947, Validation Accuracy:  0.942, Loss:  0.027
Epoch  10 Batch  461/538 - Train Accuracy:  0.975, Validation Accuracy:  0.944, Loss:  0.024
Epoch  10 Batch  462/538 - Train Accuracy:  0.938, Validation Accuracy:  0.942, Loss:  0.020
Epoch  10 Batch  463/538 - Train Accuracy:  0.946, Validation Accuracy:  0.938, Loss:  0.030
Epoch  10 Batch  464/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.024
Epoch  10 Batch  465/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.028
Epoch  10 Batch  466/538 - Train Accuracy:  0.945, Validation Accuracy:  0.934, Loss:  0.024
Epoch  10 Batch  467/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.028
Epoch  10 Batch  468/538 - Train Accuracy:  0.961, Validation Accuracy:  0.936, Loss:  0.028
Epoch  10 Batch  469/538 - Train Accuracy:  0.959, Validation Accuracy:  0.936, Loss:  0.026
Epoch  10 Batch  470/538 - Train Accuracy:  0.942, Validation Accuracy:  0.939, Loss:  0.029
Epoch  10 Batch  471/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.018
Epoch  10 Batch  472/538 - Train Accuracy:  0.980, Validation Accuracy:  0.945, Loss:  0.023
Epoch  10 Batch  473/538 - Train Accuracy:  0.954, Validation Accuracy:  0.943, Loss:  0.027
Epoch  10 Batch  474/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.020
Epoch  10 Batch  475/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.026
Epoch  10 Batch  476/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.023
Epoch  10 Batch  477/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.027
Epoch  10 Batch  478/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.019
Epoch  10 Batch  479/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.022
Epoch  10 Batch  480/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.028
Epoch  10 Batch  481/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.025
Epoch  10 Batch  482/538 - Train Accuracy:  0.954, Validation Accuracy:  0.939, Loss:  0.024
Epoch  10 Batch  483/538 - Train Accuracy:  0.943, Validation Accuracy:  0.937, Loss:  0.026
Epoch  10 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.025
Epoch  10 Batch  485/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.027
Epoch  10 Batch  486/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.020
Epoch  10 Batch  487/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.018
Epoch  10 Batch  488/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.022
Epoch  10 Batch  489/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.024
Epoch  10 Batch  490/538 - Train Accuracy:  0.948, Validation Accuracy:  0.941, Loss:  0.025
Epoch  10 Batch  491/538 - Train Accuracy:  0.942, Validation Accuracy:  0.942, Loss:  0.026
Epoch  10 Batch  492/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.025
Epoch  10 Batch  493/538 - Train Accuracy:  0.942, Validation Accuracy:  0.943, Loss:  0.026
Epoch  10 Batch  494/538 - Train Accuracy:  0.958, Validation Accuracy:  0.935, Loss:  0.027
Epoch  10 Batch  495/538 - Train Accuracy:  0.952, Validation Accuracy:  0.938, Loss:  0.024
Epoch  10 Batch  496/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.020
Epoch  10 Batch  497/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.023
Epoch  10 Batch  498/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.023
Epoch  10 Batch  499/538 - Train Accuracy:  0.942, Validation Accuracy:  0.956, Loss:  0.026
Epoch  10 Batch  500/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.016
Epoch  10 Batch  501/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  10 Batch  502/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.022
Epoch  10 Batch  503/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.023
Epoch  10 Batch  504/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.018
Epoch  10 Batch  505/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.017
Epoch  10 Batch  506/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.019
Epoch  10 Batch  507/538 - Train Accuracy:  0.948, Validation Accuracy:  0.957, Loss:  0.027
Epoch  10 Batch  508/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.023
Epoch  10 Batch  509/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.029
Epoch  10 Batch  510/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.018
Epoch  10 Batch  511/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.026
Epoch  10 Batch  512/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.031
Epoch  10 Batch  513/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.022
Epoch  10 Batch  514/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.022
Epoch  10 Batch  515/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.026
Epoch  10 Batch  516/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.021
Epoch  10 Batch  517/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.019
Epoch  10 Batch  518/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.024
Epoch  10 Batch  519/538 - Train Accuracy:  0.963, Validation Accuracy:  0.937, Loss:  0.023
Epoch  10 Batch  520/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.027
Epoch  10 Batch  521/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.028
Epoch  10 Batch  522/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.019
Epoch  10 Batch  523/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.025
Epoch  10 Batch  524/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.020
Epoch  10 Batch  525/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.026
Epoch  10 Batch  526/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.028
Epoch  10 Batch  527/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.023
Epoch  10 Batch  528/538 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.029
Epoch  10 Batch  529/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.025
Epoch  10 Batch  530/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.024
Epoch  10 Batch  531/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.031
Epoch  10 Batch  532/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.020
Epoch  10 Batch  533/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  10 Batch  534/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.018
Epoch  10 Batch  535/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.026
Epoch  10 Batch  536/538 - Train Accuracy:  0.978, Validation Accuracy:  0.947, Loss:  0.027
Epoch  11 Batch    0/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.022
Epoch  11 Batch    1/538 - Train Accuracy:  0.973, Validation Accuracy:  0.945, Loss:  0.023
Epoch  11 Batch    2/538 - Train Accuracy:  0.961, Validation Accuracy:  0.936, Loss:  0.029
Epoch  11 Batch    3/538 - Train Accuracy:  0.973, Validation Accuracy:  0.941, Loss:  0.019
Epoch  11 Batch    4/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.024
Epoch  11 Batch    5/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.028
Epoch  11 Batch    6/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.023
Epoch  11 Batch    7/538 - Train Accuracy:  0.969, Validation Accuracy:  0.941, Loss:  0.024
Epoch  11 Batch    8/538 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.024
Epoch  11 Batch    9/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.021
Epoch  11 Batch   10/538 - Train Accuracy:  0.934, Validation Accuracy:  0.937, Loss:  0.028
Epoch  11 Batch   11/538 - Train Accuracy:  0.953, Validation Accuracy:  0.932, Loss:  0.029
Epoch  11 Batch   12/538 - Train Accuracy:  0.961, Validation Accuracy:  0.932, Loss:  0.020
Epoch  11 Batch   13/538 - Train Accuracy:  0.971, Validation Accuracy:  0.934, Loss:  0.024
Epoch  11 Batch   14/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.024
Epoch  11 Batch   15/538 - Train Accuracy:  0.960, Validation Accuracy:  0.938, Loss:  0.021
Epoch  11 Batch   16/538 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.026
Epoch  11 Batch   17/538 - Train Accuracy:  0.966, Validation Accuracy:  0.941, Loss:  0.022
Epoch  11 Batch   18/538 - Train Accuracy:  0.972, Validation Accuracy:  0.938, Loss:  0.026
Epoch  11 Batch   19/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.023
Epoch  11 Batch   20/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.027
Epoch  11 Batch   21/538 - Train Accuracy:  0.970, Validation Accuracy:  0.942, Loss:  0.018
Epoch  11 Batch   22/538 - Train Accuracy:  0.951, Validation Accuracy:  0.941, Loss:  0.024
Epoch  11 Batch   23/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.033
Epoch  11 Batch   24/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.030
Epoch  11 Batch   25/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.026
Epoch  11 Batch   26/538 - Train Accuracy:  0.949, Validation Accuracy:  0.940, Loss:  0.032
Epoch  11 Batch   27/538 - Train Accuracy:  0.968, Validation Accuracy:  0.933, Loss:  0.018
Epoch  11 Batch   28/538 - Train Accuracy:  0.950, Validation Accuracy:  0.934, Loss:  0.027
Epoch  11 Batch   29/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.021
Epoch  11 Batch   30/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.027
Epoch  11 Batch   31/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  11 Batch   32/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.016
Epoch  11 Batch   33/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.026
Epoch  11 Batch   34/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.025
Epoch  11 Batch   35/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.024
Epoch  11 Batch   36/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.020
Epoch  11 Batch   37/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.031
Epoch  11 Batch   38/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.025
Epoch  11 Batch   39/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.021
Epoch  11 Batch   40/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.023
Epoch  11 Batch   41/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.023
Epoch  11 Batch   42/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.022
Epoch  11 Batch   43/538 - Train Accuracy:  0.952, Validation Accuracy:  0.941, Loss:  0.027
Epoch  11 Batch   44/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.024
Epoch  11 Batch   45/538 - Train Accuracy:  0.952, Validation Accuracy:  0.937, Loss:  0.023
Epoch  11 Batch   46/538 - Train Accuracy:  0.953, Validation Accuracy:  0.938, Loss:  0.024
Epoch  11 Batch   47/538 - Train Accuracy:  0.957, Validation Accuracy:  0.935, Loss:  0.030
Epoch  11 Batch   48/538 - Train Accuracy:  0.946, Validation Accuracy:  0.943, Loss:  0.030
Epoch  11 Batch   49/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.022
Epoch  11 Batch   50/538 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.021
Epoch  11 Batch   51/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.030
Epoch  11 Batch   52/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.021
Epoch  11 Batch   53/538 - Train Accuracy:  0.946, Validation Accuracy:  0.942, Loss:  0.026
Epoch  11 Batch   54/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.021
Epoch  11 Batch   55/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.023
Epoch  11 Batch   56/538 - Train Accuracy:  0.944, Validation Accuracy:  0.950, Loss:  0.025
Epoch  11 Batch   57/538 - Train Accuracy:  0.931, Validation Accuracy:  0.945, Loss:  0.028
Epoch  11 Batch   58/538 - Train Accuracy:  0.932, Validation Accuracy:  0.950, Loss:  0.026
Epoch  11 Batch   59/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.026
Epoch  11 Batch   60/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.024
Epoch  11 Batch   61/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.024
Epoch  11 Batch   62/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.027
Epoch  11 Batch   63/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  11 Batch   64/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.023
Epoch  11 Batch   65/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.024
Epoch  11 Batch   66/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.018
Epoch  11 Batch   67/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.019
Epoch  11 Batch   68/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.021
Epoch  11 Batch   69/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.023
Epoch  11 Batch   70/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.019
Epoch  11 Batch   71/538 - Train Accuracy:  0.945, Validation Accuracy:  0.945, Loss:  0.023
Epoch  11 Batch   72/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.038
Epoch  11 Batch   73/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.023
Epoch  11 Batch   74/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.022
Epoch  11 Batch   75/538 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.029
Epoch  11 Batch   76/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.025
Epoch  11 Batch   77/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.018
Epoch  11 Batch   78/538 - Train Accuracy:  0.946, Validation Accuracy:  0.956, Loss:  0.023
Epoch  11 Batch   79/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.017
Epoch  11 Batch   80/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.022
Epoch  11 Batch   81/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.026
Epoch  11 Batch   82/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.026
Epoch  11 Batch   83/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.023
Epoch  11 Batch   84/538 - Train Accuracy:  0.947, Validation Accuracy:  0.953, Loss:  0.025
Epoch  11 Batch   85/538 - Train Accuracy:  0.968, Validation Accuracy:  0.945, Loss:  0.019
Epoch  11 Batch   86/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.018
Epoch  11 Batch   87/538 - Train Accuracy:  0.944, Validation Accuracy:  0.947, Loss:  0.025
Epoch  11 Batch   88/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.021
Epoch  11 Batch   89/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.020
Epoch  11 Batch   90/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.029
Epoch  11 Batch   91/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.024
Epoch  11 Batch   92/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.024
Epoch  11 Batch   93/538 - Train Accuracy:  0.946, Validation Accuracy:  0.959, Loss:  0.021
Epoch  11 Batch   94/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.020
Epoch  11 Batch   95/538 - Train Accuracy:  0.939, Validation Accuracy:  0.958, Loss:  0.019
Epoch  11 Batch   96/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.015
Epoch  11 Batch   97/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.019
Epoch  11 Batch   98/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.021
Epoch  11 Batch   99/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.018
Epoch  11 Batch  100/538 - Train Accuracy:  0.953, Validation Accuracy:  0.944, Loss:  0.021
Epoch  11 Batch  101/538 - Train Accuracy:  0.933, Validation Accuracy:  0.944, Loss:  0.033
Epoch  11 Batch  102/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.024
Epoch  11 Batch  103/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.025
Epoch  11 Batch  104/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.019
Epoch  11 Batch  105/538 - Train Accuracy:  0.948, Validation Accuracy:  0.946, Loss:  0.018
Epoch  11 Batch  106/538 - Train Accuracy:  0.935, Validation Accuracy:  0.947, Loss:  0.023
Epoch  11 Batch  107/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.031
Epoch  11 Batch  108/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.022
Epoch  11 Batch  109/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.019
Epoch  11 Batch  110/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.019
Epoch  11 Batch  111/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.022
Epoch  11 Batch  112/538 - Train Accuracy:  0.938, Validation Accuracy:  0.953, Loss:  0.030
Epoch  11 Batch  113/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.022
Epoch  11 Batch  114/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.018
Epoch  11 Batch  115/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.030
Epoch  11 Batch  116/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.026
Epoch  11 Batch  117/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.027
Epoch  11 Batch  118/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.022
Epoch  11 Batch  119/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.014
Epoch  11 Batch  120/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.014
Epoch  11 Batch  121/538 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.024
Epoch  11 Batch  122/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.025
Epoch  11 Batch  123/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.021
Epoch  11 Batch  124/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.022
Epoch  11 Batch  125/538 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.025
Epoch  11 Batch  126/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.028
Epoch  11 Batch  127/538 - Train Accuracy:  0.942, Validation Accuracy:  0.957, Loss:  0.030
Epoch  11 Batch  128/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.024
Epoch  11 Batch  129/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.017
Epoch  11 Batch  130/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.021
Epoch  11 Batch  131/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.021
Epoch  11 Batch  132/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.023
Epoch  11 Batch  133/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.027
Epoch  11 Batch  134/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.029
Epoch  11 Batch  135/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.026
Epoch  11 Batch  136/538 - Train Accuracy:  0.956, Validation Accuracy:  0.935, Loss:  0.020
Epoch  11 Batch  137/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.030
Epoch  11 Batch  138/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.022
Epoch  11 Batch  139/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.027
Epoch  11 Batch  140/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.026
Epoch  11 Batch  141/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.021
Epoch  11 Batch  142/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.026
Epoch  11 Batch  143/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.032
Epoch  11 Batch  144/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.024
Epoch  11 Batch  145/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.031
Epoch  11 Batch  146/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.025
Epoch  11 Batch  147/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.025
Epoch  11 Batch  148/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.030
Epoch  11 Batch  149/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.018
Epoch  11 Batch  150/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.019
Epoch  11 Batch  151/538 - Train Accuracy:  0.966, Validation Accuracy:  0.943, Loss:  0.023
Epoch  11 Batch  152/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.031
Epoch  11 Batch  153/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.021
Epoch  11 Batch  154/538 - Train Accuracy:  0.950, Validation Accuracy:  0.943, Loss:  0.021
Epoch  11 Batch  155/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.022
Epoch  11 Batch  156/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  11 Batch  157/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.021
Epoch  11 Batch  158/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.024
Epoch  11 Batch  159/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.029
Epoch  11 Batch  160/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.019
Epoch  11 Batch  161/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.019
Epoch  11 Batch  162/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.022
Epoch  11 Batch  163/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.032
Epoch  11 Batch  164/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.024
Epoch  11 Batch  165/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.016
Epoch  11 Batch  166/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.018
Epoch  11 Batch  167/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.034
Epoch  11 Batch  168/538 - Train Accuracy:  0.941, Validation Accuracy:  0.953, Loss:  0.029
Epoch  11 Batch  169/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.015
Epoch  11 Batch  170/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.024
Epoch  11 Batch  171/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.027
Epoch  11 Batch  172/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.017
Epoch  11 Batch  173/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.016
Epoch  11 Batch  174/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.021
Epoch  11 Batch  175/538 - Train Accuracy:  0.949, Validation Accuracy:  0.934, Loss:  0.021
Epoch  11 Batch  176/538 - Train Accuracy:  0.959, Validation Accuracy:  0.938, Loss:  0.030
Epoch  11 Batch  177/538 - Train Accuracy:  0.950, Validation Accuracy:  0.943, Loss:  0.022
Epoch  11 Batch  178/538 - Train Accuracy:  0.945, Validation Accuracy:  0.946, Loss:  0.025
Epoch  11 Batch  179/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.020
Epoch  11 Batch  180/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.022
Epoch  11 Batch  181/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.032
Epoch  11 Batch  182/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.018
Epoch  11 Batch  183/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.019
Epoch  11 Batch  184/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.024
Epoch  11 Batch  185/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.017
Epoch  11 Batch  186/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.023
Epoch  11 Batch  187/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.021
Epoch  11 Batch  188/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.023
Epoch  11 Batch  189/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.028
Epoch  11 Batch  190/538 - Train Accuracy:  0.941, Validation Accuracy:  0.954, Loss:  0.030
Epoch  11 Batch  191/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.021
Epoch  11 Batch  192/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.018
Epoch  11 Batch  193/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.019
Epoch  11 Batch  194/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.031
Epoch  11 Batch  195/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.029
Epoch  11 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.017
Epoch  11 Batch  197/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.024
Epoch  11 Batch  198/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.022
Epoch  11 Batch  199/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.024
Epoch  11 Batch  200/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.020
Epoch  11 Batch  201/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.027
Epoch  11 Batch  202/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.020
Epoch  11 Batch  203/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.027
Epoch  11 Batch  204/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.026
Epoch  11 Batch  205/538 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.023
Epoch  11 Batch  206/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.019
Epoch  11 Batch  207/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.021
Epoch  11 Batch  208/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.030
Epoch  11 Batch  209/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.020
Epoch  11 Batch  210/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.032
Epoch  11 Batch  211/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.028
Epoch  11 Batch  212/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.019
Epoch  11 Batch  213/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.020
Epoch  11 Batch  214/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.021
Epoch  11 Batch  215/538 - Train Accuracy:  0.945, Validation Accuracy:  0.959, Loss:  0.023
Epoch  11 Batch  216/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.026
Epoch  11 Batch  217/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.025
Epoch  11 Batch  218/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.019
Epoch  11 Batch  219/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.025
Epoch  11 Batch  220/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.026
Epoch  11 Batch  221/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.021
Epoch  11 Batch  222/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.017
Epoch  11 Batch  223/538 - Train Accuracy:  0.968, Validation Accuracy:  0.941, Loss:  0.022
Epoch  11 Batch  224/538 - Train Accuracy:  0.959, Validation Accuracy:  0.939, Loss:  0.032
Epoch  11 Batch  225/538 - Train Accuracy:  0.959, Validation Accuracy:  0.932, Loss:  0.024
Epoch  11 Batch  226/538 - Train Accuracy:  0.946, Validation Accuracy:  0.938, Loss:  0.029
Epoch  11 Batch  227/538 - Train Accuracy:  0.936, Validation Accuracy:  0.936, Loss:  0.024
Epoch  11 Batch  228/538 - Train Accuracy:  0.943, Validation Accuracy:  0.938, Loss:  0.022
Epoch  11 Batch  229/538 - Train Accuracy:  0.956, Validation Accuracy:  0.933, Loss:  0.024
Epoch  11 Batch  230/538 - Train Accuracy:  0.953, Validation Accuracy:  0.936, Loss:  0.021
Epoch  11 Batch  231/538 - Train Accuracy:  0.959, Validation Accuracy:  0.938, Loss:  0.022
Epoch  11 Batch  232/538 - Train Accuracy:  0.952, Validation Accuracy:  0.941, Loss:  0.039
Epoch  11 Batch  233/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.025
Epoch  11 Batch  234/538 - Train Accuracy:  0.969, Validation Accuracy:  0.941, Loss:  0.022
Epoch  11 Batch  235/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.021
Epoch  11 Batch  236/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.024
Epoch  11 Batch  237/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.020
Epoch  11 Batch  238/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.024
Epoch  11 Batch  239/538 - Train Accuracy:  0.947, Validation Accuracy:  0.946, Loss:  0.026
Epoch  11 Batch  240/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.021
Epoch  11 Batch  241/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.029
Epoch  11 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.024
Epoch  11 Batch  243/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.021
Epoch  11 Batch  244/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.020
Epoch  11 Batch  245/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.028
Epoch  11 Batch  246/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.020
Epoch  11 Batch  247/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.025
Epoch  11 Batch  248/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.027
Epoch  11 Batch  249/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.017
Epoch  11 Batch  250/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.020
Epoch  11 Batch  251/538 - Train Accuracy:  0.964, Validation Accuracy:  0.941, Loss:  0.019
Epoch  11 Batch  252/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch  11 Batch  253/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.023
Epoch  11 Batch  254/538 - Train Accuracy:  0.934, Validation Accuracy:  0.949, Loss:  0.031
Epoch  11 Batch  255/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.020
Epoch  11 Batch  256/538 - Train Accuracy:  0.946, Validation Accuracy:  0.959, Loss:  0.024
Epoch  11 Batch  257/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.022
Epoch  11 Batch  258/538 - Train Accuracy:  0.970, Validation Accuracy:  0.944, Loss:  0.021
Epoch  11 Batch  259/538 - Train Accuracy:  0.967, Validation Accuracy:  0.934, Loss:  0.021
Epoch  11 Batch  260/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.024
Epoch  11 Batch  261/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.027
Epoch  11 Batch  262/538 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.023
Epoch  11 Batch  263/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.023
Epoch  11 Batch  264/538 - Train Accuracy:  0.940, Validation Accuracy:  0.949, Loss:  0.031
Epoch  11 Batch  265/538 - Train Accuracy:  0.947, Validation Accuracy:  0.954, Loss:  0.024
Epoch  11 Batch  266/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.023
Epoch  11 Batch  267/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.024
Epoch  11 Batch  268/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.019
Epoch  11 Batch  269/538 - Train Accuracy:  0.942, Validation Accuracy:  0.956, Loss:  0.026
Epoch  11 Batch  270/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.022
Epoch  11 Batch  271/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.017
Epoch  11 Batch  272/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.023
Epoch  11 Batch  273/538 - Train Accuracy:  0.960, Validation Accuracy:  0.936, Loss:  0.025
Epoch  11 Batch  274/538 - Train Accuracy:  0.934, Validation Accuracy:  0.947, Loss:  0.026
Epoch  11 Batch  275/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.025
Epoch  11 Batch  276/538 - Train Accuracy:  0.931, Validation Accuracy:  0.940, Loss:  0.036
Epoch  11 Batch  277/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.022
Epoch  11 Batch  278/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.022
Epoch  11 Batch  279/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.023
Epoch  11 Batch  280/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.025
Epoch  11 Batch  281/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.029
Epoch  11 Batch  282/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.028
Epoch  11 Batch  283/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.024
Epoch  11 Batch  284/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.026
Epoch  11 Batch  285/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.018
Epoch  11 Batch  286/538 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.028
Epoch  11 Batch  287/538 - Train Accuracy:  0.951, Validation Accuracy:  0.932, Loss:  0.025
Epoch  11 Batch  288/538 - Train Accuracy:  0.954, Validation Accuracy:  0.937, Loss:  0.023
Epoch  11 Batch  289/538 - Train Accuracy:  0.967, Validation Accuracy:  0.942, Loss:  0.018
Epoch  11 Batch  290/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.021
Epoch  11 Batch  291/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.029
Epoch  11 Batch  292/538 - Train Accuracy:  0.978, Validation Accuracy:  0.945, Loss:  0.014
Epoch  11 Batch  293/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.028
Epoch  11 Batch  294/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.024
Epoch  11 Batch  295/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.021
Epoch  11 Batch  296/538 - Train Accuracy:  0.941, Validation Accuracy:  0.936, Loss:  0.033
Epoch  11 Batch  297/538 - Train Accuracy:  0.964, Validation Accuracy:  0.938, Loss:  0.023
Epoch  11 Batch  298/538 - Train Accuracy:  0.954, Validation Accuracy:  0.943, Loss:  0.025
Epoch  11 Batch  299/538 - Train Accuracy:  0.940, Validation Accuracy:  0.953, Loss:  0.035
Epoch  11 Batch  300/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.025
Epoch  11 Batch  301/538 - Train Accuracy:  0.936, Validation Accuracy:  0.950, Loss:  0.035
Epoch  11 Batch  302/538 - Train Accuracy:  0.950, Validation Accuracy:  0.937, Loss:  0.028
Epoch  11 Batch  303/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.038
Epoch  11 Batch  304/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.036
Epoch  11 Batch  305/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.024
Epoch  11 Batch  306/538 - Train Accuracy:  0.962, Validation Accuracy:  0.939, Loss:  0.030
Epoch  11 Batch  307/538 - Train Accuracy:  0.961, Validation Accuracy:  0.939, Loss:  0.027
Epoch  11 Batch  308/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.025
Epoch  11 Batch  309/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.020
Epoch  11 Batch  310/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.033
Epoch  11 Batch  311/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.034
Epoch  11 Batch  312/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.025
Epoch  11 Batch  313/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.024
Epoch  11 Batch  314/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.029
Epoch  11 Batch  315/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.025
Epoch  11 Batch  316/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.022
Epoch  11 Batch  317/538 - Train Accuracy:  0.937, Validation Accuracy:  0.947, Loss:  0.030
Epoch  11 Batch  318/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.025
Epoch  11 Batch  319/538 - Train Accuracy:  0.949, Validation Accuracy:  0.936, Loss:  0.026
Epoch  11 Batch  320/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.022
Epoch  11 Batch  321/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.022
Epoch  11 Batch  322/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.025
Epoch  11 Batch  323/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.022
Epoch  11 Batch  324/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.022
Epoch  11 Batch  325/538 - Train Accuracy:  0.949, Validation Accuracy:  0.944, Loss:  0.025
Epoch  11 Batch  326/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.026
Epoch  11 Batch  327/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.028
Epoch  11 Batch  328/538 - Train Accuracy:  0.972, Validation Accuracy:  0.945, Loss:  0.023
Epoch  11 Batch  329/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.020
Epoch  11 Batch  330/538 - Train Accuracy:  0.949, Validation Accuracy:  0.938, Loss:  0.025
Epoch  11 Batch  331/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.024
Epoch  11 Batch  332/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.022
Epoch  11 Batch  333/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.024
Epoch  11 Batch  334/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.021
Epoch  11 Batch  335/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.026
Epoch  11 Batch  336/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.027
Epoch  11 Batch  337/538 - Train Accuracy:  0.944, Validation Accuracy:  0.948, Loss:  0.028
Epoch  11 Batch  338/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.019
Epoch  11 Batch  339/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.023
Epoch  11 Batch  340/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.024
Epoch  11 Batch  341/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.021
Epoch  11 Batch  342/538 - Train Accuracy:  0.946, Validation Accuracy:  0.940, Loss:  0.028
Epoch  11 Batch  343/538 - Train Accuracy:  0.967, Validation Accuracy:  0.942, Loss:  0.023
Epoch  11 Batch  344/538 - Train Accuracy:  0.950, Validation Accuracy:  0.948, Loss:  0.022
Epoch  11 Batch  345/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.029
Epoch  11 Batch  346/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.026
Epoch  11 Batch  347/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.025
Epoch  11 Batch  348/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.022
Epoch  11 Batch  349/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.022
Epoch  11 Batch  350/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.032
Epoch  11 Batch  351/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.027
Epoch  11 Batch  352/538 - Train Accuracy:  0.936, Validation Accuracy:  0.955, Loss:  0.043
Epoch  11 Batch  353/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.025
Epoch  11 Batch  354/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.022
Epoch  11 Batch  355/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.032
Epoch  11 Batch  356/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  11 Batch  357/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.021
Epoch  11 Batch  358/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.018
Epoch  11 Batch  359/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  11 Batch  360/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.021
Epoch  11 Batch  361/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.024
Epoch  11 Batch  362/538 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.024
Epoch  11 Batch  363/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.025
Epoch  11 Batch  364/538 - Train Accuracy:  0.944, Validation Accuracy:  0.951, Loss:  0.038
Epoch  11 Batch  365/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.030
Epoch  11 Batch  366/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.022
Epoch  11 Batch  367/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.019
Epoch  11 Batch  368/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.020
Epoch  11 Batch  369/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.020
Epoch  11 Batch  370/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.026
Epoch  11 Batch  371/538 - Train Accuracy:  0.980, Validation Accuracy:  0.939, Loss:  0.020
Epoch  11 Batch  372/538 - Train Accuracy:  0.971, Validation Accuracy:  0.932, Loss:  0.020
Epoch  11 Batch  373/538 - Train Accuracy:  0.952, Validation Accuracy:  0.933, Loss:  0.019
Epoch  11 Batch  374/538 - Train Accuracy:  0.951, Validation Accuracy:  0.934, Loss:  0.022
Epoch  11 Batch  375/538 - Train Accuracy:  0.964, Validation Accuracy:  0.937, Loss:  0.022
Epoch  11 Batch  376/538 - Train Accuracy:  0.948, Validation Accuracy:  0.940, Loss:  0.022
Epoch  11 Batch  377/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.023
Epoch  11 Batch  378/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.019
Epoch  11 Batch  379/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.021
Epoch  11 Batch  380/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.023
Epoch  11 Batch  381/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.019
Epoch  11 Batch  382/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.026
Epoch  11 Batch  383/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.023
Epoch  11 Batch  384/538 - Train Accuracy:  0.945, Validation Accuracy:  0.964, Loss:  0.026
Epoch  11 Batch  385/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.022
Epoch  11 Batch  386/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.020
Epoch  11 Batch  387/538 - Train Accuracy:  0.945, Validation Accuracy:  0.955, Loss:  0.021
Epoch  11 Batch  388/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.026
Epoch  11 Batch  389/538 - Train Accuracy:  0.933, Validation Accuracy:  0.958, Loss:  0.029
Epoch  11 Batch  390/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.019
Epoch  11 Batch  391/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.022
Epoch  11 Batch  392/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.021
Epoch  11 Batch  393/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.019
Epoch  11 Batch  394/538 - Train Accuracy:  0.939, Validation Accuracy:  0.957, Loss:  0.029
Epoch  11 Batch  395/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.025
Epoch  11 Batch  396/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.023
Epoch  11 Batch  397/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.030
Epoch  11 Batch  398/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.021
Epoch  11 Batch  399/538 - Train Accuracy:  0.947, Validation Accuracy:  0.969, Loss:  0.046
Epoch  11 Batch  400/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.029
Epoch  11 Batch  401/538 - Train Accuracy:  0.945, Validation Accuracy:  0.942, Loss:  0.029
Epoch  11 Batch  402/538 - Train Accuracy:  0.945, Validation Accuracy:  0.932, Loss:  0.028
Epoch  11 Batch  403/538 - Train Accuracy:  0.941, Validation Accuracy:  0.928, Loss:  0.040
Epoch  11 Batch  404/538 - Train Accuracy:  0.943, Validation Accuracy:  0.930, Loss:  0.039
Epoch  11 Batch  405/538 - Train Accuracy:  0.943, Validation Accuracy:  0.927, Loss:  0.027
Epoch  11 Batch  406/538 - Train Accuracy:  0.938, Validation Accuracy:  0.939, Loss:  0.029
Epoch  11 Batch  407/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.032
Epoch  11 Batch  408/538 - Train Accuracy:  0.937, Validation Accuracy:  0.947, Loss:  0.027
Epoch  11 Batch  409/538 - Train Accuracy:  0.942, Validation Accuracy:  0.947, Loss:  0.034
Epoch  11 Batch  410/538 - Train Accuracy:  0.972, Validation Accuracy:  0.934, Loss:  0.022
Epoch  11 Batch  411/538 - Train Accuracy:  0.956, Validation Accuracy:  0.926, Loss:  0.028
Epoch  11 Batch  412/538 - Train Accuracy:  0.951, Validation Accuracy:  0.929, Loss:  0.022
Epoch  11 Batch  413/538 - Train Accuracy:  0.945, Validation Accuracy:  0.939, Loss:  0.029
Epoch  11 Batch  414/538 - Train Accuracy:  0.923, Validation Accuracy:  0.930, Loss:  0.036
Epoch  11 Batch  415/538 - Train Accuracy:  0.939, Validation Accuracy:  0.938, Loss:  0.031
Epoch  11 Batch  416/538 - Train Accuracy:  0.956, Validation Accuracy:  0.926, Loss:  0.026
Epoch  11 Batch  417/538 - Train Accuracy:  0.945, Validation Accuracy:  0.926, Loss:  0.026
Epoch  11 Batch  418/538 - Train Accuracy:  0.954, Validation Accuracy:  0.928, Loss:  0.035
Epoch  11 Batch  419/538 - Train Accuracy:  0.963, Validation Accuracy:  0.933, Loss:  0.024
Epoch  11 Batch  420/538 - Train Accuracy:  0.951, Validation Accuracy:  0.931, Loss:  0.029
Epoch  11 Batch  421/538 - Train Accuracy:  0.953, Validation Accuracy:  0.938, Loss:  0.026
Epoch  11 Batch  422/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.030
Epoch  11 Batch  423/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.024
Epoch  11 Batch  424/538 - Train Accuracy:  0.947, Validation Accuracy:  0.948, Loss:  0.029
Epoch  11 Batch  425/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.035
Epoch  11 Batch  426/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.025
Epoch  11 Batch  427/538 - Train Accuracy:  0.952, Validation Accuracy:  0.940, Loss:  0.029
Epoch  11 Batch  428/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.022
Epoch  11 Batch  429/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.030
Epoch  11 Batch  430/538 - Train Accuracy:  0.956, Validation Accuracy:  0.934, Loss:  0.027
Epoch  11 Batch  431/538 - Train Accuracy:  0.938, Validation Accuracy:  0.935, Loss:  0.030
Epoch  11 Batch  432/538 - Train Accuracy:  0.949, Validation Accuracy:  0.928, Loss:  0.030
Epoch  11 Batch  433/538 - Train Accuracy:  0.940, Validation Accuracy:  0.944, Loss:  0.042
Epoch  11 Batch  434/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.023
Epoch  11 Batch  435/538 - Train Accuracy:  0.961, Validation Accuracy:  0.939, Loss:  0.021
Epoch  11 Batch  436/538 - Train Accuracy:  0.925, Validation Accuracy:  0.950, Loss:  0.035
Epoch  11 Batch  437/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.027
Epoch  11 Batch  438/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  11 Batch  439/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.022
Epoch  11 Batch  440/538 - Train Accuracy:  0.948, Validation Accuracy:  0.961, Loss:  0.027
Epoch  11 Batch  441/538 - Train Accuracy:  0.940, Validation Accuracy:  0.964, Loss:  0.030
Epoch  11 Batch  442/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.025
Epoch  11 Batch  443/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.031
Epoch  11 Batch  444/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.025
Epoch  11 Batch  445/538 - Train Accuracy:  0.960, Validation Accuracy:  0.937, Loss:  0.019
Epoch  11 Batch  446/538 - Train Accuracy:  0.951, Validation Accuracy:  0.938, Loss:  0.025
Epoch  11 Batch  447/538 - Train Accuracy:  0.953, Validation Accuracy:  0.940, Loss:  0.026
Epoch  11 Batch  448/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.028
Epoch  11 Batch  449/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.026
Epoch  11 Batch  450/538 - Train Accuracy:  0.935, Validation Accuracy:  0.954, Loss:  0.030
Epoch  11 Batch  451/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.027
Epoch  11 Batch  452/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.023
Epoch  11 Batch  453/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.030
Epoch  11 Batch  454/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.028
Epoch  11 Batch  455/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.023
Epoch  11 Batch  456/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.043
Epoch  11 Batch  457/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.024
Epoch  11 Batch  458/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.022
Epoch  11 Batch  459/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.018
Epoch  11 Batch  460/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.028
Epoch  11 Batch  461/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.027
Epoch  11 Batch  462/538 - Train Accuracy:  0.943, Validation Accuracy:  0.953, Loss:  0.022
Epoch  11 Batch  463/538 - Train Accuracy:  0.942, Validation Accuracy:  0.950, Loss:  0.028
Epoch  11 Batch  464/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.021
Epoch  11 Batch  465/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.024
Epoch  11 Batch  466/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.022
Epoch  11 Batch  467/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.028
Epoch  11 Batch  468/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.027
Epoch  11 Batch  469/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.023
Epoch  11 Batch  470/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.026
Epoch  11 Batch  471/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.019
Epoch  11 Batch  472/538 - Train Accuracy:  0.989, Validation Accuracy:  0.952, Loss:  0.017
Epoch  11 Batch  473/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.022
Epoch  11 Batch  474/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.019
Epoch  11 Batch  475/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.024
Epoch  11 Batch  476/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.022
Epoch  11 Batch  477/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.025
Epoch  11 Batch  478/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  11 Batch  479/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.023
Epoch  11 Batch  480/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.026
Epoch  11 Batch  481/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.024
Epoch  11 Batch  482/538 - Train Accuracy:  0.945, Validation Accuracy:  0.961, Loss:  0.024
Epoch  11 Batch  483/538 - Train Accuracy:  0.934, Validation Accuracy:  0.959, Loss:  0.029
Epoch  11 Batch  484/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.024
Epoch  11 Batch  485/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.026
Epoch  11 Batch  486/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.018
Epoch  11 Batch  487/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.019
Epoch  11 Batch  488/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.019
Epoch  11 Batch  489/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.026
Epoch  11 Batch  490/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.027
Epoch  11 Batch  491/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.023
Epoch  11 Batch  492/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.022
Epoch  11 Batch  493/538 - Train Accuracy:  0.936, Validation Accuracy:  0.945, Loss:  0.021
Epoch  11 Batch  494/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.024
Epoch  11 Batch  495/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.024
Epoch  11 Batch  496/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.019
Epoch  11 Batch  497/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.021
Epoch  11 Batch  498/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.019
Epoch  11 Batch  499/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.023
Epoch  11 Batch  500/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.013
Epoch  11 Batch  501/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.022
Epoch  11 Batch  502/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.023
Epoch  11 Batch  503/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.024
Epoch  11 Batch  504/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  11 Batch  505/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.015
Epoch  11 Batch  506/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.018
Epoch  11 Batch  507/538 - Train Accuracy:  0.943, Validation Accuracy:  0.948, Loss:  0.028
Epoch  11 Batch  508/538 - Train Accuracy:  0.936, Validation Accuracy:  0.951, Loss:  0.023
Epoch  11 Batch  509/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.024
Epoch  11 Batch  510/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  11 Batch  511/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.026
Epoch  11 Batch  512/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.028
Epoch  11 Batch  513/538 - Train Accuracy:  0.941, Validation Accuracy:  0.954, Loss:  0.022
Epoch  11 Batch  514/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.021
Epoch  11 Batch  515/538 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.027
Epoch  11 Batch  516/538 - Train Accuracy:  0.946, Validation Accuracy:  0.943, Loss:  0.020
Epoch  11 Batch  517/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.018
Epoch  11 Batch  518/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.026
Epoch  11 Batch  519/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.026
Epoch  11 Batch  520/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.029
Epoch  11 Batch  521/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.026
Epoch  11 Batch  522/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.019
Epoch  11 Batch  523/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.020
Epoch  11 Batch  524/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.016
Epoch  11 Batch  525/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.023
Epoch  11 Batch  526/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.028
Epoch  11 Batch  527/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.021
Epoch  11 Batch  528/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.026
Epoch  11 Batch  529/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.024
Epoch  11 Batch  530/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.022
Epoch  11 Batch  531/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.030
Epoch  11 Batch  532/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.020
Epoch  11 Batch  533/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.020
Epoch  11 Batch  534/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.014
Epoch  11 Batch  535/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.026
Epoch  11 Batch  536/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.024
Epoch  12 Batch    0/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.020
Epoch  12 Batch    1/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.023
Epoch  12 Batch    2/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.027
Epoch  12 Batch    3/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.021
Epoch  12 Batch    4/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.023
Epoch  12 Batch    5/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.027
Epoch  12 Batch    6/538 - Train Accuracy:  0.942, Validation Accuracy:  0.949, Loss:  0.023
Epoch  12 Batch    7/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.023
Epoch  12 Batch    8/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.023
Epoch  12 Batch    9/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.023
Epoch  12 Batch   10/538 - Train Accuracy:  0.943, Validation Accuracy:  0.945, Loss:  0.027
Epoch  12 Batch   11/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.022
Epoch  12 Batch   12/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.023
Epoch  12 Batch   13/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.021
Epoch  12 Batch   14/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.021
Epoch  12 Batch   15/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.024
Epoch  12 Batch   16/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.028
Epoch  12 Batch   17/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.024
Epoch  12 Batch   18/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.028
Epoch  12 Batch   19/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.024
Epoch  12 Batch   20/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.028
Epoch  12 Batch   21/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.016
Epoch  12 Batch   22/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.026
Epoch  12 Batch   23/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.031
Epoch  12 Batch   24/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.028
Epoch  12 Batch   25/538 - Train Accuracy:  0.949, Validation Accuracy:  0.957, Loss:  0.026
Epoch  12 Batch   26/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.027
Epoch  12 Batch   27/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.019
Epoch  12 Batch   28/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.029
Epoch  12 Batch   29/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.021
Epoch  12 Batch   30/538 - Train Accuracy:  0.946, Validation Accuracy:  0.944, Loss:  0.026
Epoch  12 Batch   31/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.019
Epoch  12 Batch   32/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.014
Epoch  12 Batch   33/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.021
Epoch  12 Batch   34/538 - Train Accuracy:  0.943, Validation Accuracy:  0.960, Loss:  0.031
Epoch  12 Batch   35/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.019
Epoch  12 Batch   36/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.020
Epoch  12 Batch   37/538 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.031
Epoch  12 Batch   38/538 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.022
Epoch  12 Batch   39/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.018
Epoch  12 Batch   40/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.016
Epoch  12 Batch   41/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.019
Epoch  12 Batch   42/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.023
Epoch  12 Batch   43/538 - Train Accuracy:  0.947, Validation Accuracy:  0.962, Loss:  0.029
Epoch  12 Batch   44/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.024
Epoch  12 Batch   45/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.021
Epoch  12 Batch   46/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.019
Epoch  12 Batch   47/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.023
Epoch  12 Batch   48/538 - Train Accuracy:  0.943, Validation Accuracy:  0.958, Loss:  0.030
Epoch  12 Batch   49/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.022
Epoch  12 Batch   50/538 - Train Accuracy:  0.944, Validation Accuracy:  0.958, Loss:  0.021
Epoch  12 Batch   51/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.027
Epoch  12 Batch   52/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  12 Batch   53/538 - Train Accuracy:  0.936, Validation Accuracy:  0.944, Loss:  0.026
Epoch  12 Batch   54/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.020
Epoch  12 Batch   55/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.023
Epoch  12 Batch   56/538 - Train Accuracy:  0.949, Validation Accuracy:  0.960, Loss:  0.023
Epoch  12 Batch   57/538 - Train Accuracy:  0.928, Validation Accuracy:  0.956, Loss:  0.024
Epoch  12 Batch   58/538 - Train Accuracy:  0.948, Validation Accuracy:  0.956, Loss:  0.021
Epoch  12 Batch   59/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.020
Epoch  12 Batch   60/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.030
Epoch  12 Batch   61/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.021
Epoch  12 Batch   62/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.026
Epoch  12 Batch   63/538 - Train Accuracy:  0.962, Validation Accuracy:  0.940, Loss:  0.021
Epoch  12 Batch   64/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.022
Epoch  12 Batch   65/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.019
Epoch  12 Batch   66/538 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.017
Epoch  12 Batch   67/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.022
Epoch  12 Batch   68/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.026
Epoch  12 Batch   69/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.024
Epoch  12 Batch   70/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.020
Epoch  12 Batch   71/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.021
Epoch  12 Batch   72/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.042
Epoch  12 Batch   73/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.023
Epoch  12 Batch   74/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.025
Epoch  12 Batch   75/538 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.028
Epoch  12 Batch   76/538 - Train Accuracy:  0.952, Validation Accuracy:  0.941, Loss:  0.024
Epoch  12 Batch   77/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.022
Epoch  12 Batch   78/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.024
Epoch  12 Batch   79/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.018
Epoch  12 Batch   80/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.022
Epoch  12 Batch   81/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.025
Epoch  12 Batch   82/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.026
Epoch  12 Batch   83/538 - Train Accuracy:  0.950, Validation Accuracy:  0.965, Loss:  0.024
Epoch  12 Batch   84/538 - Train Accuracy:  0.946, Validation Accuracy:  0.959, Loss:  0.024
Epoch  12 Batch   85/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.019
Epoch  12 Batch   86/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.018
Epoch  12 Batch   87/538 - Train Accuracy:  0.933, Validation Accuracy:  0.948, Loss:  0.025
Epoch  12 Batch   88/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.024
Epoch  12 Batch   89/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.019
Epoch  12 Batch   90/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.028
Epoch  12 Batch   91/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.026
Epoch  12 Batch   92/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.022
Epoch  12 Batch   93/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.020
Epoch  12 Batch   94/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.017
Epoch  12 Batch   95/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.022
Epoch  12 Batch   96/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  12 Batch   97/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.018
Epoch  12 Batch   98/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.020
Epoch  12 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.018
Epoch  12 Batch  100/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.019
Epoch  12 Batch  101/538 - Train Accuracy:  0.935, Validation Accuracy:  0.965, Loss:  0.036
Epoch  12 Batch  102/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.023
Epoch  12 Batch  103/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.026
Epoch  12 Batch  104/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.020
Epoch  12 Batch  105/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.015
Epoch  12 Batch  106/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.018
Epoch  12 Batch  107/538 - Train Accuracy:  0.941, Validation Accuracy:  0.958, Loss:  0.030
Epoch  12 Batch  108/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.022
Epoch  12 Batch  109/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.020
Epoch  12 Batch  110/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.017
Epoch  12 Batch  111/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.021
Epoch  12 Batch  112/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.023
Epoch  12 Batch  113/538 - Train Accuracy:  0.940, Validation Accuracy:  0.953, Loss:  0.024
Epoch  12 Batch  114/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.020
Epoch  12 Batch  115/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.027
Epoch  12 Batch  116/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.029
Epoch  12 Batch  117/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.029
Epoch  12 Batch  118/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.021
Epoch  12 Batch  119/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.017
Epoch  12 Batch  120/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.018
Epoch  12 Batch  121/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.024
Epoch  12 Batch  122/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.025
Epoch  12 Batch  123/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.020
Epoch  12 Batch  124/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.024
Epoch  12 Batch  125/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.024
Epoch  12 Batch  126/538 - Train Accuracy:  0.941, Validation Accuracy:  0.943, Loss:  0.028
Epoch  12 Batch  127/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.034
Epoch  12 Batch  128/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.021
Epoch  12 Batch  129/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.016
Epoch  12 Batch  130/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch  12 Batch  131/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.023
Epoch  12 Batch  132/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.022
Epoch  12 Batch  133/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.025
Epoch  12 Batch  134/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.032
Epoch  12 Batch  135/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.027
Epoch  12 Batch  136/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.024
Epoch  12 Batch  137/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.028
Epoch  12 Batch  138/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.022
Epoch  12 Batch  139/538 - Train Accuracy:  0.943, Validation Accuracy:  0.958, Loss:  0.029
Epoch  12 Batch  140/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.027
Epoch  12 Batch  141/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.023
Epoch  12 Batch  142/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.026
Epoch  12 Batch  143/538 - Train Accuracy:  0.948, Validation Accuracy:  0.952, Loss:  0.033
Epoch  12 Batch  144/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.027
Epoch  12 Batch  145/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.028
Epoch  12 Batch  146/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.022
Epoch  12 Batch  147/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.022
Epoch  12 Batch  148/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.030
Epoch  12 Batch  149/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.021
Epoch  12 Batch  150/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.019
Epoch  12 Batch  151/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.023
Epoch  12 Batch  152/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.031
Epoch  12 Batch  153/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.024
Epoch  12 Batch  154/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.021
Epoch  12 Batch  155/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.022
Epoch  12 Batch  156/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  12 Batch  157/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.018
Epoch  12 Batch  158/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.022
Epoch  12 Batch  159/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.026
Epoch  12 Batch  160/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.020
Epoch  12 Batch  161/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.019
Epoch  12 Batch  162/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.024
Epoch  12 Batch  163/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.028
Epoch  12 Batch  164/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.021
Epoch  12 Batch  165/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.014
Epoch  12 Batch  166/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.017
Epoch  12 Batch  167/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.035
Epoch  12 Batch  168/538 - Train Accuracy:  0.942, Validation Accuracy:  0.947, Loss:  0.028
Epoch  12 Batch  169/538 - Train Accuracy:  0.975, Validation Accuracy:  0.943, Loss:  0.016
Epoch  12 Batch  170/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.023
Epoch  12 Batch  171/538 - Train Accuracy:  0.950, Validation Accuracy:  0.948, Loss:  0.026
Epoch  12 Batch  172/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.016
Epoch  12 Batch  173/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.015
Epoch  12 Batch  174/538 - Train Accuracy:  0.973, Validation Accuracy:  0.936, Loss:  0.017
Epoch  12 Batch  175/538 - Train Accuracy:  0.962, Validation Accuracy:  0.932, Loss:  0.021
Epoch  12 Batch  176/538 - Train Accuracy:  0.944, Validation Accuracy:  0.942, Loss:  0.032
Epoch  12 Batch  177/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.019
Epoch  12 Batch  178/538 - Train Accuracy:  0.942, Validation Accuracy:  0.951, Loss:  0.022
Epoch  12 Batch  179/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.024
Epoch  12 Batch  180/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.024
Epoch  12 Batch  181/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.031
Epoch  12 Batch  182/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  12 Batch  183/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.023
Epoch  12 Batch  184/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.023
Epoch  12 Batch  185/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.015
Epoch  12 Batch  186/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.022
Epoch  12 Batch  187/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.020
Epoch  12 Batch  188/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.018
Epoch  12 Batch  189/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.025
Epoch  12 Batch  190/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.026
Epoch  12 Batch  191/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.021
Epoch  12 Batch  192/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.019
Epoch  12 Batch  193/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.019
Epoch  12 Batch  194/538 - Train Accuracy:  0.943, Validation Accuracy:  0.948, Loss:  0.026
Epoch  12 Batch  195/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.030
Epoch  12 Batch  196/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.018
Epoch  12 Batch  197/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.021
Epoch  12 Batch  198/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.020
Epoch  12 Batch  199/538 - Train Accuracy:  0.935, Validation Accuracy:  0.944, Loss:  0.024
Epoch  12 Batch  200/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.017
Epoch  12 Batch  201/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.026
Epoch  12 Batch  202/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.022
Epoch  12 Batch  203/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.023
Epoch  12 Batch  204/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.025
Epoch  12 Batch  205/538 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.023
Epoch  12 Batch  206/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.022
Epoch  12 Batch  207/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.020
Epoch  12 Batch  208/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.028
Epoch  12 Batch  209/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.022
Epoch  12 Batch  210/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.027
Epoch  12 Batch  211/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.022
Epoch  12 Batch  212/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.020
Epoch  12 Batch  213/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.022
Epoch  12 Batch  214/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.017
Epoch  12 Batch  215/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.018
Epoch  12 Batch  216/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.025
Epoch  12 Batch  217/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.024
Epoch  12 Batch  218/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.020
Epoch  12 Batch  219/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.026
Epoch  12 Batch  220/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.026
Epoch  12 Batch  221/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.020
Epoch  12 Batch  222/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.020
Epoch  12 Batch  223/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.022
Epoch  12 Batch  224/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.026
Epoch  12 Batch  225/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.021
Epoch  12 Batch  226/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.023
Epoch  12 Batch  227/538 - Train Accuracy:  0.958, Validation Accuracy:  0.938, Loss:  0.022
Epoch  12 Batch  228/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.020
Epoch  12 Batch  229/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.021
Epoch  12 Batch  230/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.021
Epoch  12 Batch  231/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.022
Epoch  12 Batch  232/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.026
Epoch  12 Batch  233/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.019
Epoch  12 Batch  234/538 - Train Accuracy:  0.970, Validation Accuracy:  0.937, Loss:  0.018
Epoch  12 Batch  235/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.017
Epoch  12 Batch  236/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.023
Epoch  12 Batch  237/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  12 Batch  238/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.024
Epoch  12 Batch  239/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.020
Epoch  12 Batch  240/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.020
Epoch  12 Batch  241/538 - Train Accuracy:  0.944, Validation Accuracy:  0.958, Loss:  0.025
Epoch  12 Batch  242/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.023
Epoch  12 Batch  243/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.017
Epoch  12 Batch  244/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.021
Epoch  12 Batch  245/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.029
Epoch  12 Batch  246/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.019
Epoch  12 Batch  247/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.021
Epoch  12 Batch  248/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.025
Epoch  12 Batch  249/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.015
Epoch  12 Batch  250/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.020
Epoch  12 Batch  251/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.023
Epoch  12 Batch  252/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.021
Epoch  12 Batch  253/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.021
Epoch  12 Batch  254/538 - Train Accuracy:  0.946, Validation Accuracy:  0.943, Loss:  0.028
Epoch  12 Batch  255/538 - Train Accuracy:  0.972, Validation Accuracy:  0.945, Loss:  0.019
Epoch  12 Batch  256/538 - Train Accuracy:  0.946, Validation Accuracy:  0.944, Loss:  0.023
Epoch  12 Batch  257/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.020
Epoch  12 Batch  258/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.023
Epoch  12 Batch  259/538 - Train Accuracy:  0.969, Validation Accuracy:  0.938, Loss:  0.021
Epoch  12 Batch  260/538 - Train Accuracy:  0.944, Validation Accuracy:  0.939, Loss:  0.024
Epoch  12 Batch  261/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.024
Epoch  12 Batch  262/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.025
Epoch  12 Batch  263/538 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.020
Epoch  12 Batch  264/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.024
Epoch  12 Batch  265/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.026
Epoch  12 Batch  266/538 - Train Accuracy:  0.927, Validation Accuracy:  0.950, Loss:  0.024
Epoch  12 Batch  267/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.023
Epoch  12 Batch  268/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.015
Epoch  12 Batch  269/538 - Train Accuracy:  0.939, Validation Accuracy:  0.954, Loss:  0.029
Epoch  12 Batch  270/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.022
Epoch  12 Batch  271/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  12 Batch  272/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.025
Epoch  12 Batch  273/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.025
Epoch  12 Batch  274/538 - Train Accuracy:  0.934, Validation Accuracy:  0.951, Loss:  0.028
Epoch  12 Batch  275/538 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.029
Epoch  12 Batch  276/538 - Train Accuracy:  0.932, Validation Accuracy:  0.942, Loss:  0.030
Epoch  12 Batch  277/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.024
Epoch  12 Batch  278/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.020
Epoch  12 Batch  279/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.019
Epoch  12 Batch  280/538 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.020
Epoch  12 Batch  281/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.027
Epoch  12 Batch  282/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.025
Epoch  12 Batch  283/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.025
Epoch  12 Batch  284/538 - Train Accuracy:  0.949, Validation Accuracy:  0.943, Loss:  0.027
Epoch  12 Batch  285/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.019
Epoch  12 Batch  286/538 - Train Accuracy:  0.932, Validation Accuracy:  0.950, Loss:  0.031
Epoch  12 Batch  287/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.017
Epoch  12 Batch  288/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.020
Epoch  12 Batch  289/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.019
Epoch  12 Batch  290/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.019
Epoch  12 Batch  291/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.025
Epoch  12 Batch  292/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.014
Epoch  12 Batch  293/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.023
Epoch  12 Batch  294/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.023
Epoch  12 Batch  295/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.020
Epoch  12 Batch  296/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.033
Epoch  12 Batch  297/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.021
Epoch  12 Batch  298/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.023
Epoch  12 Batch  299/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.033
Epoch  12 Batch  300/538 - Train Accuracy:  0.949, Validation Accuracy:  0.959, Loss:  0.025
Epoch  12 Batch  301/538 - Train Accuracy:  0.944, Validation Accuracy:  0.961, Loss:  0.027
Epoch  12 Batch  302/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.028
Epoch  12 Batch  303/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.027
Epoch  12 Batch  304/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.031
Epoch  12 Batch  305/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.022
Epoch  12 Batch  306/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.026
Epoch  12 Batch  307/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.022
Epoch  12 Batch  308/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.019
Epoch  12 Batch  309/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.016
Epoch  12 Batch  310/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.026
Epoch  12 Batch  311/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.025
Epoch  12 Batch  312/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.022
Epoch  12 Batch  313/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.023
Epoch  12 Batch  314/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.027
Epoch  12 Batch  315/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.025
Epoch  12 Batch  316/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.019
Epoch  12 Batch  317/538 - Train Accuracy:  0.949, Validation Accuracy:  0.964, Loss:  0.032
Epoch  12 Batch  318/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.021
Epoch  12 Batch  319/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.026
Epoch  12 Batch  320/538 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.026
Epoch  12 Batch  321/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.019
Epoch  12 Batch  322/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.028
Epoch  12 Batch  323/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.020
Epoch  12 Batch  324/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.019
Epoch  12 Batch  325/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.022
Epoch  12 Batch  326/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.025
Epoch  12 Batch  327/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.025
Epoch  12 Batch  328/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.018
Epoch  12 Batch  329/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.020
Epoch  12 Batch  330/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.024
Epoch  12 Batch  331/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.021
Epoch  12 Batch  332/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.029
Epoch  12 Batch  333/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.025
Epoch  12 Batch  334/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.019
Epoch  12 Batch  335/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  12 Batch  336/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.024
Epoch  12 Batch  337/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.024
Epoch  12 Batch  338/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.018
Epoch  12 Batch  339/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.020
Epoch  12 Batch  340/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.022
Epoch  12 Batch  341/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.022
Epoch  12 Batch  342/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.023
Epoch  12 Batch  343/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.020
Epoch  12 Batch  344/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.021
Epoch  12 Batch  345/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.027
Epoch  12 Batch  346/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.025
Epoch  12 Batch  347/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.020
Epoch  12 Batch  348/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.017
Epoch  12 Batch  349/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  12 Batch  350/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.031
Epoch  12 Batch  351/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.022
Epoch  12 Batch  352/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.039
Epoch  12 Batch  353/538 - Train Accuracy:  0.947, Validation Accuracy:  0.959, Loss:  0.023
Epoch  12 Batch  354/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.018
Epoch  12 Batch  355/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.023
Epoch  12 Batch  356/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  12 Batch  357/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.021
Epoch  12 Batch  358/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.018
Epoch  12 Batch  359/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.020
Epoch  12 Batch  360/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.019
Epoch  12 Batch  361/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.020
Epoch  12 Batch  362/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  12 Batch  363/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.021
Epoch  12 Batch  364/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.031
Epoch  12 Batch  365/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.020
Epoch  12 Batch  366/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.021
Epoch  12 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  12 Batch  368/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.016
Epoch  12 Batch  369/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.019
Epoch  12 Batch  370/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.024
Epoch  12 Batch  371/538 - Train Accuracy:  0.978, Validation Accuracy:  0.942, Loss:  0.018
Epoch  12 Batch  372/538 - Train Accuracy:  0.968, Validation Accuracy:  0.945, Loss:  0.020
Epoch  12 Batch  373/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.019
Epoch  12 Batch  374/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.019
Epoch  12 Batch  375/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  12 Batch  376/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.020
Epoch  12 Batch  377/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.021
Epoch  12 Batch  378/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.018
Epoch  12 Batch  379/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.021
Epoch  12 Batch  380/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.020
Epoch  12 Batch  381/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.018
Epoch  12 Batch  382/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.027
Epoch  12 Batch  383/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.019
Epoch  12 Batch  384/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.024
Epoch  12 Batch  385/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.018
Epoch  12 Batch  386/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.017
Epoch  12 Batch  387/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.019
Epoch  12 Batch  388/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.026
Epoch  12 Batch  389/538 - Train Accuracy:  0.940, Validation Accuracy:  0.956, Loss:  0.028
Epoch  12 Batch  390/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.019
Epoch  12 Batch  391/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.017
Epoch  12 Batch  392/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  12 Batch  393/538 - Train Accuracy:  0.971, Validation Accuracy:  0.944, Loss:  0.020
Epoch  12 Batch  394/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.025
Epoch  12 Batch  395/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.024
Epoch  12 Batch  396/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.019
Epoch  12 Batch  397/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.022
Epoch  12 Batch  398/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.020
Epoch  12 Batch  399/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.023
Epoch  12 Batch  400/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.026
Epoch  12 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.016
Epoch  12 Batch  402/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.018
Epoch  12 Batch  403/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.026
Epoch  12 Batch  404/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.026
Epoch  12 Batch  405/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.020
Epoch  12 Batch  406/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.023
Epoch  12 Batch  407/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.024
Epoch  12 Batch  408/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.023
Epoch  12 Batch  409/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.022
Epoch  12 Batch  410/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.026
Epoch  12 Batch  411/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.024
Epoch  12 Batch  412/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.013
Epoch  12 Batch  413/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.017
Epoch  12 Batch  414/538 - Train Accuracy:  0.937, Validation Accuracy:  0.950, Loss:  0.030
Epoch  12 Batch  415/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.020
Epoch  12 Batch  416/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.022
Epoch  12 Batch  417/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.021
Epoch  12 Batch  418/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.028
Epoch  12 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.018
Epoch  12 Batch  420/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.024
Epoch  12 Batch  421/538 - Train Accuracy:  0.947, Validation Accuracy:  0.942, Loss:  0.020
Epoch  12 Batch  422/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.022
Epoch  12 Batch  423/538 - Train Accuracy:  0.973, Validation Accuracy:  0.945, Loss:  0.023
Epoch  12 Batch  424/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.024
Epoch  12 Batch  425/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.032
Epoch  12 Batch  426/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.025
Epoch  12 Batch  427/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.027
Epoch  12 Batch  428/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  12 Batch  429/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.022
Epoch  12 Batch  430/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.021
Epoch  12 Batch  431/538 - Train Accuracy:  0.945, Validation Accuracy:  0.955, Loss:  0.024
Epoch  12 Batch  432/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.025
Epoch  12 Batch  433/538 - Train Accuracy:  0.944, Validation Accuracy:  0.954, Loss:  0.038
Epoch  12 Batch  434/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.020
Epoch  12 Batch  435/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  12 Batch  436/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.028
Epoch  12 Batch  437/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.025
Epoch  12 Batch  438/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.023
Epoch  12 Batch  439/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.021
Epoch  12 Batch  440/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.023
Epoch  12 Batch  441/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.028
Epoch  12 Batch  442/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.020
Epoch  12 Batch  443/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.025
Epoch  12 Batch  444/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.022
Epoch  12 Batch  445/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.020
Epoch  12 Batch  446/538 - Train Accuracy:  0.967, Validation Accuracy:  0.938, Loss:  0.022
Epoch  12 Batch  447/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.021
Epoch  12 Batch  448/538 - Train Accuracy:  0.962, Validation Accuracy:  0.940, Loss:  0.024
Epoch  12 Batch  449/538 - Train Accuracy:  0.970, Validation Accuracy:  0.940, Loss:  0.023
Epoch  12 Batch  450/538 - Train Accuracy:  0.938, Validation Accuracy:  0.945, Loss:  0.033
Epoch  12 Batch  451/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.024
Epoch  12 Batch  452/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  12 Batch  453/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.027
Epoch  12 Batch  454/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.025
Epoch  12 Batch  455/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.023
Epoch  12 Batch  456/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.041
Epoch  12 Batch  457/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.020
Epoch  12 Batch  458/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.022
Epoch  12 Batch  459/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.017
Epoch  12 Batch  460/538 - Train Accuracy:  0.950, Validation Accuracy:  0.943, Loss:  0.028
Epoch  12 Batch  461/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.025
Epoch  12 Batch  462/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.019
Epoch  12 Batch  463/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.023
Epoch  12 Batch  464/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.020
Epoch  12 Batch  465/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.022
Epoch  12 Batch  466/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.021
Epoch  12 Batch  467/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.024
Epoch  12 Batch  468/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.031
Epoch  12 Batch  469/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.024
Epoch  12 Batch  470/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.023
Epoch  12 Batch  471/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.018
Epoch  12 Batch  472/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.018
Epoch  12 Batch  473/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.025
Epoch  12 Batch  474/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.020
Epoch  12 Batch  475/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.018
Epoch  12 Batch  476/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.025
Epoch  12 Batch  477/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.025
Epoch  12 Batch  478/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.015
Epoch  12 Batch  479/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.021
Epoch  12 Batch  480/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.021
Epoch  12 Batch  481/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.025
Epoch  12 Batch  482/538 - Train Accuracy:  0.942, Validation Accuracy:  0.946, Loss:  0.021
Epoch  12 Batch  483/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.025
Epoch  12 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.023
Epoch  12 Batch  485/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.023
Epoch  12 Batch  486/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.017
Epoch  12 Batch  487/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.018
Epoch  12 Batch  488/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.017
Epoch  12 Batch  489/538 - Train Accuracy:  0.950, Validation Accuracy:  0.948, Loss:  0.024
Epoch  12 Batch  490/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.024
Epoch  12 Batch  491/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.025
Epoch  12 Batch  492/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.019
Epoch  12 Batch  493/538 - Train Accuracy:  0.946, Validation Accuracy:  0.955, Loss:  0.022
Epoch  12 Batch  494/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.022
Epoch  12 Batch  495/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.022
Epoch  12 Batch  496/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.017
Epoch  12 Batch  497/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.022
Epoch  12 Batch  498/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.021
Epoch  12 Batch  499/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.021
Epoch  12 Batch  500/538 - Train Accuracy:  0.975, Validation Accuracy:  0.941, Loss:  0.012
Epoch  12 Batch  501/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.020
Epoch  12 Batch  502/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.019
Epoch  12 Batch  503/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.021
Epoch  12 Batch  504/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.016
Epoch  12 Batch  505/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.017
Epoch  12 Batch  506/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.017
Epoch  12 Batch  507/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.023
Epoch  12 Batch  508/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.021
Epoch  12 Batch  509/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.023
Epoch  12 Batch  510/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.015
Epoch  12 Batch  511/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.024
Epoch  12 Batch  512/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.027
Epoch  12 Batch  513/538 - Train Accuracy:  0.943, Validation Accuracy:  0.954, Loss:  0.021
Epoch  12 Batch  514/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.018
Epoch  12 Batch  515/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.026
Epoch  12 Batch  516/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.020
Epoch  12 Batch  517/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.019
Epoch  12 Batch  518/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.025
Epoch  12 Batch  519/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.022
Epoch  12 Batch  520/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.026
Epoch  12 Batch  521/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.026
Epoch  12 Batch  522/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.018
Epoch  12 Batch  523/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.019
Epoch  12 Batch  524/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  12 Batch  525/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.024
Epoch  12 Batch  526/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.020
Epoch  12 Batch  527/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  12 Batch  528/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.022
Epoch  12 Batch  529/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.021
Epoch  12 Batch  530/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.020
Epoch  12 Batch  531/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.028
Epoch  12 Batch  532/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.020
Epoch  12 Batch  533/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  12 Batch  534/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.015
Epoch  12 Batch  535/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.024
Epoch  12 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.020
Epoch  13 Batch    0/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.019
Epoch  13 Batch    1/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.019
Epoch  13 Batch    2/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.023
Epoch  13 Batch    3/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.016
Epoch  13 Batch    4/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.019
Epoch  13 Batch    5/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.021
Epoch  13 Batch    6/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.019
Epoch  13 Batch    7/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.022
Epoch  13 Batch    8/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.016
Epoch  13 Batch    9/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.017
Epoch  13 Batch   10/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.025
Epoch  13 Batch   11/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.021
Epoch  13 Batch   12/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.018
Epoch  13 Batch   13/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.019
Epoch  13 Batch   14/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.022
Epoch  13 Batch   15/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.018
Epoch  13 Batch   16/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.022
Epoch  13 Batch   17/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.019
Epoch  13 Batch   18/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.028
Epoch  13 Batch   19/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.020
Epoch  13 Batch   20/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.023
Epoch  13 Batch   21/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.014
Epoch  13 Batch   22/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.024
Epoch  13 Batch   23/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.024
Epoch  13 Batch   24/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.024
Epoch  13 Batch   25/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.025
Epoch  13 Batch   26/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.025
Epoch  13 Batch   27/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.017
Epoch  13 Batch   28/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.023
Epoch  13 Batch   29/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.014
Epoch  13 Batch   30/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.022
Epoch  13 Batch   31/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.017
Epoch  13 Batch   32/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.013
Epoch  13 Batch   33/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.020
Epoch  13 Batch   34/538 - Train Accuracy:  0.945, Validation Accuracy:  0.960, Loss:  0.027
Epoch  13 Batch   35/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  13 Batch   36/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  13 Batch   37/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.022
Epoch  13 Batch   38/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.019
Epoch  13 Batch   39/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.022
Epoch  13 Batch   40/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.018
Epoch  13 Batch   41/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.021
Epoch  13 Batch   42/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.019
Epoch  13 Batch   43/538 - Train Accuracy:  0.939, Validation Accuracy:  0.962, Loss:  0.027
Epoch  13 Batch   44/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.020
Epoch  13 Batch   45/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.019
Epoch  13 Batch   46/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.020
Epoch  13 Batch   47/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.021
Epoch  13 Batch   48/538 - Train Accuracy:  0.944, Validation Accuracy:  0.956, Loss:  0.027
Epoch  13 Batch   49/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  13 Batch   50/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.022
Epoch  13 Batch   51/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.023
Epoch  13 Batch   52/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.019
Epoch  13 Batch   53/538 - Train Accuracy:  0.931, Validation Accuracy:  0.956, Loss:  0.025
Epoch  13 Batch   54/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.023
Epoch  13 Batch   55/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.021
Epoch  13 Batch   56/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.024
Epoch  13 Batch   57/538 - Train Accuracy:  0.941, Validation Accuracy:  0.947, Loss:  0.027
Epoch  13 Batch   58/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.023
Epoch  13 Batch   59/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.019
Epoch  13 Batch   60/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.026
Epoch  13 Batch   61/538 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.023
Epoch  13 Batch   62/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.025
Epoch  13 Batch   63/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.020
Epoch  13 Batch   64/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.023
Epoch  13 Batch   65/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.021
Epoch  13 Batch   66/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.017
Epoch  13 Batch   67/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.020
Epoch  13 Batch   68/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.024
Epoch  13 Batch   69/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.020
Epoch  13 Batch   70/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.023
Epoch  13 Batch   71/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.025
Epoch  13 Batch   72/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.039
Epoch  13 Batch   73/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.020
Epoch  13 Batch   74/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.023
Epoch  13 Batch   75/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.028
Epoch  13 Batch   76/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.024
Epoch  13 Batch   77/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.019
Epoch  13 Batch   78/538 - Train Accuracy:  0.944, Validation Accuracy:  0.954, Loss:  0.024
Epoch  13 Batch   79/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.019
Epoch  13 Batch   80/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.021
Epoch  13 Batch   81/538 - Train Accuracy:  0.941, Validation Accuracy:  0.953, Loss:  0.025
Epoch  13 Batch   82/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.025
Epoch  13 Batch   83/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.022
Epoch  13 Batch   84/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.024
Epoch  13 Batch   85/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.021
Epoch  13 Batch   86/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.019
Epoch  13 Batch   87/538 - Train Accuracy:  0.928, Validation Accuracy:  0.942, Loss:  0.026
Epoch  13 Batch   88/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.022
Epoch  13 Batch   89/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.019
Epoch  13 Batch   90/538 - Train Accuracy:  0.950, Validation Accuracy:  0.948, Loss:  0.027
Epoch  13 Batch   91/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.027
Epoch  13 Batch   92/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.024
Epoch  13 Batch   93/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.020
Epoch  13 Batch   94/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.019
Epoch  13 Batch   95/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.018
Epoch  13 Batch   96/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.014
Epoch  13 Batch   97/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.018
Epoch  13 Batch   98/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.024
Epoch  13 Batch   99/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.020
Epoch  13 Batch  100/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.018
Epoch  13 Batch  101/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.031
Epoch  13 Batch  102/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.022
Epoch  13 Batch  103/538 - Train Accuracy:  0.951, Validation Accuracy:  0.939, Loss:  0.020
Epoch  13 Batch  104/538 - Train Accuracy:  0.960, Validation Accuracy:  0.939, Loss:  0.023
Epoch  13 Batch  105/538 - Train Accuracy:  0.965, Validation Accuracy:  0.939, Loss:  0.017
Epoch  13 Batch  106/538 - Train Accuracy:  0.945, Validation Accuracy:  0.939, Loss:  0.018
Epoch  13 Batch  107/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.025
Epoch  13 Batch  108/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.023
Epoch  13 Batch  109/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.021
Epoch  13 Batch  110/538 - Train Accuracy:  0.946, Validation Accuracy:  0.955, Loss:  0.024
Epoch  13 Batch  111/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.018
Epoch  13 Batch  112/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.028
Epoch  13 Batch  113/538 - Train Accuracy:  0.944, Validation Accuracy:  0.958, Loss:  0.021
Epoch  13 Batch  114/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  13 Batch  115/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.024
Epoch  13 Batch  116/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.024
Epoch  13 Batch  117/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.030
Epoch  13 Batch  118/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.018
Epoch  13 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.016
Epoch  13 Batch  120/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.021
Epoch  13 Batch  121/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.021
Epoch  13 Batch  122/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.022
Epoch  13 Batch  123/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.021
Epoch  13 Batch  124/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.021
Epoch  13 Batch  125/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.025
Epoch  13 Batch  126/538 - Train Accuracy:  0.942, Validation Accuracy:  0.945, Loss:  0.029
Epoch  13 Batch  127/538 - Train Accuracy:  0.946, Validation Accuracy:  0.951, Loss:  0.028
Epoch  13 Batch  128/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.020
Epoch  13 Batch  129/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.015
Epoch  13 Batch  130/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.019
Epoch  13 Batch  131/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.020
Epoch  13 Batch  132/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.022
Epoch  13 Batch  133/538 - Train Accuracy:  0.944, Validation Accuracy:  0.956, Loss:  0.024
Epoch  13 Batch  134/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.028
Epoch  13 Batch  135/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.029
Epoch  13 Batch  136/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.019
Epoch  13 Batch  137/538 - Train Accuracy:  0.967, Validation Accuracy:  0.940, Loss:  0.027
Epoch  13 Batch  138/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.023
Epoch  13 Batch  139/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.031
Epoch  13 Batch  140/538 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.031
Epoch  13 Batch  141/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.024
Epoch  13 Batch  142/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.024
Epoch  13 Batch  143/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.032
Epoch  13 Batch  144/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.028
Epoch  13 Batch  145/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.029
Epoch  13 Batch  146/538 - Train Accuracy:  0.952, Validation Accuracy:  0.936, Loss:  0.023
Epoch  13 Batch  147/538 - Train Accuracy:  0.952, Validation Accuracy:  0.932, Loss:  0.029
Epoch  13 Batch  148/538 - Train Accuracy:  0.942, Validation Accuracy:  0.931, Loss:  0.029
Epoch  13 Batch  149/538 - Train Accuracy:  0.964, Validation Accuracy:  0.937, Loss:  0.023
Epoch  13 Batch  150/538 - Train Accuracy:  0.959, Validation Accuracy:  0.937, Loss:  0.021
Epoch  13 Batch  151/538 - Train Accuracy:  0.953, Validation Accuracy:  0.939, Loss:  0.023
Epoch  13 Batch  152/538 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.030
Epoch  13 Batch  153/538 - Train Accuracy:  0.944, Validation Accuracy:  0.933, Loss:  0.024
Epoch  13 Batch  154/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.020
Epoch  13 Batch  155/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.022
Epoch  13 Batch  156/538 - Train Accuracy:  0.977, Validation Accuracy:  0.944, Loss:  0.021
Epoch  13 Batch  157/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.021
Epoch  13 Batch  158/538 - Train Accuracy:  0.974, Validation Accuracy:  0.945, Loss:  0.026
Epoch  13 Batch  159/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.029
Epoch  13 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.021
Epoch  13 Batch  161/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.021
Epoch  13 Batch  162/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.023
Epoch  13 Batch  163/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.033
Epoch  13 Batch  164/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.025
Epoch  13 Batch  165/538 - Train Accuracy:  0.965, Validation Accuracy:  0.941, Loss:  0.017
Epoch  13 Batch  166/538 - Train Accuracy:  0.972, Validation Accuracy:  0.942, Loss:  0.021
Epoch  13 Batch  167/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.034
Epoch  13 Batch  168/538 - Train Accuracy:  0.938, Validation Accuracy:  0.946, Loss:  0.030
Epoch  13 Batch  169/538 - Train Accuracy:  0.983, Validation Accuracy:  0.940, Loss:  0.019
Epoch  13 Batch  170/538 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.022
Epoch  13 Batch  171/538 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.029
Epoch  13 Batch  172/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.022
Epoch  13 Batch  173/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.024
Epoch  13 Batch  174/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.021
Epoch  13 Batch  175/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.019
Epoch  13 Batch  176/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.028
Epoch  13 Batch  177/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.023
Epoch  13 Batch  178/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.030
Epoch  13 Batch  179/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.026
Epoch  13 Batch  180/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.023
Epoch  13 Batch  181/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.030
Epoch  13 Batch  182/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.019
Epoch  13 Batch  183/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.021
Epoch  13 Batch  184/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.025
Epoch  13 Batch  185/538 - Train Accuracy:  0.980, Validation Accuracy:  0.946, Loss:  0.017
Epoch  13 Batch  186/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.026
Epoch  13 Batch  187/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.025
Epoch  13 Batch  188/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.022
Epoch  13 Batch  189/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.032
Epoch  13 Batch  190/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.037
Epoch  13 Batch  191/538 - Train Accuracy:  0.975, Validation Accuracy:  0.943, Loss:  0.022
Epoch  13 Batch  192/538 - Train Accuracy:  0.962, Validation Accuracy:  0.940, Loss:  0.024
Epoch  13 Batch  193/538 - Train Accuracy:  0.965, Validation Accuracy:  0.937, Loss:  0.025
Epoch  13 Batch  194/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.031
Epoch  13 Batch  195/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.030
Epoch  13 Batch  196/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.019
Epoch  13 Batch  197/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.024
Epoch  13 Batch  198/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.026
Epoch  13 Batch  199/538 - Train Accuracy:  0.937, Validation Accuracy:  0.949, Loss:  0.026
Epoch  13 Batch  200/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.029
Epoch  13 Batch  201/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.031
Epoch  13 Batch  202/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.026
Epoch  13 Batch  203/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.035
Epoch  13 Batch  204/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.038
Epoch  13 Batch  205/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.027
Epoch  13 Batch  206/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.027
Epoch  13 Batch  207/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.025
Epoch  13 Batch  208/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.033
Epoch  13 Batch  209/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.023
Epoch  13 Batch  210/538 - Train Accuracy:  0.948, Validation Accuracy:  0.948, Loss:  0.031
Epoch  13 Batch  211/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.029
Epoch  13 Batch  212/538 - Train Accuracy:  0.964, Validation Accuracy:  0.941, Loss:  0.023
Epoch  13 Batch  213/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.023
Epoch  13 Batch  214/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.020
Epoch  13 Batch  215/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.026
Epoch  13 Batch  216/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.027
Epoch  13 Batch  217/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.024
Epoch  13 Batch  218/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.024
Epoch  13 Batch  219/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.028
Epoch  13 Batch  220/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.029
Epoch  13 Batch  221/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.023
Epoch  13 Batch  222/538 - Train Accuracy:  0.941, Validation Accuracy:  0.950, Loss:  0.022
Epoch  13 Batch  223/538 - Train Accuracy:  0.963, Validation Accuracy:  0.940, Loss:  0.024
Epoch  13 Batch  224/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.030
Epoch  13 Batch  225/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.026
Epoch  13 Batch  226/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.026
Epoch  13 Batch  227/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.027
Epoch  13 Batch  228/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.022
Epoch  13 Batch  229/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.025
Epoch  13 Batch  230/538 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.025
Epoch  13 Batch  231/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.026
Epoch  13 Batch  232/538 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.029
Epoch  13 Batch  233/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.022
Epoch  13 Batch  234/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.020
Epoch  13 Batch  235/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.020
Epoch  13 Batch  236/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.024
Epoch  13 Batch  237/538 - Train Accuracy:  0.948, Validation Accuracy:  0.946, Loss:  0.022
Epoch  13 Batch  238/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.024
Epoch  13 Batch  239/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.028
Epoch  13 Batch  240/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.021
Epoch  13 Batch  241/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.024
Epoch  13 Batch  242/538 - Train Accuracy:  0.966, Validation Accuracy:  0.941, Loss:  0.022
Epoch  13 Batch  243/538 - Train Accuracy:  0.977, Validation Accuracy:  0.939, Loss:  0.019
Epoch  13 Batch  244/538 - Train Accuracy:  0.956, Validation Accuracy:  0.937, Loss:  0.023
Epoch  13 Batch  245/538 - Train Accuracy:  0.958, Validation Accuracy:  0.938, Loss:  0.025
Epoch  13 Batch  246/538 - Train Accuracy:  0.956, Validation Accuracy:  0.937, Loss:  0.020
Epoch  13 Batch  247/538 - Train Accuracy:  0.943, Validation Accuracy:  0.943, Loss:  0.024
Epoch  13 Batch  248/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.026
Epoch  13 Batch  249/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.018
Epoch  13 Batch  250/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.017
Epoch  13 Batch  251/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.017
Epoch  13 Batch  252/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.024
Epoch  13 Batch  253/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.021
Epoch  13 Batch  254/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.029
Epoch  13 Batch  255/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.020
Epoch  13 Batch  256/538 - Train Accuracy:  0.940, Validation Accuracy:  0.948, Loss:  0.022
Epoch  13 Batch  257/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.021
Epoch  13 Batch  258/538 - Train Accuracy:  0.963, Validation Accuracy:  0.939, Loss:  0.021
Epoch  13 Batch  259/538 - Train Accuracy:  0.969, Validation Accuracy:  0.937, Loss:  0.018
Epoch  13 Batch  260/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.023
Epoch  13 Batch  261/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.027
Epoch  13 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.023
Epoch  13 Batch  263/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.019
Epoch  13 Batch  264/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.025
Epoch  13 Batch  265/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.023
Epoch  13 Batch  266/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.021
Epoch  13 Batch  267/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.020
Epoch  13 Batch  268/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.014
Epoch  13 Batch  269/538 - Train Accuracy:  0.947, Validation Accuracy:  0.956, Loss:  0.024
Epoch  13 Batch  270/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.019
Epoch  13 Batch  271/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  13 Batch  272/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.022
Epoch  13 Batch  273/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.022
Epoch  13 Batch  274/538 - Train Accuracy:  0.931, Validation Accuracy:  0.948, Loss:  0.023
Epoch  13 Batch  275/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.028
Epoch  13 Batch  276/538 - Train Accuracy:  0.931, Validation Accuracy:  0.949, Loss:  0.028
Epoch  13 Batch  277/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.019
Epoch  13 Batch  278/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.019
Epoch  13 Batch  279/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.017
Epoch  13 Batch  280/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  13 Batch  281/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.023
Epoch  13 Batch  282/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.025
Epoch  13 Batch  283/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.018
Epoch  13 Batch  284/538 - Train Accuracy:  0.931, Validation Accuracy:  0.952, Loss:  0.028
Epoch  13 Batch  285/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.018
Epoch  13 Batch  286/538 - Train Accuracy:  0.940, Validation Accuracy:  0.949, Loss:  0.033
Epoch  13 Batch  287/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.017
Epoch  13 Batch  288/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.021
Epoch  13 Batch  289/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.018
Epoch  13 Batch  290/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.016
Epoch  13 Batch  291/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.020
Epoch  13 Batch  292/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.014
Epoch  13 Batch  293/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.020
Epoch  13 Batch  294/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.022
Epoch  13 Batch  295/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.019
Epoch  13 Batch  296/538 - Train Accuracy:  0.949, Validation Accuracy:  0.939, Loss:  0.028
Epoch  13 Batch  297/538 - Train Accuracy:  0.957, Validation Accuracy:  0.939, Loss:  0.020
Epoch  13 Batch  298/538 - Train Accuracy:  0.947, Validation Accuracy:  0.941, Loss:  0.020
Epoch  13 Batch  299/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.028
Epoch  13 Batch  300/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.023
Epoch  13 Batch  301/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.027
Epoch  13 Batch  302/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.022
Epoch  13 Batch  303/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.026
Epoch  13 Batch  304/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.025
Epoch  13 Batch  305/538 - Train Accuracy:  0.973, Validation Accuracy:  0.945, Loss:  0.018
Epoch  13 Batch  306/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.022
Epoch  13 Batch  307/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.020
Epoch  13 Batch  308/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.021
Epoch  13 Batch  309/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.016
Epoch  13 Batch  310/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.026
Epoch  13 Batch  311/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.022
Epoch  13 Batch  312/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.018
Epoch  13 Batch  313/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.020
Epoch  13 Batch  314/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.021
Epoch  13 Batch  315/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.021
Epoch  13 Batch  316/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.017
Epoch  13 Batch  317/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.023
Epoch  13 Batch  318/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.019
Epoch  13 Batch  319/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.022
Epoch  13 Batch  320/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.019
Epoch  13 Batch  321/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.019
Epoch  13 Batch  322/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.020
Epoch  13 Batch  323/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.017
Epoch  13 Batch  324/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.017
Epoch  13 Batch  325/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.018
Epoch  13 Batch  326/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.021
Epoch  13 Batch  327/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.024
Epoch  13 Batch  328/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  13 Batch  329/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.018
Epoch  13 Batch  330/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.022
Epoch  13 Batch  331/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.016
Epoch  13 Batch  332/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch  13 Batch  333/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.020
Epoch  13 Batch  334/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.020
Epoch  13 Batch  335/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.024
Epoch  13 Batch  336/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.021
Epoch  13 Batch  337/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.019
Epoch  13 Batch  338/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.015
Epoch  13 Batch  339/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.020
Epoch  13 Batch  340/538 - Train Accuracy:  0.954, Validation Accuracy:  0.962, Loss:  0.023
Epoch  13 Batch  341/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.020
Epoch  13 Batch  342/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.022
Epoch  13 Batch  343/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.019
Epoch  13 Batch  344/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.019
Epoch  13 Batch  345/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.023
Epoch  13 Batch  346/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.022
Epoch  13 Batch  347/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  13 Batch  348/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.017
Epoch  13 Batch  349/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.015
Epoch  13 Batch  350/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.024
Epoch  13 Batch  351/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.026
Epoch  13 Batch  352/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.036
Epoch  13 Batch  353/538 - Train Accuracy:  0.942, Validation Accuracy:  0.947, Loss:  0.024
Epoch  13 Batch  354/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.018
Epoch  13 Batch  355/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.026
Epoch  13 Batch  356/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.016
Epoch  13 Batch  357/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.022
Epoch  13 Batch  358/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.018
Epoch  13 Batch  359/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.024
Epoch  13 Batch  360/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.021
Epoch  13 Batch  361/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.021
Epoch  13 Batch  362/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.020
Epoch  13 Batch  363/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.022
Epoch  13 Batch  364/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.027
Epoch  13 Batch  365/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.022
Epoch  13 Batch  366/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.022
Epoch  13 Batch  367/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  13 Batch  368/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.015
Epoch  13 Batch  369/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.020
Epoch  13 Batch  370/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.023
Epoch  13 Batch  371/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.021
Epoch  13 Batch  372/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.017
Epoch  13 Batch  373/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.018
Epoch  13 Batch  374/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.016
Epoch  13 Batch  375/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.017
Epoch  13 Batch  376/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.018
Epoch  13 Batch  377/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.021
Epoch  13 Batch  378/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.015
Epoch  13 Batch  379/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.023
Epoch  13 Batch  380/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  13 Batch  381/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.018
Epoch  13 Batch  382/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.021
Epoch  13 Batch  383/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.021
Epoch  13 Batch  384/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.022
Epoch  13 Batch  385/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.020
Epoch  13 Batch  386/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.019
Epoch  13 Batch  387/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.019
Epoch  13 Batch  388/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.023
Epoch  13 Batch  389/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.025
Epoch  13 Batch  390/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.018
Epoch  13 Batch  391/538 - Train Accuracy:  0.953, Validation Accuracy:  0.939, Loss:  0.022
Epoch  13 Batch  392/538 - Train Accuracy:  0.959, Validation Accuracy:  0.929, Loss:  0.019
Epoch  13 Batch  393/538 - Train Accuracy:  0.968, Validation Accuracy:  0.936, Loss:  0.018
Epoch  13 Batch  394/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.026
Epoch  13 Batch  395/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.021
Epoch  13 Batch  396/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.018
Epoch  13 Batch  397/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  13 Batch  398/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.019
Epoch  13 Batch  399/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.021
Epoch  13 Batch  400/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.024
Epoch  13 Batch  401/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.017
Epoch  13 Batch  402/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.020
Epoch  13 Batch  403/538 - Train Accuracy:  0.949, Validation Accuracy:  0.964, Loss:  0.023
Epoch  13 Batch  404/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.029
Epoch  13 Batch  405/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.021
Epoch  13 Batch  406/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.021
Epoch  13 Batch  407/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.024
Epoch  13 Batch  408/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.022
Epoch  13 Batch  409/538 - Train Accuracy:  0.949, Validation Accuracy:  0.957, Loss:  0.023
Epoch  13 Batch  410/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.025
Epoch  13 Batch  411/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.024
Epoch  13 Batch  412/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.014
Epoch  13 Batch  413/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.019
Epoch  13 Batch  414/538 - Train Accuracy:  0.946, Validation Accuracy:  0.961, Loss:  0.029
Epoch  13 Batch  415/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.019
Epoch  13 Batch  416/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.023
Epoch  13 Batch  417/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.021
Epoch  13 Batch  418/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.023
Epoch  13 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  13 Batch  420/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.022
Epoch  13 Batch  421/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.021
Epoch  13 Batch  422/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.021
Epoch  13 Batch  423/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.022
Epoch  13 Batch  424/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.022
Epoch  13 Batch  425/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.029
Epoch  13 Batch  426/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.022
Epoch  13 Batch  427/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.022
Epoch  13 Batch  428/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.017
Epoch  13 Batch  429/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.026
Epoch  13 Batch  430/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.022
Epoch  13 Batch  431/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.023
Epoch  13 Batch  432/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.025
Epoch  13 Batch  433/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.036
Epoch  13 Batch  434/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.021
Epoch  13 Batch  435/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  13 Batch  436/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.026
Epoch  13 Batch  437/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.023
Epoch  13 Batch  438/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.019
Epoch  13 Batch  439/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.020
Epoch  13 Batch  440/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.022
Epoch  13 Batch  441/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.026
Epoch  13 Batch  442/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.020
Epoch  13 Batch  443/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.027
Epoch  13 Batch  444/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.020
Epoch  13 Batch  445/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.017
Epoch  13 Batch  446/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.023
Epoch  13 Batch  447/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.021
Epoch  13 Batch  448/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.022
Epoch  13 Batch  449/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.027
Epoch  13 Batch  450/538 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.030
Epoch  13 Batch  451/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.021
Epoch  13 Batch  452/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.022
Epoch  13 Batch  453/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.023
Epoch  13 Batch  454/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.023
Epoch  13 Batch  455/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.020
Epoch  13 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.043
Epoch  13 Batch  457/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.020
Epoch  13 Batch  458/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.020
Epoch  13 Batch  459/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.015
Epoch  13 Batch  460/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.022
Epoch  13 Batch  461/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.019
Epoch  13 Batch  462/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  13 Batch  463/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.024
Epoch  13 Batch  464/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.019
Epoch  13 Batch  465/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.020
Epoch  13 Batch  466/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.019
Epoch  13 Batch  467/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.021
Epoch  13 Batch  468/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.023
Epoch  13 Batch  469/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.020
Epoch  13 Batch  470/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.025
Epoch  13 Batch  471/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  13 Batch  472/538 - Train Accuracy:  0.983, Validation Accuracy:  0.959, Loss:  0.015
Epoch  13 Batch  473/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.020
Epoch  13 Batch  474/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.018
Epoch  13 Batch  475/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  13 Batch  476/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.018
Epoch  13 Batch  477/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.027
Epoch  13 Batch  478/538 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.015
Epoch  13 Batch  479/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.022
Epoch  13 Batch  480/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.023
Epoch  13 Batch  481/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.022
Epoch  13 Batch  482/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.018
Epoch  13 Batch  483/538 - Train Accuracy:  0.943, Validation Accuracy:  0.956, Loss:  0.022
Epoch  13 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.022
Epoch  13 Batch  485/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.026
Epoch  13 Batch  486/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  13 Batch  487/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.018
Epoch  13 Batch  488/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.018
Epoch  13 Batch  489/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.024
Epoch  13 Batch  490/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.024
Epoch  13 Batch  491/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.023
Epoch  13 Batch  492/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.023
Epoch  13 Batch  493/538 - Train Accuracy:  0.944, Validation Accuracy:  0.958, Loss:  0.020
Epoch  13 Batch  494/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.023
Epoch  13 Batch  495/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.021
Epoch  13 Batch  496/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.019
Epoch  13 Batch  497/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.021
Epoch  13 Batch  498/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.026
Epoch  13 Batch  499/538 - Train Accuracy:  0.947, Validation Accuracy:  0.942, Loss:  0.021
Epoch  13 Batch  500/538 - Train Accuracy:  0.976, Validation Accuracy:  0.944, Loss:  0.016
Epoch  13 Batch  501/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.024
Epoch  13 Batch  502/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.021
Epoch  13 Batch  503/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.024
Epoch  13 Batch  504/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.020
Epoch  13 Batch  505/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.018
Epoch  13 Batch  506/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.018
Epoch  13 Batch  507/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.028
Epoch  13 Batch  508/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.026
Epoch  13 Batch  509/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.027
Epoch  13 Batch  510/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.021
Epoch  13 Batch  511/538 - Train Accuracy:  0.965, Validation Accuracy:  0.941, Loss:  0.025
Epoch  13 Batch  512/538 - Train Accuracy:  0.958, Validation Accuracy:  0.938, Loss:  0.025
Epoch  13 Batch  513/538 - Train Accuracy:  0.939, Validation Accuracy:  0.944, Loss:  0.024
Epoch  13 Batch  514/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.019
Epoch  13 Batch  515/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.025
Epoch  13 Batch  516/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.020
Epoch  13 Batch  517/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.019
Epoch  13 Batch  518/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.032
Epoch  13 Batch  519/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.023
Epoch  13 Batch  520/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.028
Epoch  13 Batch  521/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.026
Epoch  13 Batch  522/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.020
Epoch  13 Batch  523/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.018
Epoch  13 Batch  524/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.018
Epoch  13 Batch  525/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.023
Epoch  13 Batch  526/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.023
Epoch  13 Batch  527/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.022
Epoch  13 Batch  528/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.022
Epoch  13 Batch  529/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.025
Epoch  13 Batch  530/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.026
Epoch  13 Batch  531/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.029
Epoch  13 Batch  532/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.021
Epoch  13 Batch  533/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.019
Epoch  13 Batch  534/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.019
Epoch  13 Batch  535/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.020
Epoch  13 Batch  536/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.024
Epoch  14 Batch    0/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.019
Epoch  14 Batch    1/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.021
Epoch  14 Batch    2/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.024
Epoch  14 Batch    3/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.017
Epoch  14 Batch    4/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.020
Epoch  14 Batch    5/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.023
Epoch  14 Batch    6/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.017
Epoch  14 Batch    7/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.023
Epoch  14 Batch    8/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.020
Epoch  14 Batch    9/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.018
Epoch  14 Batch   10/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.023
Epoch  14 Batch   11/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.022
Epoch  14 Batch   12/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.018
Epoch  14 Batch   13/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.019
Epoch  14 Batch   14/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.021
Epoch  14 Batch   15/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.017
Epoch  14 Batch   16/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.026
Epoch  14 Batch   17/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.022
Epoch  14 Batch   18/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.034
Epoch  14 Batch   19/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.018
Epoch  14 Batch   20/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.024
Epoch  14 Batch   21/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  14 Batch   22/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.023
Epoch  14 Batch   23/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.028
Epoch  14 Batch   24/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.022
Epoch  14 Batch   25/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.023
Epoch  14 Batch   26/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.026
Epoch  14 Batch   27/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.015
Epoch  14 Batch   28/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.022
Epoch  14 Batch   29/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.018
Epoch  14 Batch   30/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.025
Epoch  14 Batch   31/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.017
Epoch  14 Batch   32/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.014
Epoch  14 Batch   33/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.023
Epoch  14 Batch   34/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.025
Epoch  14 Batch   35/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.017
Epoch  14 Batch   36/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  14 Batch   37/538 - Train Accuracy:  0.946, Validation Accuracy:  0.956, Loss:  0.028
Epoch  14 Batch   38/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.019
Epoch  14 Batch   39/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch   40/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.018
Epoch  14 Batch   41/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.017
Epoch  14 Batch   42/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch   43/538 - Train Accuracy:  0.936, Validation Accuracy:  0.959, Loss:  0.025
Epoch  14 Batch   44/538 - Train Accuracy:  0.940, Validation Accuracy:  0.960, Loss:  0.020
Epoch  14 Batch   45/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.021
Epoch  14 Batch   46/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.017
Epoch  14 Batch   47/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.022
Epoch  14 Batch   48/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.026
Epoch  14 Batch   49/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  14 Batch   50/538 - Train Accuracy:  0.940, Validation Accuracy:  0.954, Loss:  0.022
Epoch  14 Batch   51/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch   52/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.021
Epoch  14 Batch   53/538 - Train Accuracy:  0.936, Validation Accuracy:  0.937, Loss:  0.024
Epoch  14 Batch   54/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.020
Epoch  14 Batch   55/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.023
Epoch  14 Batch   56/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.029
Epoch  14 Batch   57/538 - Train Accuracy:  0.939, Validation Accuracy:  0.954, Loss:  0.025
Epoch  14 Batch   58/538 - Train Accuracy:  0.939, Validation Accuracy:  0.957, Loss:  0.021
Epoch  14 Batch   59/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  14 Batch   60/538 - Train Accuracy:  0.945, Validation Accuracy:  0.951, Loss:  0.025
Epoch  14 Batch   61/538 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.021
Epoch  14 Batch   62/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.023
Epoch  14 Batch   63/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.019
Epoch  14 Batch   64/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.024
Epoch  14 Batch   65/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.025
Epoch  14 Batch   66/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.017
Epoch  14 Batch   67/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.018
Epoch  14 Batch   68/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.024
Epoch  14 Batch   69/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch   70/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.019
Epoch  14 Batch   71/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.027
Epoch  14 Batch   72/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.039
Epoch  14 Batch   73/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.021
Epoch  14 Batch   74/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.020
Epoch  14 Batch   75/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.026
Epoch  14 Batch   76/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.022
Epoch  14 Batch   77/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.017
Epoch  14 Batch   78/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.025
Epoch  14 Batch   79/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  14 Batch   80/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.021
Epoch  14 Batch   81/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.027
Epoch  14 Batch   82/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.023
Epoch  14 Batch   83/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.023
Epoch  14 Batch   84/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.020
Epoch  14 Batch   85/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.019
Epoch  14 Batch   86/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.018
Epoch  14 Batch   87/538 - Train Accuracy:  0.937, Validation Accuracy:  0.949, Loss:  0.024
Epoch  14 Batch   88/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.019
Epoch  14 Batch   89/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.020
Epoch  14 Batch   90/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.028
Epoch  14 Batch   91/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.026
Epoch  14 Batch   92/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.021
Epoch  14 Batch   93/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.019
Epoch  14 Batch   94/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.016
Epoch  14 Batch   95/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.017
Epoch  14 Batch   96/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.014
Epoch  14 Batch   97/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  14 Batch   98/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.021
Epoch  14 Batch   99/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  14 Batch  100/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.020
Epoch  14 Batch  101/538 - Train Accuracy:  0.945, Validation Accuracy:  0.951, Loss:  0.030
Epoch  14 Batch  102/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.022
Epoch  14 Batch  103/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.020
Epoch  14 Batch  104/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.020
Epoch  14 Batch  105/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.017
Epoch  14 Batch  106/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch  107/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.022
Epoch  14 Batch  108/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  14 Batch  109/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  14 Batch  110/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.017
Epoch  14 Batch  111/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.015
Epoch  14 Batch  112/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.027
Epoch  14 Batch  113/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.020
Epoch  14 Batch  114/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  14 Batch  115/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.022
Epoch  14 Batch  116/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.025
Epoch  14 Batch  117/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.025
Epoch  14 Batch  118/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.018
Epoch  14 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.015
Epoch  14 Batch  120/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.017
Epoch  14 Batch  121/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.020
Epoch  14 Batch  122/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.022
Epoch  14 Batch  123/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.019
Epoch  14 Batch  124/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.021
Epoch  14 Batch  125/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.023
Epoch  14 Batch  126/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.023
Epoch  14 Batch  127/538 - Train Accuracy:  0.943, Validation Accuracy:  0.949, Loss:  0.026
Epoch  14 Batch  128/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.018
Epoch  14 Batch  129/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.015
Epoch  14 Batch  130/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.019
Epoch  14 Batch  131/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch  132/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.020
Epoch  14 Batch  133/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.020
Epoch  14 Batch  134/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.026
Epoch  14 Batch  135/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.022
Epoch  14 Batch  136/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  14 Batch  137/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.025
Epoch  14 Batch  138/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.017
Epoch  14 Batch  139/538 - Train Accuracy:  0.949, Validation Accuracy:  0.957, Loss:  0.029
Epoch  14 Batch  140/538 - Train Accuracy:  0.941, Validation Accuracy:  0.956, Loss:  0.026
Epoch  14 Batch  141/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  14 Batch  142/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.018
Epoch  14 Batch  143/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.030
Epoch  14 Batch  144/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.028
Epoch  14 Batch  145/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.024
Epoch  14 Batch  146/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.019
Epoch  14 Batch  147/538 - Train Accuracy:  0.963, Validation Accuracy:  0.933, Loss:  0.019
Epoch  14 Batch  148/538 - Train Accuracy:  0.945, Validation Accuracy:  0.935, Loss:  0.027
Epoch  14 Batch  149/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.017
Epoch  14 Batch  150/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.019
Epoch  14 Batch  151/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.024
Epoch  14 Batch  152/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.026
Epoch  14 Batch  153/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.020
Epoch  14 Batch  154/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.017
Epoch  14 Batch  155/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.022
Epoch  14 Batch  156/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.021
Epoch  14 Batch  157/538 - Train Accuracy:  0.978, Validation Accuracy:  0.945, Loss:  0.021
Epoch  14 Batch  158/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.020
Epoch  14 Batch  159/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.023
Epoch  14 Batch  160/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.019
Epoch  14 Batch  161/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.017
Epoch  14 Batch  162/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.018
Epoch  14 Batch  163/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.026
Epoch  14 Batch  164/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.022
Epoch  14 Batch  165/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.015
Epoch  14 Batch  166/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.017
Epoch  14 Batch  167/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.031
Epoch  14 Batch  168/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.023
Epoch  14 Batch  169/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.016
Epoch  14 Batch  170/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.021
Epoch  14 Batch  171/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.023
Epoch  14 Batch  172/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  14 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.015
Epoch  14 Batch  174/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.017
Epoch  14 Batch  175/538 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.019
Epoch  14 Batch  176/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.023
Epoch  14 Batch  177/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.018
Epoch  14 Batch  178/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.020
Epoch  14 Batch  179/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.017
Epoch  14 Batch  180/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.021
Epoch  14 Batch  181/538 - Train Accuracy:  0.946, Validation Accuracy:  0.951, Loss:  0.027
Epoch  14 Batch  182/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.017
Epoch  14 Batch  183/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.016
Epoch  14 Batch  184/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.023
Epoch  14 Batch  185/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.012
Epoch  14 Batch  186/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.019
Epoch  14 Batch  187/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.022
Epoch  14 Batch  188/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.017
Epoch  14 Batch  189/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.021
Epoch  14 Batch  190/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.023
Epoch  14 Batch  191/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.019
Epoch  14 Batch  192/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.015
Epoch  14 Batch  193/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.017
Epoch  14 Batch  194/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.025
Epoch  14 Batch  195/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.027
Epoch  14 Batch  196/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.015
Epoch  14 Batch  197/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.019
Epoch  14 Batch  198/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.020
Epoch  14 Batch  199/538 - Train Accuracy:  0.942, Validation Accuracy:  0.948, Loss:  0.020
Epoch  14 Batch  200/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.012
Epoch  14 Batch  201/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.024
Epoch  14 Batch  202/538 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.015
Epoch  14 Batch  203/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.024
Epoch  14 Batch  204/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.026
Epoch  14 Batch  205/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.022
Epoch  14 Batch  206/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.018
Epoch  14 Batch  207/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.018
Epoch  14 Batch  208/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch  209/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.016
Epoch  14 Batch  210/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.024
Epoch  14 Batch  211/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.019
Epoch  14 Batch  212/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.015
Epoch  14 Batch  213/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.018
Epoch  14 Batch  214/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.017
Epoch  14 Batch  215/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.016
Epoch  14 Batch  216/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.021
Epoch  14 Batch  217/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.019
Epoch  14 Batch  218/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.017
Epoch  14 Batch  219/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.023
Epoch  14 Batch  220/538 - Train Accuracy:  0.943, Validation Accuracy:  0.945, Loss:  0.022
Epoch  14 Batch  221/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.018
Epoch  14 Batch  222/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.015
Epoch  14 Batch  223/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.020
Epoch  14 Batch  224/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.027
Epoch  14 Batch  225/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.017
Epoch  14 Batch  226/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.022
Epoch  14 Batch  227/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.020
Epoch  14 Batch  228/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.018
Epoch  14 Batch  229/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.022
Epoch  14 Batch  230/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch  231/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.021
Epoch  14 Batch  232/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.026
Epoch  14 Batch  233/538 - Train Accuracy:  0.967, Validation Accuracy:  0.939, Loss:  0.018
Epoch  14 Batch  234/538 - Train Accuracy:  0.973, Validation Accuracy:  0.939, Loss:  0.015
Epoch  14 Batch  235/538 - Train Accuracy:  0.977, Validation Accuracy:  0.946, Loss:  0.014
Epoch  14 Batch  236/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.021
Epoch  14 Batch  237/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.016
Epoch  14 Batch  238/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.019
Epoch  14 Batch  239/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.022
Epoch  14 Batch  240/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.016
Epoch  14 Batch  241/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.021
Epoch  14 Batch  242/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.018
Epoch  14 Batch  243/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.015
Epoch  14 Batch  244/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.020
Epoch  14 Batch  245/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.024
Epoch  14 Batch  246/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.017
Epoch  14 Batch  247/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.018
Epoch  14 Batch  248/538 - Train Accuracy:  0.945, Validation Accuracy:  0.956, Loss:  0.023
Epoch  14 Batch  249/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  14 Batch  250/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  14 Batch  251/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.016
Epoch  14 Batch  252/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.021
Epoch  14 Batch  253/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.020
Epoch  14 Batch  254/538 - Train Accuracy:  0.939, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch  255/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.018
Epoch  14 Batch  256/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.020
Epoch  14 Batch  257/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.018
Epoch  14 Batch  258/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.023
Epoch  14 Batch  259/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.017
Epoch  14 Batch  260/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch  261/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.024
Epoch  14 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.021
Epoch  14 Batch  263/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.023
Epoch  14 Batch  264/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.024
Epoch  14 Batch  265/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.022
Epoch  14 Batch  266/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.018
Epoch  14 Batch  267/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.019
Epoch  14 Batch  268/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.013
Epoch  14 Batch  269/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.024
Epoch  14 Batch  270/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.019
Epoch  14 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.014
Epoch  14 Batch  272/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch  273/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.023
Epoch  14 Batch  274/538 - Train Accuracy:  0.942, Validation Accuracy:  0.942, Loss:  0.019
Epoch  14 Batch  275/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.021
Epoch  14 Batch  276/538 - Train Accuracy:  0.935, Validation Accuracy:  0.944, Loss:  0.025
Epoch  14 Batch  277/538 - Train Accuracy:  0.964, Validation Accuracy:  0.939, Loss:  0.014
Epoch  14 Batch  278/538 - Train Accuracy:  0.950, Validation Accuracy:  0.938, Loss:  0.017
Epoch  14 Batch  279/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.018
Epoch  14 Batch  280/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.016
Epoch  14 Batch  281/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.023
Epoch  14 Batch  282/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.022
Epoch  14 Batch  283/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.020
Epoch  14 Batch  284/538 - Train Accuracy:  0.942, Validation Accuracy:  0.949, Loss:  0.024
Epoch  14 Batch  285/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.018
Epoch  14 Batch  286/538 - Train Accuracy:  0.943, Validation Accuracy:  0.948, Loss:  0.026
Epoch  14 Batch  287/538 - Train Accuracy:  0.973, Validation Accuracy:  0.943, Loss:  0.016
Epoch  14 Batch  288/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.021
Epoch  14 Batch  289/538 - Train Accuracy:  0.966, Validation Accuracy:  0.939, Loss:  0.017
Epoch  14 Batch  290/538 - Train Accuracy:  0.978, Validation Accuracy:  0.939, Loss:  0.013
Epoch  14 Batch  291/538 - Train Accuracy:  0.972, Validation Accuracy:  0.939, Loss:  0.019
Epoch  14 Batch  292/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.015
Epoch  14 Batch  293/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.019
Epoch  14 Batch  294/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.020
Epoch  14 Batch  295/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.019
Epoch  14 Batch  296/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.031
Epoch  14 Batch  297/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.017
Epoch  14 Batch  298/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.022
Epoch  14 Batch  299/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.031
Epoch  14 Batch  300/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.022
Epoch  14 Batch  301/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.024
Epoch  14 Batch  302/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.020
Epoch  14 Batch  303/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.022
Epoch  14 Batch  304/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.023
Epoch  14 Batch  305/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.018
Epoch  14 Batch  306/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.021
Epoch  14 Batch  307/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch  308/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.019
Epoch  14 Batch  309/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.015
Epoch  14 Batch  310/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.024
Epoch  14 Batch  311/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.019
Epoch  14 Batch  312/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.017
Epoch  14 Batch  313/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.021
Epoch  14 Batch  314/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  14 Batch  315/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch  316/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.015
Epoch  14 Batch  317/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.022
Epoch  14 Batch  318/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.019
Epoch  14 Batch  319/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.021
Epoch  14 Batch  320/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.015
Epoch  14 Batch  321/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.015
Epoch  14 Batch  322/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.019
Epoch  14 Batch  323/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.016
Epoch  14 Batch  324/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.016
Epoch  14 Batch  325/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.020
Epoch  14 Batch  326/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.025
Epoch  14 Batch  327/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.025
Epoch  14 Batch  328/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.016
Epoch  14 Batch  329/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.015
Epoch  14 Batch  330/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.020
Epoch  14 Batch  331/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.016
Epoch  14 Batch  332/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.018
Epoch  14 Batch  333/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.018
Epoch  14 Batch  334/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch  335/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.019
Epoch  14 Batch  336/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.020
Epoch  14 Batch  337/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  14 Batch  338/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.013
Epoch  14 Batch  339/538 - Train Accuracy:  0.967, Validation Accuracy:  0.975, Loss:  0.015
Epoch  14 Batch  340/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.018
Epoch  14 Batch  341/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.018
Epoch  14 Batch  342/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.023
Epoch  14 Batch  343/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.018
Epoch  14 Batch  344/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.022
Epoch  14 Batch  345/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.023
Epoch  14 Batch  346/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.024
Epoch  14 Batch  347/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.018
Epoch  14 Batch  348/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.017
Epoch  14 Batch  349/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.014
Epoch  14 Batch  350/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.022
Epoch  14 Batch  351/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch  352/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.038
Epoch  14 Batch  353/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.022
Epoch  14 Batch  354/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  14 Batch  355/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.023
Epoch  14 Batch  356/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.015
Epoch  14 Batch  357/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.017
Epoch  14 Batch  358/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.020
Epoch  14 Batch  359/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.019
Epoch  14 Batch  360/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.017
Epoch  14 Batch  361/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.019
Epoch  14 Batch  362/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.016
Epoch  14 Batch  363/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.022
Epoch  14 Batch  364/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.028
Epoch  14 Batch  365/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.023
Epoch  14 Batch  366/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.020
Epoch  14 Batch  367/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.013
Epoch  14 Batch  368/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.014
Epoch  14 Batch  369/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.015
Epoch  14 Batch  370/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.021
Epoch  14 Batch  371/538 - Train Accuracy:  0.978, Validation Accuracy:  0.943, Loss:  0.016
Epoch  14 Batch  372/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.018
Epoch  14 Batch  373/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.017
Epoch  14 Batch  374/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.017
Epoch  14 Batch  375/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.017
Epoch  14 Batch  376/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.017
Epoch  14 Batch  377/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.023
Epoch  14 Batch  378/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.015
Epoch  14 Batch  379/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.023
Epoch  14 Batch  380/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  14 Batch  381/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.015
Epoch  14 Batch  382/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.023
Epoch  14 Batch  383/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  14 Batch  384/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.022
Epoch  14 Batch  385/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.022
Epoch  14 Batch  386/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.019
Epoch  14 Batch  387/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.019
Epoch  14 Batch  388/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.020
Epoch  14 Batch  389/538 - Train Accuracy:  0.946, Validation Accuracy:  0.944, Loss:  0.025
Epoch  14 Batch  390/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.017
Epoch  14 Batch  391/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.017
Epoch  14 Batch  392/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.016
Epoch  14 Batch  393/538 - Train Accuracy:  0.971, Validation Accuracy:  0.943, Loss:  0.021
Epoch  14 Batch  394/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.022
Epoch  14 Batch  395/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.022
Epoch  14 Batch  396/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.015
Epoch  14 Batch  397/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  14 Batch  398/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.021
Epoch  14 Batch  399/538 - Train Accuracy:  0.944, Validation Accuracy:  0.962, Loss:  0.024
Epoch  14 Batch  400/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.021
Epoch  14 Batch  401/538 - Train Accuracy:  0.988, Validation Accuracy:  0.952, Loss:  0.014
Epoch  14 Batch  402/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  14 Batch  403/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.026
Epoch  14 Batch  404/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.023
Epoch  14 Batch  405/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.017
Epoch  14 Batch  406/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.023
Epoch  14 Batch  407/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.021
Epoch  14 Batch  408/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.020
Epoch  14 Batch  409/538 - Train Accuracy:  0.958, Validation Accuracy:  0.940, Loss:  0.021
Epoch  14 Batch  410/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.017
Epoch  14 Batch  411/538 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.025
Epoch  14 Batch  412/538 - Train Accuracy:  0.976, Validation Accuracy:  0.944, Loss:  0.013
Epoch  14 Batch  413/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.019
Epoch  14 Batch  414/538 - Train Accuracy:  0.941, Validation Accuracy:  0.944, Loss:  0.028
Epoch  14 Batch  415/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.020
Epoch  14 Batch  416/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.019
Epoch  14 Batch  417/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.017
Epoch  14 Batch  418/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.025
Epoch  14 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.017
Epoch  14 Batch  420/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.020
Epoch  14 Batch  421/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.017
Epoch  14 Batch  422/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.023
Epoch  14 Batch  423/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch  424/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.024
Epoch  14 Batch  425/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.026
Epoch  14 Batch  426/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.022
Epoch  14 Batch  427/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.022
Epoch  14 Batch  428/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.018
Epoch  14 Batch  429/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.022
Epoch  14 Batch  430/538 - Train Accuracy:  0.942, Validation Accuracy:  0.947, Loss:  0.020
Epoch  14 Batch  431/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.022
Epoch  14 Batch  432/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.025
Epoch  14 Batch  433/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.038
Epoch  14 Batch  434/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.017
Epoch  14 Batch  435/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.016
Epoch  14 Batch  436/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.027
Epoch  14 Batch  437/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.021
Epoch  14 Batch  438/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.014
Epoch  14 Batch  439/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  14 Batch  440/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.021
Epoch  14 Batch  441/538 - Train Accuracy:  0.941, Validation Accuracy:  0.955, Loss:  0.028
Epoch  14 Batch  442/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.020
Epoch  14 Batch  443/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  14 Batch  444/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  14 Batch  445/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  14 Batch  446/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.019
Epoch  14 Batch  447/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.017
Epoch  14 Batch  448/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.019
Epoch  14 Batch  449/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch  450/538 - Train Accuracy:  0.939, Validation Accuracy:  0.950, Loss:  0.028
Epoch  14 Batch  451/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.022
Epoch  14 Batch  452/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.019
Epoch  14 Batch  453/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.023
Epoch  14 Batch  454/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.024
Epoch  14 Batch  455/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.021
Epoch  14 Batch  456/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.040
Epoch  14 Batch  457/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch  458/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  14 Batch  459/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.016
Epoch  14 Batch  460/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.019
Epoch  14 Batch  461/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.019
Epoch  14 Batch  462/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  14 Batch  463/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.025
Epoch  14 Batch  464/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.018
Epoch  14 Batch  465/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch  466/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.020
Epoch  14 Batch  467/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.018
Epoch  14 Batch  468/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.025
Epoch  14 Batch  469/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.020
Epoch  14 Batch  470/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.020
Epoch  14 Batch  471/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.015
Epoch  14 Batch  472/538 - Train Accuracy:  0.986, Validation Accuracy:  0.954, Loss:  0.014
Epoch  14 Batch  473/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.022
Epoch  14 Batch  474/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  14 Batch  475/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  14 Batch  476/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.019
Epoch  14 Batch  477/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.022
Epoch  14 Batch  478/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.014
Epoch  14 Batch  479/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.021
Epoch  14 Batch  480/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.022
Epoch  14 Batch  481/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.025
Epoch  14 Batch  482/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.022
Epoch  14 Batch  483/538 - Train Accuracy:  0.941, Validation Accuracy:  0.957, Loss:  0.021
Epoch  14 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.020
Epoch  14 Batch  485/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.023
Epoch  14 Batch  486/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.015
Epoch  14 Batch  487/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.022
Epoch  14 Batch  488/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.023
Epoch  14 Batch  489/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.025
Epoch  14 Batch  490/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.027
Epoch  14 Batch  491/538 - Train Accuracy:  0.941, Validation Accuracy:  0.950, Loss:  0.024
Epoch  14 Batch  492/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.020
Epoch  14 Batch  493/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.028
Epoch  14 Batch  494/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.023
Epoch  14 Batch  495/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch  496/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.023
Epoch  14 Batch  497/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.020
Epoch  14 Batch  498/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.025
Epoch  14 Batch  499/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.024
Epoch  14 Batch  500/538 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.016
Epoch  14 Batch  501/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.022
Epoch  14 Batch  502/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.018
Epoch  14 Batch  503/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.022
Epoch  14 Batch  504/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.020
Epoch  14 Batch  505/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.015
Epoch  14 Batch  506/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.017
Epoch  14 Batch  507/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.027
Epoch  14 Batch  508/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.023
Epoch  14 Batch  509/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.023
Epoch  14 Batch  510/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.018
Epoch  14 Batch  511/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.022
Epoch  14 Batch  512/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.027
Epoch  14 Batch  513/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.019
Epoch  14 Batch  514/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.022
Epoch  14 Batch  515/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.024
Epoch  14 Batch  516/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  14 Batch  517/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  14 Batch  518/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch  519/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.020
Epoch  14 Batch  520/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch  521/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.029
Epoch  14 Batch  522/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.021
Epoch  14 Batch  523/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.019
Epoch  14 Batch  524/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  14 Batch  525/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.024
Epoch  14 Batch  526/538 - Train Accuracy:  0.946, Validation Accuracy:  0.962, Loss:  0.022
Epoch  14 Batch  527/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  14 Batch  528/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.024
Epoch  14 Batch  529/538 - Train Accuracy:  0.947, Validation Accuracy:  0.954, Loss:  0.026
Epoch  14 Batch  530/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.025
Epoch  14 Batch  531/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.027
Epoch  14 Batch  532/538 - Train Accuracy:  0.951, Validation Accuracy:  0.937, Loss:  0.021
Epoch  14 Batch  533/538 - Train Accuracy:  0.951, Validation Accuracy:  0.941, Loss:  0.022
Epoch  14 Batch  534/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.016
Epoch  14 Batch  535/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.023
Epoch  14 Batch  536/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.038
Epoch  15 Batch    0/538 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.021
Epoch  15 Batch    1/538 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.021
Epoch  15 Batch    2/538 - Train Accuracy:  0.968, Validation Accuracy:  0.934, Loss:  0.024
Epoch  15 Batch    3/538 - Train Accuracy:  0.961, Validation Accuracy:  0.941, Loss:  0.030
Epoch  15 Batch    4/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.030
Epoch  15 Batch    5/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.032
Epoch  15 Batch    6/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.029
Epoch  15 Batch    7/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.027
Epoch  15 Batch    8/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.026
Epoch  15 Batch    9/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.022
Epoch  15 Batch   10/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.026
Epoch  15 Batch   11/538 - Train Accuracy:  0.948, Validation Accuracy:  0.937, Loss:  0.027
Epoch  15 Batch   12/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.027
Epoch  15 Batch   13/538 - Train Accuracy:  0.966, Validation Accuracy:  0.940, Loss:  0.023
Epoch  15 Batch   14/538 - Train Accuracy:  0.960, Validation Accuracy:  0.937, Loss:  0.023
Epoch  15 Batch   15/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.026
Epoch  15 Batch   16/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.029
Epoch  15 Batch   17/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.022
Epoch  15 Batch   18/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.032
Epoch  15 Batch   19/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.028
Epoch  15 Batch   20/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.025
Epoch  15 Batch   21/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.021
Epoch  15 Batch   22/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.027
Epoch  15 Batch   23/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.030
Epoch  15 Batch   24/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.026
Epoch  15 Batch   25/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.027
Epoch  15 Batch   26/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.029
Epoch  15 Batch   27/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.023
Epoch  15 Batch   28/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.029
Epoch  15 Batch   29/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.017
Epoch  15 Batch   30/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.027
Epoch  15 Batch   31/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.018
Epoch  15 Batch   32/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  15 Batch   33/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.027
Epoch  15 Batch   34/538 - Train Accuracy:  0.941, Validation Accuracy:  0.960, Loss:  0.030
Epoch  15 Batch   35/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.021
Epoch  15 Batch   36/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.018
Epoch  15 Batch   37/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.031
Epoch  15 Batch   38/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.020
Epoch  15 Batch   39/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.022
Epoch  15 Batch   40/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.021
Epoch  15 Batch   41/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.021
Epoch  15 Batch   42/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.020
Epoch  15 Batch   43/538 - Train Accuracy:  0.945, Validation Accuracy:  0.955, Loss:  0.025
Epoch  15 Batch   44/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.023
Epoch  15 Batch   45/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.025
Epoch  15 Batch   46/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.019
Epoch  15 Batch   47/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.023
Epoch  15 Batch   48/538 - Train Accuracy:  0.945, Validation Accuracy:  0.960, Loss:  0.028
Epoch  15 Batch   49/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.024
Epoch  15 Batch   50/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.019
Epoch  15 Batch   51/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.023
Epoch  15 Batch   52/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.021
Epoch  15 Batch   53/538 - Train Accuracy:  0.945, Validation Accuracy:  0.946, Loss:  0.024
Epoch  15 Batch   54/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.023
Epoch  15 Batch   55/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.022
Epoch  15 Batch   56/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.019
Epoch  15 Batch   57/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.026
Epoch  15 Batch   58/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.024
Epoch  15 Batch   59/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.021
Epoch  15 Batch   60/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.024
Epoch  15 Batch   61/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  15 Batch   62/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.024
Epoch  15 Batch   63/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.019
Epoch  15 Batch   64/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.023
Epoch  15 Batch   65/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  15 Batch   66/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  15 Batch   67/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.018
Epoch  15 Batch   68/538 - Train Accuracy:  0.941, Validation Accuracy:  0.959, Loss:  0.024
Epoch  15 Batch   69/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.021
Epoch  15 Batch   70/538 - Train Accuracy:  0.948, Validation Accuracy:  0.948, Loss:  0.018
Epoch  15 Batch   71/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.025
Epoch  15 Batch   72/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.037
Epoch  15 Batch   73/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.021
Epoch  15 Batch   74/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.019
Epoch  15 Batch   75/538 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.024
Epoch  15 Batch   76/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.022
Epoch  15 Batch   77/538 - Train Accuracy:  0.963, Validation Accuracy:  0.935, Loss:  0.017
Epoch  15 Batch   78/538 - Train Accuracy:  0.941, Validation Accuracy:  0.943, Loss:  0.025
Epoch  15 Batch   79/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.018
Epoch  15 Batch   80/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.019
Epoch  15 Batch   81/538 - Train Accuracy:  0.943, Validation Accuracy:  0.955, Loss:  0.025
Epoch  15 Batch   82/538 - Train Accuracy:  0.945, Validation Accuracy:  0.959, Loss:  0.025
Epoch  15 Batch   83/538 - Train Accuracy:  0.950, Validation Accuracy:  0.961, Loss:  0.020
Epoch  15 Batch   84/538 - Train Accuracy:  0.948, Validation Accuracy:  0.964, Loss:  0.023
Epoch  15 Batch   85/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.016
Epoch  15 Batch   86/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.015
Epoch  15 Batch   87/538 - Train Accuracy:  0.934, Validation Accuracy:  0.947, Loss:  0.025
Epoch  15 Batch   88/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.019
Epoch  15 Batch   89/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.017
Epoch  15 Batch   90/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.027
Epoch  15 Batch   91/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.022
Epoch  15 Batch   92/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.018
Epoch  15 Batch   93/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.016
Epoch  15 Batch   94/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.015
Epoch  15 Batch   95/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.019
Epoch  15 Batch   96/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.013
Epoch  15 Batch   97/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  15 Batch   98/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.021
Epoch  15 Batch   99/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.022
Epoch  15 Batch  100/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.019
Epoch  15 Batch  101/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.029
Epoch  15 Batch  102/538 - Train Accuracy:  0.945, Validation Accuracy:  0.954, Loss:  0.026
Epoch  15 Batch  103/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.021
Epoch  15 Batch  104/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.020
Epoch  15 Batch  105/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.015
Epoch  15 Batch  106/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.016
Epoch  15 Batch  107/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.022
Epoch  15 Batch  108/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.019
Epoch  15 Batch  109/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  15 Batch  110/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.021
Epoch  15 Batch  111/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  15 Batch  112/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.028
Epoch  15 Batch  113/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.022
Epoch  15 Batch  114/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.017
Epoch  15 Batch  115/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.028
Epoch  15 Batch  116/538 - Train Accuracy:  0.952, Validation Accuracy:  0.960, Loss:  0.023
Epoch  15 Batch  117/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.029
Epoch  15 Batch  118/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.018
Epoch  15 Batch  119/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.018
Epoch  15 Batch  120/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.015
Epoch  15 Batch  121/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.021
Epoch  15 Batch  122/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.021
Epoch  15 Batch  123/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.022
Epoch  15 Batch  124/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  15 Batch  125/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  15 Batch  126/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.024
Epoch  15 Batch  127/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.028
Epoch  15 Batch  128/538 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.018
Epoch  15 Batch  129/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.015
Epoch  15 Batch  130/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.021
Epoch  15 Batch  131/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.018
Epoch  15 Batch  132/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.020
Epoch  15 Batch  133/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.022
Epoch  15 Batch  134/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.027
Epoch  15 Batch  135/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.026
Epoch  15 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.927, Loss:  0.018
Epoch  15 Batch  137/538 - Train Accuracy:  0.961, Validation Accuracy:  0.931, Loss:  0.025
Epoch  15 Batch  138/538 - Train Accuracy:  0.962, Validation Accuracy:  0.933, Loss:  0.021
Epoch  15 Batch  139/538 - Train Accuracy:  0.941, Validation Accuracy:  0.953, Loss:  0.031
Epoch  15 Batch  140/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.024
Epoch  15 Batch  141/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  15 Batch  142/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.024
Epoch  15 Batch  143/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.032
Epoch  15 Batch  144/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.025
Epoch  15 Batch  145/538 - Train Accuracy:  0.948, Validation Accuracy:  0.960, Loss:  0.028
Epoch  15 Batch  146/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  15 Batch  147/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.025
Epoch  15 Batch  148/538 - Train Accuracy:  0.939, Validation Accuracy:  0.940, Loss:  0.026
Epoch  15 Batch  149/538 - Train Accuracy:  0.972, Validation Accuracy:  0.939, Loss:  0.018
Epoch  15 Batch  150/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.018
Epoch  15 Batch  151/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.024
Epoch  15 Batch  152/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.029
Epoch  15 Batch  153/538 - Train Accuracy:  0.943, Validation Accuracy:  0.952, Loss:  0.020
Epoch  15 Batch  154/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.020
Epoch  15 Batch  155/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.021
Epoch  15 Batch  156/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.018
Epoch  15 Batch  157/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.016
Epoch  15 Batch  158/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.020
Epoch  15 Batch  159/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.024
Epoch  15 Batch  160/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.018
Epoch  15 Batch  161/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.017
Epoch  15 Batch  162/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.022
Epoch  15 Batch  163/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.029
Epoch  15 Batch  164/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.024
Epoch  15 Batch  165/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.016
Epoch  15 Batch  166/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.017
Epoch  15 Batch  167/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.034
Epoch  15 Batch  168/538 - Train Accuracy:  0.945, Validation Accuracy:  0.957, Loss:  0.026
Epoch  15 Batch  169/538 - Train Accuracy:  0.987, Validation Accuracy:  0.958, Loss:  0.019
Epoch  15 Batch  170/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.023
Epoch  15 Batch  171/538 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.025
Epoch  15 Batch  172/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.016
Epoch  15 Batch  173/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.016
Epoch  15 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.938, Loss:  0.021
Epoch  15 Batch  175/538 - Train Accuracy:  0.952, Validation Accuracy:  0.935, Loss:  0.021
Epoch  15 Batch  176/538 - Train Accuracy:  0.950, Validation Accuracy:  0.936, Loss:  0.025
Epoch  15 Batch  177/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.019
Epoch  15 Batch  178/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.023
Epoch  15 Batch  179/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.020
Epoch  15 Batch  180/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.021
Epoch  15 Batch  181/538 - Train Accuracy:  0.942, Validation Accuracy:  0.960, Loss:  0.028
Epoch  15 Batch  182/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.014
Epoch  15 Batch  183/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  15 Batch  184/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.020
Epoch  15 Batch  185/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.014
Epoch  15 Batch  186/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.020
Epoch  15 Batch  187/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.019
Epoch  15 Batch  188/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.019
Epoch  15 Batch  189/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.026
Epoch  15 Batch  190/538 - Train Accuracy:  0.940, Validation Accuracy:  0.962, Loss:  0.026
Epoch  15 Batch  191/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.019
Epoch  15 Batch  192/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.015
Epoch  15 Batch  193/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.018
Epoch  15 Batch  194/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.027
Epoch  15 Batch  195/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.027
Epoch  15 Batch  196/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.016
Epoch  15 Batch  197/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.019
Epoch  15 Batch  198/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.022
Epoch  15 Batch  199/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.024
Epoch  15 Batch  200/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.015
Epoch  15 Batch  201/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.027
Epoch  15 Batch  202/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  15 Batch  203/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.026
Epoch  15 Batch  204/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.024
Epoch  15 Batch  205/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.022
Epoch  15 Batch  206/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.018
Epoch  15 Batch  207/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.021
Epoch  15 Batch  208/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.029
Epoch  15 Batch  209/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.018
Epoch  15 Batch  210/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.024
Epoch  15 Batch  211/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.024
Epoch  15 Batch  212/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.017
Epoch  15 Batch  213/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.018
Epoch  15 Batch  214/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.018
Epoch  15 Batch  215/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.018
Epoch  15 Batch  216/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.020
Epoch  15 Batch  217/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.021
Epoch  15 Batch  218/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.015
Epoch  15 Batch  219/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.026
Epoch  15 Batch  220/538 - Train Accuracy:  0.943, Validation Accuracy:  0.955, Loss:  0.023
Epoch  15 Batch  221/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.017
Epoch  15 Batch  222/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  15 Batch  223/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.021
Epoch  15 Batch  224/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.023
Epoch  15 Batch  225/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.021
Epoch  15 Batch  226/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.024
Epoch  15 Batch  227/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.022
Epoch  15 Batch  228/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.021
Epoch  15 Batch  229/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.025
Epoch  15 Batch  230/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.020
Epoch  15 Batch  231/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.022
Epoch  15 Batch  232/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.026
Epoch  15 Batch  233/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.018
Epoch  15 Batch  234/538 - Train Accuracy:  0.981, Validation Accuracy:  0.945, Loss:  0.016
Epoch  15 Batch  235/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.015
Epoch  15 Batch  236/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.025
Epoch  15 Batch  237/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.019
Epoch  15 Batch  238/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.019
Epoch  15 Batch  239/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.023
Epoch  15 Batch  240/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.019
Epoch  15 Batch  241/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.022
Epoch  15 Batch  242/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.021
Epoch  15 Batch  243/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.018
Epoch  15 Batch  244/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.022
Epoch  15 Batch  245/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.028
Epoch  15 Batch  246/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.016
Epoch  15 Batch  247/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.020
Epoch  15 Batch  248/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.025
Epoch  15 Batch  249/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  15 Batch  250/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.016
Epoch  15 Batch  251/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.017
Epoch  15 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.022
Epoch  15 Batch  253/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.018
Epoch  15 Batch  254/538 - Train Accuracy:  0.952, Validation Accuracy:  0.944, Loss:  0.024
Epoch  15 Batch  255/538 - Train Accuracy:  0.984, Validation Accuracy:  0.943, Loss:  0.016
Epoch  15 Batch  256/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.022
Epoch  15 Batch  257/538 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.020
Epoch  15 Batch  258/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.021
Epoch  15 Batch  259/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.017
Epoch  15 Batch  260/538 - Train Accuracy:  0.946, Validation Accuracy:  0.951, Loss:  0.020
Epoch  15 Batch  261/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.024
Epoch  15 Batch  262/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.021
Epoch  15 Batch  263/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.019
Epoch  15 Batch  264/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.023
Epoch  15 Batch  265/538 - Train Accuracy:  0.945, Validation Accuracy:  0.953, Loss:  0.026
Epoch  15 Batch  266/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.021
Epoch  15 Batch  267/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.018
Epoch  15 Batch  268/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.014
Epoch  15 Batch  269/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.020
Epoch  15 Batch  270/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.015
Epoch  15 Batch  271/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  15 Batch  272/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.023
Epoch  15 Batch  273/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.023
Epoch  15 Batch  274/538 - Train Accuracy:  0.939, Validation Accuracy:  0.946, Loss:  0.022
Epoch  15 Batch  275/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.022
Epoch  15 Batch  276/538 - Train Accuracy:  0.932, Validation Accuracy:  0.945, Loss:  0.024
Epoch  15 Batch  277/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.019
Epoch  15 Batch  278/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.015
Epoch  15 Batch  279/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.016
Epoch  15 Batch  280/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.018
Epoch  15 Batch  281/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.022
Epoch  15 Batch  282/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.025
Epoch  15 Batch  283/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.022
Epoch  15 Batch  284/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.022
Epoch  15 Batch  285/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.019
Epoch  15 Batch  286/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.032
Epoch  15 Batch  287/538 - Train Accuracy:  0.967, Validation Accuracy:  0.942, Loss:  0.016
Epoch  15 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.019
Epoch  15 Batch  289/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.017
Epoch  15 Batch  290/538 - Train Accuracy:  0.974, Validation Accuracy:  0.944, Loss:  0.016
Epoch  15 Batch  291/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.023
Epoch  15 Batch  292/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.014
Epoch  15 Batch  293/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.021
Epoch  15 Batch  294/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.018
Epoch  15 Batch  295/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.022
Epoch  15 Batch  296/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.030
Epoch  15 Batch  297/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.019
Epoch  15 Batch  298/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.018
Epoch  15 Batch  299/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.030
Epoch  15 Batch  300/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.022
Epoch  15 Batch  301/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.025
Epoch  15 Batch  302/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.022
Epoch  15 Batch  303/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.020
Epoch  15 Batch  304/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.025
Epoch  15 Batch  305/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.017
Epoch  15 Batch  306/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.020
Epoch  15 Batch  307/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.017
Epoch  15 Batch  308/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.021
Epoch  15 Batch  309/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.016
Epoch  15 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.022
Epoch  15 Batch  311/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.024
Epoch  15 Batch  312/538 - Train Accuracy:  0.972, Validation Accuracy:  0.941, Loss:  0.019
Epoch  15 Batch  313/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.022
Epoch  15 Batch  314/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  15 Batch  315/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.024
Epoch  15 Batch  316/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  15 Batch  317/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.025
Epoch  15 Batch  318/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.017
Epoch  15 Batch  319/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.024
Epoch  15 Batch  320/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.018
Epoch  15 Batch  321/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.016
Epoch  15 Batch  322/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.023
Epoch  15 Batch  323/538 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.015
Epoch  15 Batch  324/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.018
Epoch  15 Batch  325/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.021
Epoch  15 Batch  326/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.026
Epoch  15 Batch  327/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.021
Epoch  15 Batch  328/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.015
Epoch  15 Batch  329/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.015
Epoch  15 Batch  330/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.023
Epoch  15 Batch  331/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.019
Epoch  15 Batch  332/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.020
Epoch  15 Batch  333/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.021
Epoch  15 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.018
Epoch  15 Batch  335/538 - Train Accuracy:  0.956, Validation Accuracy:  0.969, Loss:  0.023
Epoch  15 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.019
Epoch  15 Batch  337/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  15 Batch  338/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  15 Batch  339/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.019
Epoch  15 Batch  340/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.018
Epoch  15 Batch  341/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.019
Epoch  15 Batch  342/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.022
Epoch  15 Batch  343/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.020
Epoch  15 Batch  344/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.021
Epoch  15 Batch  345/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.026
Epoch  15 Batch  346/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.023
Epoch  15 Batch  347/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.019
Epoch  15 Batch  348/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.015
Epoch  15 Batch  349/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.015
Epoch  15 Batch  350/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.021
Epoch  15 Batch  351/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.022
Epoch  15 Batch  352/538 - Train Accuracy:  0.951, Validation Accuracy:  0.967, Loss:  0.038
Epoch  15 Batch  353/538 - Train Accuracy:  0.947, Validation Accuracy:  0.962, Loss:  0.028
Epoch  15 Batch  354/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.019
Epoch  15 Batch  355/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.028
Epoch  15 Batch  356/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.015
Epoch  15 Batch  357/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  15 Batch  358/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.017
Epoch  15 Batch  359/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.021
Epoch  15 Batch  360/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.017
Epoch  15 Batch  361/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.022
Epoch  15 Batch  362/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.016
Epoch  15 Batch  363/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.020
Epoch  15 Batch  364/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.033
Epoch  15 Batch  365/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.023
Epoch  15 Batch  366/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.021
Epoch  15 Batch  367/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.017
Epoch  15 Batch  368/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.015
Epoch  15 Batch  369/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.017
Epoch  15 Batch  370/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.021
Epoch  15 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.020
Epoch  15 Batch  372/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.019
Epoch  15 Batch  373/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.018
Epoch  15 Batch  374/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  15 Batch  375/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  15 Batch  376/538 - Train Accuracy:  0.943, Validation Accuracy:  0.960, Loss:  0.020
Epoch  15 Batch  377/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.022
Epoch  15 Batch  378/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.016
Epoch  15 Batch  379/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.020
Epoch  15 Batch  380/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.018
Epoch  15 Batch  381/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.019
Epoch  15 Batch  382/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.022
Epoch  15 Batch  383/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.020
Epoch  15 Batch  384/538 - Train Accuracy:  0.940, Validation Accuracy:  0.959, Loss:  0.024
Epoch  15 Batch  385/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.021
Epoch  15 Batch  386/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.020
Epoch  15 Batch  387/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.020
Epoch  15 Batch  388/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.023
Epoch  15 Batch  389/538 - Train Accuracy:  0.940, Validation Accuracy:  0.956, Loss:  0.028
Epoch  15 Batch  390/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.015
Epoch  15 Batch  391/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.018
Epoch  15 Batch  392/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.015
Epoch  15 Batch  393/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.018
Epoch  15 Batch  394/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.026
Epoch  15 Batch  395/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.025
Epoch  15 Batch  396/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.015
Epoch  15 Batch  397/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.023
Epoch  15 Batch  398/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.019
Epoch  15 Batch  399/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.022
Epoch  15 Batch  400/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.026
Epoch  15 Batch  401/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.019
Epoch  15 Batch  402/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.015
Epoch  15 Batch  403/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.021
Epoch  15 Batch  404/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.026
Epoch  15 Batch  405/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.020
Epoch  15 Batch  406/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.020
Epoch  15 Batch  407/538 - Train Accuracy:  0.966, Validation Accuracy:  0.943, Loss:  0.023
Epoch  15 Batch  408/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.021
Epoch  15 Batch  409/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.020
Epoch  15 Batch  410/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.024
Epoch  15 Batch  411/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.025
Epoch  15 Batch  412/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  15 Batch  413/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.018
Epoch  15 Batch  414/538 - Train Accuracy:  0.939, Validation Accuracy:  0.964, Loss:  0.026
Epoch  15 Batch  415/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  15 Batch  416/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.020
Epoch  15 Batch  417/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.017
Epoch  15 Batch  418/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.024
Epoch  15 Batch  419/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.021
Epoch  15 Batch  420/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.023
Epoch  15 Batch  421/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.018
Epoch  15 Batch  422/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.023
Epoch  15 Batch  423/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.018
Epoch  15 Batch  424/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.027
Epoch  15 Batch  425/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.028
Epoch  15 Batch  426/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.023
Epoch  15 Batch  427/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.022
Epoch  15 Batch  428/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.016
Epoch  15 Batch  429/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.021
Epoch  15 Batch  430/538 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.023
Epoch  15 Batch  431/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.018
Epoch  15 Batch  432/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.022
Epoch  15 Batch  433/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.038
Epoch  15 Batch  434/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.019
Epoch  15 Batch  435/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.018
Epoch  15 Batch  436/538 - Train Accuracy:  0.950, Validation Accuracy:  0.968, Loss:  0.020
Epoch  15 Batch  437/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.019
Epoch  15 Batch  438/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.016
Epoch  15 Batch  439/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.020
Epoch  15 Batch  440/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.018
Epoch  15 Batch  441/538 - Train Accuracy:  0.947, Validation Accuracy:  0.963, Loss:  0.023
Epoch  15 Batch  442/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.015
Epoch  15 Batch  443/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.023
Epoch  15 Batch  444/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.016
Epoch  15 Batch  445/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.014
Epoch  15 Batch  446/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  15 Batch  447/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.016
Epoch  15 Batch  448/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.021
Epoch  15 Batch  449/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.022
Epoch  15 Batch  450/538 - Train Accuracy:  0.939, Validation Accuracy:  0.955, Loss:  0.028
Epoch  15 Batch  451/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.022
Epoch  15 Batch  452/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.017
Epoch  15 Batch  453/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.022
Epoch  15 Batch  454/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.022
Epoch  15 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.019
Epoch  15 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.041
Epoch  15 Batch  457/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.018
Epoch  15 Batch  458/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.021
Epoch  15 Batch  459/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.014
Epoch  15 Batch  460/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.019
Epoch  15 Batch  461/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.023
Epoch  15 Batch  462/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  15 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.024
Epoch  15 Batch  464/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.016
Epoch  15 Batch  465/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.016
Epoch  15 Batch  466/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  15 Batch  467/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.022
Epoch  15 Batch  468/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.023
Epoch  15 Batch  469/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.023
Epoch  15 Batch  470/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.021
Epoch  15 Batch  471/538 - Train Accuracy:  0.987, Validation Accuracy:  0.953, Loss:  0.014
Epoch  15 Batch  472/538 - Train Accuracy:  0.984, Validation Accuracy:  0.954, Loss:  0.017
Epoch  15 Batch  473/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.018
Epoch  15 Batch  474/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.017
Epoch  15 Batch  475/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.022
Epoch  15 Batch  476/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.019
Epoch  15 Batch  477/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.023
Epoch  15 Batch  478/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.012
Epoch  15 Batch  479/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.019
Epoch  15 Batch  480/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.025
Epoch  15 Batch  481/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.022
Epoch  15 Batch  482/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.022
Epoch  15 Batch  483/538 - Train Accuracy:  0.947, Validation Accuracy:  0.956, Loss:  0.021
Epoch  15 Batch  484/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.020
Epoch  15 Batch  485/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.023
Epoch  15 Batch  486/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.017
Epoch  15 Batch  487/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  15 Batch  488/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  15 Batch  489/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.020
Epoch  15 Batch  490/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.020
Epoch  15 Batch  491/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.023
Epoch  15 Batch  492/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.017
Epoch  15 Batch  493/538 - Train Accuracy:  0.946, Validation Accuracy:  0.946, Loss:  0.021
Epoch  15 Batch  494/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.021
Epoch  15 Batch  495/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.025
Epoch  15 Batch  496/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.017
Epoch  15 Batch  497/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.017
Epoch  15 Batch  498/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.019
Epoch  15 Batch  499/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.022
Epoch  15 Batch  500/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.014
Epoch  15 Batch  501/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.020
Epoch  15 Batch  502/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.018
Epoch  15 Batch  503/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.020
Epoch  15 Batch  504/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  15 Batch  505/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.013
Epoch  15 Batch  506/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.016
Epoch  15 Batch  507/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.020
Epoch  15 Batch  508/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.020
Epoch  15 Batch  509/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.025
Epoch  15 Batch  510/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  15 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.021
Epoch  15 Batch  512/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.024
Epoch  15 Batch  513/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.018
Epoch  15 Batch  514/538 - Train Accuracy:  0.969, Validation Accuracy:  0.941, Loss:  0.017
Epoch  15 Batch  515/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.022
Epoch  15 Batch  516/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.016
Epoch  15 Batch  517/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.019
Epoch  15 Batch  518/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.019
Epoch  15 Batch  519/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.019
Epoch  15 Batch  520/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.024
Epoch  15 Batch  521/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.027
Epoch  15 Batch  522/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.016
Epoch  15 Batch  523/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.017
Epoch  15 Batch  524/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.016
Epoch  15 Batch  525/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.021
Epoch  15 Batch  526/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.019
Epoch  15 Batch  527/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.018
Epoch  15 Batch  528/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.020
Epoch  15 Batch  529/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.022
Epoch  15 Batch  530/538 - Train Accuracy:  0.951, Validation Accuracy:  0.962, Loss:  0.022
Epoch  15 Batch  531/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.023
Epoch  15 Batch  532/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.018
Epoch  15 Batch  533/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.018
Epoch  15 Batch  534/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.016
Epoch  15 Batch  535/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.022
Epoch  15 Batch  536/538 - Train Accuracy:  0.977, Validation Accuracy:  0.946, Loss:  0.020
Epoch  16 Batch    0/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.016
Epoch  16 Batch    1/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.018
Epoch  16 Batch    2/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.023
Epoch  16 Batch    3/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.017
Epoch  16 Batch    4/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.018
Epoch  16 Batch    5/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.020
Epoch  16 Batch    6/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.024
Epoch  16 Batch    7/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.021
Epoch  16 Batch    8/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.018
Epoch  16 Batch    9/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.017
Epoch  16 Batch   10/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.021
Epoch  16 Batch   11/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.020
Epoch  16 Batch   12/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.014
Epoch  16 Batch   13/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  16 Batch   14/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  16 Batch   15/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.021
Epoch  16 Batch   16/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.025
Epoch  16 Batch   17/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  16 Batch   18/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.025
Epoch  16 Batch   19/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.020
Epoch  16 Batch   20/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.021
Epoch  16 Batch   21/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.012
Epoch  16 Batch   22/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  16 Batch   23/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.024
Epoch  16 Batch   24/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.024
Epoch  16 Batch   25/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.021
Epoch  16 Batch   26/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.024
Epoch  16 Batch   27/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.012
Epoch  16 Batch   28/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.023
Epoch  16 Batch   29/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.014
Epoch  16 Batch   30/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.025
Epoch  16 Batch   31/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  16 Batch   32/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  16 Batch   33/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.021
Epoch  16 Batch   34/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.024
Epoch  16 Batch   35/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.013
Epoch  16 Batch   36/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.016
Epoch  16 Batch   37/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.026
Epoch  16 Batch   38/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  16 Batch   39/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.015
Epoch  16 Batch   40/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  16 Batch   41/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.018
Epoch  16 Batch   42/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.019
Epoch  16 Batch   43/538 - Train Accuracy:  0.946, Validation Accuracy:  0.960, Loss:  0.022
Epoch  16 Batch   44/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.022
Epoch  16 Batch   45/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.019
Epoch  16 Batch   46/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.016
Epoch  16 Batch   47/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.019
Epoch  16 Batch   48/538 - Train Accuracy:  0.947, Validation Accuracy:  0.960, Loss:  0.025
Epoch  16 Batch   49/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  16 Batch   50/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.017
Epoch  16 Batch   51/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.025
Epoch  16 Batch   52/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.020
Epoch  16 Batch   53/538 - Train Accuracy:  0.939, Validation Accuracy:  0.957, Loss:  0.027
Epoch  16 Batch   54/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.020
Epoch  16 Batch   55/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  16 Batch   56/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.022
Epoch  16 Batch   57/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.021
Epoch  16 Batch   58/538 - Train Accuracy:  0.943, Validation Accuracy:  0.950, Loss:  0.021
Epoch  16 Batch   59/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.018
Epoch  16 Batch   60/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.024
Epoch  16 Batch   61/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.018
Epoch  16 Batch   62/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.026
Epoch  16 Batch   63/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.020
Epoch  16 Batch   64/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.020
Epoch  16 Batch   65/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.021
Epoch  16 Batch   66/538 - Train Accuracy:  0.975, Validation Accuracy:  0.941, Loss:  0.015
Epoch  16 Batch   67/538 - Train Accuracy:  0.978, Validation Accuracy:  0.942, Loss:  0.015
Epoch  16 Batch   68/538 - Train Accuracy:  0.950, Validation Accuracy:  0.948, Loss:  0.023
Epoch  16 Batch   69/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.021
Epoch  16 Batch   70/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.017
Epoch  16 Batch   71/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.021
Epoch  16 Batch   72/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.042
Epoch  16 Batch   73/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.021
Epoch  16 Batch   74/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.021
Epoch  16 Batch   75/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.022
Epoch  16 Batch   76/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.023
Epoch  16 Batch   77/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.017
Epoch  16 Batch   78/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.022
Epoch  16 Batch   79/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.015
Epoch  16 Batch   80/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.023
Epoch  16 Batch   81/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.023
Epoch  16 Batch   82/538 - Train Accuracy:  0.943, Validation Accuracy:  0.956, Loss:  0.027
Epoch  16 Batch   83/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.021
Epoch  16 Batch   84/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.021
Epoch  16 Batch   85/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.017
Epoch  16 Batch   86/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.017
Epoch  16 Batch   87/538 - Train Accuracy:  0.950, Validation Accuracy:  0.936, Loss:  0.019
Epoch  16 Batch   88/538 - Train Accuracy:  0.960, Validation Accuracy:  0.936, Loss:  0.019
Epoch  16 Batch   89/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.016
Epoch  16 Batch   90/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.026
Epoch  16 Batch   91/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.023
Epoch  16 Batch   92/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.020
Epoch  16 Batch   93/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.016
Epoch  16 Batch   94/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.015
Epoch  16 Batch   95/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.020
Epoch  16 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.012
Epoch  16 Batch   97/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  16 Batch   98/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.024
Epoch  16 Batch   99/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.017
Epoch  16 Batch  100/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  16 Batch  101/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.028
Epoch  16 Batch  102/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.023
Epoch  16 Batch  103/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.021
Epoch  16 Batch  104/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  16 Batch  105/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.013
Epoch  16 Batch  106/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.015
Epoch  16 Batch  107/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.020
Epoch  16 Batch  108/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.019
Epoch  16 Batch  109/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.018
Epoch  16 Batch  110/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.017
Epoch  16 Batch  111/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.020
Epoch  16 Batch  112/538 - Train Accuracy:  0.949, Validation Accuracy:  0.963, Loss:  0.023
Epoch  16 Batch  113/538 - Train Accuracy:  0.946, Validation Accuracy:  0.961, Loss:  0.021
Epoch  16 Batch  114/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.018
Epoch  16 Batch  115/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.023
Epoch  16 Batch  116/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.026
Epoch  16 Batch  117/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.027
Epoch  16 Batch  118/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.020
Epoch  16 Batch  119/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  16 Batch  120/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.019
Epoch  16 Batch  121/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.021
Epoch  16 Batch  122/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.021
Epoch  16 Batch  123/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.019
Epoch  16 Batch  124/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.019
Epoch  16 Batch  125/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.021
Epoch  16 Batch  126/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.024
Epoch  16 Batch  127/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.025
Epoch  16 Batch  128/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.018
Epoch  16 Batch  129/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.014
Epoch  16 Batch  130/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.018
Epoch  16 Batch  131/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.019
Epoch  16 Batch  132/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.021
Epoch  16 Batch  133/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.020
Epoch  16 Batch  134/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.023
Epoch  16 Batch  135/538 - Train Accuracy:  0.971, Validation Accuracy:  0.939, Loss:  0.025
Epoch  16 Batch  136/538 - Train Accuracy:  0.959, Validation Accuracy:  0.936, Loss:  0.018
Epoch  16 Batch  137/538 - Train Accuracy:  0.965, Validation Accuracy:  0.935, Loss:  0.023
Epoch  16 Batch  138/538 - Train Accuracy:  0.963, Validation Accuracy:  0.931, Loss:  0.018
Epoch  16 Batch  139/538 - Train Accuracy:  0.958, Validation Accuracy:  0.937, Loss:  0.027
Epoch  16 Batch  140/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.029
Epoch  16 Batch  141/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.022
Epoch  16 Batch  142/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.025
Epoch  16 Batch  143/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.036
Epoch  16 Batch  144/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.028
Epoch  16 Batch  145/538 - Train Accuracy:  0.947, Validation Accuracy:  0.942, Loss:  0.027
Epoch  16 Batch  146/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.021
Epoch  16 Batch  147/538 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.023
Epoch  16 Batch  148/538 - Train Accuracy:  0.941, Validation Accuracy:  0.946, Loss:  0.029
Epoch  16 Batch  149/538 - Train Accuracy:  0.969, Validation Accuracy:  0.940, Loss:  0.016
Epoch  16 Batch  150/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  151/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.022
Epoch  16 Batch  152/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.028
Epoch  16 Batch  153/538 - Train Accuracy:  0.941, Validation Accuracy:  0.954, Loss:  0.022
Epoch  16 Batch  154/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  16 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.023
Epoch  16 Batch  156/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.016
Epoch  16 Batch  157/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  16 Batch  158/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.022
Epoch  16 Batch  159/538 - Train Accuracy:  0.964, Validation Accuracy:  0.939, Loss:  0.025
Epoch  16 Batch  160/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.020
Epoch  16 Batch  161/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.017
Epoch  16 Batch  162/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.020
Epoch  16 Batch  163/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.023
Epoch  16 Batch  164/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.024
Epoch  16 Batch  165/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.017
Epoch  16 Batch  166/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.017
Epoch  16 Batch  167/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.032
Epoch  16 Batch  168/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.024
Epoch  16 Batch  169/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.014
Epoch  16 Batch  170/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.019
Epoch  16 Batch  171/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.022
Epoch  16 Batch  172/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.015
Epoch  16 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.015
Epoch  16 Batch  174/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.020
Epoch  16 Batch  175/538 - Train Accuracy:  0.974, Validation Accuracy:  0.938, Loss:  0.017
Epoch  16 Batch  176/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.024
Epoch  16 Batch  177/538 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.019
Epoch  16 Batch  178/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.024
Epoch  16 Batch  179/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.022
Epoch  16 Batch  180/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.021
Epoch  16 Batch  181/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.027
Epoch  16 Batch  182/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.014
Epoch  16 Batch  183/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.020
Epoch  16 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.944, Loss:  0.018
Epoch  16 Batch  185/538 - Train Accuracy:  0.978, Validation Accuracy:  0.938, Loss:  0.015
Epoch  16 Batch  186/538 - Train Accuracy:  0.969, Validation Accuracy:  0.941, Loss:  0.018
Epoch  16 Batch  187/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.019
Epoch  16 Batch  188/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.018
Epoch  16 Batch  189/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.025
Epoch  16 Batch  190/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.030
Epoch  16 Batch  191/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.018
Epoch  16 Batch  192/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  16 Batch  193/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.017
Epoch  16 Batch  194/538 - Train Accuracy:  0.951, Validation Accuracy:  0.971, Loss:  0.028
Epoch  16 Batch  195/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.026
Epoch  16 Batch  196/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.016
Epoch  16 Batch  197/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.020
Epoch  16 Batch  198/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.018
Epoch  16 Batch  199/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.019
Epoch  16 Batch  200/538 - Train Accuracy:  0.981, Validation Accuracy:  0.953, Loss:  0.014
Epoch  16 Batch  201/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.027
Epoch  16 Batch  202/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.021
Epoch  16 Batch  203/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.024
Epoch  16 Batch  204/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.024
Epoch  16 Batch  205/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.019
Epoch  16 Batch  206/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.016
Epoch  16 Batch  207/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  16 Batch  208/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.026
Epoch  16 Batch  209/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.019
Epoch  16 Batch  210/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.022
Epoch  16 Batch  211/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.023
Epoch  16 Batch  212/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.015
Epoch  16 Batch  213/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.017
Epoch  16 Batch  214/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.014
Epoch  16 Batch  215/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.020
Epoch  16 Batch  216/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.022
Epoch  16 Batch  217/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.018
Epoch  16 Batch  218/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.015
Epoch  16 Batch  219/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.023
Epoch  16 Batch  220/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.022
Epoch  16 Batch  221/538 - Train Accuracy:  0.978, Validation Accuracy:  0.942, Loss:  0.018
Epoch  16 Batch  222/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.013
Epoch  16 Batch  223/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.020
Epoch  16 Batch  224/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.024
Epoch  16 Batch  225/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.019
Epoch  16 Batch  226/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  227/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.020
Epoch  16 Batch  228/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.018
Epoch  16 Batch  229/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.022
Epoch  16 Batch  230/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.021
Epoch  16 Batch  231/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.022
Epoch  16 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.023
Epoch  16 Batch  233/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.020
Epoch  16 Batch  234/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  16 Batch  235/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.016
Epoch  16 Batch  236/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.019
Epoch  16 Batch  237/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.015
Epoch  16 Batch  238/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.016
Epoch  16 Batch  239/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.021
Epoch  16 Batch  240/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.018
Epoch  16 Batch  241/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.024
Epoch  16 Batch  242/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.023
Epoch  16 Batch  243/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  16 Batch  244/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.018
Epoch  16 Batch  245/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.023
Epoch  16 Batch  246/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.018
Epoch  16 Batch  247/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.021
Epoch  16 Batch  248/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.026
Epoch  16 Batch  249/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.014
Epoch  16 Batch  250/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.014
Epoch  16 Batch  251/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.015
Epoch  16 Batch  252/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.019
Epoch  16 Batch  253/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.017
Epoch  16 Batch  254/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.024
Epoch  16 Batch  255/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  16 Batch  256/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.018
Epoch  16 Batch  257/538 - Train Accuracy:  0.973, Validation Accuracy:  0.945, Loss:  0.020
Epoch  16 Batch  258/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.019
Epoch  16 Batch  259/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.016
Epoch  16 Batch  260/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  261/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.024
Epoch  16 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.023
Epoch  16 Batch  263/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.018
Epoch  16 Batch  264/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.023
Epoch  16 Batch  265/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.025
Epoch  16 Batch  266/538 - Train Accuracy:  0.941, Validation Accuracy:  0.950, Loss:  0.019
Epoch  16 Batch  267/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.018
Epoch  16 Batch  268/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.014
Epoch  16 Batch  269/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  270/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.022
Epoch  16 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.017
Epoch  16 Batch  272/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.020
Epoch  16 Batch  273/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.022
Epoch  16 Batch  274/538 - Train Accuracy:  0.934, Validation Accuracy:  0.945, Loss:  0.027
Epoch  16 Batch  275/538 - Train Accuracy:  0.946, Validation Accuracy:  0.944, Loss:  0.025
Epoch  16 Batch  276/538 - Train Accuracy:  0.943, Validation Accuracy:  0.937, Loss:  0.029
Epoch  16 Batch  277/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.017
Epoch  16 Batch  278/538 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.023
Epoch  16 Batch  279/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.017
Epoch  16 Batch  280/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.017
Epoch  16 Batch  281/538 - Train Accuracy:  0.938, Validation Accuracy:  0.945, Loss:  0.026
Epoch  16 Batch  282/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.023
Epoch  16 Batch  283/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.025
Epoch  16 Batch  284/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.026
Epoch  16 Batch  285/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.023
Epoch  16 Batch  286/538 - Train Accuracy:  0.943, Validation Accuracy:  0.957, Loss:  0.034
Epoch  16 Batch  287/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.018
Epoch  16 Batch  288/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.019
Epoch  16 Batch  289/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  16 Batch  290/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  16 Batch  291/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.020
Epoch  16 Batch  292/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.014
Epoch  16 Batch  293/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.024
Epoch  16 Batch  294/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.020
Epoch  16 Batch  295/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.019
Epoch  16 Batch  296/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.027
Epoch  16 Batch  297/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.019
Epoch  16 Batch  298/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.018
Epoch  16 Batch  299/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.027
Epoch  16 Batch  300/538 - Train Accuracy:  0.946, Validation Accuracy:  0.942, Loss:  0.023
Epoch  16 Batch  301/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.022
Epoch  16 Batch  302/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.019
Epoch  16 Batch  303/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.023
Epoch  16 Batch  304/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.024
Epoch  16 Batch  305/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.022
Epoch  16 Batch  306/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.020
Epoch  16 Batch  307/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  16 Batch  308/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.020
Epoch  16 Batch  309/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  16 Batch  310/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.024
Epoch  16 Batch  311/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.023
Epoch  16 Batch  312/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.017
Epoch  16 Batch  313/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.018
Epoch  16 Batch  314/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  16 Batch  315/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.023
Epoch  16 Batch  316/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  16 Batch  317/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.025
Epoch  16 Batch  318/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.020
Epoch  16 Batch  319/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.021
Epoch  16 Batch  320/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.019
Epoch  16 Batch  321/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.020
Epoch  16 Batch  322/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.019
Epoch  16 Batch  323/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.019
Epoch  16 Batch  324/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.018
Epoch  16 Batch  325/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.018
Epoch  16 Batch  326/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.021
Epoch  16 Batch  327/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.023
Epoch  16 Batch  328/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.019
Epoch  16 Batch  329/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.015
Epoch  16 Batch  330/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.023
Epoch  16 Batch  331/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.023
Epoch  16 Batch  332/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.023
Epoch  16 Batch  333/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  16 Batch  334/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.015
Epoch  16 Batch  335/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  16 Batch  336/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.020
Epoch  16 Batch  337/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.021
Epoch  16 Batch  338/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.017
Epoch  16 Batch  339/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.023
Epoch  16 Batch  340/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.018
Epoch  16 Batch  341/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.021
Epoch  16 Batch  342/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.018
Epoch  16 Batch  343/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.018
Epoch  16 Batch  344/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.021
Epoch  16 Batch  345/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.022
Epoch  16 Batch  346/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.026
Epoch  16 Batch  347/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.018
Epoch  16 Batch  348/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.017
Epoch  16 Batch  349/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.019
Epoch  16 Batch  350/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.024
Epoch  16 Batch  351/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.022
Epoch  16 Batch  352/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.038
Epoch  16 Batch  353/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.023
Epoch  16 Batch  354/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.022
Epoch  16 Batch  355/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.024
Epoch  16 Batch  356/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.018
Epoch  16 Batch  357/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.018
Epoch  16 Batch  358/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.018
Epoch  16 Batch  359/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.023
Epoch  16 Batch  360/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.018
Epoch  16 Batch  361/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.021
Epoch  16 Batch  362/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.016
Epoch  16 Batch  363/538 - Train Accuracy:  0.970, Validation Accuracy:  0.943, Loss:  0.018
Epoch  16 Batch  364/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.028
Epoch  16 Batch  365/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.022
Epoch  16 Batch  366/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.024
Epoch  16 Batch  367/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.014
Epoch  16 Batch  368/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.017
Epoch  16 Batch  369/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.015
Epoch  16 Batch  370/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.023
Epoch  16 Batch  371/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.019
Epoch  16 Batch  372/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.019
Epoch  16 Batch  373/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.017
Epoch  16 Batch  374/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.017
Epoch  16 Batch  375/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.020
Epoch  16 Batch  376/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.020
Epoch  16 Batch  377/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.021
Epoch  16 Batch  378/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.014
Epoch  16 Batch  379/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.022
Epoch  16 Batch  380/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.018
Epoch  16 Batch  381/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.020
Epoch  16 Batch  382/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.023
Epoch  16 Batch  383/538 - Train Accuracy:  0.973, Validation Accuracy:  0.945, Loss:  0.015
Epoch  16 Batch  384/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.021
Epoch  16 Batch  385/538 - Train Accuracy:  0.966, Validation Accuracy:  0.941, Loss:  0.021
Epoch  16 Batch  386/538 - Train Accuracy:  0.973, Validation Accuracy:  0.943, Loss:  0.018
Epoch  16 Batch  387/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.017
Epoch  16 Batch  388/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.022
Epoch  16 Batch  389/538 - Train Accuracy:  0.939, Validation Accuracy:  0.943, Loss:  0.024
Epoch  16 Batch  390/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.018
Epoch  16 Batch  391/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.021
Epoch  16 Batch  392/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.014
Epoch  16 Batch  393/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  394/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.021
Epoch  16 Batch  395/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.024
Epoch  16 Batch  396/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.017
Epoch  16 Batch  397/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.017
Epoch  16 Batch  398/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  16 Batch  399/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.020
Epoch  16 Batch  400/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.019
Epoch  16 Batch  401/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.014
Epoch  16 Batch  402/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.014
Epoch  16 Batch  403/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  404/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.023
Epoch  16 Batch  405/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.019
Epoch  16 Batch  406/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.018
Epoch  16 Batch  407/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.020
Epoch  16 Batch  408/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.022
Epoch  16 Batch  409/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.018
Epoch  16 Batch  410/538 - Train Accuracy:  0.985, Validation Accuracy:  0.944, Loss:  0.015
Epoch  16 Batch  411/538 - Train Accuracy:  0.969, Validation Accuracy:  0.937, Loss:  0.023
Epoch  16 Batch  412/538 - Train Accuracy:  0.970, Validation Accuracy:  0.943, Loss:  0.013
Epoch  16 Batch  413/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.017
Epoch  16 Batch  414/538 - Train Accuracy:  0.938, Validation Accuracy:  0.948, Loss:  0.024
Epoch  16 Batch  415/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  416/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.017
Epoch  16 Batch  417/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.018
Epoch  16 Batch  418/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.022
Epoch  16 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  16 Batch  420/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.019
Epoch  16 Batch  421/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.016
Epoch  16 Batch  422/538 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.020
Epoch  16 Batch  423/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.018
Epoch  16 Batch  424/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.022
Epoch  16 Batch  425/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.028
Epoch  16 Batch  426/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.025
Epoch  16 Batch  427/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.019
Epoch  16 Batch  428/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.016
Epoch  16 Batch  429/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.024
Epoch  16 Batch  430/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.021
Epoch  16 Batch  431/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.019
Epoch  16 Batch  432/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.020
Epoch  16 Batch  433/538 - Train Accuracy:  0.944, Validation Accuracy:  0.951, Loss:  0.036
Epoch  16 Batch  434/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.018
Epoch  16 Batch  435/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.015
Epoch  16 Batch  436/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.024
Epoch  16 Batch  437/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.021
Epoch  16 Batch  438/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.016
Epoch  16 Batch  439/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.019
Epoch  16 Batch  440/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.019
Epoch  16 Batch  441/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.024
Epoch  16 Batch  442/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.018
Epoch  16 Batch  443/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.018
Epoch  16 Batch  444/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.016
Epoch  16 Batch  445/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.017
Epoch  16 Batch  446/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.019
Epoch  16 Batch  447/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.020
Epoch  16 Batch  448/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.020
Epoch  16 Batch  449/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.020
Epoch  16 Batch  450/538 - Train Accuracy:  0.943, Validation Accuracy:  0.961, Loss:  0.030
Epoch  16 Batch  451/538 - Train Accuracy:  0.942, Validation Accuracy:  0.961, Loss:  0.020
Epoch  16 Batch  452/538 - Train Accuracy:  0.947, Validation Accuracy:  0.962, Loss:  0.020
Epoch  16 Batch  453/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.025
Epoch  16 Batch  454/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.026
Epoch  16 Batch  455/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  16 Batch  456/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.042
Epoch  16 Batch  457/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.026
Epoch  16 Batch  458/538 - Train Accuracy:  0.974, Validation Accuracy:  0.942, Loss:  0.018
Epoch  16 Batch  459/538 - Train Accuracy:  0.978, Validation Accuracy:  0.936, Loss:  0.014
Epoch  16 Batch  460/538 - Train Accuracy:  0.963, Validation Accuracy:  0.938, Loss:  0.019
Epoch  16 Batch  461/538 - Train Accuracy:  0.966, Validation Accuracy:  0.937, Loss:  0.023
Epoch  16 Batch  462/538 - Train Accuracy:  0.970, Validation Accuracy:  0.939, Loss:  0.017
Epoch  16 Batch  463/538 - Train Accuracy:  0.955, Validation Accuracy:  0.936, Loss:  0.024
Epoch  16 Batch  464/538 - Train Accuracy:  0.963, Validation Accuracy:  0.938, Loss:  0.021
Epoch  16 Batch  465/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.020
Epoch  16 Batch  466/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.025
Epoch  16 Batch  467/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.022
Epoch  16 Batch  468/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.025
Epoch  16 Batch  469/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.024
Epoch  16 Batch  470/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.022
Epoch  16 Batch  471/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.014
Epoch  16 Batch  472/538 - Train Accuracy:  0.984, Validation Accuracy:  0.954, Loss:  0.019
Epoch  16 Batch  473/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.020
Epoch  16 Batch  474/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.018
Epoch  16 Batch  475/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.023
Epoch  16 Batch  476/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.022
Epoch  16 Batch  477/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.024
Epoch  16 Batch  478/538 - Train Accuracy:  0.984, Validation Accuracy:  0.941, Loss:  0.013
Epoch  16 Batch  479/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.023
Epoch  16 Batch  480/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.023
Epoch  16 Batch  481/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.020
Epoch  16 Batch  482/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.020
Epoch  16 Batch  483/538 - Train Accuracy:  0.942, Validation Accuracy:  0.945, Loss:  0.024
Epoch  16 Batch  484/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.023
Epoch  16 Batch  485/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.020
Epoch  16 Batch  486/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.017
Epoch  16 Batch  487/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.018
Epoch  16 Batch  488/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.016
Epoch  16 Batch  489/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.020
Epoch  16 Batch  490/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.020
Epoch  16 Batch  491/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.023
Epoch  16 Batch  492/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.026
Epoch  16 Batch  493/538 - Train Accuracy:  0.945, Validation Accuracy:  0.962, Loss:  0.020
Epoch  16 Batch  494/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.018
Epoch  16 Batch  495/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.021
Epoch  16 Batch  496/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.016
Epoch  16 Batch  497/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.018
Epoch  16 Batch  498/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.020
Epoch  16 Batch  499/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.022
Epoch  16 Batch  500/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  16 Batch  501/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.022
Epoch  16 Batch  502/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.021
Epoch  16 Batch  503/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.019
Epoch  16 Batch  504/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.018
Epoch  16 Batch  505/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.014
Epoch  16 Batch  506/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  16 Batch  507/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.022
Epoch  16 Batch  508/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.019
Epoch  16 Batch  509/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.024
Epoch  16 Batch  510/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.020
Epoch  16 Batch  511/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.022
Epoch  16 Batch  512/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.025
Epoch  16 Batch  513/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.020
Epoch  16 Batch  514/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.020
Epoch  16 Batch  515/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.025
Epoch  16 Batch  516/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.016
Epoch  16 Batch  517/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.018
Epoch  16 Batch  518/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.024
Epoch  16 Batch  519/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.021
Epoch  16 Batch  520/538 - Train Accuracy:  0.949, Validation Accuracy:  0.944, Loss:  0.026
Epoch  16 Batch  521/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.030
Epoch  16 Batch  522/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.018
Epoch  16 Batch  523/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.020
Epoch  16 Batch  524/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.020
Epoch  16 Batch  525/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.021
Epoch  16 Batch  526/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.021
Epoch  16 Batch  527/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.021
Epoch  16 Batch  528/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.024
Epoch  16 Batch  529/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.020
Epoch  16 Batch  530/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.022
Epoch  16 Batch  531/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.030
Epoch  16 Batch  532/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.016
Epoch  16 Batch  533/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.017
Epoch  16 Batch  534/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  16 Batch  535/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.021
Epoch  16 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.023
Epoch  17 Batch    0/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.018
Epoch  17 Batch    1/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.020
Epoch  17 Batch    2/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.023
Epoch  17 Batch    3/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.017
Epoch  17 Batch    4/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.022
Epoch  17 Batch    5/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.022
Epoch  17 Batch    6/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.025
Epoch  17 Batch    7/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.019
Epoch  17 Batch    8/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.019
Epoch  17 Batch    9/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.019
Epoch  17 Batch   10/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.026
Epoch  17 Batch   11/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.020
Epoch  17 Batch   12/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.021
Epoch  17 Batch   13/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  17 Batch   14/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.021
Epoch  17 Batch   15/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.021
Epoch  17 Batch   16/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.027
Epoch  17 Batch   17/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.021
Epoch  17 Batch   18/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.033
Epoch  17 Batch   19/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.023
Epoch  17 Batch   20/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.019
Epoch  17 Batch   21/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  17 Batch   22/538 - Train Accuracy:  0.949, Validation Accuracy:  0.957, Loss:  0.028
Epoch  17 Batch   23/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.028
Epoch  17 Batch   24/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.026
Epoch  17 Batch   25/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.036
Epoch  17 Batch   26/538 - Train Accuracy:  0.942, Validation Accuracy:  0.955, Loss:  0.029
Epoch  17 Batch   27/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.017
Epoch  17 Batch   28/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.022
Epoch  17 Batch   29/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  17 Batch   30/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.023
Epoch  17 Batch   31/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.017
Epoch  17 Batch   32/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.015
Epoch  17 Batch   33/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.025
Epoch  17 Batch   34/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.027
Epoch  17 Batch   35/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.018
Epoch  17 Batch   36/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  17 Batch   37/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.030
Epoch  17 Batch   38/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.026
Epoch  17 Batch   39/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  17 Batch   40/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  17 Batch   41/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.023
Epoch  17 Batch   42/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.022
Epoch  17 Batch   43/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.024
Epoch  17 Batch   44/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.026
Epoch  17 Batch   45/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.019
Epoch  17 Batch   46/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.020
Epoch  17 Batch   47/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.023
Epoch  17 Batch   48/538 - Train Accuracy:  0.953, Validation Accuracy:  0.943, Loss:  0.028
Epoch  17 Batch   49/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.020
Epoch  17 Batch   50/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.019
Epoch  17 Batch   51/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.026
Epoch  17 Batch   52/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.019
Epoch  17 Batch   53/538 - Train Accuracy:  0.933, Validation Accuracy:  0.953, Loss:  0.026
Epoch  17 Batch   54/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  17 Batch   55/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.022
Epoch  17 Batch   56/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.023
Epoch  17 Batch   57/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.025
Epoch  17 Batch   58/538 - Train Accuracy:  0.955, Validation Accuracy:  0.937, Loss:  0.020
Epoch  17 Batch   59/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.019
Epoch  17 Batch   60/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.024
Epoch  17 Batch   61/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.020
Epoch  17 Batch   62/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.023
Epoch  17 Batch   63/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.020
Epoch  17 Batch   64/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.017
Epoch  17 Batch   65/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.019
Epoch  17 Batch   66/538 - Train Accuracy:  0.966, Validation Accuracy:  0.941, Loss:  0.017
Epoch  17 Batch   67/538 - Train Accuracy:  0.963, Validation Accuracy:  0.939, Loss:  0.016
Epoch  17 Batch   68/538 - Train Accuracy:  0.954, Validation Accuracy:  0.939, Loss:  0.021
Epoch  17 Batch   69/538 - Train Accuracy:  0.968, Validation Accuracy:  0.941, Loss:  0.023
Epoch  17 Batch   70/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.020
Epoch  17 Batch   71/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.024
Epoch  17 Batch   72/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.036
Epoch  17 Batch   73/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.022
Epoch  17 Batch   74/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.021
Epoch  17 Batch   75/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.025
Epoch  17 Batch   76/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.023
Epoch  17 Batch   77/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.019
Epoch  17 Batch   78/538 - Train Accuracy:  0.943, Validation Accuracy:  0.947, Loss:  0.024
Epoch  17 Batch   79/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.018
Epoch  17 Batch   80/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.019
Epoch  17 Batch   81/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.024
Epoch  17 Batch   82/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.028
Epoch  17 Batch   83/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.021
Epoch  17 Batch   84/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.022
Epoch  17 Batch   85/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.019
Epoch  17 Batch   86/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.018
Epoch  17 Batch   87/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.021
Epoch  17 Batch   88/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.020
Epoch  17 Batch   89/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.017
Epoch  17 Batch   90/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.029
Epoch  17 Batch   91/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.024
Epoch  17 Batch   92/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.021
Epoch  17 Batch   93/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.017
Epoch  17 Batch   94/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.015
Epoch  17 Batch   95/538 - Train Accuracy:  0.943, Validation Accuracy:  0.954, Loss:  0.018
Epoch  17 Batch   96/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  17 Batch   97/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.020
Epoch  17 Batch   98/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.021
Epoch  17 Batch   99/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.015
Epoch  17 Batch  100/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.018
Epoch  17 Batch  101/538 - Train Accuracy:  0.937, Validation Accuracy:  0.943, Loss:  0.033
Epoch  17 Batch  102/538 - Train Accuracy:  0.949, Validation Accuracy:  0.938, Loss:  0.025
Epoch  17 Batch  103/538 - Train Accuracy:  0.957, Validation Accuracy:  0.940, Loss:  0.024
Epoch  17 Batch  104/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.018
Epoch  17 Batch  105/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.013
Epoch  17 Batch  106/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.020
Epoch  17 Batch  107/538 - Train Accuracy:  0.953, Validation Accuracy:  0.944, Loss:  0.027
Epoch  17 Batch  108/538 - Train Accuracy:  0.961, Validation Accuracy:  0.941, Loss:  0.022
Epoch  17 Batch  109/538 - Train Accuracy:  0.970, Validation Accuracy:  0.944, Loss:  0.015
Epoch  17 Batch  110/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.022
Epoch  17 Batch  111/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.020
Epoch  17 Batch  112/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.023
Epoch  17 Batch  113/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.025
Epoch  17 Batch  114/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.014
Epoch  17 Batch  115/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.024
Epoch  17 Batch  116/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.021
Epoch  17 Batch  117/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.024
Epoch  17 Batch  118/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.023
Epoch  17 Batch  119/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.018
Epoch  17 Batch  120/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.021
Epoch  17 Batch  121/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.024
Epoch  17 Batch  122/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.022
Epoch  17 Batch  123/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.019
Epoch  17 Batch  124/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.020
Epoch  17 Batch  125/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.020
Epoch  17 Batch  126/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.026
Epoch  17 Batch  127/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.027
Epoch  17 Batch  128/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.019
Epoch  17 Batch  129/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.015
Epoch  17 Batch  130/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.023
Epoch  17 Batch  131/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.018
Epoch  17 Batch  132/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.023
Epoch  17 Batch  133/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.022
Epoch  17 Batch  134/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.027
Epoch  17 Batch  135/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.027
Epoch  17 Batch  136/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.016
Epoch  17 Batch  137/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.021
Epoch  17 Batch  138/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.020
Epoch  17 Batch  139/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.027
Epoch  17 Batch  140/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.024
Epoch  17 Batch  141/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.019
Epoch  17 Batch  142/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.022
Epoch  17 Batch  143/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.032
Epoch  17 Batch  144/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.023
Epoch  17 Batch  145/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.025
Epoch  17 Batch  146/538 - Train Accuracy:  0.966, Validation Accuracy:  0.939, Loss:  0.018
Epoch  17 Batch  147/538 - Train Accuracy:  0.961, Validation Accuracy:  0.937, Loss:  0.021
Epoch  17 Batch  148/538 - Train Accuracy:  0.951, Validation Accuracy:  0.932, Loss:  0.027
Epoch  17 Batch  149/538 - Train Accuracy:  0.970, Validation Accuracy:  0.933, Loss:  0.018
Epoch  17 Batch  150/538 - Train Accuracy:  0.972, Validation Accuracy:  0.940, Loss:  0.020
Epoch  17 Batch  151/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.022
Epoch  17 Batch  152/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.025
Epoch  17 Batch  153/538 - Train Accuracy:  0.946, Validation Accuracy:  0.955, Loss:  0.018
Epoch  17 Batch  154/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.022
Epoch  17 Batch  155/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.020
Epoch  17 Batch  156/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.018
Epoch  17 Batch  157/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.016
Epoch  17 Batch  158/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  17 Batch  159/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.025
Epoch  17 Batch  160/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.018
Epoch  17 Batch  161/538 - Train Accuracy:  0.962, Validation Accuracy:  0.940, Loss:  0.017
Epoch  17 Batch  162/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.022
Epoch  17 Batch  163/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.024
Epoch  17 Batch  164/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.020
Epoch  17 Batch  165/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.013
Epoch  17 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.017
Epoch  17 Batch  167/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.030
Epoch  17 Batch  168/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.023
Epoch  17 Batch  169/538 - Train Accuracy:  0.982, Validation Accuracy:  0.950, Loss:  0.014
Epoch  17 Batch  170/538 - Train Accuracy:  0.947, Validation Accuracy:  0.946, Loss:  0.019
Epoch  17 Batch  171/538 - Train Accuracy:  0.947, Validation Accuracy:  0.947, Loss:  0.026
Epoch  17 Batch  172/538 - Train Accuracy:  0.972, Validation Accuracy:  0.941, Loss:  0.016
Epoch  17 Batch  173/538 - Train Accuracy:  0.976, Validation Accuracy:  0.942, Loss:  0.014
Epoch  17 Batch  174/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.015
Epoch  17 Batch  175/538 - Train Accuracy:  0.963, Validation Accuracy:  0.939, Loss:  0.018
Epoch  17 Batch  176/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.021
Epoch  17 Batch  177/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.018
Epoch  17 Batch  178/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.022
Epoch  17 Batch  179/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.017
Epoch  17 Batch  180/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.019
Epoch  17 Batch  181/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.026
Epoch  17 Batch  182/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.015
Epoch  17 Batch  183/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.019
Epoch  17 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.016
Epoch  17 Batch  185/538 - Train Accuracy:  0.980, Validation Accuracy:  0.949, Loss:  0.013
Epoch  17 Batch  186/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.019
Epoch  17 Batch  187/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.018
Epoch  17 Batch  188/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.019
Epoch  17 Batch  189/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.026
Epoch  17 Batch  190/538 - Train Accuracy:  0.945, Validation Accuracy:  0.954, Loss:  0.026
Epoch  17 Batch  191/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.018
Epoch  17 Batch  192/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  17 Batch  193/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  17 Batch  194/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.025
Epoch  17 Batch  195/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.024
Epoch  17 Batch  196/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.018
Epoch  17 Batch  197/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.019
Epoch  17 Batch  198/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.017
Epoch  17 Batch  199/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.022
Epoch  17 Batch  200/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.013
Epoch  17 Batch  201/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.024
Epoch  17 Batch  202/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.021
Epoch  17 Batch  203/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.023
Epoch  17 Batch  204/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.025
Epoch  17 Batch  205/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.020
Epoch  17 Batch  206/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.020
Epoch  17 Batch  207/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.016
Epoch  17 Batch  208/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.026
Epoch  17 Batch  209/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.022
Epoch  17 Batch  210/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.021
Epoch  17 Batch  211/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.026
Epoch  17 Batch  212/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.020
Epoch  17 Batch  213/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  17 Batch  214/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  17 Batch  215/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.020
Epoch  17 Batch  216/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.022
Epoch  17 Batch  217/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.023
Epoch  17 Batch  218/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.015
Epoch  17 Batch  219/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.024
Epoch  17 Batch  220/538 - Train Accuracy:  0.946, Validation Accuracy:  0.935, Loss:  0.022
Epoch  17 Batch  221/538 - Train Accuracy:  0.951, Validation Accuracy:  0.935, Loss:  0.020
Epoch  17 Batch  222/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.018
Epoch  17 Batch  223/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.020
Epoch  17 Batch  224/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.026
Epoch  17 Batch  225/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.019
Epoch  17 Batch  226/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.027
Epoch  17 Batch  227/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.020
Epoch  17 Batch  228/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.018
Epoch  17 Batch  229/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.024
Epoch  17 Batch  230/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.019
Epoch  17 Batch  231/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.020
Epoch  17 Batch  232/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.026
Epoch  17 Batch  233/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.024
Epoch  17 Batch  234/538 - Train Accuracy:  0.980, Validation Accuracy:  0.949, Loss:  0.019
Epoch  17 Batch  235/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.015
Epoch  17 Batch  236/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.020
Epoch  17 Batch  237/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.019
Epoch  17 Batch  238/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.019
Epoch  17 Batch  239/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.019
Epoch  17 Batch  240/538 - Train Accuracy:  0.950, Validation Accuracy:  0.940, Loss:  0.019
Epoch  17 Batch  241/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.023
Epoch  17 Batch  242/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.019
Epoch  17 Batch  243/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.018
Epoch  17 Batch  244/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.020
Epoch  17 Batch  245/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.021
Epoch  17 Batch  246/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.018
Epoch  17 Batch  247/538 - Train Accuracy:  0.946, Validation Accuracy:  0.938, Loss:  0.020
Epoch  17 Batch  248/538 - Train Accuracy:  0.960, Validation Accuracy:  0.934, Loss:  0.024
Epoch  17 Batch  249/538 - Train Accuracy:  0.967, Validation Accuracy:  0.932, Loss:  0.015
Epoch  17 Batch  250/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.023
Epoch  17 Batch  251/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.019
Epoch  17 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.021
Epoch  17 Batch  253/538 - Train Accuracy:  0.945, Validation Accuracy:  0.956, Loss:  0.018
Epoch  17 Batch  254/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.022
Epoch  17 Batch  255/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.017
Epoch  17 Batch  256/538 - Train Accuracy:  0.957, Validation Accuracy:  0.941, Loss:  0.022
Epoch  17 Batch  257/538 - Train Accuracy:  0.965, Validation Accuracy:  0.938, Loss:  0.022
Epoch  17 Batch  258/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.020
Epoch  17 Batch  259/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.014
Epoch  17 Batch  260/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.021
Epoch  17 Batch  261/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.019
Epoch  17 Batch  262/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.022
Epoch  17 Batch  263/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.019
Epoch  17 Batch  264/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.024
Epoch  17 Batch  265/538 - Train Accuracy:  0.946, Validation Accuracy:  0.948, Loss:  0.023
Epoch  17 Batch  266/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.021
Epoch  17 Batch  267/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.020
Epoch  17 Batch  268/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.014
Epoch  17 Batch  269/538 - Train Accuracy:  0.945, Validation Accuracy:  0.951, Loss:  0.027
Epoch  17 Batch  270/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.019
Epoch  17 Batch  271/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.018
Epoch  17 Batch  272/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.019
Epoch  17 Batch  273/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.022
Epoch  17 Batch  274/538 - Train Accuracy:  0.947, Validation Accuracy:  0.942, Loss:  0.022
Epoch  17 Batch  275/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.021
Epoch  17 Batch  276/538 - Train Accuracy:  0.949, Validation Accuracy:  0.938, Loss:  0.023
Epoch  17 Batch  277/538 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.013
Epoch  17 Batch  278/538 - Train Accuracy:  0.952, Validation Accuracy:  0.941, Loss:  0.018
Epoch  17 Batch  279/538 - Train Accuracy:  0.949, Validation Accuracy:  0.948, Loss:  0.019
Epoch  17 Batch  280/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.014
Epoch  17 Batch  281/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.023
Epoch  17 Batch  282/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.019
Epoch  17 Batch  283/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.019
Epoch  17 Batch  284/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.024
Epoch  17 Batch  285/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.017
Epoch  17 Batch  286/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.022
Epoch  17 Batch  287/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.015
Epoch  17 Batch  288/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.019
Epoch  17 Batch  289/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.017
Epoch  17 Batch  290/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.015
Epoch  17 Batch  291/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.021
Epoch  17 Batch  292/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.012
Epoch  17 Batch  293/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.019
Epoch  17 Batch  294/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.019
Epoch  17 Batch  295/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.017
Epoch  17 Batch  296/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.025
Epoch  17 Batch  297/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.021
Epoch  17 Batch  298/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  17 Batch  299/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.029
Epoch  17 Batch  300/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.023
Epoch  17 Batch  301/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.021
Epoch  17 Batch  302/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.024
Epoch  17 Batch  303/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.023
Epoch  17 Batch  304/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.022
Epoch  17 Batch  305/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.017
Epoch  17 Batch  306/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.020
Epoch  17 Batch  307/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  17 Batch  308/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  17 Batch  309/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.016
Epoch  17 Batch  310/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.024
Epoch  17 Batch  311/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.023
Epoch  17 Batch  312/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  17 Batch  313/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.021
Epoch  17 Batch  314/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  17 Batch  315/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.019
Epoch  17 Batch  316/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.015
Epoch  17 Batch  317/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.020
Epoch  17 Batch  318/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.015
Epoch  17 Batch  319/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.020
Epoch  17 Batch  320/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.015
Epoch  17 Batch  321/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.014
Epoch  17 Batch  322/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.018
Epoch  17 Batch  323/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.021
Epoch  17 Batch  324/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.015
Epoch  17 Batch  325/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  17 Batch  326/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.022
Epoch  17 Batch  327/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  17 Batch  328/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.018
Epoch  17 Batch  329/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.013
Epoch  17 Batch  330/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  17 Batch  331/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.014
Epoch  17 Batch  332/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.018
Epoch  17 Batch  333/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.015
Epoch  17 Batch  334/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.016
Epoch  17 Batch  335/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.018
Epoch  17 Batch  336/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.015
Epoch  17 Batch  337/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  17 Batch  338/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.015
Epoch  17 Batch  339/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.013
Epoch  17 Batch  340/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.014
Epoch  17 Batch  341/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.015
Epoch  17 Batch  342/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.020
Epoch  17 Batch  343/538 - Train Accuracy:  0.981, Validation Accuracy:  0.952, Loss:  0.017
Epoch  17 Batch  344/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.018
Epoch  17 Batch  345/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.022
Epoch  17 Batch  346/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.020
Epoch  17 Batch  347/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  17 Batch  348/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.017
Epoch  17 Batch  349/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.013
Epoch  17 Batch  350/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.022
Epoch  17 Batch  351/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.018
Epoch  17 Batch  352/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.032
Epoch  17 Batch  353/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.021
Epoch  17 Batch  354/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.014
Epoch  17 Batch  355/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.019
Epoch  17 Batch  356/538 - Train Accuracy:  0.980, Validation Accuracy:  0.949, Loss:  0.012
Epoch  17 Batch  357/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.016
Epoch  17 Batch  358/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.013
Epoch  17 Batch  359/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.018
Epoch  17 Batch  360/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.017
Epoch  17 Batch  361/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.020
Epoch  17 Batch  362/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.015
Epoch  17 Batch  363/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  17 Batch  364/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.024
Epoch  17 Batch  365/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.017
Epoch  17 Batch  366/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.021
Epoch  17 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.013
Epoch  17 Batch  368/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.012
Epoch  17 Batch  369/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.014
Epoch  17 Batch  370/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.020
Epoch  17 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.940, Loss:  0.017
Epoch  17 Batch  372/538 - Train Accuracy:  0.973, Validation Accuracy:  0.940, Loss:  0.019
Epoch  17 Batch  373/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.018
Epoch  17 Batch  374/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.015
Epoch  17 Batch  375/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.018
Epoch  17 Batch  376/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.018
Epoch  17 Batch  377/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.022
Epoch  17 Batch  378/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.014
Epoch  17 Batch  379/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.016
Epoch  17 Batch  380/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.017
Epoch  17 Batch  381/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.016
Epoch  17 Batch  382/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.021
Epoch  17 Batch  383/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  17 Batch  384/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.020
Epoch  17 Batch  385/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.021
Epoch  17 Batch  386/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.017
Epoch  17 Batch  387/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.015
Epoch  17 Batch  388/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.021
Epoch  17 Batch  389/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.024
Epoch  17 Batch  390/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.017
Epoch  17 Batch  391/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.018
Epoch  17 Batch  392/538 - Train Accuracy:  0.967, Validation Accuracy:  0.939, Loss:  0.015
Epoch  17 Batch  393/538 - Train Accuracy:  0.973, Validation Accuracy:  0.937, Loss:  0.022
Epoch  17 Batch  394/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.026
Epoch  17 Batch  395/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.020
Epoch  17 Batch  396/538 - Train Accuracy:  0.971, Validation Accuracy:  0.939, Loss:  0.014
Epoch  17 Batch  397/538 - Train Accuracy:  0.971, Validation Accuracy:  0.938, Loss:  0.020
Epoch  17 Batch  398/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.023
Epoch  17 Batch  399/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.026
Epoch  17 Batch  400/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.022
Epoch  17 Batch  401/538 - Train Accuracy:  0.987, Validation Accuracy:  0.952, Loss:  0.017
Epoch  17 Batch  402/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.015
Epoch  17 Batch  403/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.021
Epoch  17 Batch  404/538 - Train Accuracy:  0.969, Validation Accuracy:  0.935, Loss:  0.023
Epoch  17 Batch  405/538 - Train Accuracy:  0.961, Validation Accuracy:  0.935, Loss:  0.017
Epoch  17 Batch  406/538 - Train Accuracy:  0.956, Validation Accuracy:  0.936, Loss:  0.024
Epoch  17 Batch  407/538 - Train Accuracy:  0.954, Validation Accuracy:  0.933, Loss:  0.031
Epoch  17 Batch  408/538 - Train Accuracy:  0.949, Validation Accuracy:  0.934, Loss:  0.021
Epoch  17 Batch  409/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.019
Epoch  17 Batch  410/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.026
Epoch  17 Batch  411/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.021
Epoch  17 Batch  412/538 - Train Accuracy:  0.963, Validation Accuracy:  0.937, Loss:  0.014
Epoch  17 Batch  413/538 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.018
Epoch  17 Batch  414/538 - Train Accuracy:  0.939, Validation Accuracy:  0.941, Loss:  0.030
Epoch  17 Batch  415/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.028
Epoch  17 Batch  416/538 - Train Accuracy:  0.952, Validation Accuracy:  0.935, Loss:  0.020
Epoch  17 Batch  417/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.020
Epoch  17 Batch  418/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.027
Epoch  17 Batch  419/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.020
Epoch  17 Batch  420/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.024
Epoch  17 Batch  421/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.017
Epoch  17 Batch  422/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.021
Epoch  17 Batch  423/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.022
Epoch  17 Batch  424/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.027
Epoch  17 Batch  425/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.025
Epoch  17 Batch  426/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.021
Epoch  17 Batch  427/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.022
Epoch  17 Batch  428/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.015
Epoch  17 Batch  429/538 - Train Accuracy:  0.947, Validation Accuracy:  0.940, Loss:  0.022
Epoch  17 Batch  430/538 - Train Accuracy:  0.941, Validation Accuracy:  0.940, Loss:  0.022
Epoch  17 Batch  431/538 - Train Accuracy:  0.951, Validation Accuracy:  0.942, Loss:  0.019
Epoch  17 Batch  432/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.024
Epoch  17 Batch  433/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.031
Epoch  17 Batch  434/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.020
Epoch  17 Batch  435/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.018
Epoch  17 Batch  436/538 - Train Accuracy:  0.941, Validation Accuracy:  0.953, Loss:  0.025
Epoch  17 Batch  437/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.022
Epoch  17 Batch  438/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.014
Epoch  17 Batch  439/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.019
Epoch  17 Batch  440/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.020
Epoch  17 Batch  441/538 - Train Accuracy:  0.943, Validation Accuracy:  0.952, Loss:  0.025
Epoch  17 Batch  442/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.017
Epoch  17 Batch  443/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.020
Epoch  17 Batch  444/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.018
Epoch  17 Batch  445/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.015
Epoch  17 Batch  446/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.019
Epoch  17 Batch  447/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.016
Epoch  17 Batch  448/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  17 Batch  449/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.024
Epoch  17 Batch  450/538 - Train Accuracy:  0.942, Validation Accuracy:  0.961, Loss:  0.029
Epoch  17 Batch  451/538 - Train Accuracy:  0.947, Validation Accuracy:  0.960, Loss:  0.023
Epoch  17 Batch  452/538 - Train Accuracy:  0.947, Validation Accuracy:  0.963, Loss:  0.020
Epoch  17 Batch  453/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.020
Epoch  17 Batch  454/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.024
Epoch  17 Batch  455/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.020
Epoch  17 Batch  456/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.037
Epoch  17 Batch  457/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.020
Epoch  17 Batch  458/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.019
Epoch  17 Batch  459/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.014
Epoch  17 Batch  460/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.024
Epoch  17 Batch  461/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.022
Epoch  17 Batch  462/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.018
Epoch  17 Batch  463/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.027
Epoch  17 Batch  464/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.017
Epoch  17 Batch  465/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.020
Epoch  17 Batch  466/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.019
Epoch  17 Batch  467/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.021
Epoch  17 Batch  468/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.021
Epoch  17 Batch  469/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.019
Epoch  17 Batch  470/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.023
Epoch  17 Batch  471/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.014
Epoch  17 Batch  472/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.012
Epoch  17 Batch  473/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.022
Epoch  17 Batch  474/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.013
Epoch  17 Batch  475/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.016
Epoch  17 Batch  476/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.018
Epoch  17 Batch  477/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.021
Epoch  17 Batch  478/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.015
Epoch  17 Batch  479/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.018
Epoch  17 Batch  480/538 - Train Accuracy:  0.945, Validation Accuracy:  0.961, Loss:  0.022
Epoch  17 Batch  481/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.019
Epoch  17 Batch  482/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.019
Epoch  17 Batch  483/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.022
Epoch  17 Batch  484/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.023
Epoch  17 Batch  485/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.020
Epoch  17 Batch  486/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.013
Epoch  17 Batch  487/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  17 Batch  488/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.016
Epoch  17 Batch  489/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.020
Epoch  17 Batch  490/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.022
Epoch  17 Batch  491/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.023
Epoch  17 Batch  492/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.020
Epoch  17 Batch  493/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.021
Epoch  17 Batch  494/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.019
Epoch  17 Batch  495/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.021
Epoch  17 Batch  496/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.020
Epoch  17 Batch  497/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.017
Epoch  17 Batch  498/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.020
Epoch  17 Batch  499/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.022
Epoch  17 Batch  500/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.014
Epoch  17 Batch  501/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.022
Epoch  17 Batch  502/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.018
Epoch  17 Batch  503/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.021
Epoch  17 Batch  504/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.021
Epoch  17 Batch  505/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.014
Epoch  17 Batch  506/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.016
Epoch  17 Batch  507/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.019
Epoch  17 Batch  508/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.020
Epoch  17 Batch  509/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.021
Epoch  17 Batch  510/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.017
Epoch  17 Batch  511/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.025
Epoch  17 Batch  512/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.023
Epoch  17 Batch  513/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.018
Epoch  17 Batch  514/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.017
Epoch  17 Batch  515/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.023
Epoch  17 Batch  516/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.018
Epoch  17 Batch  517/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.015
Epoch  17 Batch  518/538 - Train Accuracy:  0.950, Validation Accuracy:  0.961, Loss:  0.023
Epoch  17 Batch  519/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  17 Batch  520/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.021
Epoch  17 Batch  521/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.021
Epoch  17 Batch  522/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.018
Epoch  17 Batch  523/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.018
Epoch  17 Batch  524/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.016
Epoch  17 Batch  525/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.019
Epoch  17 Batch  526/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.023
Epoch  17 Batch  527/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.017
Epoch  17 Batch  528/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.022
Epoch  17 Batch  529/538 - Train Accuracy:  0.948, Validation Accuracy:  0.962, Loss:  0.021
Epoch  17 Batch  530/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.025
Epoch  17 Batch  531/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.028
Epoch  17 Batch  532/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.022
Epoch  17 Batch  533/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.016
Epoch  17 Batch  534/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.016
Epoch  17 Batch  535/538 - Train Accuracy:  0.957, Validation Accuracy:  0.939, Loss:  0.019
Epoch  17 Batch  536/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.021
Epoch  18 Batch    0/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.015
Epoch  18 Batch    1/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.018
Epoch  18 Batch    2/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.022
Epoch  18 Batch    3/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch    4/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.017
Epoch  18 Batch    5/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.023
Epoch  18 Batch    6/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  18 Batch    7/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.018
Epoch  18 Batch    8/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.021
Epoch  18 Batch    9/538 - Train Accuracy:  0.952, Validation Accuracy:  0.964, Loss:  0.017
Epoch  18 Batch   10/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.024
Epoch  18 Batch   11/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.018
Epoch  18 Batch   12/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.018
Epoch  18 Batch   13/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.018
Epoch  18 Batch   14/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.016
Epoch  18 Batch   15/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  18 Batch   16/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.023
Epoch  18 Batch   17/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.017
Epoch  18 Batch   18/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.022
Epoch  18 Batch   19/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.021
Epoch  18 Batch   20/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.022
Epoch  18 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.951, Loss:  0.011
Epoch  18 Batch   22/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.022
Epoch  18 Batch   23/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.022
Epoch  18 Batch   24/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.023
Epoch  18 Batch   25/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.023
Epoch  18 Batch   26/538 - Train Accuracy:  0.942, Validation Accuracy:  0.952, Loss:  0.026
Epoch  18 Batch   27/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.014
Epoch  18 Batch   28/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.024
Epoch  18 Batch   29/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.016
Epoch  18 Batch   30/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.022
Epoch  18 Batch   31/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.014
Epoch  18 Batch   32/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.012
Epoch  18 Batch   33/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.022
Epoch  18 Batch   34/538 - Train Accuracy:  0.948, Validation Accuracy:  0.959, Loss:  0.025
Epoch  18 Batch   35/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.020
Epoch  18 Batch   36/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.014
Epoch  18 Batch   37/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.022
Epoch  18 Batch   38/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.019
Epoch  18 Batch   39/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.017
Epoch  18 Batch   40/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.016
Epoch  18 Batch   41/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.020
Epoch  18 Batch   42/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.017
Epoch  18 Batch   43/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.020
Epoch  18 Batch   44/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch   45/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.017
Epoch  18 Batch   46/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.016
Epoch  18 Batch   47/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.019
Epoch  18 Batch   48/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.027
Epoch  18 Batch   49/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.016
Epoch  18 Batch   50/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.016
Epoch  18 Batch   51/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.025
Epoch  18 Batch   52/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.020
Epoch  18 Batch   53/538 - Train Accuracy:  0.941, Validation Accuracy:  0.959, Loss:  0.024
Epoch  18 Batch   54/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch   55/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  18 Batch   56/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.022
Epoch  18 Batch   57/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.021
Epoch  18 Batch   58/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.019
Epoch  18 Batch   59/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch   60/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.022
Epoch  18 Batch   61/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.017
Epoch  18 Batch   62/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.023
Epoch  18 Batch   63/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.014
Epoch  18 Batch   64/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.019
Epoch  18 Batch   65/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.020
Epoch  18 Batch   66/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  18 Batch   67/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.018
Epoch  18 Batch   68/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.021
Epoch  18 Batch   69/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.015
Epoch  18 Batch   70/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.016
Epoch  18 Batch   71/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.023
Epoch  18 Batch   72/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.033
Epoch  18 Batch   73/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.019
Epoch  18 Batch   74/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.016
Epoch  18 Batch   75/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.024
Epoch  18 Batch   76/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.021
Epoch  18 Batch   77/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.018
Epoch  18 Batch   78/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.021
Epoch  18 Batch   79/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  18 Batch   80/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.019
Epoch  18 Batch   81/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.020
Epoch  18 Batch   82/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.025
Epoch  18 Batch   83/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  18 Batch   84/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.022
Epoch  18 Batch   85/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  18 Batch   86/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.015
Epoch  18 Batch   87/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.020
Epoch  18 Batch   88/538 - Train Accuracy:  0.976, Validation Accuracy:  0.943, Loss:  0.017
Epoch  18 Batch   89/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.016
Epoch  18 Batch   90/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.021
Epoch  18 Batch   91/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.022
Epoch  18 Batch   92/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.016
Epoch  18 Batch   93/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.016
Epoch  18 Batch   94/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.015
Epoch  18 Batch   95/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.017
Epoch  18 Batch   96/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.012
Epoch  18 Batch   97/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.015
Epoch  18 Batch   98/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.021
Epoch  18 Batch   99/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  18 Batch  100/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.019
Epoch  18 Batch  101/538 - Train Accuracy:  0.944, Validation Accuracy:  0.961, Loss:  0.028
Epoch  18 Batch  102/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.023
Epoch  18 Batch  103/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.020
Epoch  18 Batch  104/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  18 Batch  105/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.013
Epoch  18 Batch  106/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.016
Epoch  18 Batch  107/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.022
Epoch  18 Batch  108/538 - Train Accuracy:  0.973, Validation Accuracy:  0.945, Loss:  0.017
Epoch  18 Batch  109/538 - Train Accuracy:  0.971, Validation Accuracy:  0.943, Loss:  0.016
Epoch  18 Batch  110/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.017
Epoch  18 Batch  111/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.016
Epoch  18 Batch  112/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.022
Epoch  18 Batch  113/538 - Train Accuracy:  0.945, Validation Accuracy:  0.959, Loss:  0.020
Epoch  18 Batch  114/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.015
Epoch  18 Batch  115/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.020
Epoch  18 Batch  116/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.023
Epoch  18 Batch  117/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.022
Epoch  18 Batch  118/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  18 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.013
Epoch  18 Batch  120/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.018
Epoch  18 Batch  121/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.022
Epoch  18 Batch  122/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.018
Epoch  18 Batch  123/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.020
Epoch  18 Batch  124/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.018
Epoch  18 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.017
Epoch  18 Batch  126/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.021
Epoch  18 Batch  127/538 - Train Accuracy:  0.940, Validation Accuracy:  0.948, Loss:  0.026
Epoch  18 Batch  128/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.015
Epoch  18 Batch  129/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.012
Epoch  18 Batch  130/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.017
Epoch  18 Batch  131/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.018
Epoch  18 Batch  132/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.021
Epoch  18 Batch  133/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  18 Batch  134/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.023
Epoch  18 Batch  135/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.021
Epoch  18 Batch  136/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  18 Batch  137/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.019
Epoch  18 Batch  138/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.017
Epoch  18 Batch  139/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.028
Epoch  18 Batch  140/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.025
Epoch  18 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.016
Epoch  18 Batch  142/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.018
Epoch  18 Batch  143/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.030
Epoch  18 Batch  144/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.022
Epoch  18 Batch  145/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.026
Epoch  18 Batch  146/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.017
Epoch  18 Batch  147/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.019
Epoch  18 Batch  148/538 - Train Accuracy:  0.945, Validation Accuracy:  0.942, Loss:  0.023
Epoch  18 Batch  149/538 - Train Accuracy:  0.974, Validation Accuracy:  0.942, Loss:  0.015
Epoch  18 Batch  150/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.018
Epoch  18 Batch  151/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.023
Epoch  18 Batch  152/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.023
Epoch  18 Batch  153/538 - Train Accuracy:  0.945, Validation Accuracy:  0.962, Loss:  0.017
Epoch  18 Batch  154/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.015
Epoch  18 Batch  155/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.022
Epoch  18 Batch  156/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  18 Batch  157/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.017
Epoch  18 Batch  158/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.020
Epoch  18 Batch  159/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.022
Epoch  18 Batch  160/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.015
Epoch  18 Batch  161/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.017
Epoch  18 Batch  162/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.018
Epoch  18 Batch  163/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.021
Epoch  18 Batch  164/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  18 Batch  165/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.012
Epoch  18 Batch  166/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.014
Epoch  18 Batch  167/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.029
Epoch  18 Batch  168/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.021
Epoch  18 Batch  169/538 - Train Accuracy:  0.985, Validation Accuracy:  0.964, Loss:  0.012
Epoch  18 Batch  170/538 - Train Accuracy:  0.948, Validation Accuracy:  0.959, Loss:  0.019
Epoch  18 Batch  171/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.021
Epoch  18 Batch  172/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  18 Batch  173/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.012
Epoch  18 Batch  174/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.017
Epoch  18 Batch  175/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.016
Epoch  18 Batch  176/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.022
Epoch  18 Batch  177/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.016
Epoch  18 Batch  178/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.018
Epoch  18 Batch  179/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.016
Epoch  18 Batch  180/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.015
Epoch  18 Batch  181/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.021
Epoch  18 Batch  182/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.013
Epoch  18 Batch  183/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.011
Epoch  18 Batch  184/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch  185/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.011
Epoch  18 Batch  186/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.014
Epoch  18 Batch  187/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.016
Epoch  18 Batch  188/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.017
Epoch  18 Batch  189/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.024
Epoch  18 Batch  190/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.022
Epoch  18 Batch  191/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.016
Epoch  18 Batch  192/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.014
Epoch  18 Batch  193/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch  194/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.024
Epoch  18 Batch  195/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.026
Epoch  18 Batch  196/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.013
Epoch  18 Batch  197/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.016
Epoch  18 Batch  198/538 - Train Accuracy:  0.972, Validation Accuracy:  0.945, Loss:  0.018
Epoch  18 Batch  199/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.017
Epoch  18 Batch  200/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.013
Epoch  18 Batch  201/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.024
Epoch  18 Batch  202/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.018
Epoch  18 Batch  203/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.022
Epoch  18 Batch  204/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.025
Epoch  18 Batch  205/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.018
Epoch  18 Batch  206/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.016
Epoch  18 Batch  207/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  18 Batch  208/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.022
Epoch  18 Batch  209/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.018
Epoch  18 Batch  210/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.023
Epoch  18 Batch  211/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.021
Epoch  18 Batch  212/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.017
Epoch  18 Batch  213/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  18 Batch  214/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.013
Epoch  18 Batch  215/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.014
Epoch  18 Batch  216/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.022
Epoch  18 Batch  217/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.019
Epoch  18 Batch  218/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.015
Epoch  18 Batch  219/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.022
Epoch  18 Batch  220/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.021
Epoch  18 Batch  221/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.019
Epoch  18 Batch  222/538 - Train Accuracy:  0.974, Validation Accuracy:  0.934, Loss:  0.015
Epoch  18 Batch  223/538 - Train Accuracy:  0.965, Validation Accuracy:  0.930, Loss:  0.021
Epoch  18 Batch  224/538 - Train Accuracy:  0.948, Validation Accuracy:  0.929, Loss:  0.028
Epoch  18 Batch  225/538 - Train Accuracy:  0.966, Validation Accuracy:  0.940, Loss:  0.022
Epoch  18 Batch  226/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.023
Epoch  18 Batch  227/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.020
Epoch  18 Batch  228/538 - Train Accuracy:  0.947, Validation Accuracy:  0.953, Loss:  0.022
Epoch  18 Batch  229/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.024
Epoch  18 Batch  230/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.021
Epoch  18 Batch  231/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.020
Epoch  18 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.022
Epoch  18 Batch  233/538 - Train Accuracy:  0.969, Validation Accuracy:  0.938, Loss:  0.019
Epoch  18 Batch  234/538 - Train Accuracy:  0.975, Validation Accuracy:  0.936, Loss:  0.014
Epoch  18 Batch  235/538 - Train Accuracy:  0.957, Validation Accuracy:  0.940, Loss:  0.018
Epoch  18 Batch  236/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.022
Epoch  18 Batch  237/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.014
Epoch  18 Batch  238/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.018
Epoch  18 Batch  239/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.022
Epoch  18 Batch  240/538 - Train Accuracy:  0.943, Validation Accuracy:  0.956, Loss:  0.022
Epoch  18 Batch  241/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  18 Batch  242/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.019
Epoch  18 Batch  243/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  18 Batch  244/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.020
Epoch  18 Batch  245/538 - Train Accuracy:  0.968, Validation Accuracy:  0.938, Loss:  0.020
Epoch  18 Batch  246/538 - Train Accuracy:  0.953, Validation Accuracy:  0.925, Loss:  0.016
Epoch  18 Batch  247/538 - Train Accuracy:  0.946, Validation Accuracy:  0.922, Loss:  0.020
Epoch  18 Batch  248/538 - Train Accuracy:  0.950, Validation Accuracy:  0.931, Loss:  0.023
Epoch  18 Batch  249/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.015
Epoch  18 Batch  250/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.015
Epoch  18 Batch  251/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.018
Epoch  18 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.020
Epoch  18 Batch  253/538 - Train Accuracy:  0.948, Validation Accuracy:  0.958, Loss:  0.017
Epoch  18 Batch  254/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.021
Epoch  18 Batch  255/538 - Train Accuracy:  0.982, Validation Accuracy:  0.955, Loss:  0.014
Epoch  18 Batch  256/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.019
Epoch  18 Batch  257/538 - Train Accuracy:  0.973, Validation Accuracy:  0.941, Loss:  0.016
Epoch  18 Batch  258/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.019
Epoch  18 Batch  259/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.015
Epoch  18 Batch  260/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.020
Epoch  18 Batch  261/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.023
Epoch  18 Batch  262/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.023
Epoch  18 Batch  263/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.020
Epoch  18 Batch  264/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.022
Epoch  18 Batch  265/538 - Train Accuracy:  0.951, Validation Accuracy:  0.945, Loss:  0.022
Epoch  18 Batch  266/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.021
Epoch  18 Batch  267/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.018
Epoch  18 Batch  268/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.015
Epoch  18 Batch  269/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.021
Epoch  18 Batch  270/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.024
Epoch  18 Batch  271/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.015
Epoch  18 Batch  272/538 - Train Accuracy:  0.970, Validation Accuracy:  0.943, Loss:  0.017
Epoch  18 Batch  273/538 - Train Accuracy:  0.963, Validation Accuracy:  0.940, Loss:  0.021
Epoch  18 Batch  274/538 - Train Accuracy:  0.954, Validation Accuracy:  0.931, Loss:  0.018
Epoch  18 Batch  275/538 - Train Accuracy:  0.962, Validation Accuracy:  0.934, Loss:  0.019
Epoch  18 Batch  276/538 - Train Accuracy:  0.946, Validation Accuracy:  0.935, Loss:  0.024
Epoch  18 Batch  277/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.018
Epoch  18 Batch  278/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.017
Epoch  18 Batch  279/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.016
Epoch  18 Batch  280/538 - Train Accuracy:  0.954, Validation Accuracy:  0.940, Loss:  0.022
Epoch  18 Batch  281/538 - Train Accuracy:  0.952, Validation Accuracy:  0.942, Loss:  0.025
Epoch  18 Batch  282/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.023
Epoch  18 Batch  283/538 - Train Accuracy:  0.982, Validation Accuracy:  0.936, Loss:  0.017
Epoch  18 Batch  284/538 - Train Accuracy:  0.949, Validation Accuracy:  0.933, Loss:  0.023
Epoch  18 Batch  285/538 - Train Accuracy:  0.962, Validation Accuracy:  0.932, Loss:  0.018
Epoch  18 Batch  286/538 - Train Accuracy:  0.950, Validation Accuracy:  0.931, Loss:  0.032
Epoch  18 Batch  287/538 - Train Accuracy:  0.961, Validation Accuracy:  0.934, Loss:  0.018
Epoch  18 Batch  288/538 - Train Accuracy:  0.956, Validation Accuracy:  0.936, Loss:  0.019
Epoch  18 Batch  289/538 - Train Accuracy:  0.957, Validation Accuracy:  0.936, Loss:  0.019
Epoch  18 Batch  290/538 - Train Accuracy:  0.966, Validation Accuracy:  0.939, Loss:  0.016
Epoch  18 Batch  291/538 - Train Accuracy:  0.976, Validation Accuracy:  0.941, Loss:  0.025
Epoch  18 Batch  292/538 - Train Accuracy:  0.967, Validation Accuracy:  0.943, Loss:  0.014
Epoch  18 Batch  293/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.019
Epoch  18 Batch  294/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.021
Epoch  18 Batch  295/538 - Train Accuracy:  0.972, Validation Accuracy:  0.938, Loss:  0.018
Epoch  18 Batch  296/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.026
Epoch  18 Batch  297/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.020
Epoch  18 Batch  298/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.018
Epoch  18 Batch  299/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.028
Epoch  18 Batch  300/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.021
Epoch  18 Batch  301/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.024
Epoch  18 Batch  302/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.023
Epoch  18 Batch  303/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.018
Epoch  18 Batch  304/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.022
Epoch  18 Batch  305/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.019
Epoch  18 Batch  306/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.019
Epoch  18 Batch  307/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.016
Epoch  18 Batch  308/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.016
Epoch  18 Batch  309/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.014
Epoch  18 Batch  310/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.023
Epoch  18 Batch  311/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.022
Epoch  18 Batch  312/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.019
Epoch  18 Batch  313/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.018
Epoch  18 Batch  314/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  18 Batch  315/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.022
Epoch  18 Batch  316/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  18 Batch  317/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.021
Epoch  18 Batch  318/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.018
Epoch  18 Batch  319/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.017
Epoch  18 Batch  320/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.013
Epoch  18 Batch  321/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.014
Epoch  18 Batch  322/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.017
Epoch  18 Batch  323/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  18 Batch  324/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.013
Epoch  18 Batch  325/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.018
Epoch  18 Batch  326/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.022
Epoch  18 Batch  327/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.022
Epoch  18 Batch  328/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.016
Epoch  18 Batch  329/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.012
Epoch  18 Batch  330/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.019
Epoch  18 Batch  331/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.015
Epoch  18 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.015
Epoch  18 Batch  333/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.016
Epoch  18 Batch  334/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.016
Epoch  18 Batch  335/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.015
Epoch  18 Batch  336/538 - Train Accuracy:  0.954, Validation Accuracy:  0.969, Loss:  0.022
Epoch  18 Batch  337/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.019
Epoch  18 Batch  338/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  18 Batch  339/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  18 Batch  340/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.017
Epoch  18 Batch  341/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.013
Epoch  18 Batch  342/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.020
Epoch  18 Batch  343/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.017
Epoch  18 Batch  344/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.018
Epoch  18 Batch  345/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  18 Batch  346/538 - Train Accuracy:  0.947, Validation Accuracy:  0.955, Loss:  0.021
Epoch  18 Batch  347/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.017
Epoch  18 Batch  348/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.014
Epoch  18 Batch  349/538 - Train Accuracy:  0.979, Validation Accuracy:  0.951, Loss:  0.013
Epoch  18 Batch  350/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.022
Epoch  18 Batch  351/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.019
Epoch  18 Batch  352/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.031
Epoch  18 Batch  353/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.020
Epoch  18 Batch  354/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.014
Epoch  18 Batch  355/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.025
Epoch  18 Batch  356/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.016
Epoch  18 Batch  357/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  18 Batch  358/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.016
Epoch  18 Batch  359/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.017
Epoch  18 Batch  360/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.018
Epoch  18 Batch  361/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.020
Epoch  18 Batch  362/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  18 Batch  363/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.017
Epoch  18 Batch  364/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.026
Epoch  18 Batch  365/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  18 Batch  366/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.018
Epoch  18 Batch  367/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.015
Epoch  18 Batch  368/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  18 Batch  369/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  18 Batch  370/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.018
Epoch  18 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.016
Epoch  18 Batch  372/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch  373/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  18 Batch  374/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  18 Batch  375/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.017
Epoch  18 Batch  376/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.017
Epoch  18 Batch  377/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  18 Batch  378/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.012
Epoch  18 Batch  379/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.014
Epoch  18 Batch  380/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.017
Epoch  18 Batch  381/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.015
Epoch  18 Batch  382/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.023
Epoch  18 Batch  383/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  18 Batch  384/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  18 Batch  385/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.021
Epoch  18 Batch  386/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.018
Epoch  18 Batch  387/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.015
Epoch  18 Batch  388/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  18 Batch  389/538 - Train Accuracy:  0.948, Validation Accuracy:  0.948, Loss:  0.023
Epoch  18 Batch  390/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.018
Epoch  18 Batch  391/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.015
Epoch  18 Batch  392/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  18 Batch  393/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.018
Epoch  18 Batch  394/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.020
Epoch  18 Batch  395/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.023
Epoch  18 Batch  396/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.016
Epoch  18 Batch  397/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.020
Epoch  18 Batch  398/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  18 Batch  399/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.017
Epoch  18 Batch  400/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.019
Epoch  18 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.013
Epoch  18 Batch  402/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  18 Batch  403/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  18 Batch  404/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.023
Epoch  18 Batch  405/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.017
Epoch  18 Batch  406/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.019
Epoch  18 Batch  407/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.017
Epoch  18 Batch  408/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.020
Epoch  18 Batch  409/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.020
Epoch  18 Batch  410/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.020
Epoch  18 Batch  411/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.019
Epoch  18 Batch  412/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.012
Epoch  18 Batch  413/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.018
Epoch  18 Batch  414/538 - Train Accuracy:  0.944, Validation Accuracy:  0.943, Loss:  0.025
Epoch  18 Batch  415/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.020
Epoch  18 Batch  416/538 - Train Accuracy:  0.977, Validation Accuracy:  0.947, Loss:  0.017
Epoch  18 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.020
Epoch  18 Batch  418/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.026
Epoch  18 Batch  419/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  18 Batch  420/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.019
Epoch  18 Batch  421/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  18 Batch  422/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.018
Epoch  18 Batch  423/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.021
Epoch  18 Batch  424/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.024
Epoch  18 Batch  425/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.023
Epoch  18 Batch  426/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.021
Epoch  18 Batch  427/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.020
Epoch  18 Batch  428/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.014
Epoch  18 Batch  429/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  18 Batch  430/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.022
Epoch  18 Batch  431/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.020
Epoch  18 Batch  432/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.021
Epoch  18 Batch  433/538 - Train Accuracy:  0.944, Validation Accuracy:  0.946, Loss:  0.036
Epoch  18 Batch  434/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.018
Epoch  18 Batch  435/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  18 Batch  436/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.023
Epoch  18 Batch  437/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  18 Batch  438/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  18 Batch  439/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.017
Epoch  18 Batch  440/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.022
Epoch  18 Batch  441/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.023
Epoch  18 Batch  442/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  18 Batch  443/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.023
Epoch  18 Batch  444/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.018
Epoch  18 Batch  445/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.016
Epoch  18 Batch  446/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.016
Epoch  18 Batch  447/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.018
Epoch  18 Batch  448/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.021
Epoch  18 Batch  449/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.021
Epoch  18 Batch  450/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.026
Epoch  18 Batch  451/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.021
Epoch  18 Batch  452/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.018
Epoch  18 Batch  453/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.021
Epoch  18 Batch  454/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.022
Epoch  18 Batch  455/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.018
Epoch  18 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.037
Epoch  18 Batch  457/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.019
Epoch  18 Batch  458/538 - Train Accuracy:  0.966, Validation Accuracy:  0.939, Loss:  0.016
Epoch  18 Batch  459/538 - Train Accuracy:  0.974, Validation Accuracy:  0.942, Loss:  0.013
Epoch  18 Batch  460/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.016
Epoch  18 Batch  461/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.019
Epoch  18 Batch  462/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.014
Epoch  18 Batch  463/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.022
Epoch  18 Batch  464/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.014
Epoch  18 Batch  465/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.016
Epoch  18 Batch  466/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  18 Batch  467/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.015
Epoch  18 Batch  468/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.021
Epoch  18 Batch  469/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.019
Epoch  18 Batch  470/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.020
Epoch  18 Batch  471/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.012
Epoch  18 Batch  472/538 - Train Accuracy:  0.992, Validation Accuracy:  0.968, Loss:  0.014
Epoch  18 Batch  473/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.016
Epoch  18 Batch  474/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  18 Batch  475/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  18 Batch  476/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.021
Epoch  18 Batch  477/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.020
Epoch  18 Batch  478/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  18 Batch  479/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.015
Epoch  18 Batch  480/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.024
Epoch  18 Batch  481/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.019
Epoch  18 Batch  482/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.017
Epoch  18 Batch  483/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.018
Epoch  18 Batch  484/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.020
Epoch  18 Batch  485/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.020
Epoch  18 Batch  486/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.013
Epoch  18 Batch  487/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.015
Epoch  18 Batch  488/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.014
Epoch  18 Batch  489/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.021
Epoch  18 Batch  490/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.022
Epoch  18 Batch  491/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.024
Epoch  18 Batch  492/538 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.018
Epoch  18 Batch  493/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.016
Epoch  18 Batch  494/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.017
Epoch  18 Batch  495/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.018
Epoch  18 Batch  496/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.015
Epoch  18 Batch  497/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.015
Epoch  18 Batch  498/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.016
Epoch  18 Batch  499/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.020
Epoch  18 Batch  500/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.010
Epoch  18 Batch  501/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.017
Epoch  18 Batch  502/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.017
Epoch  18 Batch  503/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.019
Epoch  18 Batch  504/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.015
Epoch  18 Batch  505/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.012
Epoch  18 Batch  506/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  18 Batch  507/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  18 Batch  508/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  18 Batch  509/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.020
Epoch  18 Batch  510/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.012
Epoch  18 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.017
Epoch  18 Batch  512/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.020
Epoch  18 Batch  513/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.016
Epoch  18 Batch  514/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.017
Epoch  18 Batch  515/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.021
Epoch  18 Batch  516/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.015
Epoch  18 Batch  517/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.015
Epoch  18 Batch  518/538 - Train Accuracy:  0.947, Validation Accuracy:  0.960, Loss:  0.026
Epoch  18 Batch  519/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.018
Epoch  18 Batch  520/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.020
Epoch  18 Batch  521/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.022
Epoch  18 Batch  522/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  18 Batch  523/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  18 Batch  524/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.015
Epoch  18 Batch  525/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.019
Epoch  18 Batch  526/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.016
Epoch  18 Batch  527/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.016
Epoch  18 Batch  528/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.022
Epoch  18 Batch  529/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.020
Epoch  18 Batch  530/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.019
Epoch  18 Batch  531/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.029
Epoch  18 Batch  532/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.017
Epoch  18 Batch  533/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.015
Epoch  18 Batch  534/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  18 Batch  535/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.020
Epoch  18 Batch  536/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.020
Epoch  19 Batch    0/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  19 Batch    1/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.018
Epoch  19 Batch    2/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.021
Epoch  19 Batch    3/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch    4/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.016
Epoch  19 Batch    5/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.020
Epoch  19 Batch    6/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.016
Epoch  19 Batch    7/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.018
Epoch  19 Batch    8/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  19 Batch    9/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  19 Batch   10/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.019
Epoch  19 Batch   11/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.020
Epoch  19 Batch   12/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.016
Epoch  19 Batch   13/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.020
Epoch  19 Batch   14/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.019
Epoch  19 Batch   15/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.019
Epoch  19 Batch   16/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.026
Epoch  19 Batch   17/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.018
Epoch  19 Batch   18/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.026
Epoch  19 Batch   19/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.022
Epoch  19 Batch   20/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch   21/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.016
Epoch  19 Batch   22/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.021
Epoch  19 Batch   23/538 - Train Accuracy:  0.967, Validation Accuracy:  0.939, Loss:  0.023
Epoch  19 Batch   24/538 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.023
Epoch  19 Batch   25/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.022
Epoch  19 Batch   26/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.024
Epoch  19 Batch   27/538 - Train Accuracy:  0.983, Validation Accuracy:  0.952, Loss:  0.012
Epoch  19 Batch   28/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.023
Epoch  19 Batch   29/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.014
Epoch  19 Batch   30/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.023
Epoch  19 Batch   31/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.016
Epoch  19 Batch   32/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.013
Epoch  19 Batch   33/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.022
Epoch  19 Batch   34/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.024
Epoch  19 Batch   35/538 - Train Accuracy:  0.976, Validation Accuracy:  0.945, Loss:  0.018
Epoch  19 Batch   36/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.014
Epoch  19 Batch   37/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.024
Epoch  19 Batch   38/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.018
Epoch  19 Batch   39/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.019
Epoch  19 Batch   40/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.017
Epoch  19 Batch   41/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.017
Epoch  19 Batch   42/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.017
Epoch  19 Batch   43/538 - Train Accuracy:  0.949, Validation Accuracy:  0.960, Loss:  0.022
Epoch  19 Batch   44/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  19 Batch   45/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.019
Epoch  19 Batch   46/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.018
Epoch  19 Batch   47/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.017
Epoch  19 Batch   48/538 - Train Accuracy:  0.949, Validation Accuracy:  0.964, Loss:  0.024
Epoch  19 Batch   49/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.018
Epoch  19 Batch   50/538 - Train Accuracy:  0.949, Validation Accuracy:  0.963, Loss:  0.021
Epoch  19 Batch   51/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.026
Epoch  19 Batch   52/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.018
Epoch  19 Batch   53/538 - Train Accuracy:  0.929, Validation Accuracy:  0.941, Loss:  0.023
Epoch  19 Batch   54/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.018
Epoch  19 Batch   55/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.020
Epoch  19 Batch   56/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.019
Epoch  19 Batch   57/538 - Train Accuracy:  0.942, Validation Accuracy:  0.963, Loss:  0.020
Epoch  19 Batch   58/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.016
Epoch  19 Batch   59/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.017
Epoch  19 Batch   60/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.024
Epoch  19 Batch   61/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.022
Epoch  19 Batch   62/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.021
Epoch  19 Batch   63/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.017
Epoch  19 Batch   64/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.018
Epoch  19 Batch   65/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  19 Batch   66/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  19 Batch   67/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  19 Batch   68/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.018
Epoch  19 Batch   69/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.014
Epoch  19 Batch   70/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  19 Batch   71/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.023
Epoch  19 Batch   72/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.035
Epoch  19 Batch   73/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.021
Epoch  19 Batch   74/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.017
Epoch  19 Batch   75/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.025
Epoch  19 Batch   76/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.018
Epoch  19 Batch   77/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  19 Batch   78/538 - Train Accuracy:  0.955, Validation Accuracy:  0.970, Loss:  0.018
Epoch  19 Batch   79/538 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.015
Epoch  19 Batch   80/538 - Train Accuracy:  0.963, Validation Accuracy:  0.976, Loss:  0.019
Epoch  19 Batch   81/538 - Train Accuracy:  0.960, Validation Accuracy:  0.977, Loss:  0.018
Epoch  19 Batch   82/538 - Train Accuracy:  0.964, Validation Accuracy:  0.975, Loss:  0.024
Epoch  19 Batch   83/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.018
Epoch  19 Batch   84/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.015
Epoch  19 Batch   85/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.018
Epoch  19 Batch   86/538 - Train Accuracy:  0.976, Validation Accuracy:  0.944, Loss:  0.014
Epoch  19 Batch   87/538 - Train Accuracy:  0.944, Validation Accuracy:  0.946, Loss:  0.021
Epoch  19 Batch   88/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.017
Epoch  19 Batch   89/538 - Train Accuracy:  0.978, Validation Accuracy:  0.948, Loss:  0.014
Epoch  19 Batch   90/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.024
Epoch  19 Batch   91/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.019
Epoch  19 Batch   92/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  19 Batch   93/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.013
Epoch  19 Batch   94/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.014
Epoch  19 Batch   95/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.016
Epoch  19 Batch   96/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.011
Epoch  19 Batch   97/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.014
Epoch  19 Batch   98/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.019
Epoch  19 Batch   99/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.016
Epoch  19 Batch  100/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.016
Epoch  19 Batch  101/538 - Train Accuracy:  0.944, Validation Accuracy:  0.960, Loss:  0.027
Epoch  19 Batch  102/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.021
Epoch  19 Batch  103/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  19 Batch  104/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.016
Epoch  19 Batch  105/538 - Train Accuracy:  0.970, Validation Accuracy:  0.942, Loss:  0.013
Epoch  19 Batch  106/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.015
Epoch  19 Batch  107/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.019
Epoch  19 Batch  108/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.018
Epoch  19 Batch  109/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.017
Epoch  19 Batch  110/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.020
Epoch  19 Batch  111/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.016
Epoch  19 Batch  112/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  19 Batch  113/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.022
Epoch  19 Batch  114/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.012
Epoch  19 Batch  115/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch  116/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.022
Epoch  19 Batch  117/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.024
Epoch  19 Batch  118/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.018
Epoch  19 Batch  119/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.012
Epoch  19 Batch  120/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.016
Epoch  19 Batch  121/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.019
Epoch  19 Batch  122/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.020
Epoch  19 Batch  123/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.019
Epoch  19 Batch  124/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  19 Batch  125/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.019
Epoch  19 Batch  126/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.023
Epoch  19 Batch  127/538 - Train Accuracy:  0.948, Validation Accuracy:  0.957, Loss:  0.024
Epoch  19 Batch  128/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.018
Epoch  19 Batch  129/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.015
Epoch  19 Batch  130/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  19 Batch  131/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  19 Batch  132/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.020
Epoch  19 Batch  133/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.020
Epoch  19 Batch  134/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.024
Epoch  19 Batch  135/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.024
Epoch  19 Batch  136/538 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.014
Epoch  19 Batch  137/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.021
Epoch  19 Batch  138/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.016
Epoch  19 Batch  139/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.026
Epoch  19 Batch  140/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.025
Epoch  19 Batch  141/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.018
Epoch  19 Batch  142/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  19 Batch  143/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.033
Epoch  19 Batch  144/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.020
Epoch  19 Batch  145/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.024
Epoch  19 Batch  146/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  19 Batch  147/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.020
Epoch  19 Batch  148/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.024
Epoch  19 Batch  149/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.016
Epoch  19 Batch  150/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.018
Epoch  19 Batch  151/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.021
Epoch  19 Batch  152/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.025
Epoch  19 Batch  153/538 - Train Accuracy:  0.947, Validation Accuracy:  0.967, Loss:  0.017
Epoch  19 Batch  154/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.015
Epoch  19 Batch  155/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.018
Epoch  19 Batch  156/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.014
Epoch  19 Batch  157/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.019
Epoch  19 Batch  158/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  19 Batch  159/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.019
Epoch  19 Batch  160/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.015
Epoch  19 Batch  161/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.018
Epoch  19 Batch  162/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.019
Epoch  19 Batch  163/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.026
Epoch  19 Batch  164/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.016
Epoch  19 Batch  165/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.012
Epoch  19 Batch  166/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.014
Epoch  19 Batch  167/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.028
Epoch  19 Batch  168/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.022
Epoch  19 Batch  169/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.014
Epoch  19 Batch  170/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.015
Epoch  19 Batch  171/538 - Train Accuracy:  0.948, Validation Accuracy:  0.956, Loss:  0.024
Epoch  19 Batch  172/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  19 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.011
Epoch  19 Batch  174/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  19 Batch  175/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.014
Epoch  19 Batch  176/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.023
Epoch  19 Batch  177/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.019
Epoch  19 Batch  178/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.019
Epoch  19 Batch  179/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  19 Batch  180/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.019
Epoch  19 Batch  181/538 - Train Accuracy:  0.938, Validation Accuracy:  0.952, Loss:  0.026
Epoch  19 Batch  182/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.013
Epoch  19 Batch  183/538 - Train Accuracy:  0.980, Validation Accuracy:  0.948, Loss:  0.015
Epoch  19 Batch  184/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.018
Epoch  19 Batch  185/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.012
Epoch  19 Batch  186/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.016
Epoch  19 Batch  187/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.016
Epoch  19 Batch  188/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.019
Epoch  19 Batch  189/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.020
Epoch  19 Batch  190/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.027
Epoch  19 Batch  191/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.020
Epoch  19 Batch  192/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.019
Epoch  19 Batch  193/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  19 Batch  194/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.020
Epoch  19 Batch  195/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.025
Epoch  19 Batch  196/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  19 Batch  197/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.020
Epoch  19 Batch  198/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.019
Epoch  19 Batch  199/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.016
Epoch  19 Batch  200/538 - Train Accuracy:  0.967, Validation Accuracy:  0.939, Loss:  0.016
Epoch  19 Batch  201/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.021
Epoch  19 Batch  202/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.020
Epoch  19 Batch  203/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.021
Epoch  19 Batch  204/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.027
Epoch  19 Batch  205/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.019
Epoch  19 Batch  206/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.019
Epoch  19 Batch  207/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.019
Epoch  19 Batch  208/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.022
Epoch  19 Batch  209/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.021
Epoch  19 Batch  210/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.023
Epoch  19 Batch  211/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.025
Epoch  19 Batch  212/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.017
Epoch  19 Batch  213/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.017
Epoch  19 Batch  214/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.017
Epoch  19 Batch  215/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  19 Batch  216/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.023
Epoch  19 Batch  217/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.021
Epoch  19 Batch  218/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.014
Epoch  19 Batch  219/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.021
Epoch  19 Batch  220/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.019
Epoch  19 Batch  221/538 - Train Accuracy:  0.972, Validation Accuracy:  0.945, Loss:  0.015
Epoch  19 Batch  222/538 - Train Accuracy:  0.975, Validation Accuracy:  0.939, Loss:  0.012
Epoch  19 Batch  223/538 - Train Accuracy:  0.966, Validation Accuracy:  0.939, Loss:  0.019
Epoch  19 Batch  224/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.027
Epoch  19 Batch  225/538 - Train Accuracy:  0.966, Validation Accuracy:  0.937, Loss:  0.016
Epoch  19 Batch  226/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.022
Epoch  19 Batch  227/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.018
Epoch  19 Batch  228/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  19 Batch  229/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.022
Epoch  19 Batch  230/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch  231/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch  232/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.024
Epoch  19 Batch  233/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.017
Epoch  19 Batch  234/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.015
Epoch  19 Batch  235/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.016
Epoch  19 Batch  236/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.019
Epoch  19 Batch  237/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.015
Epoch  19 Batch  238/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.019
Epoch  19 Batch  239/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.023
Epoch  19 Batch  240/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.016
Epoch  19 Batch  241/538 - Train Accuracy:  0.948, Validation Accuracy:  0.952, Loss:  0.020
Epoch  19 Batch  242/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.018
Epoch  19 Batch  243/538 - Train Accuracy:  0.986, Validation Accuracy:  0.951, Loss:  0.014
Epoch  19 Batch  244/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.017
Epoch  19 Batch  245/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.019
Epoch  19 Batch  246/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.016
Epoch  19 Batch  247/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.020
Epoch  19 Batch  248/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.021
Epoch  19 Batch  249/538 - Train Accuracy:  0.977, Validation Accuracy:  0.946, Loss:  0.012
Epoch  19 Batch  250/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.012
Epoch  19 Batch  251/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.015
Epoch  19 Batch  252/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  19 Batch  253/538 - Train Accuracy:  0.952, Validation Accuracy:  0.966, Loss:  0.020
Epoch  19 Batch  254/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.025
Epoch  19 Batch  255/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.014
Epoch  19 Batch  256/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.020
Epoch  19 Batch  257/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.014
Epoch  19 Batch  258/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.016
Epoch  19 Batch  259/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.015
Epoch  19 Batch  260/538 - Train Accuracy:  0.943, Validation Accuracy:  0.952, Loss:  0.023
Epoch  19 Batch  261/538 - Train Accuracy:  0.964, Validation Accuracy:  0.940, Loss:  0.021
Epoch  19 Batch  262/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.022
Epoch  19 Batch  263/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.017
Epoch  19 Batch  264/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.020
Epoch  19 Batch  265/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.019
Epoch  19 Batch  266/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.020
Epoch  19 Batch  267/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  19 Batch  268/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.015
Epoch  19 Batch  269/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.022
Epoch  19 Batch  270/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch  271/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.015
Epoch  19 Batch  272/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.019
Epoch  19 Batch  273/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.022
Epoch  19 Batch  274/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.018
Epoch  19 Batch  275/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.021
Epoch  19 Batch  276/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.024
Epoch  19 Batch  277/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.012
Epoch  19 Batch  278/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.017
Epoch  19 Batch  279/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.021
Epoch  19 Batch  280/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.016
Epoch  19 Batch  281/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.019
Epoch  19 Batch  282/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.020
Epoch  19 Batch  283/538 - Train Accuracy:  0.982, Validation Accuracy:  0.948, Loss:  0.019
Epoch  19 Batch  284/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.023
Epoch  19 Batch  285/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.014
Epoch  19 Batch  286/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.026
Epoch  19 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.015
Epoch  19 Batch  288/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.017
Epoch  19 Batch  289/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.015
Epoch  19 Batch  290/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.011
Epoch  19 Batch  291/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.020
Epoch  19 Batch  292/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  19 Batch  293/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.020
Epoch  19 Batch  294/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.018
Epoch  19 Batch  295/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.018
Epoch  19 Batch  296/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.027
Epoch  19 Batch  297/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.020
Epoch  19 Batch  298/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.018
Epoch  19 Batch  299/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.027
Epoch  19 Batch  300/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.017
Epoch  19 Batch  301/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.021
Epoch  19 Batch  302/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.019
Epoch  19 Batch  303/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.020
Epoch  19 Batch  304/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.021
Epoch  19 Batch  305/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.016
Epoch  19 Batch  306/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.021
Epoch  19 Batch  307/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.022
Epoch  19 Batch  308/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  19 Batch  309/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.015
Epoch  19 Batch  310/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.028
Epoch  19 Batch  311/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.017
Epoch  19 Batch  312/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  19 Batch  313/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.020
Epoch  19 Batch  314/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.017
Epoch  19 Batch  315/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.022
Epoch  19 Batch  316/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.015
Epoch  19 Batch  317/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.020
Epoch  19 Batch  318/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.018
Epoch  19 Batch  319/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.020
Epoch  19 Batch  320/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.016
Epoch  19 Batch  321/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.014
Epoch  19 Batch  322/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  19 Batch  323/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.018
Epoch  19 Batch  324/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  19 Batch  325/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.018
Epoch  19 Batch  326/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.021
Epoch  19 Batch  327/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.020
Epoch  19 Batch  328/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.016
Epoch  19 Batch  329/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  19 Batch  330/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.018
Epoch  19 Batch  331/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.014
Epoch  19 Batch  332/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  19 Batch  333/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.016
Epoch  19 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  19 Batch  335/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  19 Batch  336/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.018
Epoch  19 Batch  337/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.015
Epoch  19 Batch  338/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  19 Batch  339/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.015
Epoch  19 Batch  340/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.014
Epoch  19 Batch  341/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.015
Epoch  19 Batch  342/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.018
Epoch  19 Batch  343/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.016
Epoch  19 Batch  344/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  19 Batch  345/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.022
Epoch  19 Batch  346/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.021
Epoch  19 Batch  347/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.019
Epoch  19 Batch  348/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.016
Epoch  19 Batch  349/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.014
Epoch  19 Batch  350/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.018
Epoch  19 Batch  351/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.020
Epoch  19 Batch  352/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.033
Epoch  19 Batch  353/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.018
Epoch  19 Batch  354/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  19 Batch  355/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.018
Epoch  19 Batch  356/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.012
Epoch  19 Batch  357/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.017
Epoch  19 Batch  358/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  19 Batch  359/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  19 Batch  360/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.016
Epoch  19 Batch  361/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.020
Epoch  19 Batch  362/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.015
Epoch  19 Batch  363/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.020
Epoch  19 Batch  364/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.025
Epoch  19 Batch  365/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.017
Epoch  19 Batch  366/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  19 Batch  367/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  19 Batch  368/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.011
Epoch  19 Batch  369/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.016
Epoch  19 Batch  370/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.022
Epoch  19 Batch  371/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.016
Epoch  19 Batch  372/538 - Train Accuracy:  0.977, Validation Accuracy:  0.946, Loss:  0.016
Epoch  19 Batch  373/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.013
Epoch  19 Batch  374/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.015
Epoch  19 Batch  375/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.016
Epoch  19 Batch  376/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.016
Epoch  19 Batch  377/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.021
Epoch  19 Batch  378/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.013
Epoch  19 Batch  379/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.017
Epoch  19 Batch  380/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.014
Epoch  19 Batch  381/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.011
Epoch  19 Batch  382/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.017
Epoch  19 Batch  383/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.017
Epoch  19 Batch  384/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.018
Epoch  19 Batch  385/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.018
Epoch  19 Batch  386/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  19 Batch  387/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.015
Epoch  19 Batch  388/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.020
Epoch  19 Batch  389/538 - Train Accuracy:  0.948, Validation Accuracy:  0.946, Loss:  0.021
Epoch  19 Batch  390/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.014
Epoch  19 Batch  391/538 - Train Accuracy:  0.965, Validation Accuracy:  0.941, Loss:  0.014
Epoch  19 Batch  392/538 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.013
Epoch  19 Batch  393/538 - Train Accuracy:  0.972, Validation Accuracy:  0.939, Loss:  0.016
Epoch  19 Batch  394/538 - Train Accuracy:  0.945, Validation Accuracy:  0.939, Loss:  0.027
Epoch  19 Batch  395/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.018
Epoch  19 Batch  396/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.014
Epoch  19 Batch  397/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.017
Epoch  19 Batch  398/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.017
Epoch  19 Batch  399/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.018
Epoch  19 Batch  400/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.021
Epoch  19 Batch  401/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.017
Epoch  19 Batch  402/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.019
Epoch  19 Batch  403/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.018
Epoch  19 Batch  404/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.023
Epoch  19 Batch  405/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.019
Epoch  19 Batch  406/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.018
Epoch  19 Batch  407/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.018
Epoch  19 Batch  408/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch  409/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.015
Epoch  19 Batch  410/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.017
Epoch  19 Batch  411/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.022
Epoch  19 Batch  412/538 - Train Accuracy:  0.974, Validation Accuracy:  0.945, Loss:  0.011
Epoch  19 Batch  413/538 - Train Accuracy:  0.977, Validation Accuracy:  0.946, Loss:  0.013
Epoch  19 Batch  414/538 - Train Accuracy:  0.941, Validation Accuracy:  0.949, Loss:  0.024
Epoch  19 Batch  415/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.019
Epoch  19 Batch  416/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.020
Epoch  19 Batch  417/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.015
Epoch  19 Batch  418/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.018
Epoch  19 Batch  419/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.018
Epoch  19 Batch  420/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.020
Epoch  19 Batch  421/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.016
Epoch  19 Batch  422/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.019
Epoch  19 Batch  423/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.019
Epoch  19 Batch  424/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.019
Epoch  19 Batch  425/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.025
Epoch  19 Batch  426/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.019
Epoch  19 Batch  427/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.019
Epoch  19 Batch  428/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.014
Epoch  19 Batch  429/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  19 Batch  430/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.022
Epoch  19 Batch  431/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.019
Epoch  19 Batch  432/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.025
Epoch  19 Batch  433/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.035
Epoch  19 Batch  434/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  19 Batch  435/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  19 Batch  436/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.022
Epoch  19 Batch  437/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.019
Epoch  19 Batch  438/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.014
Epoch  19 Batch  439/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.022
Epoch  19 Batch  440/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.018
Epoch  19 Batch  441/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.021
Epoch  19 Batch  442/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  19 Batch  443/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.023
Epoch  19 Batch  444/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.015
Epoch  19 Batch  445/538 - Train Accuracy:  0.970, Validation Accuracy:  0.941, Loss:  0.016
Epoch  19 Batch  446/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.018
Epoch  19 Batch  447/538 - Train Accuracy:  0.957, Validation Accuracy:  0.942, Loss:  0.017
Epoch  19 Batch  448/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.020
Epoch  19 Batch  449/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.020
Epoch  19 Batch  450/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.029
Epoch  19 Batch  451/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.018
Epoch  19 Batch  452/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.019
Epoch  19 Batch  453/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.021
Epoch  19 Batch  454/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.019
Epoch  19 Batch  455/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.016
Epoch  19 Batch  456/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.039
Epoch  19 Batch  457/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.019
Epoch  19 Batch  458/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.020
Epoch  19 Batch  459/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.019
Epoch  19 Batch  460/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.019
Epoch  19 Batch  461/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.023
Epoch  19 Batch  462/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  19 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.028
Epoch  19 Batch  464/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.014
Epoch  19 Batch  465/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.018
Epoch  19 Batch  466/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.022
Epoch  19 Batch  467/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.017
Epoch  19 Batch  468/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.025
Epoch  19 Batch  469/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.016
Epoch  19 Batch  470/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.021
Epoch  19 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.012
Epoch  19 Batch  472/538 - Train Accuracy:  0.988, Validation Accuracy:  0.964, Loss:  0.017
Epoch  19 Batch  473/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.019
Epoch  19 Batch  474/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.018
Epoch  19 Batch  475/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.018
Epoch  19 Batch  476/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.020
Epoch  19 Batch  477/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.025
Epoch  19 Batch  478/538 - Train Accuracy:  0.981, Validation Accuracy:  0.943, Loss:  0.014
Epoch  19 Batch  479/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.017
Epoch  19 Batch  480/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.025
Epoch  19 Batch  481/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.028
Epoch  19 Batch  482/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  19 Batch  483/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.025
Epoch  19 Batch  484/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.022
Epoch  19 Batch  485/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.020
Epoch  19 Batch  486/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.014
Epoch  19 Batch  487/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  19 Batch  488/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.025
Epoch  19 Batch  489/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  19 Batch  490/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.021
Epoch  19 Batch  491/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.021
Epoch  19 Batch  492/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.017
Epoch  19 Batch  493/538 - Train Accuracy:  0.946, Validation Accuracy:  0.945, Loss:  0.021
Epoch  19 Batch  494/538 - Train Accuracy:  0.963, Validation Accuracy:  0.938, Loss:  0.021
Epoch  19 Batch  495/538 - Train Accuracy:  0.967, Validation Accuracy:  0.936, Loss:  0.021
Epoch  19 Batch  496/538 - Train Accuracy:  0.960, Validation Accuracy:  0.939, Loss:  0.019
Epoch  19 Batch  497/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.017
Epoch  19 Batch  498/538 - Train Accuracy:  0.965, Validation Accuracy:  0.937, Loss:  0.017
Epoch  19 Batch  499/538 - Train Accuracy:  0.956, Validation Accuracy:  0.942, Loss:  0.026
Epoch  19 Batch  500/538 - Train Accuracy:  0.975, Validation Accuracy:  0.944, Loss:  0.013
Epoch  19 Batch  501/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.019
Epoch  19 Batch  502/538 - Train Accuracy:  0.951, Validation Accuracy:  0.944, Loss:  0.026
Epoch  19 Batch  503/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.020
Epoch  19 Batch  504/538 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.017
Epoch  19 Batch  505/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.013
Epoch  19 Batch  506/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.015
Epoch  19 Batch  507/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.021
Epoch  19 Batch  508/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.025
Epoch  19 Batch  509/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.021
Epoch  19 Batch  510/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  19 Batch  511/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.020
Epoch  19 Batch  512/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.026
Epoch  19 Batch  513/538 - Train Accuracy:  0.939, Validation Accuracy:  0.963, Loss:  0.024
Epoch  19 Batch  514/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.019
Epoch  19 Batch  515/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.022
Epoch  19 Batch  516/538 - Train Accuracy:  0.944, Validation Accuracy:  0.949, Loss:  0.019
Epoch  19 Batch  517/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.019
Epoch  19 Batch  518/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.026
Epoch  19 Batch  519/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.019
Epoch  19 Batch  520/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.023
Epoch  19 Batch  521/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.024
Epoch  19 Batch  522/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.021
Epoch  19 Batch  523/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  19 Batch  524/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  19 Batch  525/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.020
Epoch  19 Batch  526/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.018
Epoch  19 Batch  527/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  19 Batch  528/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.021
Epoch  19 Batch  529/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.018
Epoch  19 Batch  530/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.022
Epoch  19 Batch  531/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.026
Epoch  19 Batch  532/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.018
Epoch  19 Batch  533/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.018
Epoch  19 Batch  534/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  19 Batch  535/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.019
Epoch  19 Batch  536/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.022
Epoch  20 Batch    0/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.019
Epoch  20 Batch    1/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.021
Epoch  20 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch    3/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  20 Batch    4/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.019
Epoch  20 Batch    5/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.018
Epoch  20 Batch    6/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.018
Epoch  20 Batch    7/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.021
Epoch  20 Batch    8/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  20 Batch    9/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  20 Batch   10/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.022
Epoch  20 Batch   11/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch   12/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.017
Epoch  20 Batch   13/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.020
Epoch  20 Batch   14/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.015
Epoch  20 Batch   15/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  20 Batch   16/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.022
Epoch  20 Batch   17/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.019
Epoch  20 Batch   18/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.025
Epoch  20 Batch   19/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch   20/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.022
Epoch  20 Batch   21/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.013
Epoch  20 Batch   22/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.021
Epoch  20 Batch   23/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.020
Epoch  20 Batch   24/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.023
Epoch  20 Batch   25/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.025
Epoch  20 Batch   26/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.024
Epoch  20 Batch   27/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.013
Epoch  20 Batch   28/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.018
Epoch  20 Batch   29/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  20 Batch   30/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.023
Epoch  20 Batch   31/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.011
Epoch  20 Batch   32/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.011
Epoch  20 Batch   33/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.028
Epoch  20 Batch   34/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.023
Epoch  20 Batch   35/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.015
Epoch  20 Batch   36/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.017
Epoch  20 Batch   37/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.020
Epoch  20 Batch   38/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.019
Epoch  20 Batch   39/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  20 Batch   40/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.017
Epoch  20 Batch   41/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  20 Batch   42/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.014
Epoch  20 Batch   43/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.020
Epoch  20 Batch   44/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  20 Batch   45/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.018
Epoch  20 Batch   46/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.018
Epoch  20 Batch   47/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  20 Batch   48/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.022
Epoch  20 Batch   49/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  20 Batch   50/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.018
Epoch  20 Batch   51/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.023
Epoch  20 Batch   52/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  20 Batch   53/538 - Train Accuracy:  0.942, Validation Accuracy:  0.956, Loss:  0.024
Epoch  20 Batch   54/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.015
Epoch  20 Batch   55/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  20 Batch   56/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.018
Epoch  20 Batch   57/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.019
Epoch  20 Batch   58/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.016
Epoch  20 Batch   59/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.019
Epoch  20 Batch   60/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.019
Epoch  20 Batch   61/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.017
Epoch  20 Batch   62/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.020
Epoch  20 Batch   63/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  20 Batch   64/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  20 Batch   65/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.019
Epoch  20 Batch   66/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  20 Batch   67/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.013
Epoch  20 Batch   68/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.020
Epoch  20 Batch   69/538 - Train Accuracy:  0.984, Validation Accuracy:  0.966, Loss:  0.013
Epoch  20 Batch   70/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.016
Epoch  20 Batch   71/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.016
Epoch  20 Batch   72/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.034
Epoch  20 Batch   73/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.019
Epoch  20 Batch   74/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch   75/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.021
Epoch  20 Batch   76/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.017
Epoch  20 Batch   77/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.017
Epoch  20 Batch   78/538 - Train Accuracy:  0.946, Validation Accuracy:  0.948, Loss:  0.021
Epoch  20 Batch   79/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.015
Epoch  20 Batch   80/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.017
Epoch  20 Batch   81/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.022
Epoch  20 Batch   82/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.022
Epoch  20 Batch   83/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.018
Epoch  20 Batch   84/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.021
Epoch  20 Batch   85/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.017
Epoch  20 Batch   86/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.013
Epoch  20 Batch   87/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.016
Epoch  20 Batch   88/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.017
Epoch  20 Batch   89/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  20 Batch   90/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.021
Epoch  20 Batch   91/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.021
Epoch  20 Batch   92/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.016
Epoch  20 Batch   93/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  20 Batch   94/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.013
Epoch  20 Batch   95/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.019
Epoch  20 Batch   96/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  20 Batch   97/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.014
Epoch  20 Batch   98/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.021
Epoch  20 Batch   99/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.018
Epoch  20 Batch  100/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  20 Batch  101/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.023
Epoch  20 Batch  102/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.021
Epoch  20 Batch  103/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.021
Epoch  20 Batch  104/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.013
Epoch  20 Batch  105/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.015
Epoch  20 Batch  106/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.015
Epoch  20 Batch  107/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.017
Epoch  20 Batch  108/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  20 Batch  109/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.017
Epoch  20 Batch  110/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.017
Epoch  20 Batch  111/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.015
Epoch  20 Batch  112/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.020
Epoch  20 Batch  113/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.020
Epoch  20 Batch  114/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.016
Epoch  20 Batch  115/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.020
Epoch  20 Batch  116/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.019
Epoch  20 Batch  117/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.022
Epoch  20 Batch  118/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.017
Epoch  20 Batch  119/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.012
Epoch  20 Batch  120/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.014
Epoch  20 Batch  121/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.019
Epoch  20 Batch  122/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.020
Epoch  20 Batch  123/538 - Train Accuracy:  0.948, Validation Accuracy:  0.959, Loss:  0.018
Epoch  20 Batch  124/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.018
Epoch  20 Batch  125/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.020
Epoch  20 Batch  126/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.023
Epoch  20 Batch  127/538 - Train Accuracy:  0.942, Validation Accuracy:  0.960, Loss:  0.026
Epoch  20 Batch  128/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  20 Batch  129/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.014
Epoch  20 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  20 Batch  131/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.018
Epoch  20 Batch  132/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.019
Epoch  20 Batch  133/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.020
Epoch  20 Batch  134/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.023
Epoch  20 Batch  135/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.022
Epoch  20 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.020
Epoch  20 Batch  137/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.019
Epoch  20 Batch  138/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.018
Epoch  20 Batch  139/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.023
Epoch  20 Batch  140/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.024
Epoch  20 Batch  141/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.021
Epoch  20 Batch  142/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.020
Epoch  20 Batch  143/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.031
Epoch  20 Batch  144/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.021
Epoch  20 Batch  145/538 - Train Accuracy:  0.945, Validation Accuracy:  0.965, Loss:  0.027
Epoch  20 Batch  146/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  20 Batch  147/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.023
Epoch  20 Batch  148/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.024
Epoch  20 Batch  149/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.013
Epoch  20 Batch  150/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.015
Epoch  20 Batch  151/538 - Train Accuracy:  0.957, Validation Accuracy:  0.940, Loss:  0.021
Epoch  20 Batch  152/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.022
Epoch  20 Batch  153/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.017
Epoch  20 Batch  154/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.019
Epoch  20 Batch  155/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.016
Epoch  20 Batch  156/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.015
Epoch  20 Batch  157/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  20 Batch  158/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  20 Batch  159/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.025
Epoch  20 Batch  160/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.017
Epoch  20 Batch  161/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.017
Epoch  20 Batch  162/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.017
Epoch  20 Batch  163/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.025
Epoch  20 Batch  164/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  20 Batch  165/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.012
Epoch  20 Batch  166/538 - Train Accuracy:  0.984, Validation Accuracy:  0.955, Loss:  0.011
Epoch  20 Batch  167/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.030
Epoch  20 Batch  168/538 - Train Accuracy:  0.952, Validation Accuracy:  0.964, Loss:  0.023
Epoch  20 Batch  169/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  20 Batch  170/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.017
Epoch  20 Batch  171/538 - Train Accuracy:  0.944, Validation Accuracy:  0.960, Loss:  0.022
Epoch  20 Batch  172/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  20 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  20 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  20 Batch  175/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.015
Epoch  20 Batch  176/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.021
Epoch  20 Batch  177/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.021
Epoch  20 Batch  178/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.019
Epoch  20 Batch  179/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.016
Epoch  20 Batch  180/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch  181/538 - Train Accuracy:  0.946, Validation Accuracy:  0.956, Loss:  0.021
Epoch  20 Batch  182/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.013
Epoch  20 Batch  183/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.014
Epoch  20 Batch  184/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.018
Epoch  20 Batch  185/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.011
Epoch  20 Batch  186/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  20 Batch  187/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.017
Epoch  20 Batch  188/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.015
Epoch  20 Batch  189/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.024
Epoch  20 Batch  190/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.026
Epoch  20 Batch  191/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  20 Batch  192/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.015
Epoch  20 Batch  193/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  20 Batch  194/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.025
Epoch  20 Batch  195/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.024
Epoch  20 Batch  196/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.017
Epoch  20 Batch  197/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.018
Epoch  20 Batch  198/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.018
Epoch  20 Batch  199/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.017
Epoch  20 Batch  200/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.014
Epoch  20 Batch  201/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.026
Epoch  20 Batch  202/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.019
Epoch  20 Batch  203/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.019
Epoch  20 Batch  204/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.024
Epoch  20 Batch  205/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.020
Epoch  20 Batch  206/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.018
Epoch  20 Batch  207/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.017
Epoch  20 Batch  208/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  20 Batch  209/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.018
Epoch  20 Batch  210/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.018
Epoch  20 Batch  211/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.022
Epoch  20 Batch  212/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  20 Batch  213/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.018
Epoch  20 Batch  214/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.016
Epoch  20 Batch  215/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.014
Epoch  20 Batch  216/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.021
Epoch  20 Batch  217/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.018
Epoch  20 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.014
Epoch  20 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.022
Epoch  20 Batch  220/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.018
Epoch  20 Batch  221/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.020
Epoch  20 Batch  222/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.012
Epoch  20 Batch  223/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  20 Batch  224/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.027
Epoch  20 Batch  225/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.017
Epoch  20 Batch  226/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.020
Epoch  20 Batch  227/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.018
Epoch  20 Batch  228/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch  229/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.021
Epoch  20 Batch  230/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch  20 Batch  231/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.018
Epoch  20 Batch  232/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.021
Epoch  20 Batch  233/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.015
Epoch  20 Batch  234/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.017
Epoch  20 Batch  235/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  20 Batch  236/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.021
Epoch  20 Batch  237/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.016
Epoch  20 Batch  238/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.016
Epoch  20 Batch  239/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.016
Epoch  20 Batch  240/538 - Train Accuracy:  0.950, Validation Accuracy:  0.940, Loss:  0.019
Epoch  20 Batch  241/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.021
Epoch  20 Batch  242/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.017
Epoch  20 Batch  243/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.014
Epoch  20 Batch  244/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.014
Epoch  20 Batch  245/538 - Train Accuracy:  0.948, Validation Accuracy:  0.944, Loss:  0.022
Epoch  20 Batch  246/538 - Train Accuracy:  0.951, Validation Accuracy:  0.936, Loss:  0.014
Epoch  20 Batch  247/538 - Train Accuracy:  0.953, Validation Accuracy:  0.938, Loss:  0.020
Epoch  20 Batch  248/538 - Train Accuracy:  0.948, Validation Accuracy:  0.938, Loss:  0.020
Epoch  20 Batch  249/538 - Train Accuracy:  0.961, Validation Accuracy:  0.941, Loss:  0.013
Epoch  20 Batch  250/538 - Train Accuracy:  0.977, Validation Accuracy:  0.947, Loss:  0.014
Epoch  20 Batch  251/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.012
Epoch  20 Batch  252/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.014
Epoch  20 Batch  253/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.017
Epoch  20 Batch  254/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.023
Epoch  20 Batch  255/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.015
Epoch  20 Batch  256/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.019
Epoch  20 Batch  257/538 - Train Accuracy:  0.980, Validation Accuracy:  0.947, Loss:  0.013
Epoch  20 Batch  258/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  20 Batch  259/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.015
Epoch  20 Batch  260/538 - Train Accuracy:  0.947, Validation Accuracy:  0.948, Loss:  0.019
Epoch  20 Batch  261/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.020
Epoch  20 Batch  262/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.022
Epoch  20 Batch  263/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.016
Epoch  20 Batch  264/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.025
Epoch  20 Batch  265/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.023
Epoch  20 Batch  266/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.022
Epoch  20 Batch  267/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.015
Epoch  20 Batch  268/538 - Train Accuracy:  0.977, Validation Accuracy:  0.945, Loss:  0.013
Epoch  20 Batch  269/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.020
Epoch  20 Batch  270/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.016
Epoch  20 Batch  271/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.014
Epoch  20 Batch  272/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.015
Epoch  20 Batch  273/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.020
Epoch  20 Batch  274/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.018
Epoch  20 Batch  275/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.020
Epoch  20 Batch  276/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.026
Epoch  20 Batch  277/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.014
Epoch  20 Batch  278/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.018
Epoch  20 Batch  279/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.020
Epoch  20 Batch  280/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.018
Epoch  20 Batch  281/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.025
Epoch  20 Batch  282/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.024
Epoch  20 Batch  283/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.015
Epoch  20 Batch  284/538 - Train Accuracy:  0.949, Validation Accuracy:  0.959, Loss:  0.024
Epoch  20 Batch  285/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  20 Batch  286/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.025
Epoch  20 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  20 Batch  288/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  20 Batch  289/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.018
Epoch  20 Batch  290/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.013
Epoch  20 Batch  291/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.018
Epoch  20 Batch  292/538 - Train Accuracy:  0.984, Validation Accuracy:  0.958, Loss:  0.013
Epoch  20 Batch  293/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.021
Epoch  20 Batch  294/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch  295/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch  296/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.024
Epoch  20 Batch  297/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.017
Epoch  20 Batch  298/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  20 Batch  299/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.030
Epoch  20 Batch  300/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  20 Batch  301/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.029
Epoch  20 Batch  302/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch  303/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.021
Epoch  20 Batch  304/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.019
Epoch  20 Batch  305/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  20 Batch  306/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.020
Epoch  20 Batch  307/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.017
Epoch  20 Batch  308/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.019
Epoch  20 Batch  309/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.017
Epoch  20 Batch  310/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.020
Epoch  20 Batch  311/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.021
Epoch  20 Batch  312/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.017
Epoch  20 Batch  313/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.020
Epoch  20 Batch  314/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.017
Epoch  20 Batch  315/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.021
Epoch  20 Batch  316/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.017
Epoch  20 Batch  317/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.021
Epoch  20 Batch  318/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch  319/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.022
Epoch  20 Batch  320/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.016
Epoch  20 Batch  321/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.015
Epoch  20 Batch  322/538 - Train Accuracy:  0.981, Validation Accuracy:  0.952, Loss:  0.020
Epoch  20 Batch  323/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  20 Batch  324/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.018
Epoch  20 Batch  325/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.020
Epoch  20 Batch  326/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.016
Epoch  20 Batch  327/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch  328/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.019
Epoch  20 Batch  329/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.016
Epoch  20 Batch  330/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.019
Epoch  20 Batch  331/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.017
Epoch  20 Batch  332/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.018
Epoch  20 Batch  333/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.017
Epoch  20 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.014
Epoch  20 Batch  335/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  20 Batch  336/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch  337/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.020
Epoch  20 Batch  338/538 - Train Accuracy:  0.983, Validation Accuracy:  0.954, Loss:  0.012
Epoch  20 Batch  339/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.016
Epoch  20 Batch  340/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.016
Epoch  20 Batch  341/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  20 Batch  342/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.022
Epoch  20 Batch  343/538 - Train Accuracy:  0.984, Validation Accuracy:  0.951, Loss:  0.019
Epoch  20 Batch  344/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch  345/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  20 Batch  346/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch  347/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.018
Epoch  20 Batch  348/538 - Train Accuracy:  0.940, Validation Accuracy:  0.955, Loss:  0.018
Epoch  20 Batch  349/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.013
Epoch  20 Batch  350/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.022
Epoch  20 Batch  351/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.020
Epoch  20 Batch  352/538 - Train Accuracy:  0.952, Validation Accuracy:  0.967, Loss:  0.033
Epoch  20 Batch  353/538 - Train Accuracy:  0.951, Validation Accuracy:  0.967, Loss:  0.020
Epoch  20 Batch  354/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.014
Epoch  20 Batch  355/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.020
Epoch  20 Batch  356/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.012
Epoch  20 Batch  357/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  20 Batch  358/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.013
Epoch  20 Batch  359/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.016
Epoch  20 Batch  360/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.017
Epoch  20 Batch  361/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.021
Epoch  20 Batch  362/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  20 Batch  363/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.018
Epoch  20 Batch  364/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.027
Epoch  20 Batch  365/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.017
Epoch  20 Batch  366/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.021
Epoch  20 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.015
Epoch  20 Batch  368/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.015
Epoch  20 Batch  369/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.012
Epoch  20 Batch  370/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.021
Epoch  20 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.015
Epoch  20 Batch  372/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.020
Epoch  20 Batch  373/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.015
Epoch  20 Batch  374/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.014
Epoch  20 Batch  375/538 - Train Accuracy:  0.975, Validation Accuracy:  0.945, Loss:  0.016
Epoch  20 Batch  376/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.014
Epoch  20 Batch  377/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.018
Epoch  20 Batch  378/538 - Train Accuracy:  0.982, Validation Accuracy:  0.948, Loss:  0.011
Epoch  20 Batch  379/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.016
Epoch  20 Batch  380/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.015
Epoch  20 Batch  381/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  20 Batch  382/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.021
Epoch  20 Batch  383/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.017
Epoch  20 Batch  384/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.020
Epoch  20 Batch  385/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  20 Batch  386/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch  387/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  20 Batch  388/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.018
Epoch  20 Batch  389/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.023
Epoch  20 Batch  390/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  20 Batch  391/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.018
Epoch  20 Batch  392/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.013
Epoch  20 Batch  393/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.015
Epoch  20 Batch  394/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.024
Epoch  20 Batch  395/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.020
Epoch  20 Batch  396/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  20 Batch  397/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.019
Epoch  20 Batch  398/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.016
Epoch  20 Batch  399/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.018
Epoch  20 Batch  400/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.021
Epoch  20 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.012
Epoch  20 Batch  402/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.015
Epoch  20 Batch  403/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.016
Epoch  20 Batch  404/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.023
Epoch  20 Batch  405/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.018
Epoch  20 Batch  406/538 - Train Accuracy:  0.962, Validation Accuracy:  0.942, Loss:  0.018
Epoch  20 Batch  407/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.018
Epoch  20 Batch  408/538 - Train Accuracy:  0.945, Validation Accuracy:  0.945, Loss:  0.021
Epoch  20 Batch  409/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.016
Epoch  20 Batch  410/538 - Train Accuracy:  0.985, Validation Accuracy:  0.949, Loss:  0.015
Epoch  20 Batch  411/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.020
Epoch  20 Batch  412/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.012
Epoch  20 Batch  413/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.020
Epoch  20 Batch  414/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.026
Epoch  20 Batch  415/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.020
Epoch  20 Batch  416/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.018
Epoch  20 Batch  417/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  20 Batch  418/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.023
Epoch  20 Batch  419/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.017
Epoch  20 Batch  420/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.020
Epoch  20 Batch  421/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.017
Epoch  20 Batch  422/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.016
Epoch  20 Batch  423/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.017
Epoch  20 Batch  424/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.022
Epoch  20 Batch  425/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.029
Epoch  20 Batch  426/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.019
Epoch  20 Batch  427/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.020
Epoch  20 Batch  428/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.018
Epoch  20 Batch  429/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.024
Epoch  20 Batch  430/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.021
Epoch  20 Batch  431/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.016
Epoch  20 Batch  432/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.021
Epoch  20 Batch  433/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.031
Epoch  20 Batch  434/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.017
Epoch  20 Batch  435/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.018
Epoch  20 Batch  436/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.023
Epoch  20 Batch  437/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.019
Epoch  20 Batch  438/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.014
Epoch  20 Batch  439/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.020
Epoch  20 Batch  440/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.019
Epoch  20 Batch  441/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.025
Epoch  20 Batch  442/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.015
Epoch  20 Batch  443/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.021
Epoch  20 Batch  444/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.016
Epoch  20 Batch  445/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.016
Epoch  20 Batch  446/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.018
Epoch  20 Batch  447/538 - Train Accuracy:  0.971, Validation Accuracy:  0.941, Loss:  0.015
Epoch  20 Batch  448/538 - Train Accuracy:  0.951, Validation Accuracy:  0.940, Loss:  0.025
Epoch  20 Batch  449/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.019
Epoch  20 Batch  450/538 - Train Accuracy:  0.945, Validation Accuracy:  0.949, Loss:  0.027
Epoch  20 Batch  451/538 - Train Accuracy:  0.940, Validation Accuracy:  0.949, Loss:  0.023
Epoch  20 Batch  452/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.020
Epoch  20 Batch  453/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.020
Epoch  20 Batch  454/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.027
Epoch  20 Batch  455/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.021
Epoch  20 Batch  456/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.037
Epoch  20 Batch  457/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.020
Epoch  20 Batch  458/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.021
Epoch  20 Batch  459/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.013
Epoch  20 Batch  460/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.019
Epoch  20 Batch  461/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.020
Epoch  20 Batch  462/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  20 Batch  463/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.026
Epoch  20 Batch  464/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  20 Batch  465/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.016
Epoch  20 Batch  466/538 - Train Accuracy:  0.946, Validation Accuracy:  0.963, Loss:  0.017
Epoch  20 Batch  467/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.019
Epoch  20 Batch  468/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.020
Epoch  20 Batch  469/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.019
Epoch  20 Batch  470/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.021
Epoch  20 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.012
Epoch  20 Batch  472/538 - Train Accuracy:  0.986, Validation Accuracy:  0.961, Loss:  0.015
Epoch  20 Batch  473/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.020
Epoch  20 Batch  474/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.013
Epoch  20 Batch  475/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.015
Epoch  20 Batch  476/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.019
Epoch  20 Batch  477/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  20 Batch  478/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  20 Batch  479/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  20 Batch  480/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.020
Epoch  20 Batch  481/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.019
Epoch  20 Batch  482/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  20 Batch  483/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.019
Epoch  20 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.022
Epoch  20 Batch  485/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.021
Epoch  20 Batch  486/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.016
Epoch  20 Batch  487/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  20 Batch  488/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.015
Epoch  20 Batch  489/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  20 Batch  490/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.021
Epoch  20 Batch  491/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.023
Epoch  20 Batch  492/538 - Train Accuracy:  0.968, Validation Accuracy:  0.945, Loss:  0.022
Epoch  20 Batch  493/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.016
Epoch  20 Batch  494/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.017
Epoch  20 Batch  495/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.017
Epoch  20 Batch  496/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.017
Epoch  20 Batch  497/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.016
Epoch  20 Batch  498/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.020
Epoch  20 Batch  499/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.020
Epoch  20 Batch  500/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.013
Epoch  20 Batch  501/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.017
Epoch  20 Batch  502/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  20 Batch  503/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  20 Batch  504/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.015
Epoch  20 Batch  505/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.011
Epoch  20 Batch  506/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  20 Batch  507/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.017
Epoch  20 Batch  508/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.020
Epoch  20 Batch  509/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.019
Epoch  20 Batch  510/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.014
Epoch  20 Batch  511/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.019
Epoch  20 Batch  512/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.019
Epoch  20 Batch  513/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  20 Batch  514/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.020
Epoch  20 Batch  515/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.022
Epoch  20 Batch  516/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.016
Epoch  20 Batch  517/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.015
Epoch  20 Batch  518/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.019
Epoch  20 Batch  519/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.018
Epoch  20 Batch  520/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.022
Epoch  20 Batch  521/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.019
Epoch  20 Batch  522/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.015
Epoch  20 Batch  523/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.016
Epoch  20 Batch  524/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.015
Epoch  20 Batch  525/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  20 Batch  526/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.020
Epoch  20 Batch  527/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.018
Epoch  20 Batch  528/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  20 Batch  529/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  20 Batch  530/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.019
Epoch  20 Batch  531/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.025
Epoch  20 Batch  532/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.019
Epoch  20 Batch  533/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.016
Epoch  20 Batch  534/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.013
Epoch  20 Batch  535/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.019
Epoch  20 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.022
Epoch  21 Batch    0/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.016
Epoch  21 Batch    1/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.018
Epoch  21 Batch    2/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.021
Epoch  21 Batch    3/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.018
Epoch  21 Batch    4/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.019
Epoch  21 Batch    5/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch    6/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch    7/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch    8/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  21 Batch    9/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.017
Epoch  21 Batch   10/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.022
Epoch  21 Batch   11/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.017
Epoch  21 Batch   12/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.015
Epoch  21 Batch   13/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.020
Epoch  21 Batch   14/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.015
Epoch  21 Batch   15/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.021
Epoch  21 Batch   16/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.025
Epoch  21 Batch   17/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.015
Epoch  21 Batch   18/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.029
Epoch  21 Batch   19/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  21 Batch   20/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch   21/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.015
Epoch  21 Batch   22/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  21 Batch   23/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.021
Epoch  21 Batch   24/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.022
Epoch  21 Batch   25/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.025
Epoch  21 Batch   26/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.023
Epoch  21 Batch   27/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.012
Epoch  21 Batch   28/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.018
Epoch  21 Batch   29/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.013
Epoch  21 Batch   30/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.023
Epoch  21 Batch   31/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.021
Epoch  21 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.012
Epoch  21 Batch   33/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.021
Epoch  21 Batch   34/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.023
Epoch  21 Batch   35/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.019
Epoch  21 Batch   36/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.019
Epoch  21 Batch   37/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.027
Epoch  21 Batch   38/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.025
Epoch  21 Batch   39/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.022
Epoch  21 Batch   40/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch   41/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.020
Epoch  21 Batch   42/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.020
Epoch  21 Batch   43/538 - Train Accuracy:  0.946, Validation Accuracy:  0.962, Loss:  0.026
Epoch  21 Batch   44/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch   45/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.021
Epoch  21 Batch   46/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.021
Epoch  21 Batch   47/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.021
Epoch  21 Batch   48/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.028
Epoch  21 Batch   49/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.019
Epoch  21 Batch   50/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.020
Epoch  21 Batch   51/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.025
Epoch  21 Batch   52/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  21 Batch   53/538 - Train Accuracy:  0.942, Validation Accuracy:  0.950, Loss:  0.022
Epoch  21 Batch   54/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.016
Epoch  21 Batch   55/538 - Train Accuracy:  0.947, Validation Accuracy:  0.932, Loss:  0.022
Epoch  21 Batch   56/538 - Train Accuracy:  0.956, Validation Accuracy:  0.934, Loss:  0.024
Epoch  21 Batch   57/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.022
Epoch  21 Batch   58/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.017
Epoch  21 Batch   59/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.020
Epoch  21 Batch   60/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.024
Epoch  21 Batch   61/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.020
Epoch  21 Batch   62/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.023
Epoch  21 Batch   63/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.018
Epoch  21 Batch   64/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.018
Epoch  21 Batch   65/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.020
Epoch  21 Batch   66/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  21 Batch   67/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  21 Batch   68/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.023
Epoch  21 Batch   69/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.019
Epoch  21 Batch   70/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.019
Epoch  21 Batch   71/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.028
Epoch  21 Batch   72/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.035
Epoch  21 Batch   73/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.021
Epoch  21 Batch   74/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.021
Epoch  21 Batch   75/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.023
Epoch  21 Batch   76/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.021
Epoch  21 Batch   77/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.020
Epoch  21 Batch   78/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.020
Epoch  21 Batch   79/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.018
Epoch  21 Batch   80/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.017
Epoch  21 Batch   81/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.022
Epoch  21 Batch   82/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.022
Epoch  21 Batch   83/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.019
Epoch  21 Batch   84/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.020
Epoch  21 Batch   85/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.018
Epoch  21 Batch   86/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.017
Epoch  21 Batch   87/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.018
Epoch  21 Batch   88/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch   89/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch   90/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.022
Epoch  21 Batch   91/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.023
Epoch  21 Batch   92/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.024
Epoch  21 Batch   93/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.017
Epoch  21 Batch   94/538 - Train Accuracy:  0.947, Validation Accuracy:  0.953, Loss:  0.017
Epoch  21 Batch   95/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch   96/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.012
Epoch  21 Batch   97/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.014
Epoch  21 Batch   98/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.021
Epoch  21 Batch   99/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.013
Epoch  21 Batch  100/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.019
Epoch  21 Batch  101/538 - Train Accuracy:  0.940, Validation Accuracy:  0.961, Loss:  0.027
Epoch  21 Batch  102/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.024
Epoch  21 Batch  103/538 - Train Accuracy:  0.949, Validation Accuracy:  0.957, Loss:  0.025
Epoch  21 Batch  104/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.018
Epoch  21 Batch  105/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.015
Epoch  21 Batch  106/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.018
Epoch  21 Batch  107/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.022
Epoch  21 Batch  108/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.018
Epoch  21 Batch  109/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  21 Batch  110/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  21 Batch  111/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  112/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch  113/538 - Train Accuracy:  0.945, Validation Accuracy:  0.945, Loss:  0.020
Epoch  21 Batch  114/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.012
Epoch  21 Batch  115/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.021
Epoch  21 Batch  116/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.022
Epoch  21 Batch  117/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.024
Epoch  21 Batch  118/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.018
Epoch  21 Batch  119/538 - Train Accuracy:  0.987, Validation Accuracy:  0.951, Loss:  0.012
Epoch  21 Batch  120/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.016
Epoch  21 Batch  121/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  21 Batch  122/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.023
Epoch  21 Batch  123/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.018
Epoch  21 Batch  124/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.020
Epoch  21 Batch  125/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  21 Batch  126/538 - Train Accuracy:  0.950, Validation Accuracy:  0.961, Loss:  0.025
Epoch  21 Batch  127/538 - Train Accuracy:  0.944, Validation Accuracy:  0.959, Loss:  0.027
Epoch  21 Batch  128/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.021
Epoch  21 Batch  129/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.014
Epoch  21 Batch  130/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  21 Batch  131/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.021
Epoch  21 Batch  132/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.022
Epoch  21 Batch  133/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.018
Epoch  21 Batch  134/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.025
Epoch  21 Batch  135/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.025
Epoch  21 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.017
Epoch  21 Batch  137/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.021
Epoch  21 Batch  138/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  139/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.029
Epoch  21 Batch  140/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.028
Epoch  21 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  142/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.020
Epoch  21 Batch  143/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.034
Epoch  21 Batch  144/538 - Train Accuracy:  0.969, Validation Accuracy:  0.940, Loss:  0.021
Epoch  21 Batch  145/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.024
Epoch  21 Batch  146/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.017
Epoch  21 Batch  147/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.025
Epoch  21 Batch  148/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.023
Epoch  21 Batch  149/538 - Train Accuracy:  0.979, Validation Accuracy:  0.948, Loss:  0.018
Epoch  21 Batch  150/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.021
Epoch  21 Batch  151/538 - Train Accuracy:  0.953, Validation Accuracy:  0.944, Loss:  0.020
Epoch  21 Batch  152/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.023
Epoch  21 Batch  153/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.018
Epoch  21 Batch  154/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.017
Epoch  21 Batch  155/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.022
Epoch  21 Batch  156/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.018
Epoch  21 Batch  157/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.018
Epoch  21 Batch  158/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.016
Epoch  21 Batch  159/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.029
Epoch  21 Batch  160/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.017
Epoch  21 Batch  161/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  21 Batch  162/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.020
Epoch  21 Batch  163/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.024
Epoch  21 Batch  164/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.021
Epoch  21 Batch  165/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.011
Epoch  21 Batch  166/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.012
Epoch  21 Batch  167/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.027
Epoch  21 Batch  168/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.022
Epoch  21 Batch  169/538 - Train Accuracy:  0.982, Validation Accuracy:  0.954, Loss:  0.014
Epoch  21 Batch  170/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch  171/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.023
Epoch  21 Batch  172/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.015
Epoch  21 Batch  173/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.013
Epoch  21 Batch  174/538 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.022
Epoch  21 Batch  175/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.015
Epoch  21 Batch  176/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.023
Epoch  21 Batch  177/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.018
Epoch  21 Batch  178/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.022
Epoch  21 Batch  179/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.018
Epoch  21 Batch  180/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.018
Epoch  21 Batch  181/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.021
Epoch  21 Batch  182/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.014
Epoch  21 Batch  183/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.013
Epoch  21 Batch  184/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  185/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.013
Epoch  21 Batch  186/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.015
Epoch  21 Batch  187/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.018
Epoch  21 Batch  188/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  21 Batch  189/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.024
Epoch  21 Batch  190/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.024
Epoch  21 Batch  191/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.016
Epoch  21 Batch  192/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  21 Batch  193/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.021
Epoch  21 Batch  194/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.019
Epoch  21 Batch  195/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.023
Epoch  21 Batch  196/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.014
Epoch  21 Batch  197/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.015
Epoch  21 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.022
Epoch  21 Batch  199/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.017
Epoch  21 Batch  200/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.015
Epoch  21 Batch  201/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.025
Epoch  21 Batch  202/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.017
Epoch  21 Batch  203/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.022
Epoch  21 Batch  204/538 - Train Accuracy:  0.947, Validation Accuracy:  0.970, Loss:  0.024
Epoch  21 Batch  205/538 - Train Accuracy:  0.951, Validation Accuracy:  0.969, Loss:  0.019
Epoch  21 Batch  206/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.017
Epoch  21 Batch  207/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.018
Epoch  21 Batch  208/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.018
Epoch  21 Batch  209/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  21 Batch  210/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.019
Epoch  21 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.022
Epoch  21 Batch  212/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.016
Epoch  21 Batch  213/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  214/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  21 Batch  215/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.014
Epoch  21 Batch  216/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.018
Epoch  21 Batch  217/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch  218/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.017
Epoch  21 Batch  219/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.023
Epoch  21 Batch  220/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.018
Epoch  21 Batch  221/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.016
Epoch  21 Batch  222/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.014
Epoch  21 Batch  223/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.019
Epoch  21 Batch  224/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.033
Epoch  21 Batch  225/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.019
Epoch  21 Batch  226/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.021
Epoch  21 Batch  227/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  21 Batch  228/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.016
Epoch  21 Batch  229/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.017
Epoch  21 Batch  230/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.018
Epoch  21 Batch  231/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.019
Epoch  21 Batch  232/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.028
Epoch  21 Batch  233/538 - Train Accuracy:  0.975, Validation Accuracy:  0.942, Loss:  0.019
Epoch  21 Batch  234/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.016
Epoch  21 Batch  235/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  21 Batch  236/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.021
Epoch  21 Batch  237/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.018
Epoch  21 Batch  238/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.022
Epoch  21 Batch  239/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.019
Epoch  21 Batch  240/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.019
Epoch  21 Batch  241/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.022
Epoch  21 Batch  242/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.020
Epoch  21 Batch  243/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.014
Epoch  21 Batch  244/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.020
Epoch  21 Batch  245/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.028
Epoch  21 Batch  246/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.015
Epoch  21 Batch  247/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.020
Epoch  21 Batch  248/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.020
Epoch  21 Batch  249/538 - Train Accuracy:  0.963, Validation Accuracy:  0.939, Loss:  0.015
Epoch  21 Batch  250/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.018
Epoch  21 Batch  251/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.015
Epoch  21 Batch  252/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.017
Epoch  21 Batch  253/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  254/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.024
Epoch  21 Batch  255/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.017
Epoch  21 Batch  256/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.022
Epoch  21 Batch  257/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.018
Epoch  21 Batch  258/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.018
Epoch  21 Batch  259/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  21 Batch  260/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.022
Epoch  21 Batch  261/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.025
Epoch  21 Batch  262/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.020
Epoch  21 Batch  263/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.016
Epoch  21 Batch  264/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.020
Epoch  21 Batch  265/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.024
Epoch  21 Batch  266/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.018
Epoch  21 Batch  267/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.017
Epoch  21 Batch  268/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.013
Epoch  21 Batch  269/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.021
Epoch  21 Batch  270/538 - Train Accuracy:  0.979, Validation Accuracy:  0.943, Loss:  0.014
Epoch  21 Batch  271/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.013
Epoch  21 Batch  272/538 - Train Accuracy:  0.966, Validation Accuracy:  0.938, Loss:  0.018
Epoch  21 Batch  273/538 - Train Accuracy:  0.966, Validation Accuracy:  0.941, Loss:  0.021
Epoch  21 Batch  274/538 - Train Accuracy:  0.945, Validation Accuracy:  0.941, Loss:  0.021
Epoch  21 Batch  275/538 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.022
Epoch  21 Batch  276/538 - Train Accuracy:  0.950, Validation Accuracy:  0.939, Loss:  0.023
Epoch  21 Batch  277/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.015
Epoch  21 Batch  278/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.018
Epoch  21 Batch  279/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.017
Epoch  21 Batch  280/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  21 Batch  281/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.023
Epoch  21 Batch  282/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.022
Epoch  21 Batch  283/538 - Train Accuracy:  0.976, Validation Accuracy:  0.947, Loss:  0.021
Epoch  21 Batch  284/538 - Train Accuracy:  0.941, Validation Accuracy:  0.949, Loss:  0.024
Epoch  21 Batch  285/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.021
Epoch  21 Batch  286/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.029
Epoch  21 Batch  287/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.015
Epoch  21 Batch  288/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.017
Epoch  21 Batch  289/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.017
Epoch  21 Batch  290/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.014
Epoch  21 Batch  291/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.017
Epoch  21 Batch  292/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.014
Epoch  21 Batch  293/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.018
Epoch  21 Batch  294/538 - Train Accuracy:  0.947, Validation Accuracy:  0.956, Loss:  0.023
Epoch  21 Batch  295/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.021
Epoch  21 Batch  296/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.025
Epoch  21 Batch  297/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.018
Epoch  21 Batch  298/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.021
Epoch  21 Batch  299/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.028
Epoch  21 Batch  300/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.020
Epoch  21 Batch  301/538 - Train Accuracy:  0.950, Validation Accuracy:  0.944, Loss:  0.024
Epoch  21 Batch  302/538 - Train Accuracy:  0.970, Validation Accuracy:  0.944, Loss:  0.021
Epoch  21 Batch  303/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.024
Epoch  21 Batch  304/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.025
Epoch  21 Batch  305/538 - Train Accuracy:  0.972, Validation Accuracy:  0.945, Loss:  0.018
Epoch  21 Batch  306/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.021
Epoch  21 Batch  307/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  21 Batch  308/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.018
Epoch  21 Batch  309/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.017
Epoch  21 Batch  310/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.020
Epoch  21 Batch  311/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.025
Epoch  21 Batch  312/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.017
Epoch  21 Batch  313/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch  314/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  21 Batch  315/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.020
Epoch  21 Batch  316/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.014
Epoch  21 Batch  317/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.020
Epoch  21 Batch  318/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.019
Epoch  21 Batch  319/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.019
Epoch  21 Batch  320/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  21 Batch  321/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.015
Epoch  21 Batch  322/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch  323/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.018
Epoch  21 Batch  324/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.016
Epoch  21 Batch  325/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.017
Epoch  21 Batch  326/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.021
Epoch  21 Batch  327/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.019
Epoch  21 Batch  328/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.017
Epoch  21 Batch  329/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  21 Batch  330/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.018
Epoch  21 Batch  331/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.015
Epoch  21 Batch  332/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  333/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.017
Epoch  21 Batch  334/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.017
Epoch  21 Batch  335/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.018
Epoch  21 Batch  336/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.017
Epoch  21 Batch  337/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.017
Epoch  21 Batch  338/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  21 Batch  339/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.019
Epoch  21 Batch  340/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.015
Epoch  21 Batch  341/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.017
Epoch  21 Batch  342/538 - Train Accuracy:  0.952, Validation Accuracy:  0.965, Loss:  0.018
Epoch  21 Batch  343/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.016
Epoch  21 Batch  344/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.016
Epoch  21 Batch  345/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  21 Batch  346/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.020
Epoch  21 Batch  347/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.019
Epoch  21 Batch  348/538 - Train Accuracy:  0.951, Validation Accuracy:  0.962, Loss:  0.015
Epoch  21 Batch  349/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  21 Batch  350/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.022
Epoch  21 Batch  351/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.021
Epoch  21 Batch  352/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.031
Epoch  21 Batch  353/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.020
Epoch  21 Batch  354/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.016
Epoch  21 Batch  355/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.020
Epoch  21 Batch  356/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.013
Epoch  21 Batch  357/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.016
Epoch  21 Batch  358/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.015
Epoch  21 Batch  359/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.016
Epoch  21 Batch  360/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  21 Batch  361/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.022
Epoch  21 Batch  362/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  21 Batch  363/538 - Train Accuracy:  0.947, Validation Accuracy:  0.964, Loss:  0.025
Epoch  21 Batch  364/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.022
Epoch  21 Batch  365/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  21 Batch  366/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.021
Epoch  21 Batch  367/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.015
Epoch  21 Batch  368/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.013
Epoch  21 Batch  369/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.016
Epoch  21 Batch  370/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.021
Epoch  21 Batch  371/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch  372/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.017
Epoch  21 Batch  373/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.016
Epoch  21 Batch  374/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.015
Epoch  21 Batch  375/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.016
Epoch  21 Batch  376/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.018
Epoch  21 Batch  377/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.020
Epoch  21 Batch  378/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.016
Epoch  21 Batch  379/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.020
Epoch  21 Batch  380/538 - Train Accuracy:  0.976, Validation Accuracy:  0.943, Loss:  0.019
Epoch  21 Batch  381/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.016
Epoch  21 Batch  382/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.024
Epoch  21 Batch  383/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.018
Epoch  21 Batch  384/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.020
Epoch  21 Batch  385/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.019
Epoch  21 Batch  386/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.017
Epoch  21 Batch  387/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.013
Epoch  21 Batch  388/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.021
Epoch  21 Batch  389/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.023
Epoch  21 Batch  390/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.018
Epoch  21 Batch  391/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.016
Epoch  21 Batch  392/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.014
Epoch  21 Batch  393/538 - Train Accuracy:  0.965, Validation Accuracy:  0.939, Loss:  0.020
Epoch  21 Batch  394/538 - Train Accuracy:  0.947, Validation Accuracy:  0.936, Loss:  0.024
Epoch  21 Batch  395/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.029
Epoch  21 Batch  396/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.016
Epoch  21 Batch  397/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch  398/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.016
Epoch  21 Batch  399/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.020
Epoch  21 Batch  400/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.023
Epoch  21 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.015
Epoch  21 Batch  402/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.019
Epoch  21 Batch  403/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.020
Epoch  21 Batch  404/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.019
Epoch  21 Batch  405/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.018
Epoch  21 Batch  406/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.018
Epoch  21 Batch  407/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.022
Epoch  21 Batch  408/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.021
Epoch  21 Batch  409/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.019
Epoch  21 Batch  410/538 - Train Accuracy:  0.981, Validation Accuracy:  0.949, Loss:  0.021
Epoch  21 Batch  411/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.023
Epoch  21 Batch  412/538 - Train Accuracy:  0.982, Validation Accuracy:  0.948, Loss:  0.012
Epoch  21 Batch  413/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.014
Epoch  21 Batch  414/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.025
Epoch  21 Batch  415/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.020
Epoch  21 Batch  416/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.017
Epoch  21 Batch  417/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.016
Epoch  21 Batch  418/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.025
Epoch  21 Batch  419/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch  420/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.021
Epoch  21 Batch  421/538 - Train Accuracy:  0.954, Validation Accuracy:  0.944, Loss:  0.021
Epoch  21 Batch  422/538 - Train Accuracy:  0.957, Validation Accuracy:  0.944, Loss:  0.019
Epoch  21 Batch  423/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.019
Epoch  21 Batch  424/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.025
Epoch  21 Batch  425/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.029
Epoch  21 Batch  426/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.019
Epoch  21 Batch  427/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch  428/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.013
Epoch  21 Batch  429/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch  430/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.022
Epoch  21 Batch  431/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.018
Epoch  21 Batch  432/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.025
Epoch  21 Batch  433/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.030
Epoch  21 Batch  434/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.015
Epoch  21 Batch  435/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.018
Epoch  21 Batch  436/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.022
Epoch  21 Batch  437/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.020
Epoch  21 Batch  438/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.022
Epoch  21 Batch  439/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.019
Epoch  21 Batch  440/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.019
Epoch  21 Batch  441/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.022
Epoch  21 Batch  442/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  21 Batch  443/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.022
Epoch  21 Batch  444/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.020
Epoch  21 Batch  445/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.016
Epoch  21 Batch  446/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.023
Epoch  21 Batch  447/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.017
Epoch  21 Batch  448/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.022
Epoch  21 Batch  449/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch  450/538 - Train Accuracy:  0.936, Validation Accuracy:  0.950, Loss:  0.035
Epoch  21 Batch  451/538 - Train Accuracy:  0.949, Validation Accuracy:  0.950, Loss:  0.017
Epoch  21 Batch  452/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.021
Epoch  21 Batch  453/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.020
Epoch  21 Batch  454/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.025
Epoch  21 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch  456/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.039
Epoch  21 Batch  457/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.019
Epoch  21 Batch  458/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch  459/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.017
Epoch  21 Batch  460/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.020
Epoch  21 Batch  461/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.021
Epoch  21 Batch  462/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.019
Epoch  21 Batch  463/538 - Train Accuracy:  0.951, Validation Accuracy:  0.965, Loss:  0.026
Epoch  21 Batch  464/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.017
Epoch  21 Batch  465/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  21 Batch  466/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  21 Batch  467/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.019
Epoch  21 Batch  468/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.024
Epoch  21 Batch  469/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.018
Epoch  21 Batch  470/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.020
Epoch  21 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.952, Loss:  0.014
Epoch  21 Batch  472/538 - Train Accuracy:  0.990, Validation Accuracy:  0.952, Loss:  0.016
Epoch  21 Batch  473/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.017
Epoch  21 Batch  474/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.013
Epoch  21 Batch  475/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.015
Epoch  21 Batch  476/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.019
Epoch  21 Batch  477/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.019
Epoch  21 Batch  478/538 - Train Accuracy:  0.982, Validation Accuracy:  0.953, Loss:  0.014
Epoch  21 Batch  479/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.023
Epoch  21 Batch  480/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.022
Epoch  21 Batch  481/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.022
Epoch  21 Batch  482/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.019
Epoch  21 Batch  483/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.022
Epoch  21 Batch  484/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.019
Epoch  21 Batch  485/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.021
Epoch  21 Batch  486/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  21 Batch  487/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.017
Epoch  21 Batch  488/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.019
Epoch  21 Batch  489/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.020
Epoch  21 Batch  490/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.022
Epoch  21 Batch  491/538 - Train Accuracy:  0.947, Validation Accuracy:  0.939, Loss:  0.025
Epoch  21 Batch  492/538 - Train Accuracy:  0.970, Validation Accuracy:  0.942, Loss:  0.017
Epoch  21 Batch  493/538 - Train Accuracy:  0.951, Validation Accuracy:  0.948, Loss:  0.022
Epoch  21 Batch  494/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.020
Epoch  21 Batch  495/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.021
Epoch  21 Batch  496/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.020
Epoch  21 Batch  497/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.019
Epoch  21 Batch  498/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.021
Epoch  21 Batch  499/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.021
Epoch  21 Batch  500/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.016
Epoch  21 Batch  501/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.024
Epoch  21 Batch  502/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.017
Epoch  21 Batch  503/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.018
Epoch  21 Batch  504/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.016
Epoch  21 Batch  505/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.017
Epoch  21 Batch  506/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.016
Epoch  21 Batch  507/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.020
Epoch  21 Batch  508/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.022
Epoch  21 Batch  509/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.027
Epoch  21 Batch  510/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.016
Epoch  21 Batch  511/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.022
Epoch  21 Batch  512/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.025
Epoch  21 Batch  513/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.018
Epoch  21 Batch  514/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.021
Epoch  21 Batch  515/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.025
Epoch  21 Batch  516/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.022
Epoch  21 Batch  517/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  21 Batch  518/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.021
Epoch  21 Batch  519/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.020
Epoch  21 Batch  520/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.024
Epoch  21 Batch  521/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.022
Epoch  21 Batch  522/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.017
Epoch  21 Batch  523/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.018
Epoch  21 Batch  524/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.018
Epoch  21 Batch  525/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.020
Epoch  21 Batch  526/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.021
Epoch  21 Batch  527/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.017
Epoch  21 Batch  528/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.016
Epoch  21 Batch  529/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.019
Epoch  21 Batch  530/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.022
Epoch  21 Batch  531/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.026
Epoch  21 Batch  532/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.017
Epoch  21 Batch  533/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  21 Batch  534/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  21 Batch  535/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  21 Batch  536/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.021
Epoch  22 Batch    0/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.016
Epoch  22 Batch    1/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.019
Epoch  22 Batch    2/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.017
Epoch  22 Batch    3/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.014
Epoch  22 Batch    4/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.016
Epoch  22 Batch    5/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.019
Epoch  22 Batch    6/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.018
Epoch  22 Batch    7/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.019
Epoch  22 Batch    8/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.015
Epoch  22 Batch    9/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.017
Epoch  22 Batch   10/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.022
Epoch  22 Batch   11/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch   12/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch   13/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.018
Epoch  22 Batch   14/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.018
Epoch  22 Batch   15/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.018
Epoch  22 Batch   16/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.022
Epoch  22 Batch   17/538 - Train Accuracy:  0.980, Validation Accuracy:  0.945, Loss:  0.016
Epoch  22 Batch   18/538 - Train Accuracy:  0.974, Validation Accuracy:  0.943, Loss:  0.025
Epoch  22 Batch   19/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.018
Epoch  22 Batch   20/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.017
Epoch  22 Batch   21/538 - Train Accuracy:  0.983, Validation Accuracy:  0.949, Loss:  0.012
Epoch  22 Batch   22/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.019
Epoch  22 Batch   23/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.020
Epoch  22 Batch   24/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.019
Epoch  22 Batch   25/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.023
Epoch  22 Batch   26/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.025
Epoch  22 Batch   27/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.013
Epoch  22 Batch   28/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.018
Epoch  22 Batch   29/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.012
Epoch  22 Batch   30/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.022
Epoch  22 Batch   31/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  22 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.012
Epoch  22 Batch   33/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.019
Epoch  22 Batch   34/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.025
Epoch  22 Batch   35/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.017
Epoch  22 Batch   36/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch   37/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.023
Epoch  22 Batch   38/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.021
Epoch  22 Batch   39/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.020
Epoch  22 Batch   40/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.020
Epoch  22 Batch   41/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.019
Epoch  22 Batch   42/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.017
Epoch  22 Batch   43/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.022
Epoch  22 Batch   44/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.015
Epoch  22 Batch   45/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.017
Epoch  22 Batch   46/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.018
Epoch  22 Batch   47/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.021
Epoch  22 Batch   48/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.026
Epoch  22 Batch   49/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.014
Epoch  22 Batch   50/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.022
Epoch  22 Batch   51/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.026
Epoch  22 Batch   52/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.021
Epoch  22 Batch   53/538 - Train Accuracy:  0.940, Validation Accuracy:  0.949, Loss:  0.023
Epoch  22 Batch   54/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.015
Epoch  22 Batch   55/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.020
Epoch  22 Batch   56/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.021
Epoch  22 Batch   57/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.022
Epoch  22 Batch   58/538 - Train Accuracy:  0.949, Validation Accuracy:  0.965, Loss:  0.019
Epoch  22 Batch   59/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.016
Epoch  22 Batch   60/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.022
Epoch  22 Batch   61/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.018
Epoch  22 Batch   62/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.022
Epoch  22 Batch   63/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.019
Epoch  22 Batch   64/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  22 Batch   65/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.016
Epoch  22 Batch   66/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  22 Batch   67/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.016
Epoch  22 Batch   68/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  22 Batch   69/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.014
Epoch  22 Batch   70/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.020
Epoch  22 Batch   71/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.019
Epoch  22 Batch   72/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.035
Epoch  22 Batch   73/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  22 Batch   74/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.016
Epoch  22 Batch   75/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.023
Epoch  22 Batch   76/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  22 Batch   77/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  22 Batch   78/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.020
Epoch  22 Batch   79/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.016
Epoch  22 Batch   80/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.020
Epoch  22 Batch   81/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.020
Epoch  22 Batch   82/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.020
Epoch  22 Batch   83/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  22 Batch   84/538 - Train Accuracy:  0.940, Validation Accuracy:  0.960, Loss:  0.021
Epoch  22 Batch   85/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.017
Epoch  22 Batch   86/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.013
Epoch  22 Batch   87/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.019
Epoch  22 Batch   88/538 - Train Accuracy:  0.970, Validation Accuracy:  0.942, Loss:  0.019
Epoch  22 Batch   89/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.015
Epoch  22 Batch   90/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.023
Epoch  22 Batch   91/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.020
Epoch  22 Batch   92/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.017
Epoch  22 Batch   93/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.013
Epoch  22 Batch   94/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.014
Epoch  22 Batch   95/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  22 Batch   96/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  22 Batch   97/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.012
Epoch  22 Batch   98/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.021
Epoch  22 Batch   99/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  22 Batch  100/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.014
Epoch  22 Batch  101/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.028
Epoch  22 Batch  102/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.020
Epoch  22 Batch  103/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.024
Epoch  22 Batch  104/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.014
Epoch  22 Batch  105/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  22 Batch  106/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  22 Batch  107/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.021
Epoch  22 Batch  108/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.020
Epoch  22 Batch  109/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.017
Epoch  22 Batch  110/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.018
Epoch  22 Batch  111/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.018
Epoch  22 Batch  112/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.019
Epoch  22 Batch  113/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.017
Epoch  22 Batch  114/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  22 Batch  115/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.020
Epoch  22 Batch  116/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.018
Epoch  22 Batch  117/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.020
Epoch  22 Batch  118/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.021
Epoch  22 Batch  119/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.013
Epoch  22 Batch  120/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  22 Batch  121/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.019
Epoch  22 Batch  122/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.017
Epoch  22 Batch  123/538 - Train Accuracy:  0.947, Validation Accuracy:  0.961, Loss:  0.020
Epoch  22 Batch  124/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.020
Epoch  22 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  126/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.021
Epoch  22 Batch  127/538 - Train Accuracy:  0.943, Validation Accuracy:  0.963, Loss:  0.026
Epoch  22 Batch  128/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.016
Epoch  22 Batch  129/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.011
Epoch  22 Batch  130/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.015
Epoch  22 Batch  131/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.015
Epoch  22 Batch  132/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.020
Epoch  22 Batch  133/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.020
Epoch  22 Batch  134/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.022
Epoch  22 Batch  135/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.021
Epoch  22 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.014
Epoch  22 Batch  137/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.024
Epoch  22 Batch  138/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.015
Epoch  22 Batch  139/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.027
Epoch  22 Batch  140/538 - Train Accuracy:  0.946, Validation Accuracy:  0.948, Loss:  0.029
Epoch  22 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.017
Epoch  22 Batch  142/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  22 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.029
Epoch  22 Batch  144/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.025
Epoch  22 Batch  145/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.025
Epoch  22 Batch  146/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  22 Batch  147/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.019
Epoch  22 Batch  148/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.022
Epoch  22 Batch  149/538 - Train Accuracy:  0.976, Validation Accuracy:  0.946, Loss:  0.017
Epoch  22 Batch  150/538 - Train Accuracy:  0.974, Validation Accuracy:  0.944, Loss:  0.019
Epoch  22 Batch  151/538 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.022
Epoch  22 Batch  152/538 - Train Accuracy:  0.978, Validation Accuracy:  0.944, Loss:  0.022
Epoch  22 Batch  153/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.016
Epoch  22 Batch  154/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  155/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.022
Epoch  22 Batch  156/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  22 Batch  157/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  22 Batch  158/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.016
Epoch  22 Batch  159/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.023
Epoch  22 Batch  160/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  22 Batch  161/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  22 Batch  162/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.018
Epoch  22 Batch  163/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.020
Epoch  22 Batch  164/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.019
Epoch  22 Batch  165/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.013
Epoch  22 Batch  166/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.013
Epoch  22 Batch  167/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.028
Epoch  22 Batch  168/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.024
Epoch  22 Batch  169/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.016
Epoch  22 Batch  170/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  22 Batch  171/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.023
Epoch  22 Batch  172/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.015
Epoch  22 Batch  173/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.014
Epoch  22 Batch  174/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch  175/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.016
Epoch  22 Batch  176/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch  22 Batch  177/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.018
Epoch  22 Batch  178/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.019
Epoch  22 Batch  179/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.014
Epoch  22 Batch  180/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.019
Epoch  22 Batch  181/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.022
Epoch  22 Batch  182/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.013
Epoch  22 Batch  183/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  22 Batch  184/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  22 Batch  185/538 - Train Accuracy:  0.981, Validation Accuracy:  0.950, Loss:  0.010
Epoch  22 Batch  186/538 - Train Accuracy:  0.963, Validation Accuracy:  0.944, Loss:  0.014
Epoch  22 Batch  187/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.021
Epoch  22 Batch  188/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.017
Epoch  22 Batch  189/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.029
Epoch  22 Batch  190/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.020
Epoch  22 Batch  191/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.016
Epoch  22 Batch  192/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.016
Epoch  22 Batch  193/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.014
Epoch  22 Batch  194/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.021
Epoch  22 Batch  195/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.027
Epoch  22 Batch  196/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.013
Epoch  22 Batch  197/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.016
Epoch  22 Batch  198/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.018
Epoch  22 Batch  199/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.018
Epoch  22 Batch  200/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.012
Epoch  22 Batch  201/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.023
Epoch  22 Batch  202/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.017
Epoch  22 Batch  203/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.019
Epoch  22 Batch  204/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.024
Epoch  22 Batch  205/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.021
Epoch  22 Batch  206/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.017
Epoch  22 Batch  207/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.016
Epoch  22 Batch  208/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.021
Epoch  22 Batch  209/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  22 Batch  210/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.019
Epoch  22 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.019
Epoch  22 Batch  212/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  22 Batch  213/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch  214/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.012
Epoch  22 Batch  215/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.012
Epoch  22 Batch  216/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.018
Epoch  22 Batch  217/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.018
Epoch  22 Batch  218/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.013
Epoch  22 Batch  219/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.017
Epoch  22 Batch  220/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.016
Epoch  22 Batch  221/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  22 Batch  222/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.010
Epoch  22 Batch  223/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch  224/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.025
Epoch  22 Batch  225/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  22 Batch  226/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.021
Epoch  22 Batch  227/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.017
Epoch  22 Batch  228/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.016
Epoch  22 Batch  229/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.020
Epoch  22 Batch  230/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.016
Epoch  22 Batch  231/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.017
Epoch  22 Batch  232/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  22 Batch  233/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.015
Epoch  22 Batch  234/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.019
Epoch  22 Batch  235/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.014
Epoch  22 Batch  236/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  22 Batch  237/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.016
Epoch  22 Batch  238/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.027
Epoch  22 Batch  239/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.019
Epoch  22 Batch  240/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.019
Epoch  22 Batch  241/538 - Train Accuracy:  0.944, Validation Accuracy:  0.948, Loss:  0.020
Epoch  22 Batch  242/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.023
Epoch  22 Batch  243/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.017
Epoch  22 Batch  244/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.018
Epoch  22 Batch  245/538 - Train Accuracy:  0.954, Validation Accuracy:  0.926, Loss:  0.023
Epoch  22 Batch  246/538 - Train Accuracy:  0.956, Validation Accuracy:  0.920, Loss:  0.019
Epoch  22 Batch  247/538 - Train Accuracy:  0.952, Validation Accuracy:  0.920, Loss:  0.020
Epoch  22 Batch  248/538 - Train Accuracy:  0.936, Validation Accuracy:  0.920, Loss:  0.028
Epoch  22 Batch  249/538 - Train Accuracy:  0.961, Validation Accuracy:  0.928, Loss:  0.017
Epoch  22 Batch  250/538 - Train Accuracy:  0.966, Validation Accuracy:  0.932, Loss:  0.018
Epoch  22 Batch  251/538 - Train Accuracy:  0.966, Validation Accuracy:  0.940, Loss:  0.016
Epoch  22 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.021
Epoch  22 Batch  253/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.019
Epoch  22 Batch  254/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.023
Epoch  22 Batch  255/538 - Train Accuracy:  0.983, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  256/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.020
Epoch  22 Batch  257/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.017
Epoch  22 Batch  258/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.016
Epoch  22 Batch  259/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.015
Epoch  22 Batch  260/538 - Train Accuracy:  0.947, Validation Accuracy:  0.950, Loss:  0.020
Epoch  22 Batch  261/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.024
Epoch  22 Batch  262/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.021
Epoch  22 Batch  263/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.018
Epoch  22 Batch  264/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.022
Epoch  22 Batch  265/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.024
Epoch  22 Batch  266/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.022
Epoch  22 Batch  267/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.019
Epoch  22 Batch  268/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch  269/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  22 Batch  270/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  271/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  22 Batch  272/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.023
Epoch  22 Batch  273/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.022
Epoch  22 Batch  274/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.018
Epoch  22 Batch  275/538 - Train Accuracy:  0.947, Validation Accuracy:  0.943, Loss:  0.021
Epoch  22 Batch  276/538 - Train Accuracy:  0.952, Validation Accuracy:  0.946, Loss:  0.025
Epoch  22 Batch  277/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.014
Epoch  22 Batch  278/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.017
Epoch  22 Batch  279/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.014
Epoch  22 Batch  280/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.014
Epoch  22 Batch  281/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.028
Epoch  22 Batch  282/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.024
Epoch  22 Batch  283/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.018
Epoch  22 Batch  284/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.023
Epoch  22 Batch  285/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  22 Batch  286/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.024
Epoch  22 Batch  287/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.013
Epoch  22 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.015
Epoch  22 Batch  289/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.016
Epoch  22 Batch  290/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.014
Epoch  22 Batch  291/538 - Train Accuracy:  0.978, Validation Accuracy:  0.946, Loss:  0.020
Epoch  22 Batch  292/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.011
Epoch  22 Batch  293/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.017
Epoch  22 Batch  294/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.020
Epoch  22 Batch  295/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.015
Epoch  22 Batch  296/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.026
Epoch  22 Batch  297/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  298/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  22 Batch  299/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.027
Epoch  22 Batch  300/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.020
Epoch  22 Batch  301/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.021
Epoch  22 Batch  302/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.022
Epoch  22 Batch  303/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.022
Epoch  22 Batch  304/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.017
Epoch  22 Batch  305/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  22 Batch  306/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.021
Epoch  22 Batch  307/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  22 Batch  308/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.016
Epoch  22 Batch  309/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.016
Epoch  22 Batch  310/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.022
Epoch  22 Batch  311/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.024
Epoch  22 Batch  312/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.016
Epoch  22 Batch  313/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.019
Epoch  22 Batch  314/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.017
Epoch  22 Batch  315/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.022
Epoch  22 Batch  316/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  22 Batch  317/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.021
Epoch  22 Batch  318/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.017
Epoch  22 Batch  319/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.019
Epoch  22 Batch  320/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  22 Batch  321/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  22 Batch  322/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  22 Batch  323/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.014
Epoch  22 Batch  324/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.018
Epoch  22 Batch  325/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.016
Epoch  22 Batch  326/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  22 Batch  327/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.018
Epoch  22 Batch  328/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.019
Epoch  22 Batch  329/538 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.015
Epoch  22 Batch  330/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.019
Epoch  22 Batch  331/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.014
Epoch  22 Batch  332/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.015
Epoch  22 Batch  333/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.018
Epoch  22 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.013
Epoch  22 Batch  335/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.017
Epoch  22 Batch  336/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.020
Epoch  22 Batch  337/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.015
Epoch  22 Batch  338/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.014
Epoch  22 Batch  339/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.017
Epoch  22 Batch  340/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.016
Epoch  22 Batch  341/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  22 Batch  342/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  343/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.018
Epoch  22 Batch  344/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.018
Epoch  22 Batch  345/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.021
Epoch  22 Batch  346/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.019
Epoch  22 Batch  347/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.019
Epoch  22 Batch  348/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.012
Epoch  22 Batch  349/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.012
Epoch  22 Batch  350/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.018
Epoch  22 Batch  351/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.018
Epoch  22 Batch  352/538 - Train Accuracy:  0.948, Validation Accuracy:  0.958, Loss:  0.034
Epoch  22 Batch  353/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.021
Epoch  22 Batch  354/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.018
Epoch  22 Batch  355/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.017
Epoch  22 Batch  356/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.013
Epoch  22 Batch  357/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.014
Epoch  22 Batch  358/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.014
Epoch  22 Batch  359/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.018
Epoch  22 Batch  360/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.017
Epoch  22 Batch  361/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.019
Epoch  22 Batch  362/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.017
Epoch  22 Batch  363/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.020
Epoch  22 Batch  364/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.023
Epoch  22 Batch  365/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.019
Epoch  22 Batch  366/538 - Train Accuracy:  0.951, Validation Accuracy:  0.946, Loss:  0.023
Epoch  22 Batch  367/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.015
Epoch  22 Batch  368/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.013
Epoch  22 Batch  369/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.014
Epoch  22 Batch  370/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  22 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.017
Epoch  22 Batch  372/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.022
Epoch  22 Batch  373/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.021
Epoch  22 Batch  374/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.015
Epoch  22 Batch  375/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.020
Epoch  22 Batch  376/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  22 Batch  377/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.020
Epoch  22 Batch  378/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.014
Epoch  22 Batch  379/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  22 Batch  380/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  22 Batch  381/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  382/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.021
Epoch  22 Batch  383/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.015
Epoch  22 Batch  384/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.018
Epoch  22 Batch  385/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.015
Epoch  22 Batch  386/538 - Train Accuracy:  0.981, Validation Accuracy:  0.950, Loss:  0.019
Epoch  22 Batch  387/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.016
Epoch  22 Batch  388/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.023
Epoch  22 Batch  389/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.024
Epoch  22 Batch  390/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.019
Epoch  22 Batch  391/538 - Train Accuracy:  0.965, Validation Accuracy:  0.937, Loss:  0.016
Epoch  22 Batch  392/538 - Train Accuracy:  0.959, Validation Accuracy:  0.936, Loss:  0.014
Epoch  22 Batch  393/538 - Train Accuracy:  0.964, Validation Accuracy:  0.938, Loss:  0.016
Epoch  22 Batch  394/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.022
Epoch  22 Batch  395/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.019
Epoch  22 Batch  396/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.014
Epoch  22 Batch  397/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.016
Epoch  22 Batch  398/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.014
Epoch  22 Batch  399/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.022
Epoch  22 Batch  400/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.021
Epoch  22 Batch  401/538 - Train Accuracy:  0.985, Validation Accuracy:  0.955, Loss:  0.016
Epoch  22 Batch  402/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.012
Epoch  22 Batch  403/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.020
Epoch  22 Batch  404/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.020
Epoch  22 Batch  405/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.016
Epoch  22 Batch  406/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.018
Epoch  22 Batch  407/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.021
Epoch  22 Batch  408/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.018
Epoch  22 Batch  409/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.019
Epoch  22 Batch  410/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.018
Epoch  22 Batch  411/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.018
Epoch  22 Batch  412/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.012
Epoch  22 Batch  413/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.018
Epoch  22 Batch  414/538 - Train Accuracy:  0.945, Validation Accuracy:  0.950, Loss:  0.022
Epoch  22 Batch  415/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.020
Epoch  22 Batch  416/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.019
Epoch  22 Batch  417/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.014
Epoch  22 Batch  418/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.019
Epoch  22 Batch  419/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  22 Batch  420/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.018
Epoch  22 Batch  421/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  22 Batch  422/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.016
Epoch  22 Batch  423/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.018
Epoch  22 Batch  424/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.023
Epoch  22 Batch  425/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.024
Epoch  22 Batch  426/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.020
Epoch  22 Batch  427/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.019
Epoch  22 Batch  428/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.012
Epoch  22 Batch  429/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.017
Epoch  22 Batch  430/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch  431/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.020
Epoch  22 Batch  432/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.018
Epoch  22 Batch  433/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.030
Epoch  22 Batch  434/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.016
Epoch  22 Batch  435/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.013
Epoch  22 Batch  436/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.019
Epoch  22 Batch  437/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.018
Epoch  22 Batch  438/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.014
Epoch  22 Batch  439/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.017
Epoch  22 Batch  440/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.018
Epoch  22 Batch  441/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.023
Epoch  22 Batch  442/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.016
Epoch  22 Batch  443/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.018
Epoch  22 Batch  444/538 - Train Accuracy:  0.951, Validation Accuracy:  0.962, Loss:  0.021
Epoch  22 Batch  445/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.013
Epoch  22 Batch  446/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.015
Epoch  22 Batch  447/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.014
Epoch  22 Batch  448/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.018
Epoch  22 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.019
Epoch  22 Batch  450/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.021
Epoch  22 Batch  451/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.018
Epoch  22 Batch  452/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  22 Batch  453/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.019
Epoch  22 Batch  454/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.020
Epoch  22 Batch  455/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.019
Epoch  22 Batch  456/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.036
Epoch  22 Batch  457/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  22 Batch  458/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.018
Epoch  22 Batch  459/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  22 Batch  460/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.018
Epoch  22 Batch  461/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.016
Epoch  22 Batch  462/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.015
Epoch  22 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.970, Loss:  0.020
Epoch  22 Batch  464/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.016
Epoch  22 Batch  465/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.018
Epoch  22 Batch  466/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  22 Batch  467/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.017
Epoch  22 Batch  468/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.021
Epoch  22 Batch  469/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  22 Batch  470/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  22 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.013
Epoch  22 Batch  472/538 - Train Accuracy:  0.990, Validation Accuracy:  0.970, Loss:  0.014
Epoch  22 Batch  473/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  22 Batch  474/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.012
Epoch  22 Batch  475/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.013
Epoch  22 Batch  476/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.018
Epoch  22 Batch  477/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.020
Epoch  22 Batch  478/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.012
Epoch  22 Batch  479/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.016
Epoch  22 Batch  480/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.021
Epoch  22 Batch  481/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.017
Epoch  22 Batch  482/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.019
Epoch  22 Batch  483/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.018
Epoch  22 Batch  484/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.020
Epoch  22 Batch  485/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  22 Batch  486/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.013
Epoch  22 Batch  487/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.011
Epoch  22 Batch  488/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.013
Epoch  22 Batch  489/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  22 Batch  490/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  22 Batch  491/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.019
Epoch  22 Batch  492/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.020
Epoch  22 Batch  493/538 - Train Accuracy:  0.948, Validation Accuracy:  0.951, Loss:  0.019
Epoch  22 Batch  494/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.020
Epoch  22 Batch  495/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.021
Epoch  22 Batch  496/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  22 Batch  497/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.016
Epoch  22 Batch  498/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  22 Batch  499/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.016
Epoch  22 Batch  500/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.014
Epoch  22 Batch  501/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  22 Batch  502/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.015
Epoch  22 Batch  503/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.020
Epoch  22 Batch  504/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.013
Epoch  22 Batch  505/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.010
Epoch  22 Batch  506/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.015
Epoch  22 Batch  507/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.017
Epoch  22 Batch  508/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.017
Epoch  22 Batch  509/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.019
Epoch  22 Batch  510/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  22 Batch  511/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.023
Epoch  22 Batch  512/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.021
Epoch  22 Batch  513/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.018
Epoch  22 Batch  514/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.015
Epoch  22 Batch  515/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.023
Epoch  22 Batch  516/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch  517/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.012
Epoch  22 Batch  518/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.022
Epoch  22 Batch  519/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.018
Epoch  22 Batch  520/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.021
Epoch  22 Batch  521/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.019
Epoch  22 Batch  522/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.015
Epoch  22 Batch  523/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.014
Epoch  22 Batch  524/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.014
Epoch  22 Batch  525/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.015
Epoch  22 Batch  526/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.019
Epoch  22 Batch  527/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  22 Batch  528/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  22 Batch  529/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.018
Epoch  22 Batch  530/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.017
Epoch  22 Batch  531/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.024
Epoch  22 Batch  532/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.016
Epoch  22 Batch  533/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.013
Epoch  22 Batch  534/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.010
Epoch  22 Batch  535/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.019
Epoch  22 Batch  536/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.020
Epoch  23 Batch    0/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.014
Epoch  23 Batch    1/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.017
Epoch  23 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.017
Epoch  23 Batch    3/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  23 Batch    4/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.020
Epoch  23 Batch    5/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  23 Batch    6/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.017
Epoch  23 Batch    7/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  23 Batch    8/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.013
Epoch  23 Batch    9/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.016
Epoch  23 Batch   10/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.020
Epoch  23 Batch   11/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  23 Batch   12/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.015
Epoch  23 Batch   13/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.017
Epoch  23 Batch   14/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.016
Epoch  23 Batch   15/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.014
Epoch  23 Batch   16/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.020
Epoch  23 Batch   17/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.015
Epoch  23 Batch   18/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.025
Epoch  23 Batch   19/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.020
Epoch  23 Batch   20/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.020
Epoch  23 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.010
Epoch  23 Batch   22/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.022
Epoch  23 Batch   23/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.020
Epoch  23 Batch   24/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.019
Epoch  23 Batch   25/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.018
Epoch  23 Batch   26/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.021
Epoch  23 Batch   27/538 - Train Accuracy:  0.981, Validation Accuracy:  0.948, Loss:  0.014
Epoch  23 Batch   28/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.018
Epoch  23 Batch   29/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  23 Batch   30/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.022
Epoch  23 Batch   31/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.012
Epoch  23 Batch   32/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.010
Epoch  23 Batch   33/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.020
Epoch  23 Batch   34/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.020
Epoch  23 Batch   35/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.014
Epoch  23 Batch   36/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.017
Epoch  23 Batch   37/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.019
Epoch  23 Batch   38/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.017
Epoch  23 Batch   39/538 - Train Accuracy:  0.968, Validation Accuracy:  0.945, Loss:  0.015
Epoch  23 Batch   40/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.016
Epoch  23 Batch   41/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.014
Epoch  23 Batch   42/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.018
Epoch  23 Batch   43/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.019
Epoch  23 Batch   44/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.013
Epoch  23 Batch   45/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  23 Batch   46/538 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.017
Epoch  23 Batch   47/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.022
Epoch  23 Batch   48/538 - Train Accuracy:  0.945, Validation Accuracy:  0.960, Loss:  0.027
Epoch  23 Batch   49/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  23 Batch   50/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.016
Epoch  23 Batch   51/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.021
Epoch  23 Batch   52/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.019
Epoch  23 Batch   53/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.018
Epoch  23 Batch   54/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.015
Epoch  23 Batch   55/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.018
Epoch  23 Batch   56/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  23 Batch   57/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.021
Epoch  23 Batch   58/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch   59/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch   60/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.022
Epoch  23 Batch   61/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.017
Epoch  23 Batch   62/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.020
Epoch  23 Batch   63/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.016
Epoch  23 Batch   64/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.018
Epoch  23 Batch   65/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.015
Epoch  23 Batch   66/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.013
Epoch  23 Batch   67/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.014
Epoch  23 Batch   68/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.023
Epoch  23 Batch   69/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch   70/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.014
Epoch  23 Batch   71/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  23 Batch   72/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.036
Epoch  23 Batch   73/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  23 Batch   74/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.018
Epoch  23 Batch   75/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.020
Epoch  23 Batch   76/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.016
Epoch  23 Batch   77/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.015
Epoch  23 Batch   78/538 - Train Accuracy:  0.939, Validation Accuracy:  0.953, Loss:  0.020
Epoch  23 Batch   79/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.013
Epoch  23 Batch   80/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  23 Batch   81/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.020
Epoch  23 Batch   82/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch   83/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.018
Epoch  23 Batch   84/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.019
Epoch  23 Batch   85/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  23 Batch   86/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.012
Epoch  23 Batch   87/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.019
Epoch  23 Batch   88/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.015
Epoch  23 Batch   89/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.013
Epoch  23 Batch   90/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  23 Batch   91/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.019
Epoch  23 Batch   92/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.016
Epoch  23 Batch   93/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.011
Epoch  23 Batch   94/538 - Train Accuracy:  0.963, Validation Accuracy:  0.970, Loss:  0.014
Epoch  23 Batch   95/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.013
Epoch  23 Batch   96/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.013
Epoch  23 Batch   97/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.011
Epoch  23 Batch   98/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.016
Epoch  23 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  23 Batch  100/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.013
Epoch  23 Batch  101/538 - Train Accuracy:  0.958, Validation Accuracy:  0.972, Loss:  0.025
Epoch  23 Batch  102/538 - Train Accuracy:  0.963, Validation Accuracy:  0.973, Loss:  0.022
Epoch  23 Batch  103/538 - Train Accuracy:  0.959, Validation Accuracy:  0.972, Loss:  0.015
Epoch  23 Batch  104/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.013
Epoch  23 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.011
Epoch  23 Batch  106/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.012
Epoch  23 Batch  107/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  23 Batch  108/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.016
Epoch  23 Batch  109/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.015
Epoch  23 Batch  110/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.013
Epoch  23 Batch  111/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.015
Epoch  23 Batch  112/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  23 Batch  113/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.019
Epoch  23 Batch  114/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.013
Epoch  23 Batch  115/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.017
Epoch  23 Batch  116/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.018
Epoch  23 Batch  117/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.022
Epoch  23 Batch  118/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  23 Batch  119/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.014
Epoch  23 Batch  120/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.014
Epoch  23 Batch  121/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.019
Epoch  23 Batch  122/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.019
Epoch  23 Batch  123/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch  124/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.018
Epoch  23 Batch  125/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch  126/538 - Train Accuracy:  0.963, Validation Accuracy:  0.972, Loss:  0.019
Epoch  23 Batch  127/538 - Train Accuracy:  0.951, Validation Accuracy:  0.971, Loss:  0.024
Epoch  23 Batch  128/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.014
Epoch  23 Batch  129/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.011
Epoch  23 Batch  130/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  23 Batch  131/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.016
Epoch  23 Batch  132/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch  133/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.016
Epoch  23 Batch  134/538 - Train Accuracy:  0.954, Validation Accuracy:  0.967, Loss:  0.021
Epoch  23 Batch  135/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.019
Epoch  23 Batch  136/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.018
Epoch  23 Batch  137/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.015
Epoch  23 Batch  138/538 - Train Accuracy:  0.953, Validation Accuracy:  0.945, Loss:  0.016
Epoch  23 Batch  139/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.022
Epoch  23 Batch  140/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.022
Epoch  23 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.016
Epoch  23 Batch  142/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.019
Epoch  23 Batch  143/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.031
Epoch  23 Batch  144/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.021
Epoch  23 Batch  145/538 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.021
Epoch  23 Batch  146/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.016
Epoch  23 Batch  147/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  23 Batch  148/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.023
Epoch  23 Batch  149/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.012
Epoch  23 Batch  150/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.014
Epoch  23 Batch  151/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.022
Epoch  23 Batch  152/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.022
Epoch  23 Batch  153/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.016
Epoch  23 Batch  154/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  23 Batch  155/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.016
Epoch  23 Batch  156/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  23 Batch  157/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.013
Epoch  23 Batch  158/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  23 Batch  159/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.022
Epoch  23 Batch  160/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.016
Epoch  23 Batch  161/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.013
Epoch  23 Batch  162/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.018
Epoch  23 Batch  163/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.023
Epoch  23 Batch  164/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.017
Epoch  23 Batch  165/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  23 Batch  166/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  23 Batch  167/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.029
Epoch  23 Batch  168/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.022
Epoch  23 Batch  169/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.011
Epoch  23 Batch  170/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.016
Epoch  23 Batch  171/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.022
Epoch  23 Batch  172/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.017
Epoch  23 Batch  174/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.018
Epoch  23 Batch  175/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.013
Epoch  23 Batch  176/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.019
Epoch  23 Batch  177/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.018
Epoch  23 Batch  178/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.017
Epoch  23 Batch  179/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.017
Epoch  23 Batch  180/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.018
Epoch  23 Batch  181/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.017
Epoch  23 Batch  182/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.016
Epoch  23 Batch  183/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch  184/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.014
Epoch  23 Batch  185/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.012
Epoch  23 Batch  186/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.016
Epoch  23 Batch  187/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.016
Epoch  23 Batch  188/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.016
Epoch  23 Batch  189/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.021
Epoch  23 Batch  190/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.023
Epoch  23 Batch  191/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.014
Epoch  23 Batch  192/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch  193/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  23 Batch  194/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.022
Epoch  23 Batch  195/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.024
Epoch  23 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.014
Epoch  23 Batch  197/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.016
Epoch  23 Batch  198/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.019
Epoch  23 Batch  199/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.016
Epoch  23 Batch  200/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.011
Epoch  23 Batch  201/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.022
Epoch  23 Batch  202/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.015
Epoch  23 Batch  203/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.023
Epoch  23 Batch  204/538 - Train Accuracy:  0.945, Validation Accuracy:  0.960, Loss:  0.024
Epoch  23 Batch  205/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.016
Epoch  23 Batch  206/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  23 Batch  207/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.016
Epoch  23 Batch  208/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.020
Epoch  23 Batch  209/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.015
Epoch  23 Batch  210/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.019
Epoch  23 Batch  211/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.018
Epoch  23 Batch  212/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  23 Batch  213/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.017
Epoch  23 Batch  214/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.015
Epoch  23 Batch  215/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.015
Epoch  23 Batch  216/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.018
Epoch  23 Batch  217/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.020
Epoch  23 Batch  218/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  23 Batch  219/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.022
Epoch  23 Batch  220/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.019
Epoch  23 Batch  221/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.014
Epoch  23 Batch  222/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.011
Epoch  23 Batch  223/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch  224/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.022
Epoch  23 Batch  225/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch  226/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.019
Epoch  23 Batch  227/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  23 Batch  228/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.015
Epoch  23 Batch  229/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.017
Epoch  23 Batch  230/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.015
Epoch  23 Batch  231/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.018
Epoch  23 Batch  232/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.022
Epoch  23 Batch  233/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.017
Epoch  23 Batch  234/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.015
Epoch  23 Batch  235/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.014
Epoch  23 Batch  236/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.019
Epoch  23 Batch  237/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.013
Epoch  23 Batch  238/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  23 Batch  239/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch  240/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  23 Batch  241/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.019
Epoch  23 Batch  242/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  23 Batch  243/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.011
Epoch  23 Batch  244/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.016
Epoch  23 Batch  245/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.022
Epoch  23 Batch  246/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.015
Epoch  23 Batch  247/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.018
Epoch  23 Batch  248/538 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.022
Epoch  23 Batch  249/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.012
Epoch  23 Batch  250/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.013
Epoch  23 Batch  251/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.015
Epoch  23 Batch  252/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  23 Batch  253/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.016
Epoch  23 Batch  254/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.020
Epoch  23 Batch  255/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.013
Epoch  23 Batch  256/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.016
Epoch  23 Batch  257/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch  258/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.016
Epoch  23 Batch  259/538 - Train Accuracy:  0.985, Validation Accuracy:  0.953, Loss:  0.013
Epoch  23 Batch  260/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.019
Epoch  23 Batch  261/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.018
Epoch  23 Batch  262/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.019
Epoch  23 Batch  263/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.015
Epoch  23 Batch  264/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.019
Epoch  23 Batch  265/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.023
Epoch  23 Batch  266/538 - Train Accuracy:  0.951, Validation Accuracy:  0.954, Loss:  0.015
Epoch  23 Batch  267/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.016
Epoch  23 Batch  268/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.013
Epoch  23 Batch  269/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.019
Epoch  23 Batch  270/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.015
Epoch  23 Batch  271/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.013
Epoch  23 Batch  272/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.018
Epoch  23 Batch  273/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch  274/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.020
Epoch  23 Batch  275/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.017
Epoch  23 Batch  276/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.019
Epoch  23 Batch  277/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.012
Epoch  23 Batch  278/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.014
Epoch  23 Batch  279/538 - Train Accuracy:  0.956, Validation Accuracy:  0.944, Loss:  0.014
Epoch  23 Batch  280/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.020
Epoch  23 Batch  281/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.024
Epoch  23 Batch  282/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.022
Epoch  23 Batch  283/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.017
Epoch  23 Batch  284/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.019
Epoch  23 Batch  285/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.015
Epoch  23 Batch  286/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.023
Epoch  23 Batch  287/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.012
Epoch  23 Batch  288/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  23 Batch  289/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  23 Batch  290/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  23 Batch  291/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.015
Epoch  23 Batch  292/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.010
Epoch  23 Batch  293/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch  294/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.016
Epoch  23 Batch  295/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.014
Epoch  23 Batch  296/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.026
Epoch  23 Batch  297/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.016
Epoch  23 Batch  298/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  23 Batch  299/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.025
Epoch  23 Batch  300/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.020
Epoch  23 Batch  301/538 - Train Accuracy:  0.951, Validation Accuracy:  0.968, Loss:  0.018
Epoch  23 Batch  302/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.018
Epoch  23 Batch  303/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.021
Epoch  23 Batch  304/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.018
Epoch  23 Batch  305/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.013
Epoch  23 Batch  306/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch  307/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  23 Batch  308/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.014
Epoch  23 Batch  309/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.013
Epoch  23 Batch  310/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.022
Epoch  23 Batch  311/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.023
Epoch  23 Batch  312/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.014
Epoch  23 Batch  313/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  23 Batch  314/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.015
Epoch  23 Batch  315/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.019
Epoch  23 Batch  316/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.016
Epoch  23 Batch  317/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.021
Epoch  23 Batch  318/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  23 Batch  319/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.020
Epoch  23 Batch  320/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  23 Batch  321/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.013
Epoch  23 Batch  322/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.018
Epoch  23 Batch  323/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.015
Epoch  23 Batch  324/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.020
Epoch  23 Batch  325/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.018
Epoch  23 Batch  326/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.019
Epoch  23 Batch  327/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.019
Epoch  23 Batch  328/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.015
Epoch  23 Batch  329/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.017
Epoch  23 Batch  330/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.018
Epoch  23 Batch  331/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  23 Batch  332/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.017
Epoch  23 Batch  333/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.014
Epoch  23 Batch  334/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch  335/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.017
Epoch  23 Batch  336/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.017
Epoch  23 Batch  337/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.020
Epoch  23 Batch  338/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.012
Epoch  23 Batch  339/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.014
Epoch  23 Batch  340/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.016
Epoch  23 Batch  341/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.016
Epoch  23 Batch  342/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.020
Epoch  23 Batch  343/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.014
Epoch  23 Batch  344/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.017
Epoch  23 Batch  345/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.021
Epoch  23 Batch  346/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.018
Epoch  23 Batch  347/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.021
Epoch  23 Batch  348/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.015
Epoch  23 Batch  349/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.014
Epoch  23 Batch  350/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.026
Epoch  23 Batch  351/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.020
Epoch  23 Batch  352/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.033
Epoch  23 Batch  353/538 - Train Accuracy:  0.948, Validation Accuracy:  0.962, Loss:  0.017
Epoch  23 Batch  354/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch  355/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.018
Epoch  23 Batch  356/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  23 Batch  357/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.018
Epoch  23 Batch  358/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.015
Epoch  23 Batch  359/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  23 Batch  360/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch  361/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.022
Epoch  23 Batch  362/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.014
Epoch  23 Batch  363/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.018
Epoch  23 Batch  364/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.027
Epoch  23 Batch  365/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.018
Epoch  23 Batch  366/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.018
Epoch  23 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.014
Epoch  23 Batch  368/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.013
Epoch  23 Batch  369/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  23 Batch  370/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.019
Epoch  23 Batch  371/538 - Train Accuracy:  0.981, Validation Accuracy:  0.949, Loss:  0.016
Epoch  23 Batch  372/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.017
Epoch  23 Batch  373/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.015
Epoch  23 Batch  374/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.017
Epoch  23 Batch  375/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.019
Epoch  23 Batch  376/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.016
Epoch  23 Batch  377/538 - Train Accuracy:  0.975, Validation Accuracy:  0.944, Loss:  0.022
Epoch  23 Batch  378/538 - Train Accuracy:  0.979, Validation Accuracy:  0.949, Loss:  0.012
Epoch  23 Batch  379/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.020
Epoch  23 Batch  380/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.018
Epoch  23 Batch  381/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.014
Epoch  23 Batch  382/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.019
Epoch  23 Batch  383/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.016
Epoch  23 Batch  384/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.020
Epoch  23 Batch  385/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.019
Epoch  23 Batch  386/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.015
Epoch  23 Batch  387/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  23 Batch  388/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.020
Epoch  23 Batch  389/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.024
Epoch  23 Batch  390/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  23 Batch  391/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.017
Epoch  23 Batch  392/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.017
Epoch  23 Batch  393/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.016
Epoch  23 Batch  394/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.023
Epoch  23 Batch  395/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.020
Epoch  23 Batch  396/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.014
Epoch  23 Batch  397/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  23 Batch  398/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.017
Epoch  23 Batch  399/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.017
Epoch  23 Batch  400/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.022
Epoch  23 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.016
Epoch  23 Batch  402/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.015
Epoch  23 Batch  403/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.020
Epoch  23 Batch  404/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.023
Epoch  23 Batch  405/538 - Train Accuracy:  0.961, Validation Accuracy:  0.939, Loss:  0.018
Epoch  23 Batch  406/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.021
Epoch  23 Batch  407/538 - Train Accuracy:  0.970, Validation Accuracy:  0.942, Loss:  0.020
Epoch  23 Batch  408/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.020
Epoch  23 Batch  409/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.016
Epoch  23 Batch  410/538 - Train Accuracy:  0.982, Validation Accuracy:  0.947, Loss:  0.015
Epoch  23 Batch  411/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.024
Epoch  23 Batch  412/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.012
Epoch  23 Batch  413/538 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.017
Epoch  23 Batch  414/538 - Train Accuracy:  0.944, Validation Accuracy:  0.948, Loss:  0.024
Epoch  23 Batch  415/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.016
Epoch  23 Batch  416/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.018
Epoch  23 Batch  417/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.019
Epoch  23 Batch  418/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.023
Epoch  23 Batch  419/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.018
Epoch  23 Batch  420/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.017
Epoch  23 Batch  421/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.014
Epoch  23 Batch  422/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.016
Epoch  23 Batch  423/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.020
Epoch  23 Batch  424/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.021
Epoch  23 Batch  425/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.026
Epoch  23 Batch  426/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.018
Epoch  23 Batch  427/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.018
Epoch  23 Batch  428/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.015
Epoch  23 Batch  429/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.019
Epoch  23 Batch  430/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.017
Epoch  23 Batch  431/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.017
Epoch  23 Batch  432/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.019
Epoch  23 Batch  433/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.029
Epoch  23 Batch  434/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.017
Epoch  23 Batch  435/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch  436/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.021
Epoch  23 Batch  437/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.019
Epoch  23 Batch  438/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.015
Epoch  23 Batch  439/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.018
Epoch  23 Batch  440/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  23 Batch  441/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.021
Epoch  23 Batch  442/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  23 Batch  443/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.021
Epoch  23 Batch  444/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  23 Batch  445/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.014
Epoch  23 Batch  446/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.019
Epoch  23 Batch  447/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.021
Epoch  23 Batch  448/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.023
Epoch  23 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.019
Epoch  23 Batch  450/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.026
Epoch  23 Batch  451/538 - Train Accuracy:  0.946, Validation Accuracy:  0.955, Loss:  0.021
Epoch  23 Batch  452/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.016
Epoch  23 Batch  453/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.021
Epoch  23 Batch  454/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.023
Epoch  23 Batch  455/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.020
Epoch  23 Batch  456/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.040
Epoch  23 Batch  457/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.020
Epoch  23 Batch  458/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.016
Epoch  23 Batch  459/538 - Train Accuracy:  0.983, Validation Accuracy:  0.949, Loss:  0.013
Epoch  23 Batch  460/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.018
Epoch  23 Batch  461/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  23 Batch  462/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.017
Epoch  23 Batch  463/538 - Train Accuracy:  0.944, Validation Accuracy:  0.959, Loss:  0.023
Epoch  23 Batch  464/538 - Train Accuracy:  0.982, Validation Accuracy:  0.955, Loss:  0.014
Epoch  23 Batch  465/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.018
Epoch  23 Batch  466/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.022
Epoch  23 Batch  467/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.018
Epoch  23 Batch  468/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.017
Epoch  23 Batch  469/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.015
Epoch  23 Batch  470/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  23 Batch  471/538 - Train Accuracy:  0.987, Validation Accuracy:  0.961, Loss:  0.011
Epoch  23 Batch  472/538 - Train Accuracy:  0.992, Validation Accuracy:  0.964, Loss:  0.012
Epoch  23 Batch  473/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.017
Epoch  23 Batch  474/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.013
Epoch  23 Batch  475/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.019
Epoch  23 Batch  476/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.018
Epoch  23 Batch  477/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.020
Epoch  23 Batch  478/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.012
Epoch  23 Batch  479/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.019
Epoch  23 Batch  480/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.021
Epoch  23 Batch  481/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.023
Epoch  23 Batch  482/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.021
Epoch  23 Batch  483/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.016
Epoch  23 Batch  484/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.017
Epoch  23 Batch  485/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.019
Epoch  23 Batch  486/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.015
Epoch  23 Batch  487/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.015
Epoch  23 Batch  488/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.018
Epoch  23 Batch  489/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.021
Epoch  23 Batch  490/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.020
Epoch  23 Batch  491/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.020
Epoch  23 Batch  492/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.017
Epoch  23 Batch  493/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.016
Epoch  23 Batch  494/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.021
Epoch  23 Batch  495/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.021
Epoch  23 Batch  496/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.017
Epoch  23 Batch  497/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.015
Epoch  23 Batch  498/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  23 Batch  499/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.021
Epoch  23 Batch  500/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.014
Epoch  23 Batch  501/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.020
Epoch  23 Batch  502/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.018
Epoch  23 Batch  503/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.017
Epoch  23 Batch  504/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.018
Epoch  23 Batch  505/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.012
Epoch  23 Batch  506/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  23 Batch  507/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.020
Epoch  23 Batch  508/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.021
Epoch  23 Batch  509/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.020
Epoch  23 Batch  510/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.015
Epoch  23 Batch  511/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.020
Epoch  23 Batch  512/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.021
Epoch  23 Batch  513/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.015
Epoch  23 Batch  514/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.019
Epoch  23 Batch  515/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.021
Epoch  23 Batch  516/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.014
Epoch  23 Batch  517/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.014
Epoch  23 Batch  518/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.021
Epoch  23 Batch  519/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.020
Epoch  23 Batch  520/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.021
Epoch  23 Batch  521/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.022
Epoch  23 Batch  522/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.015
Epoch  23 Batch  523/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.015
Epoch  23 Batch  524/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.015
Epoch  23 Batch  525/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.019
Epoch  23 Batch  526/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.020
Epoch  23 Batch  527/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  23 Batch  528/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.020
Epoch  23 Batch  529/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  23 Batch  530/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  23 Batch  531/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.024
Epoch  23 Batch  532/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.016
Epoch  23 Batch  533/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  23 Batch  534/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.013
Epoch  23 Batch  535/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.014
Epoch  23 Batch  536/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.020
Epoch  24 Batch    0/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.017
Epoch  24 Batch    1/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.017
Epoch  24 Batch    2/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.017
Epoch  24 Batch    3/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  24 Batch    4/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  24 Batch    5/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.020
Epoch  24 Batch    6/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  24 Batch    7/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  24 Batch    8/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.011
Epoch  24 Batch    9/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.013
Epoch  24 Batch   10/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.019
Epoch  24 Batch   11/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.019
Epoch  24 Batch   12/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.015
Epoch  24 Batch   13/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.017
Epoch  24 Batch   14/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  24 Batch   15/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  24 Batch   16/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.021
Epoch  24 Batch   17/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  24 Batch   18/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.021
Epoch  24 Batch   19/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.019
Epoch  24 Batch   20/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.019
Epoch  24 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.009
Epoch  24 Batch   22/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.017
Epoch  24 Batch   23/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch   24/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.019
Epoch  24 Batch   25/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.022
Epoch  24 Batch   26/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.020
Epoch  24 Batch   27/538 - Train Accuracy:  0.983, Validation Accuracy:  0.952, Loss:  0.012
Epoch  24 Batch   28/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.018
Epoch  24 Batch   29/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.013
Epoch  24 Batch   30/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.019
Epoch  24 Batch   31/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.011
Epoch  24 Batch   32/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.009
Epoch  24 Batch   33/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.016
Epoch  24 Batch   34/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.022
Epoch  24 Batch   35/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.011
Epoch  24 Batch   36/538 - Train Accuracy:  0.983, Validation Accuracy:  0.957, Loss:  0.014
Epoch  24 Batch   37/538 - Train Accuracy:  0.943, Validation Accuracy:  0.958, Loss:  0.023
Epoch  24 Batch   38/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.017
Epoch  24 Batch   39/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.014
Epoch  24 Batch   40/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.020
Epoch  24 Batch   41/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.017
Epoch  24 Batch   42/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  24 Batch   43/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.023
Epoch  24 Batch   44/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  24 Batch   45/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.017
Epoch  24 Batch   46/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.016
Epoch  24 Batch   47/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  24 Batch   48/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.021
Epoch  24 Batch   49/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  24 Batch   50/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.018
Epoch  24 Batch   51/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.018
Epoch  24 Batch   52/538 - Train Accuracy:  0.979, Validation Accuracy:  0.947, Loss:  0.015
Epoch  24 Batch   53/538 - Train Accuracy:  0.930, Validation Accuracy:  0.946, Loss:  0.020
Epoch  24 Batch   54/538 - Train Accuracy:  0.973, Validation Accuracy:  0.943, Loss:  0.012
Epoch  24 Batch   55/538 - Train Accuracy:  0.955, Validation Accuracy:  0.945, Loss:  0.020
Epoch  24 Batch   56/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.020
Epoch  24 Batch   57/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.024
Epoch  24 Batch   58/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.015
Epoch  24 Batch   59/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.016
Epoch  24 Batch   60/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.022
Epoch  24 Batch   61/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  24 Batch   62/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.016
Epoch  24 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.013
Epoch  24 Batch   64/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.016
Epoch  24 Batch   65/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.014
Epoch  24 Batch   66/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.011
Epoch  24 Batch   67/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.016
Epoch  24 Batch   68/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.019
Epoch  24 Batch   69/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.014
Epoch  24 Batch   70/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.015
Epoch  24 Batch   71/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.021
Epoch  24 Batch   72/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.033
Epoch  24 Batch   73/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.014
Epoch  24 Batch   74/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.015
Epoch  24 Batch   75/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.021
Epoch  24 Batch   76/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.016
Epoch  24 Batch   77/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.016
Epoch  24 Batch   78/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.017
Epoch  24 Batch   79/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  24 Batch   80/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  24 Batch   81/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.021
Epoch  24 Batch   82/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  24 Batch   83/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  24 Batch   84/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.018
Epoch  24 Batch   85/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.019
Epoch  24 Batch   86/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.012
Epoch  24 Batch   87/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.023
Epoch  24 Batch   88/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.017
Epoch  24 Batch   89/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.013
Epoch  24 Batch   90/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.021
Epoch  24 Batch   91/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.020
Epoch  24 Batch   92/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.018
Epoch  24 Batch   93/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.015
Epoch  24 Batch   94/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.017
Epoch  24 Batch   95/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.015
Epoch  24 Batch   96/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.015
Epoch  24 Batch   97/538 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.011
Epoch  24 Batch   98/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.025
Epoch  24 Batch   99/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.018
Epoch  24 Batch  100/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.015
Epoch  24 Batch  101/538 - Train Accuracy:  0.939, Validation Accuracy:  0.957, Loss:  0.030
Epoch  24 Batch  102/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.022
Epoch  24 Batch  103/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.020
Epoch  24 Batch  104/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.017
Epoch  24 Batch  105/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.013
Epoch  24 Batch  106/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.019
Epoch  24 Batch  107/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.021
Epoch  24 Batch  108/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.016
Epoch  24 Batch  109/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.012
Epoch  24 Batch  110/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.022
Epoch  24 Batch  111/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.017
Epoch  24 Batch  112/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.022
Epoch  24 Batch  113/538 - Train Accuracy:  0.949, Validation Accuracy:  0.962, Loss:  0.019
Epoch  24 Batch  114/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  24 Batch  115/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.021
Epoch  24 Batch  116/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.021
Epoch  24 Batch  117/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.022
Epoch  24 Batch  118/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  24 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.017
Epoch  24 Batch  120/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.012
Epoch  24 Batch  121/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.019
Epoch  24 Batch  122/538 - Train Accuracy:  0.944, Validation Accuracy:  0.961, Loss:  0.025
Epoch  24 Batch  123/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.016
Epoch  24 Batch  124/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.017
Epoch  24 Batch  125/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.021
Epoch  24 Batch  126/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.025
Epoch  24 Batch  127/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.025
Epoch  24 Batch  128/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.018
Epoch  24 Batch  129/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.012
Epoch  24 Batch  130/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.016
Epoch  24 Batch  131/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.019
Epoch  24 Batch  132/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.019
Epoch  24 Batch  133/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  24 Batch  134/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.022
Epoch  24 Batch  135/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.024
Epoch  24 Batch  136/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  137/538 - Train Accuracy:  0.969, Validation Accuracy:  0.941, Loss:  0.015
Epoch  24 Batch  138/538 - Train Accuracy:  0.950, Validation Accuracy:  0.941, Loss:  0.019
Epoch  24 Batch  139/538 - Train Accuracy:  0.965, Validation Accuracy:  0.941, Loss:  0.026
Epoch  24 Batch  140/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.031
Epoch  24 Batch  141/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.021
Epoch  24 Batch  142/538 - Train Accuracy:  0.974, Validation Accuracy:  0.942, Loss:  0.018
Epoch  24 Batch  143/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.029
Epoch  24 Batch  144/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.022
Epoch  24 Batch  145/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.022
Epoch  24 Batch  146/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.019
Epoch  24 Batch  147/538 - Train Accuracy:  0.968, Validation Accuracy:  0.944, Loss:  0.022
Epoch  24 Batch  148/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.021
Epoch  24 Batch  149/538 - Train Accuracy:  0.975, Validation Accuracy:  0.941, Loss:  0.019
Epoch  24 Batch  150/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.020
Epoch  24 Batch  151/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.022
Epoch  24 Batch  152/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.020
Epoch  24 Batch  153/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.016
Epoch  24 Batch  154/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.022
Epoch  24 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.016
Epoch  24 Batch  156/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  24 Batch  157/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.018
Epoch  24 Batch  158/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.016
Epoch  24 Batch  159/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.027
Epoch  24 Batch  160/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  24 Batch  161/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.019
Epoch  24 Batch  162/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.018
Epoch  24 Batch  163/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.022
Epoch  24 Batch  164/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.019
Epoch  24 Batch  165/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.013
Epoch  24 Batch  166/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.012
Epoch  24 Batch  167/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.026
Epoch  24 Batch  168/538 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.030
Epoch  24 Batch  169/538 - Train Accuracy:  0.987, Validation Accuracy:  0.962, Loss:  0.013
Epoch  24 Batch  170/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.019
Epoch  24 Batch  171/538 - Train Accuracy:  0.946, Validation Accuracy:  0.964, Loss:  0.022
Epoch  24 Batch  172/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.015
Epoch  24 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.015
Epoch  24 Batch  174/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.017
Epoch  24 Batch  175/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.020
Epoch  24 Batch  176/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.021
Epoch  24 Batch  177/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.017
Epoch  24 Batch  178/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.019
Epoch  24 Batch  179/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.019
Epoch  24 Batch  180/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.022
Epoch  24 Batch  181/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.024
Epoch  24 Batch  182/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.013
Epoch  24 Batch  183/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.014
Epoch  24 Batch  184/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.015
Epoch  24 Batch  185/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.013
Epoch  24 Batch  186/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  24 Batch  187/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.019
Epoch  24 Batch  188/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.017
Epoch  24 Batch  189/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.020
Epoch  24 Batch  190/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.024
Epoch  24 Batch  191/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.016
Epoch  24 Batch  192/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  24 Batch  193/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.015
Epoch  24 Batch  194/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.022
Epoch  24 Batch  195/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.026
Epoch  24 Batch  196/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.017
Epoch  24 Batch  197/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.014
Epoch  24 Batch  198/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.019
Epoch  24 Batch  199/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.017
Epoch  24 Batch  200/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.012
Epoch  24 Batch  201/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.025
Epoch  24 Batch  202/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  24 Batch  203/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.021
Epoch  24 Batch  204/538 - Train Accuracy:  0.943, Validation Accuracy:  0.960, Loss:  0.023
Epoch  24 Batch  205/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.017
Epoch  24 Batch  206/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.016
Epoch  24 Batch  207/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.018
Epoch  24 Batch  208/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.023
Epoch  24 Batch  209/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.016
Epoch  24 Batch  210/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  211/538 - Train Accuracy:  0.966, Validation Accuracy:  0.940, Loss:  0.017
Epoch  24 Batch  212/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.017
Epoch  24 Batch  213/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.017
Epoch  24 Batch  214/538 - Train Accuracy:  0.976, Validation Accuracy:  0.940, Loss:  0.012
Epoch  24 Batch  215/538 - Train Accuracy:  0.960, Validation Accuracy:  0.941, Loss:  0.016
Epoch  24 Batch  216/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.019
Epoch  24 Batch  217/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.018
Epoch  24 Batch  218/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  24 Batch  219/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.019
Epoch  24 Batch  220/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.020
Epoch  24 Batch  221/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.016
Epoch  24 Batch  222/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  24 Batch  223/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  224/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.033
Epoch  24 Batch  225/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.019
Epoch  24 Batch  226/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.024
Epoch  24 Batch  227/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  228/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.017
Epoch  24 Batch  229/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.017
Epoch  24 Batch  230/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.020
Epoch  24 Batch  231/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.021
Epoch  24 Batch  232/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.026
Epoch  24 Batch  233/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.017
Epoch  24 Batch  234/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.016
Epoch  24 Batch  235/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.017
Epoch  24 Batch  236/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.018
Epoch  24 Batch  237/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.015
Epoch  24 Batch  238/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.018
Epoch  24 Batch  239/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.020
Epoch  24 Batch  240/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.022
Epoch  24 Batch  241/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.016
Epoch  24 Batch  242/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  243/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  24 Batch  244/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  24 Batch  245/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.023
Epoch  24 Batch  246/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.015
Epoch  24 Batch  247/538 - Train Accuracy:  0.963, Validation Accuracy:  0.939, Loss:  0.018
Epoch  24 Batch  248/538 - Train Accuracy:  0.953, Validation Accuracy:  0.940, Loss:  0.019
Epoch  24 Batch  249/538 - Train Accuracy:  0.978, Validation Accuracy:  0.943, Loss:  0.012
Epoch  24 Batch  250/538 - Train Accuracy:  0.982, Validation Accuracy:  0.939, Loss:  0.010
Epoch  24 Batch  251/538 - Train Accuracy:  0.972, Validation Accuracy:  0.942, Loss:  0.017
Epoch  24 Batch  252/538 - Train Accuracy:  0.976, Validation Accuracy:  0.943, Loss:  0.021
Epoch  24 Batch  253/538 - Train Accuracy:  0.956, Validation Accuracy:  0.948, Loss:  0.017
Epoch  24 Batch  254/538 - Train Accuracy:  0.946, Validation Accuracy:  0.947, Loss:  0.021
Epoch  24 Batch  255/538 - Train Accuracy:  0.974, Validation Accuracy:  0.938, Loss:  0.017
Epoch  24 Batch  256/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.018
Epoch  24 Batch  257/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.017
Epoch  24 Batch  258/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.017
Epoch  24 Batch  259/538 - Train Accuracy:  0.966, Validation Accuracy:  0.943, Loss:  0.020
Epoch  24 Batch  260/538 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.019
Epoch  24 Batch  261/538 - Train Accuracy:  0.968, Validation Accuracy:  0.939, Loss:  0.020
Epoch  24 Batch  262/538 - Train Accuracy:  0.960, Validation Accuracy:  0.935, Loss:  0.026
Epoch  24 Batch  263/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.019
Epoch  24 Batch  264/538 - Train Accuracy:  0.954, Validation Accuracy:  0.943, Loss:  0.021
Epoch  24 Batch  265/538 - Train Accuracy:  0.949, Validation Accuracy:  0.942, Loss:  0.021
Epoch  24 Batch  266/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.020
Epoch  24 Batch  267/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.018
Epoch  24 Batch  268/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.015
Epoch  24 Batch  269/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.018
Epoch  24 Batch  270/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  24 Batch  271/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  24 Batch  272/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.019
Epoch  24 Batch  273/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.022
Epoch  24 Batch  274/538 - Train Accuracy:  0.951, Validation Accuracy:  0.943, Loss:  0.018
Epoch  24 Batch  275/538 - Train Accuracy:  0.945, Validation Accuracy:  0.944, Loss:  0.020
Epoch  24 Batch  276/538 - Train Accuracy:  0.935, Validation Accuracy:  0.947, Loss:  0.028
Epoch  24 Batch  277/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.012
Epoch  24 Batch  278/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.016
Epoch  24 Batch  279/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.020
Epoch  24 Batch  280/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  24 Batch  281/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.023
Epoch  24 Batch  282/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.019
Epoch  24 Batch  283/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.015
Epoch  24 Batch  284/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  24 Batch  285/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  24 Batch  286/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.025
Epoch  24 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.012
Epoch  24 Batch  288/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.017
Epoch  24 Batch  289/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.015
Epoch  24 Batch  290/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.014
Epoch  24 Batch  291/538 - Train Accuracy:  0.978, Validation Accuracy:  0.948, Loss:  0.016
Epoch  24 Batch  292/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.013
Epoch  24 Batch  293/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.020
Epoch  24 Batch  294/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.017
Epoch  24 Batch  295/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.019
Epoch  24 Batch  296/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.026
Epoch  24 Batch  297/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.023
Epoch  24 Batch  298/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.016
Epoch  24 Batch  299/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.027
Epoch  24 Batch  300/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.018
Epoch  24 Batch  301/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.020
Epoch  24 Batch  302/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.021
Epoch  24 Batch  303/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.022
Epoch  24 Batch  304/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.018
Epoch  24 Batch  305/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  24 Batch  306/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.020
Epoch  24 Batch  307/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.017
Epoch  24 Batch  308/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.017
Epoch  24 Batch  309/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.015
Epoch  24 Batch  310/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.021
Epoch  24 Batch  311/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.018
Epoch  24 Batch  312/538 - Train Accuracy:  0.961, Validation Accuracy:  0.971, Loss:  0.016
Epoch  24 Batch  313/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.018
Epoch  24 Batch  314/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.018
Epoch  24 Batch  315/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  24 Batch  316/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  24 Batch  317/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.021
Epoch  24 Batch  318/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.017
Epoch  24 Batch  319/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.018
Epoch  24 Batch  320/538 - Train Accuracy:  0.967, Validation Accuracy:  0.972, Loss:  0.015
Epoch  24 Batch  321/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.013
Epoch  24 Batch  322/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.017
Epoch  24 Batch  323/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.013
Epoch  24 Batch  324/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.018
Epoch  24 Batch  325/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.016
Epoch  24 Batch  326/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.017
Epoch  24 Batch  327/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.022
Epoch  24 Batch  328/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  24 Batch  329/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.016
Epoch  24 Batch  330/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.018
Epoch  24 Batch  331/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.016
Epoch  24 Batch  332/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  24 Batch  333/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  24 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.015
Epoch  24 Batch  335/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  24 Batch  336/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.022
Epoch  24 Batch  337/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  24 Batch  338/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.012
Epoch  24 Batch  339/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.014
Epoch  24 Batch  340/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.016
Epoch  24 Batch  341/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.016
Epoch  24 Batch  342/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.020
Epoch  24 Batch  343/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.015
Epoch  24 Batch  344/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.014
Epoch  24 Batch  345/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.019
Epoch  24 Batch  346/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  347/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.017
Epoch  24 Batch  348/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.013
Epoch  24 Batch  349/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.012
Epoch  24 Batch  350/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.021
Epoch  24 Batch  351/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.019
Epoch  24 Batch  352/538 - Train Accuracy:  0.954, Validation Accuracy:  0.967, Loss:  0.029
Epoch  24 Batch  353/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.022
Epoch  24 Batch  354/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.013
Epoch  24 Batch  355/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.017
Epoch  24 Batch  356/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.013
Epoch  24 Batch  357/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  24 Batch  358/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.015
Epoch  24 Batch  359/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.016
Epoch  24 Batch  360/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.015
Epoch  24 Batch  361/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.019
Epoch  24 Batch  362/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  24 Batch  363/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  24 Batch  364/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.023
Epoch  24 Batch  365/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  24 Batch  366/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  24 Batch  367/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.015
Epoch  24 Batch  368/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.012
Epoch  24 Batch  369/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.015
Epoch  24 Batch  370/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  371/538 - Train Accuracy:  0.983, Validation Accuracy:  0.952, Loss:  0.015
Epoch  24 Batch  372/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.018
Epoch  24 Batch  373/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.014
Epoch  24 Batch  374/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.013
Epoch  24 Batch  375/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.019
Epoch  24 Batch  376/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.017
Epoch  24 Batch  377/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.021
Epoch  24 Batch  378/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.012
Epoch  24 Batch  379/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.016
Epoch  24 Batch  380/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  24 Batch  381/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.013
Epoch  24 Batch  382/538 - Train Accuracy:  0.945, Validation Accuracy:  0.957, Loss:  0.018
Epoch  24 Batch  383/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.015
Epoch  24 Batch  384/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.019
Epoch  24 Batch  385/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.012
Epoch  24 Batch  386/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.014
Epoch  24 Batch  387/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.014
Epoch  24 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.018
Epoch  24 Batch  389/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.020
Epoch  24 Batch  390/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.012
Epoch  24 Batch  391/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.015
Epoch  24 Batch  392/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.012
Epoch  24 Batch  393/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.016
Epoch  24 Batch  394/538 - Train Accuracy:  0.948, Validation Accuracy:  0.948, Loss:  0.021
Epoch  24 Batch  395/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.017
Epoch  24 Batch  396/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.014
Epoch  24 Batch  397/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  24 Batch  398/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  24 Batch  399/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.015
Epoch  24 Batch  400/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.022
Epoch  24 Batch  401/538 - Train Accuracy:  0.987, Validation Accuracy:  0.967, Loss:  0.010
Epoch  24 Batch  402/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.014
Epoch  24 Batch  403/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.017
Epoch  24 Batch  404/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.022
Epoch  24 Batch  405/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.014
Epoch  24 Batch  406/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.018
Epoch  24 Batch  407/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.019
Epoch  24 Batch  408/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.019
Epoch  24 Batch  409/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.017
Epoch  24 Batch  410/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.013
Epoch  24 Batch  411/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.020
Epoch  24 Batch  412/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.008
Epoch  24 Batch  413/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  24 Batch  414/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.023
Epoch  24 Batch  415/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.016
Epoch  24 Batch  416/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  24 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.014
Epoch  24 Batch  418/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.022
Epoch  24 Batch  419/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.014
Epoch  24 Batch  420/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.020
Epoch  24 Batch  421/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.015
Epoch  24 Batch  422/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.019
Epoch  24 Batch  423/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.017
Epoch  24 Batch  424/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.019
Epoch  24 Batch  425/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.025
Epoch  24 Batch  426/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.019
Epoch  24 Batch  427/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.018
Epoch  24 Batch  428/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.014
Epoch  24 Batch  429/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.020
Epoch  24 Batch  430/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.020
Epoch  24 Batch  431/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.015
Epoch  24 Batch  432/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.020
Epoch  24 Batch  433/538 - Train Accuracy:  0.948, Validation Accuracy:  0.957, Loss:  0.031
Epoch  24 Batch  434/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  24 Batch  435/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  24 Batch  436/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.023
Epoch  24 Batch  437/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.019
Epoch  24 Batch  438/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.014
Epoch  24 Batch  439/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.016
Epoch  24 Batch  440/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.016
Epoch  24 Batch  441/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.021
Epoch  24 Batch  442/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.012
Epoch  24 Batch  443/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.016
Epoch  24 Batch  444/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.015
Epoch  24 Batch  445/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  24 Batch  446/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  24 Batch  447/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.019
Epoch  24 Batch  448/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.017
Epoch  24 Batch  449/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.018
Epoch  24 Batch  450/538 - Train Accuracy:  0.937, Validation Accuracy:  0.965, Loss:  0.024
Epoch  24 Batch  451/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.015
Epoch  24 Batch  452/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.016
Epoch  24 Batch  453/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.016
Epoch  24 Batch  454/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.018
Epoch  24 Batch  455/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.021
Epoch  24 Batch  456/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.038
Epoch  24 Batch  457/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.015
Epoch  24 Batch  458/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.015
Epoch  24 Batch  459/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  24 Batch  460/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.016
Epoch  24 Batch  461/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.024
Epoch  24 Batch  462/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.014
Epoch  24 Batch  463/538 - Train Accuracy:  0.943, Validation Accuracy:  0.961, Loss:  0.023
Epoch  24 Batch  464/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  24 Batch  465/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.016
Epoch  24 Batch  466/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.025
Epoch  24 Batch  467/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.019
Epoch  24 Batch  468/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.021
Epoch  24 Batch  469/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.017
Epoch  24 Batch  470/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.020
Epoch  24 Batch  471/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.012
Epoch  24 Batch  472/538 - Train Accuracy:  0.987, Validation Accuracy:  0.962, Loss:  0.015
Epoch  24 Batch  473/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.014
Epoch  24 Batch  474/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.013
Epoch  24 Batch  475/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.017
Epoch  24 Batch  476/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.018
Epoch  24 Batch  477/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.020
Epoch  24 Batch  478/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.011
Epoch  24 Batch  479/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.020
Epoch  24 Batch  480/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.021
Epoch  24 Batch  481/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  24 Batch  482/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.017
Epoch  24 Batch  483/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.018
Epoch  24 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  485/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.020
Epoch  24 Batch  486/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.011
Epoch  24 Batch  487/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.014
Epoch  24 Batch  488/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  24 Batch  489/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.017
Epoch  24 Batch  490/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.017
Epoch  24 Batch  491/538 - Train Accuracy:  0.949, Validation Accuracy:  0.966, Loss:  0.019
Epoch  24 Batch  492/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.017
Epoch  24 Batch  493/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.017
Epoch  24 Batch  494/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.017
Epoch  24 Batch  495/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  24 Batch  496/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.018
Epoch  24 Batch  497/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.014
Epoch  24 Batch  498/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.016
Epoch  24 Batch  499/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.020
Epoch  24 Batch  500/538 - Train Accuracy:  0.982, Validation Accuracy:  0.952, Loss:  0.012
Epoch  24 Batch  501/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.016
Epoch  24 Batch  502/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.016
Epoch  24 Batch  503/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.020
Epoch  24 Batch  504/538 - Train Accuracy:  0.983, Validation Accuracy:  0.952, Loss:  0.012
Epoch  24 Batch  505/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.009
Epoch  24 Batch  506/538 - Train Accuracy:  0.980, Validation Accuracy:  0.950, Loss:  0.013
Epoch  24 Batch  507/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.016
Epoch  24 Batch  508/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  24 Batch  509/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.020
Epoch  24 Batch  510/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.013
Epoch  24 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.019
Epoch  24 Batch  512/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.020
Epoch  24 Batch  513/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.016
Epoch  24 Batch  514/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.017
Epoch  24 Batch  515/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.021
Epoch  24 Batch  516/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  24 Batch  517/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  24 Batch  518/538 - Train Accuracy:  0.950, Validation Accuracy:  0.963, Loss:  0.021
Epoch  24 Batch  519/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.019
Epoch  24 Batch  520/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.023
Epoch  24 Batch  521/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.023
Epoch  24 Batch  522/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.015
Epoch  24 Batch  523/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  24 Batch  524/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  24 Batch  525/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.017
Epoch  24 Batch  526/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  24 Batch  527/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.018
Epoch  24 Batch  528/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.020
Epoch  24 Batch  529/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.017
Epoch  24 Batch  530/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.017
Epoch  24 Batch  531/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.023
Epoch  24 Batch  532/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.017
Epoch  24 Batch  533/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.015
Epoch  24 Batch  534/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  24 Batch  535/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.018
Epoch  24 Batch  536/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.019
Epoch  25 Batch    0/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch    1/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.014
Epoch  25 Batch    2/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.021
Epoch  25 Batch    3/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  25 Batch    4/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.015
Epoch  25 Batch    5/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.019
Epoch  25 Batch    6/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.017
Epoch  25 Batch    7/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.018
Epoch  25 Batch    8/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.017
Epoch  25 Batch    9/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.018
Epoch  25 Batch   10/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.020
Epoch  25 Batch   11/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.017
Epoch  25 Batch   12/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.018
Epoch  25 Batch   13/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.018
Epoch  25 Batch   14/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.021
Epoch  25 Batch   15/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.014
Epoch  25 Batch   16/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.019
Epoch  25 Batch   17/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  25 Batch   18/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.027
Epoch  25 Batch   19/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.020
Epoch  25 Batch   20/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.027
Epoch  25 Batch   21/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.010
Epoch  25 Batch   22/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.025
Epoch  25 Batch   23/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.019
Epoch  25 Batch   24/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.020
Epoch  25 Batch   25/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.021
Epoch  25 Batch   26/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.024
Epoch  25 Batch   27/538 - Train Accuracy:  0.982, Validation Accuracy:  0.950, Loss:  0.014
Epoch  25 Batch   28/538 - Train Accuracy:  0.960, Validation Accuracy:  0.942, Loss:  0.017
Epoch  25 Batch   29/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.014
Epoch  25 Batch   30/538 - Train Accuracy:  0.947, Validation Accuracy:  0.945, Loss:  0.023
Epoch  25 Batch   31/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.014
Epoch  25 Batch   32/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.010
Epoch  25 Batch   33/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.019
Epoch  25 Batch   34/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  25 Batch   35/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.015
Epoch  25 Batch   36/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.017
Epoch  25 Batch   37/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.026
Epoch  25 Batch   38/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.017
Epoch  25 Batch   39/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.015
Epoch  25 Batch   40/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  25 Batch   41/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.022
Epoch  25 Batch   42/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.017
Epoch  25 Batch   43/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.024
Epoch  25 Batch   44/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  25 Batch   45/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.017
Epoch  25 Batch   46/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.013
Epoch  25 Batch   47/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.017
Epoch  25 Batch   48/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.023
Epoch  25 Batch   49/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  25 Batch   50/538 - Train Accuracy:  0.946, Validation Accuracy:  0.955, Loss:  0.021
Epoch  25 Batch   51/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.023
Epoch  25 Batch   52/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.019
Epoch  25 Batch   53/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.022
Epoch  25 Batch   54/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.017
Epoch  25 Batch   55/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.015
Epoch  25 Batch   56/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.015
Epoch  25 Batch   57/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.021
Epoch  25 Batch   58/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.016
Epoch  25 Batch   59/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.016
Epoch  25 Batch   60/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.020
Epoch  25 Batch   61/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  25 Batch   62/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.022
Epoch  25 Batch   63/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  25 Batch   64/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.016
Epoch  25 Batch   65/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.017
Epoch  25 Batch   66/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.017
Epoch  25 Batch   67/538 - Train Accuracy:  0.970, Validation Accuracy:  0.943, Loss:  0.023
Epoch  25 Batch   68/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.021
Epoch  25 Batch   69/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.023
Epoch  25 Batch   70/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.019
Epoch  25 Batch   71/538 - Train Accuracy:  0.969, Validation Accuracy:  0.943, Loss:  0.019
Epoch  25 Batch   72/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.031
Epoch  25 Batch   73/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.016
Epoch  25 Batch   74/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.018
Epoch  25 Batch   75/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.027
Epoch  25 Batch   76/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  25 Batch   77/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  25 Batch   78/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.018
Epoch  25 Batch   79/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.012
Epoch  25 Batch   80/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  25 Batch   81/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.021
Epoch  25 Batch   82/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch   83/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch   84/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  25 Batch   85/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.016
Epoch  25 Batch   86/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  25 Batch   87/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.017
Epoch  25 Batch   88/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.016
Epoch  25 Batch   89/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.015
Epoch  25 Batch   90/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.021
Epoch  25 Batch   91/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.020
Epoch  25 Batch   92/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.016
Epoch  25 Batch   93/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.011
Epoch  25 Batch   94/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.013
Epoch  25 Batch   95/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  25 Batch   96/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  25 Batch   97/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.012
Epoch  25 Batch   98/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.020
Epoch  25 Batch   99/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  25 Batch  100/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.014
Epoch  25 Batch  101/538 - Train Accuracy:  0.954, Validation Accuracy:  0.967, Loss:  0.025
Epoch  25 Batch  102/538 - Train Accuracy:  0.949, Validation Accuracy:  0.965, Loss:  0.023
Epoch  25 Batch  103/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.019
Epoch  25 Batch  104/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.013
Epoch  25 Batch  105/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.015
Epoch  25 Batch  106/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.012
Epoch  25 Batch  107/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.024
Epoch  25 Batch  108/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.014
Epoch  25 Batch  109/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.018
Epoch  25 Batch  110/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  25 Batch  111/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.015
Epoch  25 Batch  112/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.016
Epoch  25 Batch  113/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.018
Epoch  25 Batch  114/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  25 Batch  115/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  25 Batch  116/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.019
Epoch  25 Batch  117/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch  118/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.016
Epoch  25 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.013
Epoch  25 Batch  120/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.015
Epoch  25 Batch  121/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.020
Epoch  25 Batch  122/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  25 Batch  123/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.015
Epoch  25 Batch  124/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.021
Epoch  25 Batch  125/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.017
Epoch  25 Batch  126/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.026
Epoch  25 Batch  127/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.025
Epoch  25 Batch  128/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.015
Epoch  25 Batch  129/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.013
Epoch  25 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  25 Batch  131/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.017
Epoch  25 Batch  132/538 - Train Accuracy:  0.962, Validation Accuracy:  0.973, Loss:  0.018
Epoch  25 Batch  133/538 - Train Accuracy:  0.959, Validation Accuracy:  0.973, Loss:  0.019
Epoch  25 Batch  134/538 - Train Accuracy:  0.960, Validation Accuracy:  0.975, Loss:  0.021
Epoch  25 Batch  135/538 - Train Accuracy:  0.967, Validation Accuracy:  0.973, Loss:  0.025
Epoch  25 Batch  136/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.018
Epoch  25 Batch  137/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.017
Epoch  25 Batch  138/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.019
Epoch  25 Batch  139/538 - Train Accuracy:  0.958, Validation Accuracy:  0.970, Loss:  0.023
Epoch  25 Batch  140/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.022
Epoch  25 Batch  141/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.011
Epoch  25 Batch  142/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.016
Epoch  25 Batch  143/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.030
Epoch  25 Batch  144/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.018
Epoch  25 Batch  145/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.022
Epoch  25 Batch  146/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch  147/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.020
Epoch  25 Batch  148/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.020
Epoch  25 Batch  149/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.014
Epoch  25 Batch  150/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.015
Epoch  25 Batch  151/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.019
Epoch  25 Batch  152/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.020
Epoch  25 Batch  153/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.016
Epoch  25 Batch  154/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  25 Batch  155/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.016
Epoch  25 Batch  156/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.013
Epoch  25 Batch  157/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.017
Epoch  25 Batch  158/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.018
Epoch  25 Batch  159/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.019
Epoch  25 Batch  160/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.015
Epoch  25 Batch  161/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  25 Batch  162/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.017
Epoch  25 Batch  163/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.025
Epoch  25 Batch  164/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.016
Epoch  25 Batch  165/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.013
Epoch  25 Batch  166/538 - Train Accuracy:  0.982, Validation Accuracy:  0.950, Loss:  0.011
Epoch  25 Batch  167/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.029
Epoch  25 Batch  168/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.022
Epoch  25 Batch  169/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.010
Epoch  25 Batch  170/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.019
Epoch  25 Batch  171/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.021
Epoch  25 Batch  172/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  25 Batch  173/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.011
Epoch  25 Batch  174/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  25 Batch  175/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.013
Epoch  25 Batch  176/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.020
Epoch  25 Batch  177/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.017
Epoch  25 Batch  178/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  25 Batch  179/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  25 Batch  180/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  25 Batch  181/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.022
Epoch  25 Batch  182/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.012
Epoch  25 Batch  183/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  25 Batch  184/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.018
Epoch  25 Batch  185/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.011
Epoch  25 Batch  186/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  25 Batch  187/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.016
Epoch  25 Batch  188/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.017
Epoch  25 Batch  189/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.021
Epoch  25 Batch  190/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  25 Batch  191/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.016
Epoch  25 Batch  192/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  25 Batch  193/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.015
Epoch  25 Batch  194/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.022
Epoch  25 Batch  195/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  25 Batch  196/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.012
Epoch  25 Batch  197/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.017
Epoch  25 Batch  198/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.018
Epoch  25 Batch  199/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.021
Epoch  25 Batch  200/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.013
Epoch  25 Batch  201/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.021
Epoch  25 Batch  202/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.016
Epoch  25 Batch  203/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  25 Batch  204/538 - Train Accuracy:  0.946, Validation Accuracy:  0.962, Loss:  0.024
Epoch  25 Batch  205/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.018
Epoch  25 Batch  206/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  25 Batch  207/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.017
Epoch  25 Batch  208/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.018
Epoch  25 Batch  209/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.014
Epoch  25 Batch  210/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.018
Epoch  25 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.018
Epoch  25 Batch  212/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.013
Epoch  25 Batch  213/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.017
Epoch  25 Batch  214/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.014
Epoch  25 Batch  215/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.015
Epoch  25 Batch  216/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.019
Epoch  25 Batch  217/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.020
Epoch  25 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.012
Epoch  25 Batch  219/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.019
Epoch  25 Batch  220/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.016
Epoch  25 Batch  221/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.014
Epoch  25 Batch  222/538 - Train Accuracy:  0.979, Validation Accuracy:  0.949, Loss:  0.011
Epoch  25 Batch  223/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.017
Epoch  25 Batch  224/538 - Train Accuracy:  0.953, Validation Accuracy:  0.949, Loss:  0.025
Epoch  25 Batch  225/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.016
Epoch  25 Batch  226/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.022
Epoch  25 Batch  227/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  25 Batch  228/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.016
Epoch  25 Batch  229/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.016
Epoch  25 Batch  230/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  25 Batch  231/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.016
Epoch  25 Batch  232/538 - Train Accuracy:  0.949, Validation Accuracy:  0.966, Loss:  0.022
Epoch  25 Batch  233/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.020
Epoch  25 Batch  234/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.015
Epoch  25 Batch  235/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.013
Epoch  25 Batch  236/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch  237/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.013
Epoch  25 Batch  238/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.015
Epoch  25 Batch  239/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.016
Epoch  25 Batch  240/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.019
Epoch  25 Batch  241/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.018
Epoch  25 Batch  242/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.015
Epoch  25 Batch  243/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.013
Epoch  25 Batch  244/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.017
Epoch  25 Batch  245/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.020
Epoch  25 Batch  246/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.015
Epoch  25 Batch  247/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.019
Epoch  25 Batch  248/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.022
Epoch  25 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.010
Epoch  25 Batch  250/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.012
Epoch  25 Batch  251/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.011
Epoch  25 Batch  252/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.018
Epoch  25 Batch  253/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.016
Epoch  25 Batch  254/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.021
Epoch  25 Batch  255/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.015
Epoch  25 Batch  256/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.017
Epoch  25 Batch  257/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  25 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  25 Batch  259/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.012
Epoch  25 Batch  260/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.018
Epoch  25 Batch  261/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.019
Epoch  25 Batch  262/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.022
Epoch  25 Batch  263/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.015
Epoch  25 Batch  264/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.021
Epoch  25 Batch  265/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.018
Epoch  25 Batch  266/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.018
Epoch  25 Batch  267/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.016
Epoch  25 Batch  268/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.011
Epoch  25 Batch  269/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.023
Epoch  25 Batch  270/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.015
Epoch  25 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.013
Epoch  25 Batch  272/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.013
Epoch  25 Batch  273/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.017
Epoch  25 Batch  274/538 - Train Accuracy:  0.950, Validation Accuracy:  0.946, Loss:  0.017
Epoch  25 Batch  275/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.020
Epoch  25 Batch  276/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.022
Epoch  25 Batch  277/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.012
Epoch  25 Batch  278/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.014
Epoch  25 Batch  279/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  25 Batch  280/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  25 Batch  281/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.019
Epoch  25 Batch  282/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.021
Epoch  25 Batch  283/538 - Train Accuracy:  0.986, Validation Accuracy:  0.959, Loss:  0.014
Epoch  25 Batch  284/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.020
Epoch  25 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.017
Epoch  25 Batch  286/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.019
Epoch  25 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.012
Epoch  25 Batch  288/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.016
Epoch  25 Batch  289/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  25 Batch  290/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.011
Epoch  25 Batch  291/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.015
Epoch  25 Batch  292/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.009
Epoch  25 Batch  293/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  25 Batch  294/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.012
Epoch  25 Batch  295/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  25 Batch  296/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.020
Epoch  25 Batch  297/538 - Train Accuracy:  0.986, Validation Accuracy:  0.963, Loss:  0.015
Epoch  25 Batch  298/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  25 Batch  299/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.022
Epoch  25 Batch  300/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  25 Batch  301/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.022
Epoch  25 Batch  302/538 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.018
Epoch  25 Batch  303/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.021
Epoch  25 Batch  304/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.016
Epoch  25 Batch  305/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.012
Epoch  25 Batch  306/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.015
Epoch  25 Batch  307/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  25 Batch  308/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.014
Epoch  25 Batch  309/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.017
Epoch  25 Batch  310/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.017
Epoch  25 Batch  311/538 - Train Accuracy:  0.970, Validation Accuracy:  0.973, Loss:  0.018
Epoch  25 Batch  312/538 - Train Accuracy:  0.964, Validation Accuracy:  0.975, Loss:  0.013
Epoch  25 Batch  313/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.013
Epoch  25 Batch  314/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.013
Epoch  25 Batch  315/538 - Train Accuracy:  0.956, Validation Accuracy:  0.972, Loss:  0.016
Epoch  25 Batch  316/538 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.014
Epoch  25 Batch  317/538 - Train Accuracy:  0.968, Validation Accuracy:  0.975, Loss:  0.018
Epoch  25 Batch  318/538 - Train Accuracy:  0.965, Validation Accuracy:  0.973, Loss:  0.015
Epoch  25 Batch  319/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.017
Epoch  25 Batch  320/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.013
Epoch  25 Batch  321/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.015
Epoch  25 Batch  322/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.017
Epoch  25 Batch  323/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  25 Batch  324/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  25 Batch  325/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.018
Epoch  25 Batch  326/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.019
Epoch  25 Batch  327/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  25 Batch  328/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.016
Epoch  25 Batch  329/538 - Train Accuracy:  0.980, Validation Accuracy:  0.948, Loss:  0.011
Epoch  25 Batch  330/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.015
Epoch  25 Batch  331/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.013
Epoch  25 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  25 Batch  333/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  25 Batch  334/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.012
Epoch  25 Batch  335/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  25 Batch  336/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.015
Epoch  25 Batch  337/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  25 Batch  338/538 - Train Accuracy:  0.985, Validation Accuracy:  0.966, Loss:  0.013
Epoch  25 Batch  339/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.013
Epoch  25 Batch  340/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.012
Epoch  25 Batch  341/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  25 Batch  342/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  25 Batch  343/538 - Train Accuracy:  0.986, Validation Accuracy:  0.961, Loss:  0.012
Epoch  25 Batch  344/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  25 Batch  345/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  25 Batch  346/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.019
Epoch  25 Batch  347/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  25 Batch  348/538 - Train Accuracy:  0.950, Validation Accuracy:  0.965, Loss:  0.014
Epoch  25 Batch  349/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  25 Batch  350/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  25 Batch  351/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  25 Batch  352/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.033
Epoch  25 Batch  353/538 - Train Accuracy:  0.954, Validation Accuracy:  0.962, Loss:  0.024
Epoch  25 Batch  354/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.014
Epoch  25 Batch  355/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.016
Epoch  25 Batch  356/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.012
Epoch  25 Batch  357/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.012
Epoch  25 Batch  358/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.011
Epoch  25 Batch  359/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.018
Epoch  25 Batch  360/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.013
Epoch  25 Batch  361/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.017
Epoch  25 Batch  362/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.014
Epoch  25 Batch  363/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.015
Epoch  25 Batch  364/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.023
Epoch  25 Batch  365/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  25 Batch  366/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.016
Epoch  25 Batch  367/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.014
Epoch  25 Batch  368/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.011
Epoch  25 Batch  369/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.015
Epoch  25 Batch  370/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  25 Batch  371/538 - Train Accuracy:  0.985, Validation Accuracy:  0.949, Loss:  0.016
Epoch  25 Batch  372/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.019
Epoch  25 Batch  373/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.012
Epoch  25 Batch  374/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.013
Epoch  25 Batch  375/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  25 Batch  376/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.013
Epoch  25 Batch  377/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.022
Epoch  25 Batch  378/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.013
Epoch  25 Batch  379/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  25 Batch  380/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.013
Epoch  25 Batch  381/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.012
Epoch  25 Batch  382/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.021
Epoch  25 Batch  383/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.017
Epoch  25 Batch  384/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  25 Batch  385/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.011
Epoch  25 Batch  386/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.014
Epoch  25 Batch  387/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.012
Epoch  25 Batch  388/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.019
Epoch  25 Batch  389/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.021
Epoch  25 Batch  390/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.014
Epoch  25 Batch  391/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.013
Epoch  25 Batch  392/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.012
Epoch  25 Batch  393/538 - Train Accuracy:  0.981, Validation Accuracy:  0.948, Loss:  0.017
Epoch  25 Batch  394/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.019
Epoch  25 Batch  395/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.020
Epoch  25 Batch  396/538 - Train Accuracy:  0.979, Validation Accuracy:  0.951, Loss:  0.013
Epoch  25 Batch  397/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  25 Batch  398/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  25 Batch  399/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  25 Batch  400/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.019
Epoch  25 Batch  401/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.011
Epoch  25 Batch  402/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.012
Epoch  25 Batch  403/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  25 Batch  404/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.018
Epoch  25 Batch  405/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.016
Epoch  25 Batch  406/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.014
Epoch  25 Batch  407/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.017
Epoch  25 Batch  408/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.017
Epoch  25 Batch  409/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  25 Batch  410/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.016
Epoch  25 Batch  411/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.020
Epoch  25 Batch  412/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.009
Epoch  25 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.011
Epoch  25 Batch  414/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.026
Epoch  25 Batch  415/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  25 Batch  416/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.016
Epoch  25 Batch  417/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.013
Epoch  25 Batch  418/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.018
Epoch  25 Batch  419/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.014
Epoch  25 Batch  420/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.016
Epoch  25 Batch  421/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.014
Epoch  25 Batch  422/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  25 Batch  423/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.016
Epoch  25 Batch  424/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.021
Epoch  25 Batch  425/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.026
Epoch  25 Batch  426/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.018
Epoch  25 Batch  427/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  25 Batch  428/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  25 Batch  429/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  25 Batch  430/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  25 Batch  431/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.015
Epoch  25 Batch  432/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.021
Epoch  25 Batch  433/538 - Train Accuracy:  0.953, Validation Accuracy:  0.967, Loss:  0.027
Epoch  25 Batch  434/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.015
Epoch  25 Batch  435/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.016
Epoch  25 Batch  436/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.019
Epoch  25 Batch  437/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.018
Epoch  25 Batch  438/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.015
Epoch  25 Batch  439/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.017
Epoch  25 Batch  440/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.018
Epoch  25 Batch  441/538 - Train Accuracy:  0.951, Validation Accuracy:  0.967, Loss:  0.020
Epoch  25 Batch  442/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  25 Batch  443/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.019
Epoch  25 Batch  444/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.017
Epoch  25 Batch  445/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.014
Epoch  25 Batch  446/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.015
Epoch  25 Batch  447/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  25 Batch  448/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.017
Epoch  25 Batch  449/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.017
Epoch  25 Batch  450/538 - Train Accuracy:  0.948, Validation Accuracy:  0.959, Loss:  0.025
Epoch  25 Batch  451/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.016
Epoch  25 Batch  452/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.013
Epoch  25 Batch  453/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.020
Epoch  25 Batch  454/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.019
Epoch  25 Batch  455/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  25 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.038
Epoch  25 Batch  457/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  25 Batch  458/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.013
Epoch  25 Batch  459/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.012
Epoch  25 Batch  460/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  25 Batch  461/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.019
Epoch  25 Batch  462/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.016
Epoch  25 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.023
Epoch  25 Batch  464/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  25 Batch  465/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  25 Batch  466/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  25 Batch  467/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.017
Epoch  25 Batch  468/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.015
Epoch  25 Batch  469/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.023
Epoch  25 Batch  470/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.020
Epoch  25 Batch  471/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.012
Epoch  25 Batch  472/538 - Train Accuracy:  0.988, Validation Accuracy:  0.954, Loss:  0.016
Epoch  25 Batch  473/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.013
Epoch  25 Batch  474/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.015
Epoch  25 Batch  475/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  25 Batch  476/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.021
Epoch  25 Batch  477/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.022
Epoch  25 Batch  478/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.013
Epoch  25 Batch  479/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch  480/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  25 Batch  481/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.016
Epoch  25 Batch  482/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  25 Batch  483/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.019
Epoch  25 Batch  484/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.020
Epoch  25 Batch  485/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.021
Epoch  25 Batch  486/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  25 Batch  487/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.012
Epoch  25 Batch  488/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.015
Epoch  25 Batch  489/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  25 Batch  490/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.019
Epoch  25 Batch  491/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.020
Epoch  25 Batch  492/538 - Train Accuracy:  0.974, Validation Accuracy:  0.943, Loss:  0.019
Epoch  25 Batch  493/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.019
Epoch  25 Batch  494/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.013
Epoch  25 Batch  495/538 - Train Accuracy:  0.983, Validation Accuracy:  0.950, Loss:  0.015
Epoch  25 Batch  496/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  25 Batch  497/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.015
Epoch  25 Batch  498/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  25 Batch  499/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.020
Epoch  25 Batch  500/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.010
Epoch  25 Batch  501/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  25 Batch  502/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.016
Epoch  25 Batch  503/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.020
Epoch  25 Batch  504/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.014
Epoch  25 Batch  505/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.010
Epoch  25 Batch  506/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.014
Epoch  25 Batch  507/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.016
Epoch  25 Batch  508/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.018
Epoch  25 Batch  509/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.019
Epoch  25 Batch  510/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.014
Epoch  25 Batch  511/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.018
Epoch  25 Batch  512/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.020
Epoch  25 Batch  513/538 - Train Accuracy:  0.952, Validation Accuracy:  0.972, Loss:  0.018
Epoch  25 Batch  514/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  25 Batch  515/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.020
Epoch  25 Batch  516/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.013
Epoch  25 Batch  517/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  25 Batch  518/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch  519/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.019
Epoch  25 Batch  520/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.020
Epoch  25 Batch  521/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.024
Epoch  25 Batch  522/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.015
Epoch  25 Batch  523/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.015
Epoch  25 Batch  524/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  25 Batch  525/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.020
Epoch  25 Batch  526/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  25 Batch  527/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.015
Epoch  25 Batch  528/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.018
Epoch  25 Batch  529/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.019
Epoch  25 Batch  530/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  25 Batch  531/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.023
Epoch  25 Batch  532/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  25 Batch  533/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.014
Epoch  25 Batch  534/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  25 Batch  535/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.017
Epoch  25 Batch  536/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.024
Epoch  26 Batch    0/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.017
Epoch  26 Batch    1/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.016
Epoch  26 Batch    2/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.019
Epoch  26 Batch    3/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.016
Epoch  26 Batch    4/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.019
Epoch  26 Batch    5/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.018
Epoch  26 Batch    6/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  26 Batch    7/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.017
Epoch  26 Batch    8/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.016
Epoch  26 Batch    9/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.015
Epoch  26 Batch   10/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.020
Epoch  26 Batch   11/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.018
Epoch  26 Batch   12/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.018
Epoch  26 Batch   13/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.016
Epoch  26 Batch   14/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  26 Batch   15/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  26 Batch   16/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.021
Epoch  26 Batch   17/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  26 Batch   18/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.023
Epoch  26 Batch   19/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.020
Epoch  26 Batch   20/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  26 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.008
Epoch  26 Batch   22/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  26 Batch   23/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.018
Epoch  26 Batch   24/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.022
Epoch  26 Batch   25/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.016
Epoch  26 Batch   26/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.022
Epoch  26 Batch   27/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.013
Epoch  26 Batch   28/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.016
Epoch  26 Batch   29/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.014
Epoch  26 Batch   30/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.018
Epoch  26 Batch   31/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.013
Epoch  26 Batch   32/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.009
Epoch  26 Batch   33/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.016
Epoch  26 Batch   34/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.024
Epoch  26 Batch   35/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.011
Epoch  26 Batch   36/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.013
Epoch  26 Batch   37/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.024
Epoch  26 Batch   38/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.018
Epoch  26 Batch   39/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.018
Epoch  26 Batch   40/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.016
Epoch  26 Batch   41/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  26 Batch   42/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  26 Batch   43/538 - Train Accuracy:  0.947, Validation Accuracy:  0.957, Loss:  0.017
Epoch  26 Batch   44/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.014
Epoch  26 Batch   45/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  26 Batch   46/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.017
Epoch  26 Batch   47/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.017
Epoch  26 Batch   48/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.021
Epoch  26 Batch   49/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.013
Epoch  26 Batch   50/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.020
Epoch  26 Batch   51/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.024
Epoch  26 Batch   52/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.016
Epoch  26 Batch   53/538 - Train Accuracy:  0.938, Validation Accuracy:  0.951, Loss:  0.019
Epoch  26 Batch   54/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.015
Epoch  26 Batch   55/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.019
Epoch  26 Batch   56/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  26 Batch   57/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.019
Epoch  26 Batch   58/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  26 Batch   59/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.016
Epoch  26 Batch   60/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.025
Epoch  26 Batch   61/538 - Train Accuracy:  0.955, Validation Accuracy:  0.968, Loss:  0.023
Epoch  26 Batch   62/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.018
Epoch  26 Batch   63/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  26 Batch   64/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.017
Epoch  26 Batch   65/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.015
Epoch  26 Batch   66/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.013
Epoch  26 Batch   67/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.018
Epoch  26 Batch   68/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.019
Epoch  26 Batch   69/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.021
Epoch  26 Batch   70/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.015
Epoch  26 Batch   71/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.024
Epoch  26 Batch   72/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.035
Epoch  26 Batch   73/538 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.018
Epoch  26 Batch   74/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.020
Epoch  26 Batch   75/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.024
Epoch  26 Batch   76/538 - Train Accuracy:  0.959, Validation Accuracy:  0.945, Loss:  0.018
Epoch  26 Batch   77/538 - Train Accuracy:  0.961, Validation Accuracy:  0.942, Loss:  0.020
Epoch  26 Batch   78/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.017
Epoch  26 Batch   79/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.013
Epoch  26 Batch   80/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  26 Batch   81/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.020
Epoch  26 Batch   82/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.023
Epoch  26 Batch   83/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.020
Epoch  26 Batch   84/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.021
Epoch  26 Batch   85/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.019
Epoch  26 Batch   86/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.014
Epoch  26 Batch   87/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.018
Epoch  26 Batch   88/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  26 Batch   89/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.017
Epoch  26 Batch   90/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.019
Epoch  26 Batch   91/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.023
Epoch  26 Batch   92/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.019
Epoch  26 Batch   93/538 - Train Accuracy:  0.960, Validation Accuracy:  0.971, Loss:  0.013
Epoch  26 Batch   94/538 - Train Accuracy:  0.952, Validation Accuracy:  0.967, Loss:  0.014
Epoch  26 Batch   95/538 - Train Accuracy:  0.940, Validation Accuracy:  0.965, Loss:  0.017
Epoch  26 Batch   96/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  26 Batch   97/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.014
Epoch  26 Batch   98/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.018
Epoch  26 Batch   99/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.013
Epoch  26 Batch  100/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.015
Epoch  26 Batch  101/538 - Train Accuracy:  0.951, Validation Accuracy:  0.962, Loss:  0.024
Epoch  26 Batch  102/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.019
Epoch  26 Batch  103/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.017
Epoch  26 Batch  104/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.015
Epoch  26 Batch  105/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.012
Epoch  26 Batch  106/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.012
Epoch  26 Batch  107/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.016
Epoch  26 Batch  108/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.015
Epoch  26 Batch  109/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  26 Batch  110/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.018
Epoch  26 Batch  111/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.014
Epoch  26 Batch  112/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.021
Epoch  26 Batch  113/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.018
Epoch  26 Batch  114/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.014
Epoch  26 Batch  115/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.017
Epoch  26 Batch  116/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.019
Epoch  26 Batch  117/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.022
Epoch  26 Batch  118/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.018
Epoch  26 Batch  119/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  26 Batch  120/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  26 Batch  121/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.020
Epoch  26 Batch  122/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.019
Epoch  26 Batch  123/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.016
Epoch  26 Batch  124/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.017
Epoch  26 Batch  125/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.016
Epoch  26 Batch  126/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.024
Epoch  26 Batch  127/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.024
Epoch  26 Batch  128/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.020
Epoch  26 Batch  129/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.010
Epoch  26 Batch  130/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  26 Batch  131/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  26 Batch  132/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.020
Epoch  26 Batch  133/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.022
Epoch  26 Batch  134/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.022
Epoch  26 Batch  135/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.025
Epoch  26 Batch  136/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.018
Epoch  26 Batch  137/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.019
Epoch  26 Batch  138/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.018
Epoch  26 Batch  139/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.024
Epoch  26 Batch  140/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.022
Epoch  26 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.019
Epoch  26 Batch  142/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  26 Batch  143/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.027
Epoch  26 Batch  144/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.019
Epoch  26 Batch  145/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.021
Epoch  26 Batch  146/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.016
Epoch  26 Batch  147/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.017
Epoch  26 Batch  148/538 - Train Accuracy:  0.939, Validation Accuracy:  0.960, Loss:  0.024
Epoch  26 Batch  149/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.013
Epoch  26 Batch  150/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.016
Epoch  26 Batch  151/538 - Train Accuracy:  0.959, Validation Accuracy:  0.943, Loss:  0.017
Epoch  26 Batch  152/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.023
Epoch  26 Batch  153/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.017
Epoch  26 Batch  154/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  26 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.019
Epoch  26 Batch  156/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  26 Batch  157/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.017
Epoch  26 Batch  158/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  26 Batch  159/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.021
Epoch  26 Batch  160/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  26 Batch  161/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.014
Epoch  26 Batch  162/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.015
Epoch  26 Batch  163/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  26 Batch  164/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.021
Epoch  26 Batch  165/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.012
Epoch  26 Batch  166/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.014
Epoch  26 Batch  167/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.026
Epoch  26 Batch  168/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.024
Epoch  26 Batch  169/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.018
Epoch  26 Batch  170/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.017
Epoch  26 Batch  171/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.019
Epoch  26 Batch  172/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.013
Epoch  26 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.016
Epoch  26 Batch  174/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.020
Epoch  26 Batch  175/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.015
Epoch  26 Batch  176/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.019
Epoch  26 Batch  177/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.017
Epoch  26 Batch  178/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.020
Epoch  26 Batch  179/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.017
Epoch  26 Batch  180/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  26 Batch  181/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.025
Epoch  26 Batch  182/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.014
Epoch  26 Batch  183/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.015
Epoch  26 Batch  184/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.021
Epoch  26 Batch  185/538 - Train Accuracy:  0.986, Validation Accuracy:  0.957, Loss:  0.010
Epoch  26 Batch  186/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.015
Epoch  26 Batch  187/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.019
Epoch  26 Batch  188/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.015
Epoch  26 Batch  189/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.022
Epoch  26 Batch  190/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.021
Epoch  26 Batch  191/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.015
Epoch  26 Batch  192/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.014
Epoch  26 Batch  193/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.020
Epoch  26 Batch  194/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.022
Epoch  26 Batch  195/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.021
Epoch  26 Batch  196/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.015
Epoch  26 Batch  197/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.016
Epoch  26 Batch  198/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.019
Epoch  26 Batch  199/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.017
Epoch  26 Batch  200/538 - Train Accuracy:  0.980, Validation Accuracy:  0.950, Loss:  0.011
Epoch  26 Batch  201/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.028
Epoch  26 Batch  202/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.015
Epoch  26 Batch  203/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.022
Epoch  26 Batch  204/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.025
Epoch  26 Batch  205/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.018
Epoch  26 Batch  206/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.014
Epoch  26 Batch  207/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  26 Batch  208/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.020
Epoch  26 Batch  209/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.016
Epoch  26 Batch  210/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.019
Epoch  26 Batch  211/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.017
Epoch  26 Batch  212/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.014
Epoch  26 Batch  213/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  26 Batch  214/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.012
Epoch  26 Batch  215/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.015
Epoch  26 Batch  216/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.018
Epoch  26 Batch  217/538 - Train Accuracy:  0.969, Validation Accuracy:  0.933, Loss:  0.017
Epoch  26 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.938, Loss:  0.012
Epoch  26 Batch  219/538 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.020
Epoch  26 Batch  220/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.017
Epoch  26 Batch  221/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.018
Epoch  26 Batch  222/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.015
Epoch  26 Batch  223/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.014
Epoch  26 Batch  224/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.030
Epoch  26 Batch  225/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.019
Epoch  26 Batch  226/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.022
Epoch  26 Batch  227/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.015
Epoch  26 Batch  228/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.013
Epoch  26 Batch  229/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.017
Epoch  26 Batch  230/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.013
Epoch  26 Batch  231/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.017
Epoch  26 Batch  232/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.021
Epoch  26 Batch  233/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  26 Batch  234/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.015
Epoch  26 Batch  235/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.016
Epoch  26 Batch  236/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  26 Batch  237/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.012
Epoch  26 Batch  238/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.017
Epoch  26 Batch  239/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  26 Batch  240/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.018
Epoch  26 Batch  241/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  26 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.016
Epoch  26 Batch  243/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.012
Epoch  26 Batch  244/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  26 Batch  245/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.017
Epoch  26 Batch  246/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.013
Epoch  26 Batch  247/538 - Train Accuracy:  0.954, Validation Accuracy:  0.941, Loss:  0.018
Epoch  26 Batch  248/538 - Train Accuracy:  0.946, Validation Accuracy:  0.941, Loss:  0.019
Epoch  26 Batch  249/538 - Train Accuracy:  0.973, Validation Accuracy:  0.941, Loss:  0.011
Epoch  26 Batch  250/538 - Train Accuracy:  0.970, Validation Accuracy:  0.943, Loss:  0.010
Epoch  26 Batch  251/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  26 Batch  252/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  26 Batch  253/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.015
Epoch  26 Batch  254/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.020
Epoch  26 Batch  255/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.015
Epoch  26 Batch  256/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.017
Epoch  26 Batch  257/538 - Train Accuracy:  0.978, Validation Accuracy:  0.943, Loss:  0.014
Epoch  26 Batch  258/538 - Train Accuracy:  0.981, Validation Accuracy:  0.945, Loss:  0.014
Epoch  26 Batch  259/538 - Train Accuracy:  0.985, Validation Accuracy:  0.949, Loss:  0.011
Epoch  26 Batch  260/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.020
Epoch  26 Batch  261/538 - Train Accuracy:  0.965, Validation Accuracy:  0.942, Loss:  0.019
Epoch  26 Batch  262/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.021
Epoch  26 Batch  263/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.016
Epoch  26 Batch  264/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.025
Epoch  26 Batch  265/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.018
Epoch  26 Batch  266/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.018
Epoch  26 Batch  267/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.016
Epoch  26 Batch  268/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.010
Epoch  26 Batch  269/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.018
Epoch  26 Batch  270/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  26 Batch  271/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  26 Batch  272/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.018
Epoch  26 Batch  273/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.016
Epoch  26 Batch  274/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.015
Epoch  26 Batch  275/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.022
Epoch  26 Batch  276/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.028
Epoch  26 Batch  277/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.013
Epoch  26 Batch  278/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.017
Epoch  26 Batch  279/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.012
Epoch  26 Batch  280/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.014
Epoch  26 Batch  281/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.028
Epoch  26 Batch  282/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.019
Epoch  26 Batch  283/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.020
Epoch  26 Batch  284/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.024
Epoch  26 Batch  285/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.018
Epoch  26 Batch  286/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.026
Epoch  26 Batch  287/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.018
Epoch  26 Batch  288/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.020
Epoch  26 Batch  289/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.015
Epoch  26 Batch  290/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.013
Epoch  26 Batch  291/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.019
Epoch  26 Batch  292/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.013
Epoch  26 Batch  293/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.021
Epoch  26 Batch  294/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  26 Batch  295/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.015
Epoch  26 Batch  296/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.028
Epoch  26 Batch  297/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.018
Epoch  26 Batch  298/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.016
Epoch  26 Batch  299/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.023
Epoch  26 Batch  300/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.018
Epoch  26 Batch  301/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.022
Epoch  26 Batch  302/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.020
Epoch  26 Batch  303/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.018
Epoch  26 Batch  304/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.018
Epoch  26 Batch  305/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.014
Epoch  26 Batch  306/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.015
Epoch  26 Batch  307/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.017
Epoch  26 Batch  308/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.015
Epoch  26 Batch  309/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.014
Epoch  26 Batch  310/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.021
Epoch  26 Batch  311/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.021
Epoch  26 Batch  312/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  26 Batch  313/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.017
Epoch  26 Batch  314/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.016
Epoch  26 Batch  315/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  26 Batch  316/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.016
Epoch  26 Batch  317/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.019
Epoch  26 Batch  318/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.017
Epoch  26 Batch  319/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.020
Epoch  26 Batch  320/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  26 Batch  321/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  26 Batch  322/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  26 Batch  323/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  26 Batch  324/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  26 Batch  325/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.021
Epoch  26 Batch  326/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  26 Batch  327/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  26 Batch  328/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.016
Epoch  26 Batch  329/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.014
Epoch  26 Batch  330/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.021
Epoch  26 Batch  331/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.013
Epoch  26 Batch  332/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.014
Epoch  26 Batch  333/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.016
Epoch  26 Batch  334/538 - Train Accuracy:  0.980, Validation Accuracy:  0.950, Loss:  0.013
Epoch  26 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.012
Epoch  26 Batch  336/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.019
Epoch  26 Batch  337/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.016
Epoch  26 Batch  338/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.017
Epoch  26 Batch  339/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.015
Epoch  26 Batch  340/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.017
Epoch  26 Batch  341/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.011
Epoch  26 Batch  342/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.017
Epoch  26 Batch  343/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.015
Epoch  26 Batch  344/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.021
Epoch  26 Batch  345/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  26 Batch  346/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.021
Epoch  26 Batch  347/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.016
Epoch  26 Batch  348/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.017
Epoch  26 Batch  349/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  26 Batch  350/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.024
Epoch  26 Batch  351/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.018
Epoch  26 Batch  352/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.039
Epoch  26 Batch  353/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.026
Epoch  26 Batch  354/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.017
Epoch  26 Batch  355/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.016
Epoch  26 Batch  356/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.017
Epoch  26 Batch  357/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.017
Epoch  26 Batch  358/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.016
Epoch  26 Batch  359/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.021
Epoch  26 Batch  360/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  26 Batch  361/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.020
Epoch  26 Batch  362/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  26 Batch  363/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.021
Epoch  26 Batch  364/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.029
Epoch  26 Batch  365/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.019
Epoch  26 Batch  366/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.021
Epoch  26 Batch  367/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.020
Epoch  26 Batch  368/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.015
Epoch  26 Batch  369/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.019
Epoch  26 Batch  370/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.020
Epoch  26 Batch  371/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.021
Epoch  26 Batch  372/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.024
Epoch  26 Batch  373/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.017
Epoch  26 Batch  374/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.019
Epoch  26 Batch  375/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.021
Epoch  26 Batch  376/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.021
Epoch  26 Batch  377/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.022
Epoch  26 Batch  378/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.015
Epoch  26 Batch  379/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.020
Epoch  26 Batch  380/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  26 Batch  381/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.015
Epoch  26 Batch  382/538 - Train Accuracy:  0.944, Validation Accuracy:  0.956, Loss:  0.022
Epoch  26 Batch  383/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.024
Epoch  26 Batch  384/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.023
Epoch  26 Batch  385/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.021
Epoch  26 Batch  386/538 - Train Accuracy:  0.983, Validation Accuracy:  0.947, Loss:  0.019
Epoch  26 Batch  387/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.016
Epoch  26 Batch  388/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.021
Epoch  26 Batch  389/538 - Train Accuracy:  0.944, Validation Accuracy:  0.956, Loss:  0.024
Epoch  26 Batch  390/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.017
Epoch  26 Batch  391/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.019
Epoch  26 Batch  392/538 - Train Accuracy:  0.958, Validation Accuracy:  0.939, Loss:  0.016
Epoch  26 Batch  393/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.017
Epoch  26 Batch  394/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.025
Epoch  26 Batch  395/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.028
Epoch  26 Batch  396/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  26 Batch  397/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.024
Epoch  26 Batch  398/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.016
Epoch  26 Batch  399/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.024
Epoch  26 Batch  400/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.023
Epoch  26 Batch  401/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.014
Epoch  26 Batch  402/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.019
Epoch  26 Batch  403/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.024
Epoch  26 Batch  404/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.023
Epoch  26 Batch  405/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.018
Epoch  26 Batch  406/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.020
Epoch  26 Batch  407/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.020
Epoch  26 Batch  408/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.021
Epoch  26 Batch  409/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  26 Batch  410/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.019
Epoch  26 Batch  411/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.020
Epoch  26 Batch  412/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.011
Epoch  26 Batch  413/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.019
Epoch  26 Batch  414/538 - Train Accuracy:  0.943, Validation Accuracy:  0.955, Loss:  0.027
Epoch  26 Batch  415/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.019
Epoch  26 Batch  416/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  26 Batch  417/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  26 Batch  418/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.023
Epoch  26 Batch  419/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  26 Batch  420/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.020
Epoch  26 Batch  421/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.017
Epoch  26 Batch  422/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.019
Epoch  26 Batch  423/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.021
Epoch  26 Batch  424/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.020
Epoch  26 Batch  425/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.033
Epoch  26 Batch  426/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.022
Epoch  26 Batch  427/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.021
Epoch  26 Batch  428/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  26 Batch  429/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.018
Epoch  26 Batch  430/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.018
Epoch  26 Batch  431/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.017
Epoch  26 Batch  432/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.019
Epoch  26 Batch  433/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.028
Epoch  26 Batch  434/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.015
Epoch  26 Batch  435/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  26 Batch  436/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.020
Epoch  26 Batch  437/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.018
Epoch  26 Batch  438/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.016
Epoch  26 Batch  439/538 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.014
Epoch  26 Batch  440/538 - Train Accuracy:  0.962, Validation Accuracy:  0.972, Loss:  0.019
Epoch  26 Batch  441/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.021
Epoch  26 Batch  442/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.012
Epoch  26 Batch  443/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.021
Epoch  26 Batch  444/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  26 Batch  445/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  26 Batch  446/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  26 Batch  447/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.013
Epoch  26 Batch  448/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.016
Epoch  26 Batch  449/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.019
Epoch  26 Batch  450/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.025
Epoch  26 Batch  451/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.016
Epoch  26 Batch  452/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.014
Epoch  26 Batch  453/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.020
Epoch  26 Batch  454/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.021
Epoch  26 Batch  455/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  26 Batch  456/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.037
Epoch  26 Batch  457/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  26 Batch  458/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.015
Epoch  26 Batch  459/538 - Train Accuracy:  0.983, Validation Accuracy:  0.951, Loss:  0.013
Epoch  26 Batch  460/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.017
Epoch  26 Batch  461/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.017
Epoch  26 Batch  462/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.011
Epoch  26 Batch  463/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.023
Epoch  26 Batch  464/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  26 Batch  465/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  26 Batch  466/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.017
Epoch  26 Batch  467/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.018
Epoch  26 Batch  468/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.022
Epoch  26 Batch  469/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.018
Epoch  26 Batch  470/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.018
Epoch  26 Batch  471/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  26 Batch  472/538 - Train Accuracy:  0.988, Validation Accuracy:  0.960, Loss:  0.013
Epoch  26 Batch  473/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.014
Epoch  26 Batch  474/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.014
Epoch  26 Batch  475/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.016
Epoch  26 Batch  476/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  26 Batch  477/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.021
Epoch  26 Batch  478/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.009
Epoch  26 Batch  479/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.015
Epoch  26 Batch  480/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.017
Epoch  26 Batch  481/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.018
Epoch  26 Batch  482/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.018
Epoch  26 Batch  483/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.028
Epoch  26 Batch  484/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.018
Epoch  26 Batch  485/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.019
Epoch  26 Batch  486/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.014
Epoch  26 Batch  487/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.011
Epoch  26 Batch  488/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.013
Epoch  26 Batch  489/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  26 Batch  490/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.019
Epoch  26 Batch  491/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  26 Batch  492/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.016
Epoch  26 Batch  493/538 - Train Accuracy:  0.944, Validation Accuracy:  0.957, Loss:  0.021
Epoch  26 Batch  494/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.017
Epoch  26 Batch  495/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.023
Epoch  26 Batch  496/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.017
Epoch  26 Batch  497/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.013
Epoch  26 Batch  498/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.017
Epoch  26 Batch  499/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.015
Epoch  26 Batch  500/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.014
Epoch  26 Batch  501/538 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.018
Epoch  26 Batch  502/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.015
Epoch  26 Batch  503/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.015
Epoch  26 Batch  504/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.012
Epoch  26 Batch  505/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.012
Epoch  26 Batch  506/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.016
Epoch  26 Batch  507/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  26 Batch  508/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.020
Epoch  26 Batch  509/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.022
Epoch  26 Batch  510/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  26 Batch  511/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.019
Epoch  26 Batch  512/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.018
Epoch  26 Batch  513/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.015
Epoch  26 Batch  514/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.015
Epoch  26 Batch  515/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.022
Epoch  26 Batch  516/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.014
Epoch  26 Batch  517/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  26 Batch  518/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.020
Epoch  26 Batch  519/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.014
Epoch  26 Batch  520/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.022
Epoch  26 Batch  521/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.024
Epoch  26 Batch  522/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  26 Batch  523/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.016
Epoch  26 Batch  524/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.016
Epoch  26 Batch  525/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.017
Epoch  26 Batch  526/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.017
Epoch  26 Batch  527/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.016
Epoch  26 Batch  528/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.020
Epoch  26 Batch  529/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.018
Epoch  26 Batch  530/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.020
Epoch  26 Batch  531/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.020
Epoch  26 Batch  532/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  26 Batch  533/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.016
Epoch  26 Batch  534/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.011
Epoch  26 Batch  535/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.018
Epoch  26 Batch  536/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.017
Epoch  27 Batch    0/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.014
Epoch  27 Batch    1/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.018
Epoch  27 Batch    2/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.018
Epoch  27 Batch    3/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.014
Epoch  27 Batch    4/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.016
Epoch  27 Batch    5/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.017
Epoch  27 Batch    6/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.016
Epoch  27 Batch    7/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.016
Epoch  27 Batch    8/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.015
Epoch  27 Batch    9/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.014
Epoch  27 Batch   10/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.017
Epoch  27 Batch   11/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  27 Batch   12/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.014
Epoch  27 Batch   13/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.017
Epoch  27 Batch   14/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.018
Epoch  27 Batch   15/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  27 Batch   16/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.020
Epoch  27 Batch   17/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.016
Epoch  27 Batch   18/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.021
Epoch  27 Batch   19/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.020
Epoch  27 Batch   20/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.020
Epoch  27 Batch   21/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.009
Epoch  27 Batch   22/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.022
Epoch  27 Batch   23/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.018
Epoch  27 Batch   24/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.019
Epoch  27 Batch   25/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.021
Epoch  27 Batch   26/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.022
Epoch  27 Batch   27/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.013
Epoch  27 Batch   28/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.018
Epoch  27 Batch   29/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.013
Epoch  27 Batch   30/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.017
Epoch  27 Batch   31/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.011
Epoch  27 Batch   32/538 - Train Accuracy:  0.978, Validation Accuracy:  0.948, Loss:  0.008
Epoch  27 Batch   33/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.017
Epoch  27 Batch   34/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.020
Epoch  27 Batch   35/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.012
Epoch  27 Batch   36/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.016
Epoch  27 Batch   37/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.022
Epoch  27 Batch   38/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.019
Epoch  27 Batch   39/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.013
Epoch  27 Batch   40/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  27 Batch   41/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  27 Batch   42/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  27 Batch   43/538 - Train Accuracy:  0.951, Validation Accuracy:  0.966, Loss:  0.021
Epoch  27 Batch   44/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  27 Batch   45/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.016
Epoch  27 Batch   46/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.013
Epoch  27 Batch   47/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.018
Epoch  27 Batch   48/538 - Train Accuracy:  0.946, Validation Accuracy:  0.963, Loss:  0.020
Epoch  27 Batch   49/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.018
Epoch  27 Batch   50/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  27 Batch   51/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.023
Epoch  27 Batch   52/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.018
Epoch  27 Batch   53/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.019
Epoch  27 Batch   54/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  27 Batch   55/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.017
Epoch  27 Batch   56/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  27 Batch   57/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  27 Batch   58/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.017
Epoch  27 Batch   59/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.015
Epoch  27 Batch   60/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.017
Epoch  27 Batch   61/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.020
Epoch  27 Batch   62/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.018
Epoch  27 Batch   63/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  27 Batch   64/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.016
Epoch  27 Batch   65/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.015
Epoch  27 Batch   66/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.013
Epoch  27 Batch   67/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  27 Batch   68/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.016
Epoch  27 Batch   69/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.014
Epoch  27 Batch   70/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  27 Batch   71/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.015
Epoch  27 Batch   72/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.033
Epoch  27 Batch   73/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  27 Batch   74/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.016
Epoch  27 Batch   75/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.022
Epoch  27 Batch   76/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  27 Batch   77/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.013
Epoch  27 Batch   78/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.018
Epoch  27 Batch   79/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.016
Epoch  27 Batch   80/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.016
Epoch  27 Batch   81/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.021
Epoch  27 Batch   82/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.024
Epoch  27 Batch   83/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.020
Epoch  27 Batch   84/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.018
Epoch  27 Batch   85/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.019
Epoch  27 Batch   86/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.014
Epoch  27 Batch   87/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.016
Epoch  27 Batch   88/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.020
Epoch  27 Batch   89/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.016
Epoch  27 Batch   90/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.021
Epoch  27 Batch   91/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.020
Epoch  27 Batch   92/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.018
Epoch  27 Batch   93/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  27 Batch   94/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  27 Batch   95/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.014
Epoch  27 Batch   96/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.012
Epoch  27 Batch   97/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.014
Epoch  27 Batch   98/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.020
Epoch  27 Batch   99/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.014
Epoch  27 Batch  100/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.013
Epoch  27 Batch  101/538 - Train Accuracy:  0.953, Validation Accuracy:  0.967, Loss:  0.024
Epoch  27 Batch  102/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.017
Epoch  27 Batch  103/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.016
Epoch  27 Batch  104/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  27 Batch  105/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.013
Epoch  27 Batch  106/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  27 Batch  107/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.018
Epoch  27 Batch  108/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  27 Batch  109/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  27 Batch  110/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.017
Epoch  27 Batch  111/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.021
Epoch  27 Batch  112/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.022
Epoch  27 Batch  113/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.019
Epoch  27 Batch  114/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  27 Batch  115/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.018
Epoch  27 Batch  116/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.019
Epoch  27 Batch  117/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.023
Epoch  27 Batch  118/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.020
Epoch  27 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.015
Epoch  27 Batch  120/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.016
Epoch  27 Batch  121/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.021
Epoch  27 Batch  122/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.017
Epoch  27 Batch  123/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.017
Epoch  27 Batch  124/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.016
Epoch  27 Batch  125/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  27 Batch  126/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.020
Epoch  27 Batch  127/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.022
Epoch  27 Batch  128/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.020
Epoch  27 Batch  129/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.011
Epoch  27 Batch  130/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.014
Epoch  27 Batch  131/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.018
Epoch  27 Batch  132/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.018
Epoch  27 Batch  133/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.018
Epoch  27 Batch  134/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.022
Epoch  27 Batch  135/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.025
Epoch  27 Batch  136/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.016
Epoch  27 Batch  137/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  27 Batch  138/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  27 Batch  139/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.026
Epoch  27 Batch  140/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.023
Epoch  27 Batch  141/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.015
Epoch  27 Batch  142/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.018
Epoch  27 Batch  143/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.032
Epoch  27 Batch  144/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.023
Epoch  27 Batch  145/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.024
Epoch  27 Batch  146/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.017
Epoch  27 Batch  147/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.020
Epoch  27 Batch  148/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.023
Epoch  27 Batch  149/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.013
Epoch  27 Batch  150/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.014
Epoch  27 Batch  151/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.024
Epoch  27 Batch  152/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.023
Epoch  27 Batch  153/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.016
Epoch  27 Batch  154/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  27 Batch  155/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.014
Epoch  27 Batch  156/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.015
Epoch  27 Batch  157/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.017
Epoch  27 Batch  158/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.020
Epoch  27 Batch  159/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.021
Epoch  27 Batch  160/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.015
Epoch  27 Batch  161/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  27 Batch  162/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.015
Epoch  27 Batch  163/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.020
Epoch  27 Batch  164/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.016
Epoch  27 Batch  165/538 - Train Accuracy:  0.979, Validation Accuracy:  0.946, Loss:  0.015
Epoch  27 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.015
Epoch  27 Batch  167/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.028
Epoch  27 Batch  168/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  27 Batch  169/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.014
Epoch  27 Batch  170/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.018
Epoch  27 Batch  171/538 - Train Accuracy:  0.948, Validation Accuracy:  0.943, Loss:  0.022
Epoch  27 Batch  172/538 - Train Accuracy:  0.964, Validation Accuracy:  0.943, Loss:  0.012
Epoch  27 Batch  173/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.013
Epoch  27 Batch  174/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.017
Epoch  27 Batch  175/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.015
Epoch  27 Batch  176/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.022
Epoch  27 Batch  177/538 - Train Accuracy:  0.963, Validation Accuracy:  0.940, Loss:  0.017
Epoch  27 Batch  178/538 - Train Accuracy:  0.955, Validation Accuracy:  0.941, Loss:  0.021
Epoch  27 Batch  179/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.020
Epoch  27 Batch  180/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.019
Epoch  27 Batch  181/538 - Train Accuracy:  0.949, Validation Accuracy:  0.944, Loss:  0.021
Epoch  27 Batch  182/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.010
Epoch  27 Batch  183/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.019
Epoch  27 Batch  184/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.021
Epoch  27 Batch  185/538 - Train Accuracy:  0.988, Validation Accuracy:  0.962, Loss:  0.011
Epoch  27 Batch  186/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.018
Epoch  27 Batch  187/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.019
Epoch  27 Batch  188/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.017
Epoch  27 Batch  189/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.020
Epoch  27 Batch  190/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.027
Epoch  27 Batch  191/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.018
Epoch  27 Batch  192/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  27 Batch  193/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.017
Epoch  27 Batch  194/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.025
Epoch  27 Batch  195/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.026
Epoch  27 Batch  196/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.017
Epoch  27 Batch  197/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.016
Epoch  27 Batch  198/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.024
Epoch  27 Batch  199/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.020
Epoch  27 Batch  200/538 - Train Accuracy:  0.986, Validation Accuracy:  0.956, Loss:  0.009
Epoch  27 Batch  201/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.026
Epoch  27 Batch  202/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  27 Batch  203/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.021
Epoch  27 Batch  204/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.028
Epoch  27 Batch  205/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.018
Epoch  27 Batch  206/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  27 Batch  207/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.018
Epoch  27 Batch  208/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.025
Epoch  27 Batch  209/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.015
Epoch  27 Batch  210/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.019
Epoch  27 Batch  211/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.020
Epoch  27 Batch  212/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.017
Epoch  27 Batch  213/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.019
Epoch  27 Batch  214/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.015
Epoch  27 Batch  215/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.013
Epoch  27 Batch  216/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.019
Epoch  27 Batch  217/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.018
Epoch  27 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.013
Epoch  27 Batch  219/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.020
Epoch  27 Batch  220/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.019
Epoch  27 Batch  221/538 - Train Accuracy:  0.956, Validation Accuracy:  0.941, Loss:  0.015
Epoch  27 Batch  222/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.017
Epoch  27 Batch  223/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.012
Epoch  27 Batch  224/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.026
Epoch  27 Batch  225/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.017
Epoch  27 Batch  226/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.024
Epoch  27 Batch  227/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.015
Epoch  27 Batch  228/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.015
Epoch  27 Batch  229/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.019
Epoch  27 Batch  230/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.017
Epoch  27 Batch  231/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  27 Batch  232/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.023
Epoch  27 Batch  233/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.019
Epoch  27 Batch  234/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.019
Epoch  27 Batch  235/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  27 Batch  236/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.019
Epoch  27 Batch  237/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.016
Epoch  27 Batch  238/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  27 Batch  239/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.019
Epoch  27 Batch  240/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.017
Epoch  27 Batch  241/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.019
Epoch  27 Batch  242/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  27 Batch  243/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.013
Epoch  27 Batch  244/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  27 Batch  245/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.018
Epoch  27 Batch  246/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.016
Epoch  27 Batch  247/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.020
Epoch  27 Batch  248/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.021
Epoch  27 Batch  249/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.014
Epoch  27 Batch  250/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.015
Epoch  27 Batch  251/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.017
Epoch  27 Batch  252/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.020
Epoch  27 Batch  253/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.015
Epoch  27 Batch  254/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.024
Epoch  27 Batch  255/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.018
Epoch  27 Batch  256/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.020
Epoch  27 Batch  257/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.015
Epoch  27 Batch  258/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  27 Batch  259/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.016
Epoch  27 Batch  260/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.019
Epoch  27 Batch  261/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.022
Epoch  27 Batch  262/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.020
Epoch  27 Batch  263/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.019
Epoch  27 Batch  264/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  27 Batch  265/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.023
Epoch  27 Batch  266/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.018
Epoch  27 Batch  267/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.019
Epoch  27 Batch  268/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.012
Epoch  27 Batch  269/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.020
Epoch  27 Batch  270/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  27 Batch  271/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  27 Batch  272/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.020
Epoch  27 Batch  273/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.022
Epoch  27 Batch  274/538 - Train Accuracy:  0.946, Validation Accuracy:  0.939, Loss:  0.020
Epoch  27 Batch  275/538 - Train Accuracy:  0.970, Validation Accuracy:  0.938, Loss:  0.020
Epoch  27 Batch  276/538 - Train Accuracy:  0.951, Validation Accuracy:  0.932, Loss:  0.026
Epoch  27 Batch  277/538 - Train Accuracy:  0.973, Validation Accuracy:  0.939, Loss:  0.012
Epoch  27 Batch  278/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.017
Epoch  27 Batch  279/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.013
Epoch  27 Batch  280/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.018
Epoch  27 Batch  281/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.020
Epoch  27 Batch  282/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.021
Epoch  27 Batch  283/538 - Train Accuracy:  0.986, Validation Accuracy:  0.958, Loss:  0.019
Epoch  27 Batch  284/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.019
Epoch  27 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.016
Epoch  27 Batch  286/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.026
Epoch  27 Batch  287/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.011
Epoch  27 Batch  288/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  27 Batch  289/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  27 Batch  290/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.011
Epoch  27 Batch  291/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.018
Epoch  27 Batch  292/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.011
Epoch  27 Batch  293/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.020
Epoch  27 Batch  294/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  27 Batch  295/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  27 Batch  296/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.026
Epoch  27 Batch  297/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.017
Epoch  27 Batch  298/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.015
Epoch  27 Batch  299/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.027
Epoch  27 Batch  300/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.022
Epoch  27 Batch  301/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.024
Epoch  27 Batch  302/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.020
Epoch  27 Batch  303/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.020
Epoch  27 Batch  304/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.017
Epoch  27 Batch  305/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.015
Epoch  27 Batch  306/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.016
Epoch  27 Batch  307/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  27 Batch  308/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.017
Epoch  27 Batch  309/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.016
Epoch  27 Batch  310/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.024
Epoch  27 Batch  311/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.019
Epoch  27 Batch  312/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  27 Batch  313/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.019
Epoch  27 Batch  314/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.014
Epoch  27 Batch  315/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.015
Epoch  27 Batch  316/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.015
Epoch  27 Batch  317/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.020
Epoch  27 Batch  318/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.018
Epoch  27 Batch  319/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.016
Epoch  27 Batch  320/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.011
Epoch  27 Batch  321/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.011
Epoch  27 Batch  322/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  27 Batch  323/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.016
Epoch  27 Batch  324/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  27 Batch  325/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  27 Batch  326/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.018
Epoch  27 Batch  327/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.020
Epoch  27 Batch  328/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  27 Batch  329/538 - Train Accuracy:  0.984, Validation Accuracy:  0.950, Loss:  0.012
Epoch  27 Batch  330/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.017
Epoch  27 Batch  331/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.013
Epoch  27 Batch  332/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  27 Batch  333/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.012
Epoch  27 Batch  334/538 - Train Accuracy:  0.984, Validation Accuracy:  0.950, Loss:  0.013
Epoch  27 Batch  335/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.014
Epoch  27 Batch  336/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.020
Epoch  27 Batch  337/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.020
Epoch  27 Batch  338/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.011
Epoch  27 Batch  339/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.015
Epoch  27 Batch  340/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  27 Batch  341/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.013
Epoch  27 Batch  342/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  27 Batch  343/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.018
Epoch  27 Batch  344/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.019
Epoch  27 Batch  345/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.020
Epoch  27 Batch  346/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.016
Epoch  27 Batch  347/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  27 Batch  348/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.015
Epoch  27 Batch  349/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.013
Epoch  27 Batch  350/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.021
Epoch  27 Batch  351/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  27 Batch  352/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.032
Epoch  27 Batch  353/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.019
Epoch  27 Batch  354/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.012
Epoch  27 Batch  355/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.014
Epoch  27 Batch  356/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.012
Epoch  27 Batch  357/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.019
Epoch  27 Batch  358/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.013
Epoch  27 Batch  359/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.015
Epoch  27 Batch  360/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.014
Epoch  27 Batch  361/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.016
Epoch  27 Batch  362/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  27 Batch  363/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.017
Epoch  27 Batch  364/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.021
Epoch  27 Batch  365/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  27 Batch  366/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  27 Batch  367/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.010
Epoch  27 Batch  368/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.014
Epoch  27 Batch  369/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  27 Batch  370/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.019
Epoch  27 Batch  371/538 - Train Accuracy:  0.983, Validation Accuracy:  0.955, Loss:  0.013
Epoch  27 Batch  372/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.017
Epoch  27 Batch  373/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.013
Epoch  27 Batch  374/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.013
Epoch  27 Batch  375/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.020
Epoch  27 Batch  376/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  27 Batch  377/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.018
Epoch  27 Batch  378/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.012
Epoch  27 Batch  379/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  27 Batch  380/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.016
Epoch  27 Batch  381/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.013
Epoch  27 Batch  382/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.015
Epoch  27 Batch  383/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.013
Epoch  27 Batch  384/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.016
Epoch  27 Batch  385/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.012
Epoch  27 Batch  386/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.013
Epoch  27 Batch  387/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.013
Epoch  27 Batch  388/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.015
Epoch  27 Batch  389/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.017
Epoch  27 Batch  390/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  27 Batch  391/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  27 Batch  392/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.012
Epoch  27 Batch  393/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.013
Epoch  27 Batch  394/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.019
Epoch  27 Batch  395/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.017
Epoch  27 Batch  396/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.012
Epoch  27 Batch  397/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  27 Batch  398/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.015
Epoch  27 Batch  399/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.013
Epoch  27 Batch  400/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  27 Batch  401/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.010
Epoch  27 Batch  402/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.011
Epoch  27 Batch  403/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.018
Epoch  27 Batch  404/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.019
Epoch  27 Batch  405/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.016
Epoch  27 Batch  406/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.016
Epoch  27 Batch  407/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  27 Batch  408/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.016
Epoch  27 Batch  409/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.021
Epoch  27 Batch  410/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.017
Epoch  27 Batch  411/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.020
Epoch  27 Batch  412/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.008
Epoch  27 Batch  413/538 - Train Accuracy:  0.987, Validation Accuracy:  0.957, Loss:  0.021
Epoch  27 Batch  414/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.022
Epoch  27 Batch  415/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.017
Epoch  27 Batch  416/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  27 Batch  417/538 - Train Accuracy:  0.980, Validation Accuracy:  0.951, Loss:  0.012
Epoch  27 Batch  418/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.018
Epoch  27 Batch  419/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.017
Epoch  27 Batch  420/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.022
Epoch  27 Batch  421/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.016
Epoch  27 Batch  422/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.015
Epoch  27 Batch  423/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.017
Epoch  27 Batch  424/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.020
Epoch  27 Batch  425/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.023
Epoch  27 Batch  426/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.021
Epoch  27 Batch  427/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.017
Epoch  27 Batch  428/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  27 Batch  429/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.015
Epoch  27 Batch  430/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.020
Epoch  27 Batch  431/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.019
Epoch  27 Batch  432/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.023
Epoch  27 Batch  433/538 - Train Accuracy:  0.948, Validation Accuracy:  0.958, Loss:  0.033
Epoch  27 Batch  434/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  27 Batch  435/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  27 Batch  436/538 - Train Accuracy:  0.948, Validation Accuracy:  0.956, Loss:  0.022
Epoch  27 Batch  437/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.016
Epoch  27 Batch  438/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.016
Epoch  27 Batch  439/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.017
Epoch  27 Batch  440/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.020
Epoch  27 Batch  441/538 - Train Accuracy:  0.949, Validation Accuracy:  0.963, Loss:  0.026
Epoch  27 Batch  442/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.013
Epoch  27 Batch  443/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.021
Epoch  27 Batch  444/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  27 Batch  445/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  27 Batch  446/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.011
Epoch  27 Batch  447/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.013
Epoch  27 Batch  448/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.023
Epoch  27 Batch  449/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.017
Epoch  27 Batch  450/538 - Train Accuracy:  0.943, Validation Accuracy:  0.965, Loss:  0.024
Epoch  27 Batch  451/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.018
Epoch  27 Batch  452/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.017
Epoch  27 Batch  453/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.019
Epoch  27 Batch  454/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.019
Epoch  27 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.016
Epoch  27 Batch  456/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.039
Epoch  27 Batch  457/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.017
Epoch  27 Batch  458/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  27 Batch  459/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.013
Epoch  27 Batch  460/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.020
Epoch  27 Batch  461/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.019
Epoch  27 Batch  462/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.012
Epoch  27 Batch  463/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.022
Epoch  27 Batch  464/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.014
Epoch  27 Batch  465/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  27 Batch  466/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.021
Epoch  27 Batch  467/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.019
Epoch  27 Batch  468/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.019
Epoch  27 Batch  469/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.025
Epoch  27 Batch  470/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  27 Batch  471/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.011
Epoch  27 Batch  472/538 - Train Accuracy:  0.990, Validation Accuracy:  0.959, Loss:  0.012
Epoch  27 Batch  473/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.021
Epoch  27 Batch  474/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.015
Epoch  27 Batch  475/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.014
Epoch  27 Batch  476/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.017
Epoch  27 Batch  477/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.022
Epoch  27 Batch  478/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  27 Batch  479/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  27 Batch  480/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  27 Batch  481/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.020
Epoch  27 Batch  482/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.016
Epoch  27 Batch  483/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.019
Epoch  27 Batch  484/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.021
Epoch  27 Batch  485/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.021
Epoch  27 Batch  486/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.015
Epoch  27 Batch  487/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.011
Epoch  27 Batch  488/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.017
Epoch  27 Batch  489/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.020
Epoch  27 Batch  490/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.021
Epoch  27 Batch  491/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.018
Epoch  27 Batch  492/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.019
Epoch  27 Batch  493/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.016
Epoch  27 Batch  494/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.021
Epoch  27 Batch  495/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.019
Epoch  27 Batch  496/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.015
Epoch  27 Batch  497/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.020
Epoch  27 Batch  498/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.017
Epoch  27 Batch  499/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.023
Epoch  27 Batch  500/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.014
Epoch  27 Batch  501/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.019
Epoch  27 Batch  502/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.021
Epoch  27 Batch  503/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.020
Epoch  27 Batch  504/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.018
Epoch  27 Batch  505/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.015
Epoch  27 Batch  506/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.019
Epoch  27 Batch  507/538 - Train Accuracy:  0.945, Validation Accuracy:  0.952, Loss:  0.021
Epoch  27 Batch  508/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.022
Epoch  27 Batch  509/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.021
Epoch  27 Batch  510/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.014
Epoch  27 Batch  511/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.021
Epoch  27 Batch  512/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.023
Epoch  27 Batch  513/538 - Train Accuracy:  0.946, Validation Accuracy:  0.963, Loss:  0.020
Epoch  27 Batch  514/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.021
Epoch  27 Batch  515/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.023
Epoch  27 Batch  516/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.017
Epoch  27 Batch  517/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.026
Epoch  27 Batch  518/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.023
Epoch  27 Batch  519/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.020
Epoch  27 Batch  520/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.023
Epoch  27 Batch  521/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.025
Epoch  27 Batch  522/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.017
Epoch  27 Batch  523/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.017
Epoch  27 Batch  524/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  27 Batch  525/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.021
Epoch  27 Batch  526/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.019
Epoch  27 Batch  527/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.016
Epoch  27 Batch  528/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.021
Epoch  27 Batch  529/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.021
Epoch  27 Batch  530/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.020
Epoch  27 Batch  531/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.025
Epoch  27 Batch  532/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.014
Epoch  27 Batch  533/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.014
Epoch  27 Batch  534/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.016
Epoch  27 Batch  535/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.020
Epoch  27 Batch  536/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.023
Epoch  28 Batch    0/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.016
Epoch  28 Batch    1/538 - Train Accuracy:  0.975, Validation Accuracy:  0.944, Loss:  0.015
Epoch  28 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.947, Loss:  0.016
Epoch  28 Batch    3/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.014
Epoch  28 Batch    4/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.017
Epoch  28 Batch    5/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  28 Batch    6/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.015
Epoch  28 Batch    7/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.018
Epoch  28 Batch    8/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.015
Epoch  28 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  28 Batch   10/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.021
Epoch  28 Batch   11/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  28 Batch   12/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.021
Epoch  28 Batch   13/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.017
Epoch  28 Batch   14/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  28 Batch   15/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  28 Batch   16/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.019
Epoch  28 Batch   17/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  28 Batch   18/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.026
Epoch  28 Batch   19/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.022
Epoch  28 Batch   20/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.020
Epoch  28 Batch   21/538 - Train Accuracy:  0.988, Validation Accuracy:  0.957, Loss:  0.010
Epoch  28 Batch   22/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.016
Epoch  28 Batch   23/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.020
Epoch  28 Batch   24/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.025
Epoch  28 Batch   25/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.021
Epoch  28 Batch   26/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.021
Epoch  28 Batch   27/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.015
Epoch  28 Batch   28/538 - Train Accuracy:  0.958, Validation Accuracy:  0.945, Loss:  0.019
Epoch  28 Batch   29/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.013
Epoch  28 Batch   30/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.021
Epoch  28 Batch   31/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.013
Epoch  28 Batch   32/538 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.009
Epoch  28 Batch   33/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.020
Epoch  28 Batch   34/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.020
Epoch  28 Batch   35/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.014
Epoch  28 Batch   36/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.016
Epoch  28 Batch   37/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.023
Epoch  28 Batch   38/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.018
Epoch  28 Batch   39/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.017
Epoch  28 Batch   40/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.015
Epoch  28 Batch   41/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.015
Epoch  28 Batch   42/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  28 Batch   43/538 - Train Accuracy:  0.947, Validation Accuracy:  0.957, Loss:  0.024
Epoch  28 Batch   44/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.017
Epoch  28 Batch   45/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  28 Batch   46/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.014
Epoch  28 Batch   47/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.018
Epoch  28 Batch   48/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.021
Epoch  28 Batch   49/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.022
Epoch  28 Batch   50/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.018
Epoch  28 Batch   51/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.020
Epoch  28 Batch   52/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  28 Batch   53/538 - Train Accuracy:  0.939, Validation Accuracy:  0.953, Loss:  0.019
Epoch  28 Batch   54/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  28 Batch   55/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.017
Epoch  28 Batch   56/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.021
Epoch  28 Batch   57/538 - Train Accuracy:  0.948, Validation Accuracy:  0.945, Loss:  0.022
Epoch  28 Batch   58/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.017
Epoch  28 Batch   59/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.013
Epoch  28 Batch   60/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.024
Epoch  28 Batch   61/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.017
Epoch  28 Batch   62/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.019
Epoch  28 Batch   63/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  28 Batch   64/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  28 Batch   65/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.016
Epoch  28 Batch   66/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  28 Batch   67/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  28 Batch   68/538 - Train Accuracy:  0.954, Validation Accuracy:  0.969, Loss:  0.019
Epoch  28 Batch   69/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.015
Epoch  28 Batch   70/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.015
Epoch  28 Batch   71/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.016
Epoch  28 Batch   72/538 - Train Accuracy:  0.952, Validation Accuracy:  0.969, Loss:  0.036
Epoch  28 Batch   73/538 - Train Accuracy:  0.947, Validation Accuracy:  0.962, Loss:  0.019
Epoch  28 Batch   74/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.017
Epoch  28 Batch   75/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.025
Epoch  28 Batch   76/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.019
Epoch  28 Batch   77/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.013
Epoch  28 Batch   78/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.017
Epoch  28 Batch   79/538 - Train Accuracy:  0.945, Validation Accuracy:  0.957, Loss:  0.017
Epoch  28 Batch   80/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.017
Epoch  28 Batch   81/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.020
Epoch  28 Batch   82/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.020
Epoch  28 Batch   83/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  28 Batch   84/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.021
Epoch  28 Batch   85/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.016
Epoch  28 Batch   86/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.013
Epoch  28 Batch   87/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.017
Epoch  28 Batch   88/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.015
Epoch  28 Batch   89/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.014
Epoch  28 Batch   90/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.021
Epoch  28 Batch   91/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.019
Epoch  28 Batch   92/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.019
Epoch  28 Batch   93/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.012
Epoch  28 Batch   94/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  28 Batch   95/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.013
Epoch  28 Batch   96/538 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.016
Epoch  28 Batch   97/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.014
Epoch  28 Batch   98/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.020
Epoch  28 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  28 Batch  100/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.018
Epoch  28 Batch  101/538 - Train Accuracy:  0.943, Validation Accuracy:  0.961, Loss:  0.028
Epoch  28 Batch  102/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.018
Epoch  28 Batch  103/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.020
Epoch  28 Batch  104/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.017
Epoch  28 Batch  105/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.011
Epoch  28 Batch  106/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.015
Epoch  28 Batch  107/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.025
Epoch  28 Batch  108/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.021
Epoch  28 Batch  109/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.018
Epoch  28 Batch  110/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.016
Epoch  28 Batch  111/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  28 Batch  112/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.021
Epoch  28 Batch  113/538 - Train Accuracy:  0.949, Validation Accuracy:  0.962, Loss:  0.019
Epoch  28 Batch  114/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  28 Batch  115/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.017
Epoch  28 Batch  116/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.021
Epoch  28 Batch  117/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.023
Epoch  28 Batch  118/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.017
Epoch  28 Batch  119/538 - Train Accuracy:  0.983, Validation Accuracy:  0.956, Loss:  0.014
Epoch  28 Batch  120/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  28 Batch  121/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  28 Batch  122/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.020
Epoch  28 Batch  123/538 - Train Accuracy:  0.951, Validation Accuracy:  0.962, Loss:  0.018
Epoch  28 Batch  124/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.022
Epoch  28 Batch  125/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.020
Epoch  28 Batch  126/538 - Train Accuracy:  0.947, Validation Accuracy:  0.960, Loss:  0.025
Epoch  28 Batch  127/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.028
Epoch  28 Batch  128/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.017
Epoch  28 Batch  129/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.015
Epoch  28 Batch  130/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.022
Epoch  28 Batch  131/538 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.018
Epoch  28 Batch  132/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.018
Epoch  28 Batch  133/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.019
Epoch  28 Batch  134/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.026
Epoch  28 Batch  135/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.026
Epoch  28 Batch  136/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.019
Epoch  28 Batch  137/538 - Train Accuracy:  0.965, Validation Accuracy:  0.941, Loss:  0.017
Epoch  28 Batch  138/538 - Train Accuracy:  0.961, Validation Accuracy:  0.938, Loss:  0.018
Epoch  28 Batch  139/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.025
Epoch  28 Batch  140/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.026
Epoch  28 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.016
Epoch  28 Batch  142/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.019
Epoch  28 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.033
Epoch  28 Batch  144/538 - Train Accuracy:  0.960, Validation Accuracy:  0.943, Loss:  0.024
Epoch  28 Batch  145/538 - Train Accuracy:  0.955, Validation Accuracy:  0.939, Loss:  0.023
Epoch  28 Batch  146/538 - Train Accuracy:  0.963, Validation Accuracy:  0.943, Loss:  0.022
Epoch  28 Batch  147/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.022
Epoch  28 Batch  148/538 - Train Accuracy:  0.947, Validation Accuracy:  0.938, Loss:  0.025
Epoch  28 Batch  149/538 - Train Accuracy:  0.979, Validation Accuracy:  0.939, Loss:  0.015
Epoch  28 Batch  150/538 - Train Accuracy:  0.971, Validation Accuracy:  0.941, Loss:  0.017
Epoch  28 Batch  151/538 - Train Accuracy:  0.951, Validation Accuracy:  0.937, Loss:  0.021
Epoch  28 Batch  152/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.024
Epoch  28 Batch  153/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.017
Epoch  28 Batch  154/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.018
Epoch  28 Batch  155/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.020
Epoch  28 Batch  156/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.015
Epoch  28 Batch  157/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.023
Epoch  28 Batch  158/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.018
Epoch  28 Batch  159/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.024
Epoch  28 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.020
Epoch  28 Batch  161/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.016
Epoch  28 Batch  162/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.020
Epoch  28 Batch  163/538 - Train Accuracy:  0.955, Validation Accuracy:  0.940, Loss:  0.022
Epoch  28 Batch  164/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.019
Epoch  28 Batch  165/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.013
Epoch  28 Batch  166/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.016
Epoch  28 Batch  167/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.026
Epoch  28 Batch  168/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.027
Epoch  28 Batch  169/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.011
Epoch  28 Batch  170/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.018
Epoch  28 Batch  171/538 - Train Accuracy:  0.948, Validation Accuracy:  0.952, Loss:  0.021
Epoch  28 Batch  172/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.014
Epoch  28 Batch  173/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.015
Epoch  28 Batch  174/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.016
Epoch  28 Batch  175/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.014
Epoch  28 Batch  176/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.019
Epoch  28 Batch  177/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.017
Epoch  28 Batch  178/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.017
Epoch  28 Batch  179/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.020
Epoch  28 Batch  180/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.022
Epoch  28 Batch  181/538 - Train Accuracy:  0.948, Validation Accuracy:  0.961, Loss:  0.021
Epoch  28 Batch  182/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.013
Epoch  28 Batch  183/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.016
Epoch  28 Batch  184/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.020
Epoch  28 Batch  185/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.016
Epoch  28 Batch  186/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  28 Batch  187/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.023
Epoch  28 Batch  188/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  28 Batch  189/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.022
Epoch  28 Batch  190/538 - Train Accuracy:  0.950, Validation Accuracy:  0.950, Loss:  0.023
Epoch  28 Batch  191/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.015
Epoch  28 Batch  192/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.015
Epoch  28 Batch  193/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.017
Epoch  28 Batch  194/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.020
Epoch  28 Batch  195/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.022
Epoch  28 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.016
Epoch  28 Batch  197/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  28 Batch  198/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  28 Batch  199/538 - Train Accuracy:  0.940, Validation Accuracy:  0.964, Loss:  0.022
Epoch  28 Batch  200/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.012
Epoch  28 Batch  201/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.024
Epoch  28 Batch  202/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  28 Batch  203/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.021
Epoch  28 Batch  204/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.026
Epoch  28 Batch  205/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.018
Epoch  28 Batch  206/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.013
Epoch  28 Batch  207/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.015
Epoch  28 Batch  208/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.021
Epoch  28 Batch  209/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  28 Batch  210/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.018
Epoch  28 Batch  211/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.016
Epoch  28 Batch  212/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.016
Epoch  28 Batch  213/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.017
Epoch  28 Batch  214/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.016
Epoch  28 Batch  215/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.021
Epoch  28 Batch  216/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.017
Epoch  28 Batch  217/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.020
Epoch  28 Batch  218/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.015
Epoch  28 Batch  219/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.021
Epoch  28 Batch  220/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.021
Epoch  28 Batch  221/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.017
Epoch  28 Batch  222/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.015
Epoch  28 Batch  223/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.018
Epoch  28 Batch  224/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.021
Epoch  28 Batch  225/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  28 Batch  226/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.021
Epoch  28 Batch  227/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.018
Epoch  28 Batch  228/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.015
Epoch  28 Batch  229/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  28 Batch  230/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.015
Epoch  28 Batch  231/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.015
Epoch  28 Batch  232/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.022
Epoch  28 Batch  233/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.016
Epoch  28 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.014
Epoch  28 Batch  235/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.012
Epoch  28 Batch  236/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.018
Epoch  28 Batch  237/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.014
Epoch  28 Batch  238/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.017
Epoch  28 Batch  239/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  28 Batch  240/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  28 Batch  241/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.018
Epoch  28 Batch  242/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.018
Epoch  28 Batch  243/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  28 Batch  244/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.019
Epoch  28 Batch  245/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.020
Epoch  28 Batch  246/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  28 Batch  247/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.018
Epoch  28 Batch  248/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.018
Epoch  28 Batch  249/538 - Train Accuracy:  0.973, Validation Accuracy:  0.946, Loss:  0.014
Epoch  28 Batch  250/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.015
Epoch  28 Batch  251/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.012
Epoch  28 Batch  252/538 - Train Accuracy:  0.973, Validation Accuracy:  0.946, Loss:  0.018
Epoch  28 Batch  253/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.016
Epoch  28 Batch  254/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.022
Epoch  28 Batch  255/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.013
Epoch  28 Batch  256/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.019
Epoch  28 Batch  257/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.015
Epoch  28 Batch  258/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  28 Batch  259/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.017
Epoch  28 Batch  260/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.018
Epoch  28 Batch  261/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.023
Epoch  28 Batch  262/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.017
Epoch  28 Batch  263/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.018
Epoch  28 Batch  264/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.020
Epoch  28 Batch  265/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.022
Epoch  28 Batch  266/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.017
Epoch  28 Batch  267/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.016
Epoch  28 Batch  268/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.013
Epoch  28 Batch  269/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.024
Epoch  28 Batch  270/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.019
Epoch  28 Batch  271/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  28 Batch  272/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  28 Batch  273/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  28 Batch  274/538 - Train Accuracy:  0.948, Validation Accuracy:  0.949, Loss:  0.017
Epoch  28 Batch  275/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.023
Epoch  28 Batch  276/538 - Train Accuracy:  0.935, Validation Accuracy:  0.936, Loss:  0.023
Epoch  28 Batch  277/538 - Train Accuracy:  0.970, Validation Accuracy:  0.941, Loss:  0.012
Epoch  28 Batch  278/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.024
Epoch  28 Batch  279/538 - Train Accuracy:  0.963, Validation Accuracy:  0.938, Loss:  0.013
Epoch  28 Batch  280/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.016
Epoch  28 Batch  281/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  28 Batch  282/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.020
Epoch  28 Batch  283/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.018
Epoch  28 Batch  284/538 - Train Accuracy:  0.958, Validation Accuracy:  0.941, Loss:  0.018
Epoch  28 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.015
Epoch  28 Batch  286/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.025
Epoch  28 Batch  287/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.013
Epoch  28 Batch  288/538 - Train Accuracy:  0.971, Validation Accuracy:  0.942, Loss:  0.018
Epoch  28 Batch  289/538 - Train Accuracy:  0.974, Validation Accuracy:  0.944, Loss:  0.014
Epoch  28 Batch  290/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.015
Epoch  28 Batch  291/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.016
Epoch  28 Batch  292/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.012
Epoch  28 Batch  293/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.020
Epoch  28 Batch  294/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.016
Epoch  28 Batch  295/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  28 Batch  296/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.023
Epoch  28 Batch  297/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.017
Epoch  28 Batch  298/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.018
Epoch  28 Batch  299/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.025
Epoch  28 Batch  300/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.015
Epoch  28 Batch  301/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.017
Epoch  28 Batch  302/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.021
Epoch  28 Batch  303/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.019
Epoch  28 Batch  304/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.019
Epoch  28 Batch  305/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  28 Batch  306/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  28 Batch  307/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.013
Epoch  28 Batch  308/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.015
Epoch  28 Batch  309/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  28 Batch  310/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.021
Epoch  28 Batch  311/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  28 Batch  312/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.016
Epoch  28 Batch  313/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  28 Batch  314/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  28 Batch  315/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  28 Batch  316/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  28 Batch  317/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.017
Epoch  28 Batch  318/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.017
Epoch  28 Batch  319/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  28 Batch  320/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  28 Batch  321/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.011
Epoch  28 Batch  322/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.016
Epoch  28 Batch  323/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.012
Epoch  28 Batch  324/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.019
Epoch  28 Batch  325/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.019
Epoch  28 Batch  326/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  28 Batch  327/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.021
Epoch  28 Batch  328/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.016
Epoch  28 Batch  329/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.015
Epoch  28 Batch  330/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.019
Epoch  28 Batch  331/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.014
Epoch  28 Batch  332/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.014
Epoch  28 Batch  333/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.014
Epoch  28 Batch  334/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  28 Batch  335/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.014
Epoch  28 Batch  336/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  28 Batch  337/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.019
Epoch  28 Batch  338/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.012
Epoch  28 Batch  339/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.016
Epoch  28 Batch  340/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  28 Batch  341/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.018
Epoch  28 Batch  342/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.018
Epoch  28 Batch  343/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.015
Epoch  28 Batch  344/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.015
Epoch  28 Batch  345/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  28 Batch  346/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.017
Epoch  28 Batch  347/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  28 Batch  348/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.013
Epoch  28 Batch  349/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.011
Epoch  28 Batch  350/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.016
Epoch  28 Batch  351/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.017
Epoch  28 Batch  352/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.029
Epoch  28 Batch  353/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.020
Epoch  28 Batch  354/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  28 Batch  355/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.020
Epoch  28 Batch  356/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.014
Epoch  28 Batch  357/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.012
Epoch  28 Batch  358/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  28 Batch  359/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.015
Epoch  28 Batch  360/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.021
Epoch  28 Batch  361/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.022
Epoch  28 Batch  362/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.017
Epoch  28 Batch  363/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.018
Epoch  28 Batch  364/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.024
Epoch  28 Batch  365/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.018
Epoch  28 Batch  366/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.017
Epoch  28 Batch  367/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.017
Epoch  28 Batch  368/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.018
Epoch  28 Batch  369/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.014
Epoch  28 Batch  370/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.018
Epoch  28 Batch  371/538 - Train Accuracy:  0.979, Validation Accuracy:  0.947, Loss:  0.016
Epoch  28 Batch  372/538 - Train Accuracy:  0.977, Validation Accuracy:  0.946, Loss:  0.016
Epoch  28 Batch  373/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.013
Epoch  28 Batch  374/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.013
Epoch  28 Batch  375/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.015
Epoch  28 Batch  376/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.019
Epoch  28 Batch  377/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.020
Epoch  28 Batch  378/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.013
Epoch  28 Batch  379/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.019
Epoch  28 Batch  380/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  28 Batch  381/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.013
Epoch  28 Batch  382/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.021
Epoch  28 Batch  383/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.015
Epoch  28 Batch  384/538 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.020
Epoch  28 Batch  385/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.019
Epoch  28 Batch  386/538 - Train Accuracy:  0.971, Validation Accuracy:  0.943, Loss:  0.018
Epoch  28 Batch  387/538 - Train Accuracy:  0.948, Validation Accuracy:  0.947, Loss:  0.014
Epoch  28 Batch  388/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.018
Epoch  28 Batch  389/538 - Train Accuracy:  0.953, Validation Accuracy:  0.948, Loss:  0.020
Epoch  28 Batch  390/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.020
Epoch  28 Batch  391/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.021
Epoch  28 Batch  392/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.016
Epoch  28 Batch  393/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.015
Epoch  28 Batch  394/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.022
Epoch  28 Batch  395/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.022
Epoch  28 Batch  396/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.016
Epoch  28 Batch  397/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.017
Epoch  28 Batch  398/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  28 Batch  399/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.020
Epoch  28 Batch  400/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.020
Epoch  28 Batch  401/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.013
Epoch  28 Batch  402/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.017
Epoch  28 Batch  403/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.020
Epoch  28 Batch  404/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.022
Epoch  28 Batch  405/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.015
Epoch  28 Batch  406/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.020
Epoch  28 Batch  407/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.020
Epoch  28 Batch  408/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.030
Epoch  28 Batch  409/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.016
Epoch  28 Batch  410/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.018
Epoch  28 Batch  411/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.026
Epoch  28 Batch  412/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.015
Epoch  28 Batch  413/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.021
Epoch  28 Batch  414/538 - Train Accuracy:  0.933, Validation Accuracy:  0.950, Loss:  0.026
Epoch  28 Batch  415/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.023
Epoch  28 Batch  416/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.019
Epoch  28 Batch  417/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.017
Epoch  28 Batch  418/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.022
Epoch  28 Batch  419/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.019
Epoch  28 Batch  420/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  28 Batch  421/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.013
Epoch  28 Batch  422/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.019
Epoch  28 Batch  423/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.019
Epoch  28 Batch  424/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.026
Epoch  28 Batch  425/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.025
Epoch  28 Batch  426/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.023
Epoch  28 Batch  427/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.019
Epoch  28 Batch  428/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.017
Epoch  28 Batch  429/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.016
Epoch  28 Batch  430/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.021
Epoch  28 Batch  431/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.016
Epoch  28 Batch  432/538 - Train Accuracy:  0.946, Validation Accuracy:  0.952, Loss:  0.019
Epoch  28 Batch  433/538 - Train Accuracy:  0.944, Validation Accuracy:  0.952, Loss:  0.031
Epoch  28 Batch  434/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.017
Epoch  28 Batch  435/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.021
Epoch  28 Batch  436/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.022
Epoch  28 Batch  437/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.023
Epoch  28 Batch  438/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.014
Epoch  28 Batch  439/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.019
Epoch  28 Batch  440/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.015
Epoch  28 Batch  441/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.023
Epoch  28 Batch  442/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  28 Batch  443/538 - Train Accuracy:  0.947, Validation Accuracy:  0.956, Loss:  0.021
Epoch  28 Batch  444/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.018
Epoch  28 Batch  445/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.012
Epoch  28 Batch  446/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.013
Epoch  28 Batch  447/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  28 Batch  448/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.017
Epoch  28 Batch  449/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.019
Epoch  28 Batch  450/538 - Train Accuracy:  0.939, Validation Accuracy:  0.955, Loss:  0.021
Epoch  28 Batch  451/538 - Train Accuracy:  0.942, Validation Accuracy:  0.947, Loss:  0.019
Epoch  28 Batch  452/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.013
Epoch  28 Batch  453/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.017
Epoch  28 Batch  454/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.022
Epoch  28 Batch  455/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  28 Batch  456/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.041
Epoch  28 Batch  457/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.018
Epoch  28 Batch  458/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.018
Epoch  28 Batch  459/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.012
Epoch  28 Batch  460/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.018
Epoch  28 Batch  461/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.019
Epoch  28 Batch  462/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.014
Epoch  28 Batch  463/538 - Train Accuracy:  0.949, Validation Accuracy:  0.962, Loss:  0.021
Epoch  28 Batch  464/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  28 Batch  465/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  28 Batch  466/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.017
Epoch  28 Batch  467/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.017
Epoch  28 Batch  468/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  28 Batch  469/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.019
Epoch  28 Batch  470/538 - Train Accuracy:  0.940, Validation Accuracy:  0.965, Loss:  0.020
Epoch  28 Batch  471/538 - Train Accuracy:  0.989, Validation Accuracy:  0.969, Loss:  0.011
Epoch  28 Batch  472/538 - Train Accuracy:  0.987, Validation Accuracy:  0.968, Loss:  0.012
Epoch  28 Batch  473/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.017
Epoch  28 Batch  474/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.013
Epoch  28 Batch  475/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.015
Epoch  28 Batch  476/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.018
Epoch  28 Batch  477/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.020
Epoch  28 Batch  478/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.010
Epoch  28 Batch  479/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.013
Epoch  28 Batch  480/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.016
Epoch  28 Batch  481/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.018
Epoch  28 Batch  482/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.016
Epoch  28 Batch  483/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.020
Epoch  28 Batch  484/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.018
Epoch  28 Batch  485/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.019
Epoch  28 Batch  486/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.010
Epoch  28 Batch  487/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.010
Epoch  28 Batch  488/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  28 Batch  489/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.017
Epoch  28 Batch  490/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.020
Epoch  28 Batch  491/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.016
Epoch  28 Batch  492/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  28 Batch  493/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.015
Epoch  28 Batch  494/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.014
Epoch  28 Batch  495/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  28 Batch  496/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.014
Epoch  28 Batch  497/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.014
Epoch  28 Batch  498/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.014
Epoch  28 Batch  499/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.015
Epoch  28 Batch  500/538 - Train Accuracy:  0.985, Validation Accuracy:  0.952, Loss:  0.010
Epoch  28 Batch  501/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.017
Epoch  28 Batch  502/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.019
Epoch  28 Batch  503/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  28 Batch  504/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.012
Epoch  28 Batch  505/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.009
Epoch  28 Batch  506/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.013
Epoch  28 Batch  507/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.017
Epoch  28 Batch  508/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  28 Batch  509/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.019
Epoch  28 Batch  510/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.013
Epoch  28 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.017
Epoch  28 Batch  512/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  28 Batch  513/538 - Train Accuracy:  0.954, Validation Accuracy:  0.962, Loss:  0.015
Epoch  28 Batch  514/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.019
Epoch  28 Batch  515/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.021
Epoch  28 Batch  516/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.015
Epoch  28 Batch  517/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.012
Epoch  28 Batch  518/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.022
Epoch  28 Batch  519/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  28 Batch  520/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.018
Epoch  28 Batch  521/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.018
Epoch  28 Batch  522/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.013
Epoch  28 Batch  523/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  28 Batch  524/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  28 Batch  525/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.017
Epoch  28 Batch  526/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.017
Epoch  28 Batch  527/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.017
Epoch  28 Batch  528/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  28 Batch  529/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  28 Batch  530/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  28 Batch  531/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.023
Epoch  28 Batch  532/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.015
Epoch  28 Batch  533/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.014
Epoch  28 Batch  534/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.012
Epoch  28 Batch  535/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.015
Epoch  28 Batch  536/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.017
Epoch  29 Batch    0/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.017
Epoch  29 Batch    1/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.017
Epoch  29 Batch    2/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.019
Epoch  29 Batch    3/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.018
Epoch  29 Batch    4/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  29 Batch    5/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  29 Batch    6/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch    7/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.018
Epoch  29 Batch    8/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.018
Epoch  29 Batch    9/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.018
Epoch  29 Batch   10/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.023
Epoch  29 Batch   11/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.016
Epoch  29 Batch   12/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.017
Epoch  29 Batch   13/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.014
Epoch  29 Batch   14/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.017
Epoch  29 Batch   15/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.017
Epoch  29 Batch   16/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.022
Epoch  29 Batch   17/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  29 Batch   18/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.024
Epoch  29 Batch   19/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.017
Epoch  29 Batch   20/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.018
Epoch  29 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.007
Epoch  29 Batch   22/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.019
Epoch  29 Batch   23/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.020
Epoch  29 Batch   24/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.019
Epoch  29 Batch   25/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.019
Epoch  29 Batch   26/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.024
Epoch  29 Batch   27/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  29 Batch   28/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch   29/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.013
Epoch  29 Batch   30/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.017
Epoch  29 Batch   31/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.013
Epoch  29 Batch   32/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.009
Epoch  29 Batch   33/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  29 Batch   34/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.020
Epoch  29 Batch   35/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.019
Epoch  29 Batch   36/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.012
Epoch  29 Batch   37/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.020
Epoch  29 Batch   38/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.021
Epoch  29 Batch   39/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  29 Batch   40/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  29 Batch   41/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.016
Epoch  29 Batch   42/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  29 Batch   43/538 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.020
Epoch  29 Batch   44/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.012
Epoch  29 Batch   45/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  29 Batch   46/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.014
Epoch  29 Batch   47/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  29 Batch   48/538 - Train Accuracy:  0.941, Validation Accuracy:  0.958, Loss:  0.022
Epoch  29 Batch   49/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  29 Batch   50/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.020
Epoch  29 Batch   51/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.021
Epoch  29 Batch   52/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.013
Epoch  29 Batch   53/538 - Train Accuracy:  0.946, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch   54/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.015
Epoch  29 Batch   55/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  29 Batch   56/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  29 Batch   57/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.019
Epoch  29 Batch   58/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.015
Epoch  29 Batch   59/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  29 Batch   60/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.020
Epoch  29 Batch   61/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.018
Epoch  29 Batch   62/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.020
Epoch  29 Batch   63/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.016
Epoch  29 Batch   64/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.017
Epoch  29 Batch   65/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.014
Epoch  29 Batch   66/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.015
Epoch  29 Batch   67/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.017
Epoch  29 Batch   68/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.017
Epoch  29 Batch   69/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.015
Epoch  29 Batch   70/538 - Train Accuracy:  0.954, Validation Accuracy:  0.950, Loss:  0.013
Epoch  29 Batch   71/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.023
Epoch  29 Batch   72/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.032
Epoch  29 Batch   73/538 - Train Accuracy:  0.955, Validation Accuracy:  0.943, Loss:  0.020
Epoch  29 Batch   74/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.017
Epoch  29 Batch   75/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.020
Epoch  29 Batch   76/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  29 Batch   77/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.013
Epoch  29 Batch   78/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.016
Epoch  29 Batch   79/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.014
Epoch  29 Batch   80/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.015
Epoch  29 Batch   81/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.020
Epoch  29 Batch   82/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.020
Epoch  29 Batch   83/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.017
Epoch  29 Batch   84/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.016
Epoch  29 Batch   85/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.014
Epoch  29 Batch   86/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.011
Epoch  29 Batch   87/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.018
Epoch  29 Batch   88/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.015
Epoch  29 Batch   89/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.015
Epoch  29 Batch   90/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.019
Epoch  29 Batch   91/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.018
Epoch  29 Batch   92/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.020
Epoch  29 Batch   93/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.012
Epoch  29 Batch   94/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.012
Epoch  29 Batch   95/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  29 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.011
Epoch  29 Batch   97/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.012
Epoch  29 Batch   98/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.021
Epoch  29 Batch   99/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.012
Epoch  29 Batch  100/538 - Train Accuracy:  0.981, Validation Accuracy:  0.952, Loss:  0.012
Epoch  29 Batch  101/538 - Train Accuracy:  0.948, Validation Accuracy:  0.952, Loss:  0.019
Epoch  29 Batch  102/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.017
Epoch  29 Batch  103/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  29 Batch  104/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.012
Epoch  29 Batch  105/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.011
Epoch  29 Batch  106/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  29 Batch  107/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.018
Epoch  29 Batch  108/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  29 Batch  109/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.012
Epoch  29 Batch  110/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.011
Epoch  29 Batch  111/538 - Train Accuracy:  0.949, Validation Accuracy:  0.960, Loss:  0.016
Epoch  29 Batch  112/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  29 Batch  113/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.015
Epoch  29 Batch  114/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.012
Epoch  29 Batch  115/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  29 Batch  116/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.018
Epoch  29 Batch  117/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.018
Epoch  29 Batch  118/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  29 Batch  119/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.013
Epoch  29 Batch  120/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.012
Epoch  29 Batch  121/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.019
Epoch  29 Batch  122/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.018
Epoch  29 Batch  123/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.015
Epoch  29 Batch  124/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.019
Epoch  29 Batch  125/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.012
Epoch  29 Batch  126/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.019
Epoch  29 Batch  127/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.021
Epoch  29 Batch  128/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  29 Batch  129/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.012
Epoch  29 Batch  130/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  29 Batch  131/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  132/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.015
Epoch  29 Batch  133/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  29 Batch  134/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.025
Epoch  29 Batch  135/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.022
Epoch  29 Batch  136/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.016
Epoch  29 Batch  137/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.015
Epoch  29 Batch  138/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.019
Epoch  29 Batch  139/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.022
Epoch  29 Batch  140/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.021
Epoch  29 Batch  141/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  29 Batch  142/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  29 Batch  143/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.032
Epoch  29 Batch  144/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.016
Epoch  29 Batch  145/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.020
Epoch  29 Batch  146/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.017
Epoch  29 Batch  147/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.018
Epoch  29 Batch  148/538 - Train Accuracy:  0.942, Validation Accuracy:  0.954, Loss:  0.022
Epoch  29 Batch  149/538 - Train Accuracy:  0.980, Validation Accuracy:  0.951, Loss:  0.010
Epoch  29 Batch  150/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.011
Epoch  29 Batch  151/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.018
Epoch  29 Batch  152/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.019
Epoch  29 Batch  153/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.016
Epoch  29 Batch  154/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  29 Batch  155/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.019
Epoch  29 Batch  156/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.014
Epoch  29 Batch  157/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.014
Epoch  29 Batch  158/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.013
Epoch  29 Batch  159/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.021
Epoch  29 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.017
Epoch  29 Batch  161/538 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.019
Epoch  29 Batch  162/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.015
Epoch  29 Batch  163/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.023
Epoch  29 Batch  164/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.016
Epoch  29 Batch  165/538 - Train Accuracy:  0.972, Validation Accuracy:  0.944, Loss:  0.011
Epoch  29 Batch  166/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.011
Epoch  29 Batch  167/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.023
Epoch  29 Batch  168/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.020
Epoch  29 Batch  169/538 - Train Accuracy:  0.989, Validation Accuracy:  0.956, Loss:  0.013
Epoch  29 Batch  170/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.016
Epoch  29 Batch  171/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.018
Epoch  29 Batch  172/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.013
Epoch  29 Batch  173/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.012
Epoch  29 Batch  174/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.014
Epoch  29 Batch  175/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.012
Epoch  29 Batch  176/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.019
Epoch  29 Batch  177/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.014
Epoch  29 Batch  178/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.018
Epoch  29 Batch  179/538 - Train Accuracy:  0.984, Validation Accuracy:  0.957, Loss:  0.015
Epoch  29 Batch  180/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.018
Epoch  29 Batch  181/538 - Train Accuracy:  0.943, Validation Accuracy:  0.953, Loss:  0.017
Epoch  29 Batch  182/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.011
Epoch  29 Batch  183/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.016
Epoch  29 Batch  184/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  29 Batch  185/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.010
Epoch  29 Batch  186/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.016
Epoch  29 Batch  187/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.015
Epoch  29 Batch  188/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.014
Epoch  29 Batch  189/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.018
Epoch  29 Batch  190/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  29 Batch  191/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.013
Epoch  29 Batch  192/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.012
Epoch  29 Batch  193/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.013
Epoch  29 Batch  194/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.020
Epoch  29 Batch  195/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.020
Epoch  29 Batch  196/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  29 Batch  197/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  29 Batch  198/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.018
Epoch  29 Batch  199/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.016
Epoch  29 Batch  200/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.012
Epoch  29 Batch  201/538 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.018
Epoch  29 Batch  202/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.015
Epoch  29 Batch  203/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.018
Epoch  29 Batch  204/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.023
Epoch  29 Batch  205/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.016
Epoch  29 Batch  206/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.015
Epoch  29 Batch  207/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.015
Epoch  29 Batch  208/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.018
Epoch  29 Batch  209/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.012
Epoch  29 Batch  210/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.015
Epoch  29 Batch  211/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  29 Batch  212/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.011
Epoch  29 Batch  213/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.013
Epoch  29 Batch  214/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.012
Epoch  29 Batch  215/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.015
Epoch  29 Batch  216/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch  217/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.019
Epoch  29 Batch  218/538 - Train Accuracy:  0.979, Validation Accuracy:  0.951, Loss:  0.011
Epoch  29 Batch  219/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.019
Epoch  29 Batch  220/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.014
Epoch  29 Batch  221/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.014
Epoch  29 Batch  222/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.010
Epoch  29 Batch  223/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.013
Epoch  29 Batch  224/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.024
Epoch  29 Batch  225/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  29 Batch  226/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  29 Batch  227/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  29 Batch  228/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  229/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.017
Epoch  29 Batch  230/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.014
Epoch  29 Batch  231/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.021
Epoch  29 Batch  232/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.020
Epoch  29 Batch  233/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch  234/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.014
Epoch  29 Batch  235/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.012
Epoch  29 Batch  236/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.017
Epoch  29 Batch  237/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.015
Epoch  29 Batch  238/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  29 Batch  239/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.013
Epoch  29 Batch  240/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  29 Batch  241/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.017
Epoch  29 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch  243/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.012
Epoch  29 Batch  244/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.016
Epoch  29 Batch  245/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.017
Epoch  29 Batch  246/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.016
Epoch  29 Batch  247/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.016
Epoch  29 Batch  248/538 - Train Accuracy:  0.944, Validation Accuracy:  0.944, Loss:  0.020
Epoch  29 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.942, Loss:  0.011
Epoch  29 Batch  250/538 - Train Accuracy:  0.978, Validation Accuracy:  0.940, Loss:  0.011
Epoch  29 Batch  251/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.014
Epoch  29 Batch  252/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.014
Epoch  29 Batch  253/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.015
Epoch  29 Batch  254/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.019
Epoch  29 Batch  255/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.013
Epoch  29 Batch  256/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.016
Epoch  29 Batch  257/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.014
Epoch  29 Batch  258/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.015
Epoch  29 Batch  259/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.013
Epoch  29 Batch  260/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  261/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.022
Epoch  29 Batch  262/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.014
Epoch  29 Batch  263/538 - Train Accuracy:  0.952, Validation Accuracy:  0.945, Loss:  0.017
Epoch  29 Batch  264/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.019
Epoch  29 Batch  265/538 - Train Accuracy:  0.947, Validation Accuracy:  0.951, Loss:  0.019
Epoch  29 Batch  266/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.019
Epoch  29 Batch  267/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  29 Batch  268/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.014
Epoch  29 Batch  269/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch  270/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.012
Epoch  29 Batch  271/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  29 Batch  272/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  29 Batch  273/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  29 Batch  274/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.018
Epoch  29 Batch  275/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.016
Epoch  29 Batch  276/538 - Train Accuracy:  0.935, Validation Accuracy:  0.943, Loss:  0.021
Epoch  29 Batch  277/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.012
Epoch  29 Batch  278/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.016
Epoch  29 Batch  279/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.013
Epoch  29 Batch  280/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.019
Epoch  29 Batch  281/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.018
Epoch  29 Batch  282/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  29 Batch  283/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.013
Epoch  29 Batch  284/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.018
Epoch  29 Batch  285/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.020
Epoch  29 Batch  286/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.023
Epoch  29 Batch  287/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.010
Epoch  29 Batch  288/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.012
Epoch  29 Batch  289/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.012
Epoch  29 Batch  290/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.012
Epoch  29 Batch  291/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  29 Batch  292/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.012
Epoch  29 Batch  293/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.017
Epoch  29 Batch  294/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.015
Epoch  29 Batch  295/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  29 Batch  296/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.025
Epoch  29 Batch  297/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  29 Batch  298/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  29 Batch  299/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.024
Epoch  29 Batch  300/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.013
Epoch  29 Batch  301/538 - Train Accuracy:  0.950, Validation Accuracy:  0.961, Loss:  0.019
Epoch  29 Batch  302/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.018
Epoch  29 Batch  303/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.018
Epoch  29 Batch  304/538 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.016
Epoch  29 Batch  305/538 - Train Accuracy:  0.978, Validation Accuracy:  0.974, Loss:  0.012
Epoch  29 Batch  306/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.016
Epoch  29 Batch  307/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.014
Epoch  29 Batch  308/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.013
Epoch  29 Batch  309/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  29 Batch  310/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.018
Epoch  29 Batch  311/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  29 Batch  312/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  313/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.017
Epoch  29 Batch  314/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  29 Batch  315/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.019
Epoch  29 Batch  316/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.014
Epoch  29 Batch  317/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.015
Epoch  29 Batch  318/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.015
Epoch  29 Batch  319/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.015
Epoch  29 Batch  320/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.016
Epoch  29 Batch  321/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.014
Epoch  29 Batch  322/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.019
Epoch  29 Batch  323/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.012
Epoch  29 Batch  324/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.011
Epoch  29 Batch  325/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.017
Epoch  29 Batch  326/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  29 Batch  327/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.018
Epoch  29 Batch  328/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.013
Epoch  29 Batch  329/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  29 Batch  330/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.016
Epoch  29 Batch  331/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.012
Epoch  29 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  333/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  29 Batch  334/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.012
Epoch  29 Batch  335/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  29 Batch  336/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.015
Epoch  29 Batch  337/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.017
Epoch  29 Batch  338/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.011
Epoch  29 Batch  339/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  29 Batch  340/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.012
Epoch  29 Batch  341/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  29 Batch  342/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.018
Epoch  29 Batch  343/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.014
Epoch  29 Batch  344/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.013
Epoch  29 Batch  345/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.014
Epoch  29 Batch  346/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  29 Batch  347/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.016
Epoch  29 Batch  348/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.014
Epoch  29 Batch  349/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.010
Epoch  29 Batch  350/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.021
Epoch  29 Batch  351/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.015
Epoch  29 Batch  352/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.030
Epoch  29 Batch  353/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.018
Epoch  29 Batch  354/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.011
Epoch  29 Batch  355/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.015
Epoch  29 Batch  356/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.011
Epoch  29 Batch  357/538 - Train Accuracy:  0.952, Validation Accuracy:  0.969, Loss:  0.015
Epoch  29 Batch  358/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.013
Epoch  29 Batch  359/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.013
Epoch  29 Batch  360/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  29 Batch  361/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.017
Epoch  29 Batch  362/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.010
Epoch  29 Batch  363/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  29 Batch  364/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.021
Epoch  29 Batch  365/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.016
Epoch  29 Batch  366/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  29 Batch  367/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.010
Epoch  29 Batch  368/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.010
Epoch  29 Batch  369/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.011
Epoch  29 Batch  370/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.017
Epoch  29 Batch  371/538 - Train Accuracy:  0.985, Validation Accuracy:  0.951, Loss:  0.014
Epoch  29 Batch  372/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.014
Epoch  29 Batch  373/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.011
Epoch  29 Batch  374/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.015
Epoch  29 Batch  375/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.015
Epoch  29 Batch  376/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.014
Epoch  29 Batch  377/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.017
Epoch  29 Batch  378/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.011
Epoch  29 Batch  379/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.016
Epoch  29 Batch  380/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  29 Batch  381/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.012
Epoch  29 Batch  382/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.015
Epoch  29 Batch  383/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.014
Epoch  29 Batch  384/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.015
Epoch  29 Batch  385/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  29 Batch  386/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  29 Batch  387/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  29 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  29 Batch  389/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.019
Epoch  29 Batch  390/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.017
Epoch  29 Batch  391/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.014
Epoch  29 Batch  392/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.012
Epoch  29 Batch  393/538 - Train Accuracy:  0.976, Validation Accuracy:  0.947, Loss:  0.013
Epoch  29 Batch  394/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.020
Epoch  29 Batch  395/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.015
Epoch  29 Batch  396/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.014
Epoch  29 Batch  397/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.016
Epoch  29 Batch  398/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.017
Epoch  29 Batch  399/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.018
Epoch  29 Batch  400/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  29 Batch  401/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.012
Epoch  29 Batch  402/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.012
Epoch  29 Batch  403/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.015
Epoch  29 Batch  404/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.017
Epoch  29 Batch  405/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.014
Epoch  29 Batch  406/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.015
Epoch  29 Batch  407/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.011
Epoch  29 Batch  408/538 - Train Accuracy:  0.956, Validation Accuracy:  0.949, Loss:  0.019
Epoch  29 Batch  409/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.013
Epoch  29 Batch  410/538 - Train Accuracy:  0.978, Validation Accuracy:  0.946, Loss:  0.015
Epoch  29 Batch  411/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.018
Epoch  29 Batch  412/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.010
Epoch  29 Batch  413/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.012
Epoch  29 Batch  414/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.024
Epoch  29 Batch  415/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.016
Epoch  29 Batch  416/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.013
Epoch  29 Batch  417/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.013
Epoch  29 Batch  418/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.018
Epoch  29 Batch  419/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.013
Epoch  29 Batch  420/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.017
Epoch  29 Batch  421/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.010
Epoch  29 Batch  422/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.014
Epoch  29 Batch  423/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.014
Epoch  29 Batch  424/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.016
Epoch  29 Batch  425/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.021
Epoch  29 Batch  426/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.017
Epoch  29 Batch  427/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.016
Epoch  29 Batch  428/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.013
Epoch  29 Batch  429/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.014
Epoch  29 Batch  430/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.013
Epoch  29 Batch  431/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  29 Batch  432/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.023
Epoch  29 Batch  433/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.030
Epoch  29 Batch  434/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  29 Batch  435/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  29 Batch  436/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.014
Epoch  29 Batch  437/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.015
Epoch  29 Batch  438/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.009
Epoch  29 Batch  439/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  29 Batch  440/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  29 Batch  441/538 - Train Accuracy:  0.948, Validation Accuracy:  0.957, Loss:  0.021
Epoch  29 Batch  442/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  29 Batch  443/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  444/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.012
Epoch  29 Batch  445/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.012
Epoch  29 Batch  446/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.013
Epoch  29 Batch  447/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.015
Epoch  29 Batch  448/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.016
Epoch  29 Batch  449/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.017
Epoch  29 Batch  450/538 - Train Accuracy:  0.946, Validation Accuracy:  0.960, Loss:  0.022
Epoch  29 Batch  451/538 - Train Accuracy:  0.945, Validation Accuracy:  0.959, Loss:  0.019
Epoch  29 Batch  452/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.012
Epoch  29 Batch  453/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  29 Batch  454/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.018
Epoch  29 Batch  455/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  29 Batch  456/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.039
Epoch  29 Batch  457/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.017
Epoch  29 Batch  458/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.015
Epoch  29 Batch  459/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.012
Epoch  29 Batch  460/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.013
Epoch  29 Batch  461/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.015
Epoch  29 Batch  462/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.012
Epoch  29 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.962, Loss:  0.018
Epoch  29 Batch  464/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.010
Epoch  29 Batch  465/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.017
Epoch  29 Batch  466/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.015
Epoch  29 Batch  467/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  29 Batch  468/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.018
Epoch  29 Batch  469/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  29 Batch  470/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.018
Epoch  29 Batch  471/538 - Train Accuracy:  0.989, Validation Accuracy:  0.963, Loss:  0.011
Epoch  29 Batch  472/538 - Train Accuracy:  0.994, Validation Accuracy:  0.963, Loss:  0.013
Epoch  29 Batch  473/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.016
Epoch  29 Batch  474/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.013
Epoch  29 Batch  475/538 - Train Accuracy:  0.986, Validation Accuracy:  0.962, Loss:  0.011
Epoch  29 Batch  476/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.013
Epoch  29 Batch  477/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.017
Epoch  29 Batch  478/538 - Train Accuracy:  0.990, Validation Accuracy:  0.961, Loss:  0.008
Epoch  29 Batch  479/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.017
Epoch  29 Batch  480/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  29 Batch  481/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.016
Epoch  29 Batch  482/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.019
Epoch  29 Batch  483/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.018
Epoch  29 Batch  484/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.016
Epoch  29 Batch  485/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.018
Epoch  29 Batch  486/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.010
Epoch  29 Batch  487/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.011
Epoch  29 Batch  488/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.014
Epoch  29 Batch  489/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  29 Batch  490/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.016
Epoch  29 Batch  491/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.017
Epoch  29 Batch  492/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.012
Epoch  29 Batch  493/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.016
Epoch  29 Batch  494/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  29 Batch  495/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  29 Batch  496/538 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.014
Epoch  29 Batch  497/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.014
Epoch  29 Batch  498/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.012
Epoch  29 Batch  499/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  500/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.012
Epoch  29 Batch  501/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.020
Epoch  29 Batch  502/538 - Train Accuracy:  0.949, Validation Accuracy:  0.957, Loss:  0.018
Epoch  29 Batch  503/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  29 Batch  504/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.012
Epoch  29 Batch  505/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.010
Epoch  29 Batch  506/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  29 Batch  507/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  29 Batch  508/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.012
Epoch  29 Batch  509/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.019
Epoch  29 Batch  510/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.016
Epoch  29 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.015
Epoch  29 Batch  512/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  29 Batch  513/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.016
Epoch  29 Batch  514/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.013
Epoch  29 Batch  515/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.020
Epoch  29 Batch  516/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.015
Epoch  29 Batch  517/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  29 Batch  518/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  29 Batch  519/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.013
Epoch  29 Batch  520/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.019
Epoch  29 Batch  521/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.016
Epoch  29 Batch  522/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.010
Epoch  29 Batch  523/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.013
Epoch  29 Batch  524/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.010
Epoch  29 Batch  525/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.015
Epoch  29 Batch  526/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.016
Epoch  29 Batch  527/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.012
Epoch  29 Batch  528/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  29 Batch  529/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.016
Epoch  29 Batch  530/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.015
Epoch  29 Batch  531/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.020
Epoch  29 Batch  532/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.014
Epoch  29 Batch  533/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.013
Epoch  29 Batch  534/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.008
Epoch  29 Batch  535/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.014
Epoch  29 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.019
Epoch  30 Batch    0/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.012
Epoch  30 Batch    1/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.014
Epoch  30 Batch    2/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.015
Epoch  30 Batch    3/538 - Train Accuracy:  0.980, Validation Accuracy:  0.950, Loss:  0.012
Epoch  30 Batch    4/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.011
Epoch  30 Batch    5/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.018
Epoch  30 Batch    6/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.013
Epoch  30 Batch    7/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.015
Epoch  30 Batch    8/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  30 Batch    9/538 - Train Accuracy:  0.948, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch   10/538 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.016
Epoch  30 Batch   11/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  30 Batch   12/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.012
Epoch  30 Batch   13/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.016
Epoch  30 Batch   14/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  30 Batch   15/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  30 Batch   16/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  30 Batch   17/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.013
Epoch  30 Batch   18/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.019
Epoch  30 Batch   19/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  30 Batch   20/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.016
Epoch  30 Batch   21/538 - Train Accuracy:  0.988, Validation Accuracy:  0.965, Loss:  0.009
Epoch  30 Batch   22/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.019
Epoch  30 Batch   23/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.015
Epoch  30 Batch   24/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.019
Epoch  30 Batch   25/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.014
Epoch  30 Batch   26/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.021
Epoch  30 Batch   27/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.013
Epoch  30 Batch   28/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.019
Epoch  30 Batch   29/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.010
Epoch  30 Batch   30/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.018
Epoch  30 Batch   31/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.009
Epoch  30 Batch   32/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.008
Epoch  30 Batch   33/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  30 Batch   34/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.020
Epoch  30 Batch   35/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.015
Epoch  30 Batch   36/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  30 Batch   37/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.021
Epoch  30 Batch   38/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  30 Batch   39/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.011
Epoch  30 Batch   40/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  30 Batch   41/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.013
Epoch  30 Batch   42/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.013
Epoch  30 Batch   43/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.019
Epoch  30 Batch   44/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.011
Epoch  30 Batch   45/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.017
Epoch  30 Batch   46/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.014
Epoch  30 Batch   47/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.014
Epoch  30 Batch   48/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.018
Epoch  30 Batch   49/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.012
Epoch  30 Batch   50/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch   51/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.021
Epoch  30 Batch   52/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.015
Epoch  30 Batch   53/538 - Train Accuracy:  0.944, Validation Accuracy:  0.964, Loss:  0.016
Epoch  30 Batch   54/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  30 Batch   55/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.014
Epoch  30 Batch   56/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  30 Batch   57/538 - Train Accuracy:  0.943, Validation Accuracy:  0.963, Loss:  0.018
Epoch  30 Batch   58/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  30 Batch   59/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.013
Epoch  30 Batch   60/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  30 Batch   61/538 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.017
Epoch  30 Batch   62/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.017
Epoch  30 Batch   63/538 - Train Accuracy:  0.977, Validation Accuracy:  0.974, Loss:  0.012
Epoch  30 Batch   64/538 - Train Accuracy:  0.974, Validation Accuracy:  0.971, Loss:  0.015
Epoch  30 Batch   65/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.014
Epoch  30 Batch   66/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.009
Epoch  30 Batch   67/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.014
Epoch  30 Batch   68/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.016
Epoch  30 Batch   69/538 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.012
Epoch  30 Batch   70/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.014
Epoch  30 Batch   71/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.019
Epoch  30 Batch   72/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.027
Epoch  30 Batch   73/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  30 Batch   74/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.016
Epoch  30 Batch   75/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  30 Batch   76/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  30 Batch   77/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  30 Batch   78/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.016
Epoch  30 Batch   79/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  30 Batch   80/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.011
Epoch  30 Batch   81/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.022
Epoch  30 Batch   82/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.021
Epoch  30 Batch   83/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.018
Epoch  30 Batch   84/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.014
Epoch  30 Batch   85/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.014
Epoch  30 Batch   86/538 - Train Accuracy:  0.983, Validation Accuracy:  0.954, Loss:  0.010
Epoch  30 Batch   87/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.017
Epoch  30 Batch   88/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.015
Epoch  30 Batch   89/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.014
Epoch  30 Batch   90/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.024
Epoch  30 Batch   91/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.017
Epoch  30 Batch   92/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.016
Epoch  30 Batch   93/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.011
Epoch  30 Batch   94/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.011
Epoch  30 Batch   95/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.014
Epoch  30 Batch   96/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.012
Epoch  30 Batch   97/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.013
Epoch  30 Batch   98/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.020
Epoch  30 Batch   99/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.013
Epoch  30 Batch  100/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.017
Epoch  30 Batch  101/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.022
Epoch  30 Batch  102/538 - Train Accuracy:  0.943, Validation Accuracy:  0.958, Loss:  0.023
Epoch  30 Batch  103/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.020
Epoch  30 Batch  104/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.014
Epoch  30 Batch  105/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.014
Epoch  30 Batch  106/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.012
Epoch  30 Batch  107/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  108/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  30 Batch  109/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.012
Epoch  30 Batch  110/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.015
Epoch  30 Batch  111/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.013
Epoch  30 Batch  112/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.020
Epoch  30 Batch  113/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.017
Epoch  30 Batch  114/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.016
Epoch  30 Batch  115/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  30 Batch  116/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.017
Epoch  30 Batch  117/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.020
Epoch  30 Batch  118/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  30 Batch  119/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.010
Epoch  30 Batch  120/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.014
Epoch  30 Batch  121/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.019
Epoch  30 Batch  122/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.015
Epoch  30 Batch  123/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.015
Epoch  30 Batch  124/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  30 Batch  125/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.017
Epoch  30 Batch  126/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.017
Epoch  30 Batch  127/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.020
Epoch  30 Batch  128/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.015
Epoch  30 Batch  129/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.011
Epoch  30 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  30 Batch  131/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.014
Epoch  30 Batch  132/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.020
Epoch  30 Batch  133/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.017
Epoch  30 Batch  134/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.018
Epoch  30 Batch  135/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.019
Epoch  30 Batch  136/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  30 Batch  137/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  30 Batch  138/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.017
Epoch  30 Batch  139/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.022
Epoch  30 Batch  140/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.021
Epoch  30 Batch  141/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.016
Epoch  30 Batch  142/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.017
Epoch  30 Batch  143/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.028
Epoch  30 Batch  144/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  30 Batch  145/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.021
Epoch  30 Batch  146/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  30 Batch  147/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.019
Epoch  30 Batch  148/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.024
Epoch  30 Batch  149/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.011
Epoch  30 Batch  150/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.014
Epoch  30 Batch  151/538 - Train Accuracy:  0.959, Validation Accuracy:  0.946, Loss:  0.017
Epoch  30 Batch  152/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.022
Epoch  30 Batch  153/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.016
Epoch  30 Batch  154/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.012
Epoch  30 Batch  155/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  30 Batch  156/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  30 Batch  157/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  30 Batch  158/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  159/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.022
Epoch  30 Batch  160/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.014
Epoch  30 Batch  161/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.015
Epoch  30 Batch  162/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.015
Epoch  30 Batch  163/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.022
Epoch  30 Batch  164/538 - Train Accuracy:  0.965, Validation Accuracy:  0.943, Loss:  0.014
Epoch  30 Batch  165/538 - Train Accuracy:  0.972, Validation Accuracy:  0.941, Loss:  0.010
Epoch  30 Batch  166/538 - Train Accuracy:  0.976, Validation Accuracy:  0.939, Loss:  0.011
Epoch  30 Batch  167/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.025
Epoch  30 Batch  168/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.020
Epoch  30 Batch  169/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.012
Epoch  30 Batch  170/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.015
Epoch  30 Batch  171/538 - Train Accuracy:  0.948, Validation Accuracy:  0.966, Loss:  0.022
Epoch  30 Batch  172/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.015
Epoch  30 Batch  173/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  30 Batch  174/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.017
Epoch  30 Batch  175/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  30 Batch  176/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.020
Epoch  30 Batch  177/538 - Train Accuracy:  0.956, Validation Accuracy:  0.943, Loss:  0.018
Epoch  30 Batch  178/538 - Train Accuracy:  0.954, Validation Accuracy:  0.940, Loss:  0.019
Epoch  30 Batch  179/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.019
Epoch  30 Batch  180/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.019
Epoch  30 Batch  181/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.017
Epoch  30 Batch  182/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.012
Epoch  30 Batch  183/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  184/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.021
Epoch  30 Batch  185/538 - Train Accuracy:  0.986, Validation Accuracy:  0.965, Loss:  0.011
Epoch  30 Batch  186/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  30 Batch  187/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.014
Epoch  30 Batch  188/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  189/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.019
Epoch  30 Batch  190/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  30 Batch  191/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  192/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  30 Batch  193/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  30 Batch  194/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.023
Epoch  30 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.019
Epoch  30 Batch  196/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.013
Epoch  30 Batch  197/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.015
Epoch  30 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.022
Epoch  30 Batch  199/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.016
Epoch  30 Batch  200/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  30 Batch  201/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.021
Epoch  30 Batch  202/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  30 Batch  203/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.016
Epoch  30 Batch  204/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.023
Epoch  30 Batch  205/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.015
Epoch  30 Batch  206/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  30 Batch  207/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  208/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.022
Epoch  30 Batch  209/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.014
Epoch  30 Batch  210/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.017
Epoch  30 Batch  211/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.019
Epoch  30 Batch  212/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.015
Epoch  30 Batch  213/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.016
Epoch  30 Batch  214/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.016
Epoch  30 Batch  215/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.014
Epoch  30 Batch  216/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.017
Epoch  30 Batch  217/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.019
Epoch  30 Batch  218/538 - Train Accuracy:  0.976, Validation Accuracy:  0.945, Loss:  0.013
Epoch  30 Batch  219/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.022
Epoch  30 Batch  220/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.016
Epoch  30 Batch  221/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.018
Epoch  30 Batch  222/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.009
Epoch  30 Batch  223/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.013
Epoch  30 Batch  224/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.019
Epoch  30 Batch  225/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  226/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.020
Epoch  30 Batch  227/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch  228/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.015
Epoch  30 Batch  229/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  30 Batch  230/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch  231/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  30 Batch  232/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  30 Batch  233/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.017
Epoch  30 Batch  234/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  235/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.014
Epoch  30 Batch  236/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.017
Epoch  30 Batch  237/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.014
Epoch  30 Batch  238/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  30 Batch  239/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.016
Epoch  30 Batch  240/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.014
Epoch  30 Batch  241/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.018
Epoch  30 Batch  242/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  30 Batch  243/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  30 Batch  244/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.018
Epoch  30 Batch  245/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.022
Epoch  30 Batch  246/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.014
Epoch  30 Batch  247/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.019
Epoch  30 Batch  248/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.024
Epoch  30 Batch  249/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.012
Epoch  30 Batch  250/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.013
Epoch  30 Batch  251/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.014
Epoch  30 Batch  252/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.018
Epoch  30 Batch  253/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.014
Epoch  30 Batch  254/538 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.019
Epoch  30 Batch  255/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.018
Epoch  30 Batch  256/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.016
Epoch  30 Batch  257/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.016
Epoch  30 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.018
Epoch  30 Batch  259/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.013
Epoch  30 Batch  260/538 - Train Accuracy:  0.947, Validation Accuracy:  0.956, Loss:  0.021
Epoch  30 Batch  261/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.022
Epoch  30 Batch  262/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.015
Epoch  30 Batch  263/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.015
Epoch  30 Batch  264/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.021
Epoch  30 Batch  265/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.022
Epoch  30 Batch  266/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.016
Epoch  30 Batch  267/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.022
Epoch  30 Batch  268/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.010
Epoch  30 Batch  269/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.015
Epoch  30 Batch  270/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.013
Epoch  30 Batch  271/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.013
Epoch  30 Batch  272/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  273/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.024
Epoch  30 Batch  274/538 - Train Accuracy:  0.950, Validation Accuracy:  0.949, Loss:  0.020
Epoch  30 Batch  275/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.017
Epoch  30 Batch  276/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.023
Epoch  30 Batch  277/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.012
Epoch  30 Batch  278/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  279/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.014
Epoch  30 Batch  280/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.016
Epoch  30 Batch  281/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.021
Epoch  30 Batch  282/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.023
Epoch  30 Batch  283/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.018
Epoch  30 Batch  284/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.020
Epoch  30 Batch  285/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.014
Epoch  30 Batch  286/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.022
Epoch  30 Batch  287/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.014
Epoch  30 Batch  288/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.015
Epoch  30 Batch  289/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.014
Epoch  30 Batch  290/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.010
Epoch  30 Batch  291/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.016
Epoch  30 Batch  292/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.008
Epoch  30 Batch  293/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.018
Epoch  30 Batch  294/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.019
Epoch  30 Batch  295/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  30 Batch  296/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.028
Epoch  30 Batch  297/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  30 Batch  298/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  30 Batch  299/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.025
Epoch  30 Batch  300/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.019
Epoch  30 Batch  301/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  302/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.019
Epoch  30 Batch  303/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.019
Epoch  30 Batch  304/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.020
Epoch  30 Batch  305/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  306/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  30 Batch  307/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  30 Batch  308/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  30 Batch  309/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.012
Epoch  30 Batch  310/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  30 Batch  311/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.016
Epoch  30 Batch  312/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.015
Epoch  30 Batch  313/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  30 Batch  314/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  30 Batch  315/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  30 Batch  316/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.014
Epoch  30 Batch  317/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.018
Epoch  30 Batch  318/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  30 Batch  319/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  320/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.014
Epoch  30 Batch  321/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.012
Epoch  30 Batch  322/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.018
Epoch  30 Batch  323/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  30 Batch  324/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  325/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.015
Epoch  30 Batch  326/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.017
Epoch  30 Batch  327/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.020
Epoch  30 Batch  328/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.013
Epoch  30 Batch  329/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.013
Epoch  30 Batch  330/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.015
Epoch  30 Batch  331/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.020
Epoch  30 Batch  332/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  30 Batch  333/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.014
Epoch  30 Batch  334/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.017
Epoch  30 Batch  335/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  30 Batch  336/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.017
Epoch  30 Batch  337/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.020
Epoch  30 Batch  338/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.012
Epoch  30 Batch  339/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.015
Epoch  30 Batch  340/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.017
Epoch  30 Batch  341/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  30 Batch  342/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.024
Epoch  30 Batch  343/538 - Train Accuracy:  0.981, Validation Accuracy:  0.965, Loss:  0.016
Epoch  30 Batch  344/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  30 Batch  345/538 - Train Accuracy:  0.987, Validation Accuracy:  0.964, Loss:  0.016
Epoch  30 Batch  346/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.017
Epoch  30 Batch  347/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.014
Epoch  30 Batch  348/538 - Train Accuracy:  0.950, Validation Accuracy:  0.972, Loss:  0.014
Epoch  30 Batch  349/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.013
Epoch  30 Batch  350/538 - Train Accuracy:  0.946, Validation Accuracy:  0.974, Loss:  0.027
Epoch  30 Batch  351/538 - Train Accuracy:  0.967, Validation Accuracy:  0.973, Loss:  0.016
Epoch  30 Batch  352/538 - Train Accuracy:  0.952, Validation Accuracy:  0.973, Loss:  0.031
Epoch  30 Batch  353/538 - Train Accuracy:  0.960, Validation Accuracy:  0.970, Loss:  0.020
Epoch  30 Batch  354/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.012
Epoch  30 Batch  355/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.017
Epoch  30 Batch  356/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  30 Batch  357/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  30 Batch  358/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.013
Epoch  30 Batch  359/538 - Train Accuracy:  0.946, Validation Accuracy:  0.961, Loss:  0.018
Epoch  30 Batch  360/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch  361/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.020
Epoch  30 Batch  362/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.015
Epoch  30 Batch  363/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  364/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.025
Epoch  30 Batch  365/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  30 Batch  366/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.016
Epoch  30 Batch  367/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  368/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.012
Epoch  30 Batch  369/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.013
Epoch  30 Batch  370/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.017
Epoch  30 Batch  371/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.012
Epoch  30 Batch  372/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.018
Epoch  30 Batch  373/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.016
Epoch  30 Batch  374/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.013
Epoch  30 Batch  375/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.016
Epoch  30 Batch  376/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.015
Epoch  30 Batch  377/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.019
Epoch  30 Batch  378/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.010
Epoch  30 Batch  379/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.014
Epoch  30 Batch  380/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  30 Batch  381/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.012
Epoch  30 Batch  382/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.018
Epoch  30 Batch  383/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  30 Batch  384/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.016
Epoch  30 Batch  385/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.015
Epoch  30 Batch  386/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.013
Epoch  30 Batch  387/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.014
Epoch  30 Batch  388/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch  389/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.020
Epoch  30 Batch  390/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.013
Epoch  30 Batch  391/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  30 Batch  392/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  30 Batch  393/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.016
Epoch  30 Batch  394/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.019
Epoch  30 Batch  395/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.020
Epoch  30 Batch  396/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  30 Batch  397/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.015
Epoch  30 Batch  398/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.014
Epoch  30 Batch  399/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.020
Epoch  30 Batch  400/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.016
Epoch  30 Batch  401/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.012
Epoch  30 Batch  402/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.016
Epoch  30 Batch  403/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  30 Batch  404/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  30 Batch  405/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch  406/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  30 Batch  407/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.015
Epoch  30 Batch  408/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.018
Epoch  30 Batch  409/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.013
Epoch  30 Batch  410/538 - Train Accuracy:  0.981, Validation Accuracy:  0.952, Loss:  0.014
Epoch  30 Batch  411/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.019
Epoch  30 Batch  412/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.009
Epoch  30 Batch  413/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.014
Epoch  30 Batch  414/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.025
Epoch  30 Batch  415/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.018
Epoch  30 Batch  416/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.016
Epoch  30 Batch  417/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.013
Epoch  30 Batch  418/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.021
Epoch  30 Batch  419/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  420/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  30 Batch  421/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.012
Epoch  30 Batch  422/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.014
Epoch  30 Batch  423/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.021
Epoch  30 Batch  424/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.021
Epoch  30 Batch  425/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.025
Epoch  30 Batch  426/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.017
Epoch  30 Batch  427/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  30 Batch  428/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.013
Epoch  30 Batch  429/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.018
Epoch  30 Batch  430/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.018
Epoch  30 Batch  431/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.021
Epoch  30 Batch  432/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.021
Epoch  30 Batch  433/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.028
Epoch  30 Batch  434/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.017
Epoch  30 Batch  435/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.016
Epoch  30 Batch  436/538 - Train Accuracy:  0.946, Validation Accuracy:  0.951, Loss:  0.022
Epoch  30 Batch  437/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.018
Epoch  30 Batch  438/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  439/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.017
Epoch  30 Batch  440/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.017
Epoch  30 Batch  441/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.022
Epoch  30 Batch  442/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  30 Batch  443/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.023
Epoch  30 Batch  444/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  30 Batch  445/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  446/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  30 Batch  447/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  30 Batch  448/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  30 Batch  449/538 - Train Accuracy:  0.985, Validation Accuracy:  0.953, Loss:  0.017
Epoch  30 Batch  450/538 - Train Accuracy:  0.943, Validation Accuracy:  0.959, Loss:  0.030
Epoch  30 Batch  451/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.016
Epoch  30 Batch  452/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  30 Batch  453/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.015
Epoch  30 Batch  454/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.025
Epoch  30 Batch  455/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.016
Epoch  30 Batch  456/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.038
Epoch  30 Batch  457/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.018
Epoch  30 Batch  458/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  30 Batch  459/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.012
Epoch  30 Batch  460/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.016
Epoch  30 Batch  461/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.016
Epoch  30 Batch  462/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.013
Epoch  30 Batch  463/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.020
Epoch  30 Batch  464/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  465/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.013
Epoch  30 Batch  466/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.018
Epoch  30 Batch  467/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.019
Epoch  30 Batch  468/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.016
Epoch  30 Batch  469/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  470/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.018
Epoch  30 Batch  471/538 - Train Accuracy:  0.988, Validation Accuracy:  0.952, Loss:  0.009
Epoch  30 Batch  472/538 - Train Accuracy:  0.991, Validation Accuracy:  0.957, Loss:  0.011
Epoch  30 Batch  473/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.015
Epoch  30 Batch  474/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.013
Epoch  30 Batch  475/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  30 Batch  476/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  30 Batch  477/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.019
Epoch  30 Batch  478/538 - Train Accuracy:  0.990, Validation Accuracy:  0.955, Loss:  0.010
Epoch  30 Batch  479/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.013
Epoch  30 Batch  480/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.019
Epoch  30 Batch  481/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.019
Epoch  30 Batch  482/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.018
Epoch  30 Batch  483/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.017
Epoch  30 Batch  484/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.015
Epoch  30 Batch  485/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.020
Epoch  30 Batch  486/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  30 Batch  487/538 - Train Accuracy:  0.984, Validation Accuracy:  0.966, Loss:  0.009
Epoch  30 Batch  488/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.014
Epoch  30 Batch  489/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.018
Epoch  30 Batch  490/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.018
Epoch  30 Batch  491/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.021
Epoch  30 Batch  492/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch  493/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.019
Epoch  30 Batch  494/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.016
Epoch  30 Batch  495/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.021
Epoch  30 Batch  496/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.016
Epoch  30 Batch  497/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.013
Epoch  30 Batch  498/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.019
Epoch  30 Batch  499/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  30 Batch  500/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.013
Epoch  30 Batch  501/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.017
Epoch  30 Batch  502/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.015
Epoch  30 Batch  503/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  30 Batch  504/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  30 Batch  505/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.011
Epoch  30 Batch  506/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.016
Epoch  30 Batch  507/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.017
Epoch  30 Batch  508/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.017
Epoch  30 Batch  509/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.019
Epoch  30 Batch  510/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.014
Epoch  30 Batch  511/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.020
Epoch  30 Batch  512/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.017
Epoch  30 Batch  513/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  30 Batch  514/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.016
Epoch  30 Batch  515/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.019
Epoch  30 Batch  516/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.014
Epoch  30 Batch  517/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.015
Epoch  30 Batch  518/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.020
Epoch  30 Batch  519/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.020
Epoch  30 Batch  520/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.019
Epoch  30 Batch  521/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.021
Epoch  30 Batch  522/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  30 Batch  523/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.015
Epoch  30 Batch  524/538 - Train Accuracy:  0.974, Validation Accuracy:  0.973, Loss:  0.014
Epoch  30 Batch  525/538 - Train Accuracy:  0.975, Validation Accuracy:  0.976, Loss:  0.019
Epoch  30 Batch  526/538 - Train Accuracy:  0.958, Validation Accuracy:  0.976, Loss:  0.017
Epoch  30 Batch  527/538 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.014
Epoch  30 Batch  528/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.019
Epoch  30 Batch  529/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.021
Epoch  30 Batch  530/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.021
Epoch  30 Batch  531/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.023
Epoch  30 Batch  532/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.015
Epoch  30 Batch  533/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.013
Epoch  30 Batch  534/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  30 Batch  535/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  30 Batch  536/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.019
Epoch  31 Batch    0/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.013
Epoch  31 Batch    1/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.015
Epoch  31 Batch    2/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.018
Epoch  31 Batch    3/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  31 Batch    4/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.014
Epoch  31 Batch    5/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  31 Batch    6/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  31 Batch    7/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.015
Epoch  31 Batch    8/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.014
Epoch  31 Batch    9/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.016
Epoch  31 Batch   10/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.019
Epoch  31 Batch   11/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.013
Epoch  31 Batch   12/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.012
Epoch  31 Batch   13/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.012
Epoch  31 Batch   14/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.014
Epoch  31 Batch   15/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.012
Epoch  31 Batch   16/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.017
Epoch  31 Batch   17/538 - Train Accuracy:  0.980, Validation Accuracy:  0.949, Loss:  0.014
Epoch  31 Batch   18/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.025
Epoch  31 Batch   19/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.015
Epoch  31 Batch   20/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.016
Epoch  31 Batch   21/538 - Train Accuracy:  0.985, Validation Accuracy:  0.952, Loss:  0.009
Epoch  31 Batch   22/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.015
Epoch  31 Batch   23/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.018
Epoch  31 Batch   24/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.019
Epoch  31 Batch   25/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.017
Epoch  31 Batch   26/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.020
Epoch  31 Batch   27/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.012
Epoch  31 Batch   28/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.014
Epoch  31 Batch   29/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.012
Epoch  31 Batch   30/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.018
Epoch  31 Batch   31/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  31 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.009
Epoch  31 Batch   33/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.017
Epoch  31 Batch   34/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.019
Epoch  31 Batch   35/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.011
Epoch  31 Batch   36/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.013
Epoch  31 Batch   37/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.018
Epoch  31 Batch   38/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.016
Epoch  31 Batch   39/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.011
Epoch  31 Batch   40/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.010
Epoch  31 Batch   41/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.017
Epoch  31 Batch   42/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.014
Epoch  31 Batch   43/538 - Train Accuracy:  0.947, Validation Accuracy:  0.961, Loss:  0.020
Epoch  31 Batch   44/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.012
Epoch  31 Batch   45/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.013
Epoch  31 Batch   46/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  31 Batch   47/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.017
Epoch  31 Batch   48/538 - Train Accuracy:  0.949, Validation Accuracy:  0.964, Loss:  0.020
Epoch  31 Batch   49/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  31 Batch   50/538 - Train Accuracy:  0.948, Validation Accuracy:  0.968, Loss:  0.022
Epoch  31 Batch   51/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.018
Epoch  31 Batch   52/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  31 Batch   53/538 - Train Accuracy:  0.947, Validation Accuracy:  0.961, Loss:  0.016
Epoch  31 Batch   54/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  31 Batch   55/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.018
Epoch  31 Batch   56/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.015
Epoch  31 Batch   57/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.017
Epoch  31 Batch   58/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.012
Epoch  31 Batch   59/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.017
Epoch  31 Batch   60/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  31 Batch   61/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.018
Epoch  31 Batch   62/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.022
Epoch  31 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.012
Epoch  31 Batch   64/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  31 Batch   65/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.015
Epoch  31 Batch   66/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.012
Epoch  31 Batch   67/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  31 Batch   68/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  31 Batch   69/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  31 Batch   70/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.016
Epoch  31 Batch   71/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.021
Epoch  31 Batch   72/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.033
Epoch  31 Batch   73/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.018
Epoch  31 Batch   74/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  31 Batch   75/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.021
Epoch  31 Batch   76/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.016
Epoch  31 Batch   77/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.012
Epoch  31 Batch   78/538 - Train Accuracy:  0.950, Validation Accuracy:  0.952, Loss:  0.020
Epoch  31 Batch   79/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.013
Epoch  31 Batch   80/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.018
Epoch  31 Batch   81/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.020
Epoch  31 Batch   82/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.023
Epoch  31 Batch   83/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.018
Epoch  31 Batch   84/538 - Train Accuracy:  0.948, Validation Accuracy:  0.960, Loss:  0.017
Epoch  31 Batch   85/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  31 Batch   86/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.012
Epoch  31 Batch   87/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.016
Epoch  31 Batch   88/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.015
Epoch  31 Batch   89/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  31 Batch   90/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.022
Epoch  31 Batch   91/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.020
Epoch  31 Batch   92/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.017
Epoch  31 Batch   93/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.017
Epoch  31 Batch   94/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.018
Epoch  31 Batch   95/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.017
Epoch  31 Batch   96/538 - Train Accuracy:  0.981, Validation Accuracy:  0.939, Loss:  0.013
Epoch  31 Batch   97/538 - Train Accuracy:  0.961, Validation Accuracy:  0.940, Loss:  0.014
Epoch  31 Batch   98/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.020
Epoch  31 Batch   99/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.015
Epoch  31 Batch  100/538 - Train Accuracy:  0.977, Validation Accuracy:  0.944, Loss:  0.015
Epoch  31 Batch  101/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.024
Epoch  31 Batch  102/538 - Train Accuracy:  0.952, Validation Accuracy:  0.943, Loss:  0.021
Epoch  31 Batch  103/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.018
Epoch  31 Batch  104/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.014
Epoch  31 Batch  105/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.015
Epoch  31 Batch  106/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.016
Epoch  31 Batch  107/538 - Train Accuracy:  0.978, Validation Accuracy:  0.944, Loss:  0.020
Epoch  31 Batch  108/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.015
Epoch  31 Batch  109/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.015
Epoch  31 Batch  110/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.015
Epoch  31 Batch  111/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.013
Epoch  31 Batch  112/538 - Train Accuracy:  0.971, Validation Accuracy:  0.947, Loss:  0.017
Epoch  31 Batch  113/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.018
Epoch  31 Batch  114/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.014
Epoch  31 Batch  115/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.021
Epoch  31 Batch  116/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  31 Batch  117/538 - Train Accuracy:  0.951, Validation Accuracy:  0.957, Loss:  0.020
Epoch  31 Batch  118/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  31 Batch  119/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.017
Epoch  31 Batch  120/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.014
Epoch  31 Batch  121/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.021
Epoch  31 Batch  122/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.018
Epoch  31 Batch  123/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.018
Epoch  31 Batch  124/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  31 Batch  125/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.016
Epoch  31 Batch  126/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  31 Batch  127/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.027
Epoch  31 Batch  128/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.021
Epoch  31 Batch  129/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.013
Epoch  31 Batch  130/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.014
Epoch  31 Batch  131/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.015
Epoch  31 Batch  132/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.018
Epoch  31 Batch  133/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.023
Epoch  31 Batch  134/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.022
Epoch  31 Batch  135/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.028
Epoch  31 Batch  136/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.019
Epoch  31 Batch  137/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.017
Epoch  31 Batch  138/538 - Train Accuracy:  0.951, Validation Accuracy:  0.937, Loss:  0.023
Epoch  31 Batch  139/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.027
Epoch  31 Batch  140/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.025
Epoch  31 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.018
Epoch  31 Batch  142/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.021
Epoch  31 Batch  143/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.029
Epoch  31 Batch  144/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.019
Epoch  31 Batch  145/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.025
Epoch  31 Batch  146/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.017
Epoch  31 Batch  147/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.019
Epoch  31 Batch  148/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.023
Epoch  31 Batch  149/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.016
Epoch  31 Batch  150/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.014
Epoch  31 Batch  151/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.018
Epoch  31 Batch  152/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.020
Epoch  31 Batch  153/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.021
Epoch  31 Batch  154/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.015
Epoch  31 Batch  155/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.022
Epoch  31 Batch  156/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.013
Epoch  31 Batch  157/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.016
Epoch  31 Batch  158/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.017
Epoch  31 Batch  159/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.023
Epoch  31 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.017
Epoch  31 Batch  161/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.020
Epoch  31 Batch  162/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.017
Epoch  31 Batch  163/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.020
Epoch  31 Batch  164/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.014
Epoch  31 Batch  165/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.010
Epoch  31 Batch  166/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.012
Epoch  31 Batch  167/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.023
Epoch  31 Batch  168/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.023
Epoch  31 Batch  169/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.012
Epoch  31 Batch  170/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  31 Batch  171/538 - Train Accuracy:  0.946, Validation Accuracy:  0.962, Loss:  0.023
Epoch  31 Batch  172/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.016
Epoch  31 Batch  173/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.012
Epoch  31 Batch  174/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.022
Epoch  31 Batch  175/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.012
Epoch  31 Batch  176/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.023
Epoch  31 Batch  177/538 - Train Accuracy:  0.958, Validation Accuracy:  0.948, Loss:  0.017
Epoch  31 Batch  178/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.020
Epoch  31 Batch  179/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.022
Epoch  31 Batch  180/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.023
Epoch  31 Batch  181/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.024
Epoch  31 Batch  182/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  31 Batch  183/538 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.014
Epoch  31 Batch  184/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.022
Epoch  31 Batch  185/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.013
Epoch  31 Batch  186/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.018
Epoch  31 Batch  187/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  31 Batch  188/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.018
Epoch  31 Batch  189/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.026
Epoch  31 Batch  190/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.020
Epoch  31 Batch  191/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.020
Epoch  31 Batch  192/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.017
Epoch  31 Batch  193/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.018
Epoch  31 Batch  194/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.023
Epoch  31 Batch  195/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.025
Epoch  31 Batch  196/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.018
Epoch  31 Batch  197/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  31 Batch  198/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.027
Epoch  31 Batch  199/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.019
Epoch  31 Batch  200/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  31 Batch  201/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.022
Epoch  31 Batch  202/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.020
Epoch  31 Batch  203/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.023
Epoch  31 Batch  204/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.028
Epoch  31 Batch  205/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.017
Epoch  31 Batch  206/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.017
Epoch  31 Batch  207/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.018
Epoch  31 Batch  208/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.024
Epoch  31 Batch  209/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  31 Batch  210/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.018
Epoch  31 Batch  211/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.023
Epoch  31 Batch  212/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  31 Batch  213/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  31 Batch  214/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.015
Epoch  31 Batch  215/538 - Train Accuracy:  0.954, Validation Accuracy:  0.952, Loss:  0.018
Epoch  31 Batch  216/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.020
Epoch  31 Batch  217/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.022
Epoch  31 Batch  218/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.016
Epoch  31 Batch  219/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.025
Epoch  31 Batch  220/538 - Train Accuracy:  0.949, Validation Accuracy:  0.951, Loss:  0.022
Epoch  31 Batch  221/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.019
Epoch  31 Batch  222/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.016
Epoch  31 Batch  223/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.020
Epoch  31 Batch  224/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.025
Epoch  31 Batch  225/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  31 Batch  226/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.024
Epoch  31 Batch  227/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.017
Epoch  31 Batch  228/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.014
Epoch  31 Batch  229/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.015
Epoch  31 Batch  230/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.017
Epoch  31 Batch  231/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.021
Epoch  31 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.022
Epoch  31 Batch  233/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.017
Epoch  31 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.017
Epoch  31 Batch  235/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.014
Epoch  31 Batch  236/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.020
Epoch  31 Batch  237/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.012
Epoch  31 Batch  238/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.017
Epoch  31 Batch  239/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.017
Epoch  31 Batch  240/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  31 Batch  241/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.020
Epoch  31 Batch  242/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.021
Epoch  31 Batch  243/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.014
Epoch  31 Batch  244/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.015
Epoch  31 Batch  245/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  31 Batch  246/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.017
Epoch  31 Batch  247/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.021
Epoch  31 Batch  248/538 - Train Accuracy:  0.946, Validation Accuracy:  0.957, Loss:  0.025
Epoch  31 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.013
Epoch  31 Batch  250/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.013
Epoch  31 Batch  251/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  31 Batch  252/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.018
Epoch  31 Batch  253/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.016
Epoch  31 Batch  254/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.022
Epoch  31 Batch  255/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.016
Epoch  31 Batch  256/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.015
Epoch  31 Batch  257/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.019
Epoch  31 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.016
Epoch  31 Batch  259/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.012
Epoch  31 Batch  260/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.021
Epoch  31 Batch  261/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.018
Epoch  31 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.022
Epoch  31 Batch  263/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.014
Epoch  31 Batch  264/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.023
Epoch  31 Batch  265/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.019
Epoch  31 Batch  266/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.019
Epoch  31 Batch  267/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.017
Epoch  31 Batch  268/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.013
Epoch  31 Batch  269/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.017
Epoch  31 Batch  270/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  31 Batch  271/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.013
Epoch  31 Batch  272/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.019
Epoch  31 Batch  273/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.018
Epoch  31 Batch  274/538 - Train Accuracy:  0.946, Validation Accuracy:  0.949, Loss:  0.020
Epoch  31 Batch  275/538 - Train Accuracy:  0.951, Validation Accuracy:  0.949, Loss:  0.021
Epoch  31 Batch  276/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.024
Epoch  31 Batch  277/538 - Train Accuracy:  0.980, Validation Accuracy:  0.949, Loss:  0.011
Epoch  31 Batch  278/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.016
Epoch  31 Batch  279/538 - Train Accuracy:  0.947, Validation Accuracy:  0.952, Loss:  0.019
Epoch  31 Batch  280/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.014
Epoch  31 Batch  281/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  31 Batch  282/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.016
Epoch  31 Batch  283/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.015
Epoch  31 Batch  284/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.018
Epoch  31 Batch  285/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.016
Epoch  31 Batch  286/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.026
Epoch  31 Batch  287/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.011
Epoch  31 Batch  288/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.015
Epoch  31 Batch  289/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.015
Epoch  31 Batch  290/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.011
Epoch  31 Batch  291/538 - Train Accuracy:  0.985, Validation Accuracy:  0.955, Loss:  0.014
Epoch  31 Batch  292/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.011
Epoch  31 Batch  293/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  31 Batch  294/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  31 Batch  295/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  31 Batch  296/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.023
Epoch  31 Batch  297/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  31 Batch  298/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.016
Epoch  31 Batch  299/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.026
Epoch  31 Batch  300/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.018
Epoch  31 Batch  301/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  31 Batch  302/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.023
Epoch  31 Batch  303/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.020
Epoch  31 Batch  304/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.017
Epoch  31 Batch  305/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  31 Batch  306/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.018
Epoch  31 Batch  307/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.019
Epoch  31 Batch  308/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.015
Epoch  31 Batch  309/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.012
Epoch  31 Batch  310/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.019
Epoch  31 Batch  311/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.018
Epoch  31 Batch  312/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.013
Epoch  31 Batch  313/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.015
Epoch  31 Batch  314/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.015
Epoch  31 Batch  315/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.015
Epoch  31 Batch  316/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.016
Epoch  31 Batch  317/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.018
Epoch  31 Batch  318/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.014
Epoch  31 Batch  319/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.018
Epoch  31 Batch  320/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.014
Epoch  31 Batch  321/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  31 Batch  322/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.015
Epoch  31 Batch  323/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  31 Batch  324/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.015
Epoch  31 Batch  325/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  31 Batch  326/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.021
Epoch  31 Batch  327/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.018
Epoch  31 Batch  328/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.013
Epoch  31 Batch  329/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.011
Epoch  31 Batch  330/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.020
Epoch  31 Batch  331/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.015
Epoch  31 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.013
Epoch  31 Batch  333/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.012
Epoch  31 Batch  334/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.013
Epoch  31 Batch  335/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.016
Epoch  31 Batch  336/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.020
Epoch  31 Batch  337/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  31 Batch  338/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.014
Epoch  31 Batch  339/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  31 Batch  340/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.017
Epoch  31 Batch  341/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.014
Epoch  31 Batch  342/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.016
Epoch  31 Batch  343/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.011
Epoch  31 Batch  344/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  31 Batch  345/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.017
Epoch  31 Batch  346/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.017
Epoch  31 Batch  347/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.021
Epoch  31 Batch  348/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.011
Epoch  31 Batch  349/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  31 Batch  350/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.020
Epoch  31 Batch  351/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.022
Epoch  31 Batch  352/538 - Train Accuracy:  0.948, Validation Accuracy:  0.966, Loss:  0.034
Epoch  31 Batch  353/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.018
Epoch  31 Batch  354/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.022
Epoch  31 Batch  355/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.017
Epoch  31 Batch  356/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.012
Epoch  31 Batch  357/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.016
Epoch  31 Batch  358/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.018
Epoch  31 Batch  359/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.018
Epoch  31 Batch  360/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.017
Epoch  31 Batch  361/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.021
Epoch  31 Batch  362/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.015
Epoch  31 Batch  363/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.017
Epoch  31 Batch  364/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.027
Epoch  31 Batch  365/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.016
Epoch  31 Batch  366/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.023
Epoch  31 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.020
Epoch  31 Batch  368/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.014
Epoch  31 Batch  369/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.017
Epoch  31 Batch  370/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.017
Epoch  31 Batch  371/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.015
Epoch  31 Batch  372/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.014
Epoch  31 Batch  373/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.014
Epoch  31 Batch  374/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.012
Epoch  31 Batch  375/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.021
Epoch  31 Batch  376/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.015
Epoch  31 Batch  377/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.022
Epoch  31 Batch  378/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.014
Epoch  31 Batch  379/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.019
Epoch  31 Batch  380/538 - Train Accuracy:  0.975, Validation Accuracy:  0.947, Loss:  0.018
Epoch  31 Batch  381/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.013
Epoch  31 Batch  382/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.017
Epoch  31 Batch  383/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.013
Epoch  31 Batch  384/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.019
Epoch  31 Batch  385/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.022
Epoch  31 Batch  386/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.015
Epoch  31 Batch  387/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.011
Epoch  31 Batch  388/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  31 Batch  389/538 - Train Accuracy:  0.949, Validation Accuracy:  0.957, Loss:  0.021
Epoch  31 Batch  390/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  31 Batch  391/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.014
Epoch  31 Batch  392/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.013
Epoch  31 Batch  393/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.015
Epoch  31 Batch  394/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.020
Epoch  31 Batch  395/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  31 Batch  396/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  31 Batch  397/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.019
Epoch  31 Batch  398/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.015
Epoch  31 Batch  399/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  31 Batch  400/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.016
Epoch  31 Batch  401/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.012
Epoch  31 Batch  402/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.013
Epoch  31 Batch  403/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.017
Epoch  31 Batch  404/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.015
Epoch  31 Batch  405/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.014
Epoch  31 Batch  406/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.021
Epoch  31 Batch  407/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.014
Epoch  31 Batch  408/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.020
Epoch  31 Batch  409/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.013
Epoch  31 Batch  410/538 - Train Accuracy:  0.982, Validation Accuracy:  0.943, Loss:  0.015
Epoch  31 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.942, Loss:  0.019
Epoch  31 Batch  412/538 - Train Accuracy:  0.974, Validation Accuracy:  0.944, Loss:  0.010
Epoch  31 Batch  413/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.012
Epoch  31 Batch  414/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.019
Epoch  31 Batch  415/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.015
Epoch  31 Batch  416/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.016
Epoch  31 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  31 Batch  418/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.020
Epoch  31 Batch  419/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.016
Epoch  31 Batch  420/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.019
Epoch  31 Batch  421/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  31 Batch  422/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.014
Epoch  31 Batch  423/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.013
Epoch  31 Batch  424/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.021
Epoch  31 Batch  425/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.024
Epoch  31 Batch  426/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.019
Epoch  31 Batch  427/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  31 Batch  428/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  31 Batch  429/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  31 Batch  430/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.018
Epoch  31 Batch  431/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.014
Epoch  31 Batch  432/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.017
Epoch  31 Batch  433/538 - Train Accuracy:  0.962, Validation Accuracy:  0.970, Loss:  0.033
Epoch  31 Batch  434/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.016
Epoch  31 Batch  435/538 - Train Accuracy:  0.963, Validation Accuracy:  0.970, Loss:  0.016
Epoch  31 Batch  436/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.018
Epoch  31 Batch  437/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.015
Epoch  31 Batch  438/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.013
Epoch  31 Batch  439/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  31 Batch  440/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.017
Epoch  31 Batch  441/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.023
Epoch  31 Batch  442/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.015
Epoch  31 Batch  443/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.021
Epoch  31 Batch  444/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.015
Epoch  31 Batch  445/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.016
Epoch  31 Batch  446/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.016
Epoch  31 Batch  447/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.012
Epoch  31 Batch  448/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  31 Batch  449/538 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.016
Epoch  31 Batch  450/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.026
Epoch  31 Batch  451/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.014
Epoch  31 Batch  452/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.012
Epoch  31 Batch  453/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  31 Batch  454/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.022
Epoch  31 Batch  455/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.016
Epoch  31 Batch  456/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.038
Epoch  31 Batch  457/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.016
Epoch  31 Batch  458/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  31 Batch  459/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.013
Epoch  31 Batch  460/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.017
Epoch  31 Batch  461/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.017
Epoch  31 Batch  462/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.013
Epoch  31 Batch  463/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.023
Epoch  31 Batch  464/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.016
Epoch  31 Batch  465/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  31 Batch  466/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.020
Epoch  31 Batch  467/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.014
Epoch  31 Batch  468/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.018
Epoch  31 Batch  469/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.018
Epoch  31 Batch  470/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.017
Epoch  31 Batch  471/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.013
Epoch  31 Batch  472/538 - Train Accuracy:  0.990, Validation Accuracy:  0.953, Loss:  0.013
Epoch  31 Batch  473/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.016
Epoch  31 Batch  474/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.015
Epoch  31 Batch  475/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.016
Epoch  31 Batch  476/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.013
Epoch  31 Batch  477/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.018
Epoch  31 Batch  478/538 - Train Accuracy:  0.981, Validation Accuracy:  0.952, Loss:  0.011
Epoch  31 Batch  479/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.016
Epoch  31 Batch  480/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.019
Epoch  31 Batch  481/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.019
Epoch  31 Batch  482/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.019
Epoch  31 Batch  483/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.016
Epoch  31 Batch  484/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.017
Epoch  31 Batch  485/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  31 Batch  486/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.016
Epoch  31 Batch  487/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.012
Epoch  31 Batch  488/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.015
Epoch  31 Batch  489/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.016
Epoch  31 Batch  490/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.017
Epoch  31 Batch  491/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  31 Batch  492/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  31 Batch  493/538 - Train Accuracy:  0.948, Validation Accuracy:  0.957, Loss:  0.019
Epoch  31 Batch  494/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  31 Batch  495/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.016
Epoch  31 Batch  496/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.016
Epoch  31 Batch  497/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.015
Epoch  31 Batch  498/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.014
Epoch  31 Batch  499/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.019
Epoch  31 Batch  500/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.013
Epoch  31 Batch  501/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.015
Epoch  31 Batch  502/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.015
Epoch  31 Batch  503/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  31 Batch  504/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.014
Epoch  31 Batch  505/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.010
Epoch  31 Batch  506/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.013
Epoch  31 Batch  507/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.019
Epoch  31 Batch  508/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.021
Epoch  31 Batch  509/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.019
Epoch  31 Batch  510/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  31 Batch  511/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.016
Epoch  31 Batch  512/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.015
Epoch  31 Batch  513/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.015
Epoch  31 Batch  514/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  31 Batch  515/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.022
Epoch  31 Batch  516/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.013
Epoch  31 Batch  517/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.015
Epoch  31 Batch  518/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.018
Epoch  31 Batch  519/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.018
Epoch  31 Batch  520/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.019
Epoch  31 Batch  521/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.021
Epoch  31 Batch  522/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.014
Epoch  31 Batch  523/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.016
Epoch  31 Batch  524/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.019
Epoch  31 Batch  525/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.021
Epoch  31 Batch  526/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.019
Epoch  31 Batch  527/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  31 Batch  528/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.019
Epoch  31 Batch  529/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.021
Epoch  31 Batch  530/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.019
Epoch  31 Batch  531/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.020
Epoch  31 Batch  532/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.012
Epoch  31 Batch  533/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.020
Epoch  31 Batch  534/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.010
Epoch  31 Batch  535/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.019
Epoch  31 Batch  536/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.023
Epoch  32 Batch    0/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.013
Epoch  32 Batch    1/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.017
Epoch  32 Batch    2/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.018
Epoch  32 Batch    3/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.016
Epoch  32 Batch    4/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.016
Epoch  32 Batch    5/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.023
Epoch  32 Batch    6/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.012
Epoch  32 Batch    7/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  32 Batch    8/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.015
Epoch  32 Batch    9/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.018
Epoch  32 Batch   10/538 - Train Accuracy:  0.945, Validation Accuracy:  0.966, Loss:  0.020
Epoch  32 Batch   11/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  32 Batch   12/538 - Train Accuracy:  0.988, Validation Accuracy:  0.966, Loss:  0.010
Epoch  32 Batch   13/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch   14/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  32 Batch   15/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  32 Batch   16/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.019
Epoch  32 Batch   17/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.015
Epoch  32 Batch   18/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.028
Epoch  32 Batch   19/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  32 Batch   20/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.018
Epoch  32 Batch   21/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.008
Epoch  32 Batch   22/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.016
Epoch  32 Batch   23/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.020
Epoch  32 Batch   24/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.020
Epoch  32 Batch   25/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.018
Epoch  32 Batch   26/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.020
Epoch  32 Batch   27/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  32 Batch   28/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  32 Batch   29/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.012
Epoch  32 Batch   30/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.017
Epoch  32 Batch   31/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.011
Epoch  32 Batch   32/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.009
Epoch  32 Batch   33/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  32 Batch   34/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.019
Epoch  32 Batch   35/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.011
Epoch  32 Batch   36/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.016
Epoch  32 Batch   37/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.019
Epoch  32 Batch   38/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  32 Batch   39/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.015
Epoch  32 Batch   40/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  32 Batch   41/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.012
Epoch  32 Batch   42/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  32 Batch   43/538 - Train Accuracy:  0.946, Validation Accuracy:  0.963, Loss:  0.021
Epoch  32 Batch   44/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  32 Batch   45/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.013
Epoch  32 Batch   46/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.015
Epoch  32 Batch   47/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.017
Epoch  32 Batch   48/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.021
Epoch  32 Batch   49/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  32 Batch   50/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch   51/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.020
Epoch  32 Batch   52/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch   53/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.016
Epoch  32 Batch   54/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.013
Epoch  32 Batch   55/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.016
Epoch  32 Batch   56/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.017
Epoch  32 Batch   57/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.018
Epoch  32 Batch   58/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.014
Epoch  32 Batch   59/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.013
Epoch  32 Batch   60/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.020
Epoch  32 Batch   61/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.019
Epoch  32 Batch   62/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.018
Epoch  32 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.015
Epoch  32 Batch   64/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.017
Epoch  32 Batch   65/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.016
Epoch  32 Batch   66/538 - Train Accuracy:  0.988, Validation Accuracy:  0.968, Loss:  0.010
Epoch  32 Batch   67/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.015
Epoch  32 Batch   68/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.018
Epoch  32 Batch   69/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch   70/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  32 Batch   71/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.020
Epoch  32 Batch   72/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.034
Epoch  32 Batch   73/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.017
Epoch  32 Batch   74/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch   75/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.021
Epoch  32 Batch   76/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.020
Epoch  32 Batch   77/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.016
Epoch  32 Batch   78/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.016
Epoch  32 Batch   79/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.016
Epoch  32 Batch   80/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.015
Epoch  32 Batch   81/538 - Train Accuracy:  0.962, Validation Accuracy:  0.973, Loss:  0.018
Epoch  32 Batch   82/538 - Train Accuracy:  0.966, Validation Accuracy:  0.973, Loss:  0.021
Epoch  32 Batch   83/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.022
Epoch  32 Batch   84/538 - Train Accuracy:  0.945, Validation Accuracy:  0.968, Loss:  0.021
Epoch  32 Batch   85/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.016
Epoch  32 Batch   86/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.014
Epoch  32 Batch   87/538 - Train Accuracy:  0.949, Validation Accuracy:  0.971, Loss:  0.019
Epoch  32 Batch   88/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.019
Epoch  32 Batch   89/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch   90/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.021
Epoch  32 Batch   91/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  32 Batch   92/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.016
Epoch  32 Batch   93/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.014
Epoch  32 Batch   94/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.014
Epoch  32 Batch   95/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  32 Batch   96/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.013
Epoch  32 Batch   97/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.013
Epoch  32 Batch   98/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.019
Epoch  32 Batch   99/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  32 Batch  100/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.010
Epoch  32 Batch  101/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.021
Epoch  32 Batch  102/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.017
Epoch  32 Batch  103/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.021
Epoch  32 Batch  104/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.019
Epoch  32 Batch  105/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.011
Epoch  32 Batch  106/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.013
Epoch  32 Batch  107/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.017
Epoch  32 Batch  108/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  32 Batch  109/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.016
Epoch  32 Batch  110/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.014
Epoch  32 Batch  111/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.015
Epoch  32 Batch  112/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.021
Epoch  32 Batch  113/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.015
Epoch  32 Batch  114/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.011
Epoch  32 Batch  115/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.015
Epoch  32 Batch  116/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  32 Batch  117/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.020
Epoch  32 Batch  118/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.017
Epoch  32 Batch  119/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  120/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.013
Epoch  32 Batch  121/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.019
Epoch  32 Batch  122/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.019
Epoch  32 Batch  123/538 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.020
Epoch  32 Batch  124/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.019
Epoch  32 Batch  125/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.019
Epoch  32 Batch  126/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.019
Epoch  32 Batch  127/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.019
Epoch  32 Batch  128/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.018
Epoch  32 Batch  129/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.011
Epoch  32 Batch  130/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.015
Epoch  32 Batch  131/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.015
Epoch  32 Batch  132/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.016
Epoch  32 Batch  133/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.017
Epoch  32 Batch  134/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.022
Epoch  32 Batch  135/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.027
Epoch  32 Batch  136/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.017
Epoch  32 Batch  137/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.017
Epoch  32 Batch  138/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.015
Epoch  32 Batch  139/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.020
Epoch  32 Batch  140/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.021
Epoch  32 Batch  141/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.016
Epoch  32 Batch  142/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.018
Epoch  32 Batch  143/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.031
Epoch  32 Batch  144/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.024
Epoch  32 Batch  145/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.023
Epoch  32 Batch  146/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  32 Batch  147/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  32 Batch  148/538 - Train Accuracy:  0.954, Validation Accuracy:  0.967, Loss:  0.025
Epoch  32 Batch  149/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.014
Epoch  32 Batch  150/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.013
Epoch  32 Batch  151/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  32 Batch  152/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.021
Epoch  32 Batch  153/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.016
Epoch  32 Batch  154/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  32 Batch  155/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.018
Epoch  32 Batch  156/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.016
Epoch  32 Batch  157/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.012
Epoch  32 Batch  158/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch  159/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.018
Epoch  32 Batch  160/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.015
Epoch  32 Batch  161/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  32 Batch  162/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  32 Batch  163/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.020
Epoch  32 Batch  164/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.016
Epoch  32 Batch  165/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.012
Epoch  32 Batch  166/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.015
Epoch  32 Batch  167/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.023
Epoch  32 Batch  168/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.023
Epoch  32 Batch  169/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.012
Epoch  32 Batch  170/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.018
Epoch  32 Batch  171/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.017
Epoch  32 Batch  172/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.013
Epoch  32 Batch  173/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.012
Epoch  32 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  32 Batch  175/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch  176/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.019
Epoch  32 Batch  177/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.015
Epoch  32 Batch  178/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.019
Epoch  32 Batch  179/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.016
Epoch  32 Batch  180/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  32 Batch  181/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.021
Epoch  32 Batch  182/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.010
Epoch  32 Batch  183/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  184/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.015
Epoch  32 Batch  185/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.010
Epoch  32 Batch  186/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  32 Batch  187/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.020
Epoch  32 Batch  188/538 - Train Accuracy:  0.954, Validation Accuracy:  0.962, Loss:  0.016
Epoch  32 Batch  189/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.021
Epoch  32 Batch  190/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.018
Epoch  32 Batch  191/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.013
Epoch  32 Batch  192/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  32 Batch  193/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.019
Epoch  32 Batch  194/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.018
Epoch  32 Batch  195/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.022
Epoch  32 Batch  196/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.014
Epoch  32 Batch  197/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  198/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.016
Epoch  32 Batch  199/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.019
Epoch  32 Batch  200/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  32 Batch  201/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.017
Epoch  32 Batch  202/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.017
Epoch  32 Batch  203/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.018
Epoch  32 Batch  204/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.021
Epoch  32 Batch  205/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.016
Epoch  32 Batch  206/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch  207/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  32 Batch  208/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.019
Epoch  32 Batch  209/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  32 Batch  210/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.017
Epoch  32 Batch  211/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.016
Epoch  32 Batch  212/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.012
Epoch  32 Batch  213/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.012
Epoch  32 Batch  214/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.014
Epoch  32 Batch  215/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.013
Epoch  32 Batch  216/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.017
Epoch  32 Batch  217/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.020
Epoch  32 Batch  218/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.013
Epoch  32 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.017
Epoch  32 Batch  220/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.018
Epoch  32 Batch  221/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.019
Epoch  32 Batch  222/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.012
Epoch  32 Batch  223/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  32 Batch  224/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.024
Epoch  32 Batch  225/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.016
Epoch  32 Batch  226/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.017
Epoch  32 Batch  227/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.016
Epoch  32 Batch  228/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.015
Epoch  32 Batch  229/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.019
Epoch  32 Batch  230/538 - Train Accuracy:  0.959, Validation Accuracy:  0.947, Loss:  0.014
Epoch  32 Batch  231/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  32 Batch  232/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.018
Epoch  32 Batch  233/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch  234/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch  235/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.013
Epoch  32 Batch  236/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.017
Epoch  32 Batch  237/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  32 Batch  238/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.018
Epoch  32 Batch  239/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.016
Epoch  32 Batch  240/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.016
Epoch  32 Batch  241/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.018
Epoch  32 Batch  242/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.015
Epoch  32 Batch  243/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.011
Epoch  32 Batch  244/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.014
Epoch  32 Batch  245/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.022
Epoch  32 Batch  246/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  32 Batch  247/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.018
Epoch  32 Batch  248/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.017
Epoch  32 Batch  249/538 - Train Accuracy:  0.982, Validation Accuracy:  0.954, Loss:  0.011
Epoch  32 Batch  250/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.012
Epoch  32 Batch  251/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  32 Batch  252/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.016
Epoch  32 Batch  253/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.015
Epoch  32 Batch  254/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.022
Epoch  32 Batch  255/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  32 Batch  256/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.015
Epoch  32 Batch  257/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.017
Epoch  32 Batch  258/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  32 Batch  259/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.015
Epoch  32 Batch  260/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.018
Epoch  32 Batch  261/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.019
Epoch  32 Batch  262/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.022
Epoch  32 Batch  263/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.018
Epoch  32 Batch  264/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.022
Epoch  32 Batch  265/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  32 Batch  266/538 - Train Accuracy:  0.946, Validation Accuracy:  0.954, Loss:  0.020
Epoch  32 Batch  267/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.019
Epoch  32 Batch  268/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.010
Epoch  32 Batch  269/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.019
Epoch  32 Batch  270/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.013
Epoch  32 Batch  271/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  32 Batch  272/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.018
Epoch  32 Batch  273/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.019
Epoch  32 Batch  274/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.017
Epoch  32 Batch  275/538 - Train Accuracy:  0.958, Validation Accuracy:  0.942, Loss:  0.017
Epoch  32 Batch  276/538 - Train Accuracy:  0.960, Validation Accuracy:  0.937, Loss:  0.019
Epoch  32 Batch  277/538 - Train Accuracy:  0.969, Validation Accuracy:  0.939, Loss:  0.011
Epoch  32 Batch  278/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.014
Epoch  32 Batch  279/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.015
Epoch  32 Batch  280/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.014
Epoch  32 Batch  281/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.018
Epoch  32 Batch  282/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.017
Epoch  32 Batch  283/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.017
Epoch  32 Batch  284/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.020
Epoch  32 Batch  285/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.013
Epoch  32 Batch  286/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.022
Epoch  32 Batch  287/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.010
Epoch  32 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.013
Epoch  32 Batch  289/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.011
Epoch  32 Batch  290/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.009
Epoch  32 Batch  291/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.014
Epoch  32 Batch  292/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.010
Epoch  32 Batch  293/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.017
Epoch  32 Batch  294/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.013
Epoch  32 Batch  295/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  32 Batch  296/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.024
Epoch  32 Batch  297/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.017
Epoch  32 Batch  298/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.015
Epoch  32 Batch  299/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.023
Epoch  32 Batch  300/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  32 Batch  301/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.021
Epoch  32 Batch  302/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.020
Epoch  32 Batch  303/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.015
Epoch  32 Batch  304/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.017
Epoch  32 Batch  305/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.013
Epoch  32 Batch  306/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.017
Epoch  32 Batch  307/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.013
Epoch  32 Batch  308/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.012
Epoch  32 Batch  309/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.015
Epoch  32 Batch  310/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.017
Epoch  32 Batch  311/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.015
Epoch  32 Batch  312/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.014
Epoch  32 Batch  313/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.013
Epoch  32 Batch  314/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.012
Epoch  32 Batch  315/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.015
Epoch  32 Batch  316/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.012
Epoch  32 Batch  317/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.016
Epoch  32 Batch  318/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.013
Epoch  32 Batch  319/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.015
Epoch  32 Batch  320/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.012
Epoch  32 Batch  321/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.011
Epoch  32 Batch  322/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.014
Epoch  32 Batch  323/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.015
Epoch  32 Batch  324/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.012
Epoch  32 Batch  325/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.014
Epoch  32 Batch  326/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.017
Epoch  32 Batch  327/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  32 Batch  328/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.013
Epoch  32 Batch  329/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.011
Epoch  32 Batch  330/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.017
Epoch  32 Batch  331/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.014
Epoch  32 Batch  332/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  32 Batch  333/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.015
Epoch  32 Batch  334/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.014
Epoch  32 Batch  335/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.012
Epoch  32 Batch  336/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.018
Epoch  32 Batch  337/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  32 Batch  338/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.011
Epoch  32 Batch  339/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  32 Batch  340/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.012
Epoch  32 Batch  341/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  32 Batch  342/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  32 Batch  343/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.015
Epoch  32 Batch  344/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.016
Epoch  32 Batch  345/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  32 Batch  346/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.021
Epoch  32 Batch  347/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  32 Batch  348/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.013
Epoch  32 Batch  349/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.013
Epoch  32 Batch  350/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.018
Epoch  32 Batch  351/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.016
Epoch  32 Batch  352/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.031
Epoch  32 Batch  353/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.019
Epoch  32 Batch  354/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  32 Batch  355/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  32 Batch  356/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  32 Batch  357/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  32 Batch  358/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.012
Epoch  32 Batch  359/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.016
Epoch  32 Batch  360/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  32 Batch  361/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.022
Epoch  32 Batch  362/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  363/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.014
Epoch  32 Batch  364/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.022
Epoch  32 Batch  365/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.014
Epoch  32 Batch  366/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.020
Epoch  32 Batch  367/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.011
Epoch  32 Batch  368/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  32 Batch  369/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  32 Batch  370/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.019
Epoch  32 Batch  371/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.013
Epoch  32 Batch  372/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.017
Epoch  32 Batch  373/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch  374/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.011
Epoch  32 Batch  375/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  32 Batch  376/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.015
Epoch  32 Batch  377/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.017
Epoch  32 Batch  378/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.012
Epoch  32 Batch  379/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.012
Epoch  32 Batch  380/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.014
Epoch  32 Batch  381/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.011
Epoch  32 Batch  382/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.014
Epoch  32 Batch  383/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.013
Epoch  32 Batch  384/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.016
Epoch  32 Batch  385/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.014
Epoch  32 Batch  386/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  32 Batch  387/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.012
Epoch  32 Batch  388/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  32 Batch  389/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.021
Epoch  32 Batch  390/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.013
Epoch  32 Batch  391/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  32 Batch  392/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.015
Epoch  32 Batch  393/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.014
Epoch  32 Batch  394/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  32 Batch  395/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  32 Batch  396/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.011
Epoch  32 Batch  397/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  398/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.013
Epoch  32 Batch  399/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.018
Epoch  32 Batch  400/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.016
Epoch  32 Batch  401/538 - Train Accuracy:  0.986, Validation Accuracy:  0.966, Loss:  0.011
Epoch  32 Batch  402/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  32 Batch  403/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  32 Batch  404/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.020
Epoch  32 Batch  405/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.014
Epoch  32 Batch  406/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.016
Epoch  32 Batch  407/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.012
Epoch  32 Batch  408/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.018
Epoch  32 Batch  409/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.011
Epoch  32 Batch  410/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.012
Epoch  32 Batch  411/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.016
Epoch  32 Batch  412/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.009
Epoch  32 Batch  413/538 - Train Accuracy:  0.978, Validation Accuracy:  0.946, Loss:  0.011
Epoch  32 Batch  414/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.020
Epoch  32 Batch  415/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.014
Epoch  32 Batch  416/538 - Train Accuracy:  0.977, Validation Accuracy:  0.947, Loss:  0.013
Epoch  32 Batch  417/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.011
Epoch  32 Batch  418/538 - Train Accuracy:  0.976, Validation Accuracy:  0.945, Loss:  0.016
Epoch  32 Batch  419/538 - Train Accuracy:  0.959, Validation Accuracy:  0.948, Loss:  0.017
Epoch  32 Batch  420/538 - Train Accuracy:  0.981, Validation Accuracy:  0.953, Loss:  0.015
Epoch  32 Batch  421/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.011
Epoch  32 Batch  422/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.015
Epoch  32 Batch  423/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.012
Epoch  32 Batch  424/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.018
Epoch  32 Batch  425/538 - Train Accuracy:  0.942, Validation Accuracy:  0.955, Loss:  0.025
Epoch  32 Batch  426/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.016
Epoch  32 Batch  427/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  32 Batch  428/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.013
Epoch  32 Batch  429/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.016
Epoch  32 Batch  430/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.015
Epoch  32 Batch  431/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.014
Epoch  32 Batch  432/538 - Train Accuracy:  0.953, Validation Accuracy:  0.941, Loss:  0.018
Epoch  32 Batch  433/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.029
Epoch  32 Batch  434/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.012
Epoch  32 Batch  435/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.014
Epoch  32 Batch  436/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.015
Epoch  32 Batch  437/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.013
Epoch  32 Batch  438/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.011
Epoch  32 Batch  439/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.013
Epoch  32 Batch  440/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.019
Epoch  32 Batch  441/538 - Train Accuracy:  0.951, Validation Accuracy:  0.967, Loss:  0.020
Epoch  32 Batch  442/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.011
Epoch  32 Batch  443/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  444/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.014
Epoch  32 Batch  445/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.015
Epoch  32 Batch  446/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.013
Epoch  32 Batch  447/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.013
Epoch  32 Batch  448/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.018
Epoch  32 Batch  449/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.016
Epoch  32 Batch  450/538 - Train Accuracy:  0.948, Validation Accuracy:  0.954, Loss:  0.023
Epoch  32 Batch  451/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.014
Epoch  32 Batch  452/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.013
Epoch  32 Batch  453/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.016
Epoch  32 Batch  454/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.020
Epoch  32 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.016
Epoch  32 Batch  456/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.036
Epoch  32 Batch  457/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.014
Epoch  32 Batch  458/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.015
Epoch  32 Batch  459/538 - Train Accuracy:  0.984, Validation Accuracy:  0.951, Loss:  0.011
Epoch  32 Batch  460/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.016
Epoch  32 Batch  461/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  32 Batch  462/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.013
Epoch  32 Batch  463/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.019
Epoch  32 Batch  464/538 - Train Accuracy:  0.986, Validation Accuracy:  0.959, Loss:  0.010
Epoch  32 Batch  465/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.012
Epoch  32 Batch  466/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  32 Batch  467/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  32 Batch  468/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.019
Epoch  32 Batch  469/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.015
Epoch  32 Batch  470/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.018
Epoch  32 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.948, Loss:  0.009
Epoch  32 Batch  472/538 - Train Accuracy:  0.993, Validation Accuracy:  0.953, Loss:  0.010
Epoch  32 Batch  473/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  32 Batch  474/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.011
Epoch  32 Batch  475/538 - Train Accuracy:  0.986, Validation Accuracy:  0.957, Loss:  0.011
Epoch  32 Batch  476/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.015
Epoch  32 Batch  477/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.018
Epoch  32 Batch  478/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.010
Epoch  32 Batch  479/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.017
Epoch  32 Batch  480/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.017
Epoch  32 Batch  481/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  482/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.014
Epoch  32 Batch  483/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.015
Epoch  32 Batch  484/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  32 Batch  485/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.021
Epoch  32 Batch  486/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.012
Epoch  32 Batch  487/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.010
Epoch  32 Batch  488/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  32 Batch  489/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.018
Epoch  32 Batch  490/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.018
Epoch  32 Batch  491/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.014
Epoch  32 Batch  492/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.013
Epoch  32 Batch  493/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.016
Epoch  32 Batch  494/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  495/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.015
Epoch  32 Batch  496/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  32 Batch  497/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  32 Batch  498/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  32 Batch  499/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.015
Epoch  32 Batch  500/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.011
Epoch  32 Batch  501/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  32 Batch  502/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.015
Epoch  32 Batch  503/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.018
Epoch  32 Batch  504/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.013
Epoch  32 Batch  505/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.009
Epoch  32 Batch  506/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  32 Batch  507/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  32 Batch  508/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.016
Epoch  32 Batch  509/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.021
Epoch  32 Batch  510/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.014
Epoch  32 Batch  511/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  32 Batch  512/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.016
Epoch  32 Batch  513/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.011
Epoch  32 Batch  514/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.014
Epoch  32 Batch  515/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.017
Epoch  32 Batch  516/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.013
Epoch  32 Batch  517/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.012
Epoch  32 Batch  518/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.014
Epoch  32 Batch  519/538 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.016
Epoch  32 Batch  520/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.018
Epoch  32 Batch  521/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.018
Epoch  32 Batch  522/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.011
Epoch  32 Batch  523/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  32 Batch  524/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.010
Epoch  32 Batch  525/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  32 Batch  526/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.016
Epoch  32 Batch  527/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.011
Epoch  32 Batch  528/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  32 Batch  529/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  32 Batch  530/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.015
Epoch  32 Batch  531/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.019
Epoch  32 Batch  532/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.011
Epoch  32 Batch  533/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.013
Epoch  32 Batch  534/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.012
Epoch  32 Batch  535/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.012
Epoch  32 Batch  536/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.019
Epoch  33 Batch    0/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  33 Batch    1/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.013
Epoch  33 Batch    2/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  33 Batch    3/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.010
Epoch  33 Batch    4/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.012
Epoch  33 Batch    5/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.016
Epoch  33 Batch    6/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.010
Epoch  33 Batch    7/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.017
Epoch  33 Batch    8/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  33 Batch    9/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.014
Epoch  33 Batch   10/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.020
Epoch  33 Batch   11/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.015
Epoch  33 Batch   12/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.012
Epoch  33 Batch   13/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  33 Batch   14/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.015
Epoch  33 Batch   15/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.013
Epoch  33 Batch   16/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  33 Batch   17/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  33 Batch   18/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.024
Epoch  33 Batch   19/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.014
Epoch  33 Batch   20/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.015
Epoch  33 Batch   21/538 - Train Accuracy:  0.986, Validation Accuracy:  0.964, Loss:  0.009
Epoch  33 Batch   22/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.015
Epoch  33 Batch   23/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  33 Batch   24/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.021
Epoch  33 Batch   25/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.016
Epoch  33 Batch   26/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  33 Batch   27/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.012
Epoch  33 Batch   28/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.013
Epoch  33 Batch   29/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.012
Epoch  33 Batch   30/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.014
Epoch  33 Batch   31/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.010
Epoch  33 Batch   32/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.009
Epoch  33 Batch   33/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.016
Epoch  33 Batch   34/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.019
Epoch  33 Batch   35/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.010
Epoch  33 Batch   36/538 - Train Accuracy:  0.986, Validation Accuracy:  0.959, Loss:  0.011
Epoch  33 Batch   37/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.018
Epoch  33 Batch   38/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch   39/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  33 Batch   40/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  33 Batch   41/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  33 Batch   42/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  33 Batch   43/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.016
Epoch  33 Batch   44/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  33 Batch   45/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.011
Epoch  33 Batch   46/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.011
Epoch  33 Batch   47/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch   48/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch   49/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.011
Epoch  33 Batch   50/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch   51/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.019
Epoch  33 Batch   52/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.012
Epoch  33 Batch   53/538 - Train Accuracy:  0.949, Validation Accuracy:  0.962, Loss:  0.014
Epoch  33 Batch   54/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.012
Epoch  33 Batch   55/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  33 Batch   56/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.014
Epoch  33 Batch   57/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  33 Batch   58/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.010
Epoch  33 Batch   59/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.015
Epoch  33 Batch   60/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.018
Epoch  33 Batch   61/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  33 Batch   62/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.017
Epoch  33 Batch   63/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  33 Batch   64/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  33 Batch   65/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.013
Epoch  33 Batch   66/538 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.009
Epoch  33 Batch   67/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.009
Epoch  33 Batch   68/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.014
Epoch  33 Batch   69/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.012
Epoch  33 Batch   70/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.013
Epoch  33 Batch   71/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.013
Epoch  33 Batch   72/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.028
Epoch  33 Batch   73/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.017
Epoch  33 Batch   74/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.015
Epoch  33 Batch   75/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.019
Epoch  33 Batch   76/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.014
Epoch  33 Batch   77/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.011
Epoch  33 Batch   78/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.016
Epoch  33 Batch   79/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.011
Epoch  33 Batch   80/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  33 Batch   81/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  33 Batch   82/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.018
Epoch  33 Batch   83/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.015
Epoch  33 Batch   84/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.016
Epoch  33 Batch   85/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.016
Epoch  33 Batch   86/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.010
Epoch  33 Batch   87/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.013
Epoch  33 Batch   88/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  33 Batch   89/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.012
Epoch  33 Batch   90/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.016
Epoch  33 Batch   91/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  33 Batch   92/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  33 Batch   93/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.010
Epoch  33 Batch   94/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.012
Epoch  33 Batch   95/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  33 Batch   96/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.009
Epoch  33 Batch   97/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.011
Epoch  33 Batch   98/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.016
Epoch  33 Batch   99/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.012
Epoch  33 Batch  100/538 - Train Accuracy:  0.980, Validation Accuracy:  0.972, Loss:  0.011
Epoch  33 Batch  101/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.019
Epoch  33 Batch  102/538 - Train Accuracy:  0.957, Validation Accuracy:  0.969, Loss:  0.017
Epoch  33 Batch  103/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.016
Epoch  33 Batch  104/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.011
Epoch  33 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.013
Epoch  33 Batch  106/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.010
Epoch  33 Batch  107/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  33 Batch  108/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.013
Epoch  33 Batch  109/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.014
Epoch  33 Batch  110/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.011
Epoch  33 Batch  111/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.013
Epoch  33 Batch  112/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.019
Epoch  33 Batch  113/538 - Train Accuracy:  0.959, Validation Accuracy:  0.944, Loss:  0.015
Epoch  33 Batch  114/538 - Train Accuracy:  0.978, Validation Accuracy:  0.944, Loss:  0.014
Epoch  33 Batch  115/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.015
Epoch  33 Batch  116/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.015
Epoch  33 Batch  117/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.021
Epoch  33 Batch  118/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  33 Batch  119/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.013
Epoch  33 Batch  120/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.014
Epoch  33 Batch  121/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.019
Epoch  33 Batch  122/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  33 Batch  123/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.017
Epoch  33 Batch  124/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.017
Epoch  33 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.014
Epoch  33 Batch  126/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.019
Epoch  33 Batch  127/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.021
Epoch  33 Batch  128/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  33 Batch  129/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.012
Epoch  33 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.011
Epoch  33 Batch  131/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.014
Epoch  33 Batch  132/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.014
Epoch  33 Batch  133/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  33 Batch  134/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.018
Epoch  33 Batch  135/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.022
Epoch  33 Batch  136/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  33 Batch  137/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch  138/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  33 Batch  139/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.020
Epoch  33 Batch  140/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.022
Epoch  33 Batch  141/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  33 Batch  142/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  33 Batch  143/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.028
Epoch  33 Batch  144/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  33 Batch  145/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.020
Epoch  33 Batch  146/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.015
Epoch  33 Batch  147/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  33 Batch  148/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.019
Epoch  33 Batch  149/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.010
Epoch  33 Batch  150/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.011
Epoch  33 Batch  151/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  33 Batch  152/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.018
Epoch  33 Batch  153/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.015
Epoch  33 Batch  154/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.012
Epoch  33 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.016
Epoch  33 Batch  156/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.014
Epoch  33 Batch  157/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  33 Batch  158/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.014
Epoch  33 Batch  159/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  33 Batch  160/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.013
Epoch  33 Batch  161/538 - Train Accuracy:  0.974, Validation Accuracy:  0.974, Loss:  0.013
Epoch  33 Batch  162/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.015
Epoch  33 Batch  163/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.018
Epoch  33 Batch  164/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.016
Epoch  33 Batch  165/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.010
Epoch  33 Batch  166/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.011
Epoch  33 Batch  167/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.022
Epoch  33 Batch  168/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.020
Epoch  33 Batch  169/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.012
Epoch  33 Batch  170/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.011
Epoch  33 Batch  171/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.019
Epoch  33 Batch  172/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.013
Epoch  33 Batch  173/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.012
Epoch  33 Batch  174/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.015
Epoch  33 Batch  175/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.013
Epoch  33 Batch  176/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.015
Epoch  33 Batch  177/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.016
Epoch  33 Batch  178/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  33 Batch  179/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.016
Epoch  33 Batch  180/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.014
Epoch  33 Batch  181/538 - Train Accuracy:  0.949, Validation Accuracy:  0.969, Loss:  0.018
Epoch  33 Batch  182/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.010
Epoch  33 Batch  183/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  33 Batch  184/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.017
Epoch  33 Batch  185/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.010
Epoch  33 Batch  186/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  33 Batch  187/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.017
Epoch  33 Batch  188/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.013
Epoch  33 Batch  189/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.021
Epoch  33 Batch  190/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.021
Epoch  33 Batch  191/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.019
Epoch  33 Batch  192/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.012
Epoch  33 Batch  193/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.017
Epoch  33 Batch  194/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.019
Epoch  33 Batch  195/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.020
Epoch  33 Batch  196/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch  197/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  33 Batch  198/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.021
Epoch  33 Batch  199/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  33 Batch  200/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  33 Batch  201/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.022
Epoch  33 Batch  202/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.014
Epoch  33 Batch  203/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.018
Epoch  33 Batch  204/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.026
Epoch  33 Batch  205/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.021
Epoch  33 Batch  206/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  33 Batch  207/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  33 Batch  208/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  33 Batch  209/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  33 Batch  210/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.018
Epoch  33 Batch  211/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch  212/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.015
Epoch  33 Batch  213/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.016
Epoch  33 Batch  214/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  33 Batch  215/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.014
Epoch  33 Batch  216/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.020
Epoch  33 Batch  217/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.016
Epoch  33 Batch  218/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.013
Epoch  33 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  33 Batch  220/538 - Train Accuracy:  0.950, Validation Accuracy:  0.951, Loss:  0.016
Epoch  33 Batch  221/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.015
Epoch  33 Batch  222/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.012
Epoch  33 Batch  223/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  33 Batch  224/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.020
Epoch  33 Batch  225/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.013
Epoch  33 Batch  226/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.018
Epoch  33 Batch  227/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.016
Epoch  33 Batch  228/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.013
Epoch  33 Batch  229/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.015
Epoch  33 Batch  230/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.017
Epoch  33 Batch  231/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  33 Batch  232/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.018
Epoch  33 Batch  233/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch  234/538 - Train Accuracy:  0.990, Validation Accuracy:  0.959, Loss:  0.017
Epoch  33 Batch  235/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.011
Epoch  33 Batch  236/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch  237/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.012
Epoch  33 Batch  238/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.015
Epoch  33 Batch  239/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  33 Batch  240/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.019
Epoch  33 Batch  241/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  33 Batch  242/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.016
Epoch  33 Batch  243/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.013
Epoch  33 Batch  244/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.012
Epoch  33 Batch  245/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  33 Batch  246/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  33 Batch  247/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  33 Batch  248/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.018
Epoch  33 Batch  249/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.010
Epoch  33 Batch  250/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.010
Epoch  33 Batch  251/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.015
Epoch  33 Batch  252/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch  253/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.014
Epoch  33 Batch  254/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.019
Epoch  33 Batch  255/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.012
Epoch  33 Batch  256/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.014
Epoch  33 Batch  257/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.014
Epoch  33 Batch  258/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.013
Epoch  33 Batch  259/538 - Train Accuracy:  0.983, Validation Accuracy:  0.952, Loss:  0.014
Epoch  33 Batch  260/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.018
Epoch  33 Batch  261/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.020
Epoch  33 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.021
Epoch  33 Batch  263/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.015
Epoch  33 Batch  264/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.021
Epoch  33 Batch  265/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.018
Epoch  33 Batch  266/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.017
Epoch  33 Batch  267/538 - Train Accuracy:  0.964, Validation Accuracy:  0.944, Loss:  0.016
Epoch  33 Batch  268/538 - Train Accuracy:  0.974, Validation Accuracy:  0.944, Loss:  0.011
Epoch  33 Batch  269/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.017
Epoch  33 Batch  270/538 - Train Accuracy:  0.975, Validation Accuracy:  0.945, Loss:  0.016
Epoch  33 Batch  271/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.016
Epoch  33 Batch  272/538 - Train Accuracy:  0.969, Validation Accuracy:  0.944, Loss:  0.016
Epoch  33 Batch  273/538 - Train Accuracy:  0.967, Validation Accuracy:  0.944, Loss:  0.022
Epoch  33 Batch  274/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.018
Epoch  33 Batch  275/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.016
Epoch  33 Batch  276/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.021
Epoch  33 Batch  277/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.012
Epoch  33 Batch  278/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.017
Epoch  33 Batch  279/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.014
Epoch  33 Batch  280/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  33 Batch  281/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.019
Epoch  33 Batch  282/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.018
Epoch  33 Batch  283/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.019
Epoch  33 Batch  284/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.018
Epoch  33 Batch  285/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.014
Epoch  33 Batch  286/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.026
Epoch  33 Batch  287/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.014
Epoch  33 Batch  288/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.014
Epoch  33 Batch  289/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.014
Epoch  33 Batch  290/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.013
Epoch  33 Batch  291/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.016
Epoch  33 Batch  292/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.014
Epoch  33 Batch  293/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch  294/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.015
Epoch  33 Batch  295/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.014
Epoch  33 Batch  296/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.024
Epoch  33 Batch  297/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.018
Epoch  33 Batch  298/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  33 Batch  299/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.025
Epoch  33 Batch  300/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  33 Batch  301/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.023
Epoch  33 Batch  302/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.020
Epoch  33 Batch  303/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.021
Epoch  33 Batch  304/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.016
Epoch  33 Batch  305/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  33 Batch  306/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.021
Epoch  33 Batch  307/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  33 Batch  308/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.016
Epoch  33 Batch  309/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.014
Epoch  33 Batch  310/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.021
Epoch  33 Batch  311/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.017
Epoch  33 Batch  312/538 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.018
Epoch  33 Batch  313/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.019
Epoch  33 Batch  314/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.013
Epoch  33 Batch  315/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.021
Epoch  33 Batch  316/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.013
Epoch  33 Batch  317/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.019
Epoch  33 Batch  318/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.016
Epoch  33 Batch  319/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.016
Epoch  33 Batch  320/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.012
Epoch  33 Batch  321/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.010
Epoch  33 Batch  322/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.017
Epoch  33 Batch  323/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.013
Epoch  33 Batch  324/538 - Train Accuracy:  0.982, Validation Accuracy:  0.954, Loss:  0.015
Epoch  33 Batch  325/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.019
Epoch  33 Batch  326/538 - Train Accuracy:  0.977, Validation Accuracy:  0.947, Loss:  0.016
Epoch  33 Batch  327/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.017
Epoch  33 Batch  328/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.012
Epoch  33 Batch  329/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.012
Epoch  33 Batch  330/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  33 Batch  331/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.015
Epoch  33 Batch  332/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.014
Epoch  33 Batch  333/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.013
Epoch  33 Batch  334/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.014
Epoch  33 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.016
Epoch  33 Batch  336/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.014
Epoch  33 Batch  337/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.018
Epoch  33 Batch  338/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.010
Epoch  33 Batch  339/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  33 Batch  340/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.018
Epoch  33 Batch  341/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.026
Epoch  33 Batch  342/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.017
Epoch  33 Batch  343/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.015
Epoch  33 Batch  344/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.019
Epoch  33 Batch  345/538 - Train Accuracy:  0.980, Validation Accuracy:  0.948, Loss:  0.016
Epoch  33 Batch  346/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.022
Epoch  33 Batch  347/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  33 Batch  348/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.017
Epoch  33 Batch  349/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.016
Epoch  33 Batch  350/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.015
Epoch  33 Batch  351/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.021
Epoch  33 Batch  352/538 - Train Accuracy:  0.947, Validation Accuracy:  0.960, Loss:  0.032
Epoch  33 Batch  353/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.021
Epoch  33 Batch  354/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  33 Batch  355/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.019
Epoch  33 Batch  356/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.012
Epoch  33 Batch  357/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  33 Batch  358/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.011
Epoch  33 Batch  359/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.019
Epoch  33 Batch  360/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  33 Batch  361/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.019
Epoch  33 Batch  362/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.016
Epoch  33 Batch  363/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.020
Epoch  33 Batch  364/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.025
Epoch  33 Batch  365/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.017
Epoch  33 Batch  366/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  33 Batch  367/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.016
Epoch  33 Batch  368/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.012
Epoch  33 Batch  369/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.019
Epoch  33 Batch  370/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.019
Epoch  33 Batch  371/538 - Train Accuracy:  0.982, Validation Accuracy:  0.951, Loss:  0.016
Epoch  33 Batch  372/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  33 Batch  373/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.013
Epoch  33 Batch  374/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.014
Epoch  33 Batch  375/538 - Train Accuracy:  0.977, Validation Accuracy:  0.947, Loss:  0.017
Epoch  33 Batch  376/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.017
Epoch  33 Batch  377/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.020
Epoch  33 Batch  378/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.016
Epoch  33 Batch  379/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.021
Epoch  33 Batch  380/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.016
Epoch  33 Batch  381/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.015
Epoch  33 Batch  382/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.019
Epoch  33 Batch  383/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.016
Epoch  33 Batch  384/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.017
Epoch  33 Batch  385/538 - Train Accuracy:  0.970, Validation Accuracy:  0.943, Loss:  0.016
Epoch  33 Batch  386/538 - Train Accuracy:  0.976, Validation Accuracy:  0.947, Loss:  0.015
Epoch  33 Batch  387/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.013
Epoch  33 Batch  388/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.018
Epoch  33 Batch  389/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.021
Epoch  33 Batch  390/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.015
Epoch  33 Batch  391/538 - Train Accuracy:  0.965, Validation Accuracy:  0.945, Loss:  0.016
Epoch  33 Batch  392/538 - Train Accuracy:  0.951, Validation Accuracy:  0.950, Loss:  0.018
Epoch  33 Batch  393/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.019
Epoch  33 Batch  394/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.022
Epoch  33 Batch  395/538 - Train Accuracy:  0.949, Validation Accuracy:  0.955, Loss:  0.022
Epoch  33 Batch  396/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.014
Epoch  33 Batch  397/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.017
Epoch  33 Batch  398/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.018
Epoch  33 Batch  399/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.020
Epoch  33 Batch  400/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.016
Epoch  33 Batch  401/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.013
Epoch  33 Batch  402/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  33 Batch  403/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.020
Epoch  33 Batch  404/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.019
Epoch  33 Batch  405/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.016
Epoch  33 Batch  406/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  33 Batch  407/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.017
Epoch  33 Batch  408/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.021
Epoch  33 Batch  409/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch  410/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.016
Epoch  33 Batch  411/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  33 Batch  412/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.010
Epoch  33 Batch  413/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.013
Epoch  33 Batch  414/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.021
Epoch  33 Batch  415/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch  416/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.017
Epoch  33 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  33 Batch  418/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.020
Epoch  33 Batch  419/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  33 Batch  420/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  33 Batch  421/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.012
Epoch  33 Batch  422/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.017
Epoch  33 Batch  423/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.017
Epoch  33 Batch  424/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.020
Epoch  33 Batch  425/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.026
Epoch  33 Batch  426/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.019
Epoch  33 Batch  427/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.018
Epoch  33 Batch  428/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.016
Epoch  33 Batch  429/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.019
Epoch  33 Batch  430/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  33 Batch  431/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.018
Epoch  33 Batch  432/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.019
Epoch  33 Batch  433/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.036
Epoch  33 Batch  434/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.017
Epoch  33 Batch  435/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  33 Batch  436/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.020
Epoch  33 Batch  437/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.018
Epoch  33 Batch  438/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.014
Epoch  33 Batch  439/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.018
Epoch  33 Batch  440/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.020
Epoch  33 Batch  441/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.021
Epoch  33 Batch  442/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.010
Epoch  33 Batch  443/538 - Train Accuracy:  0.956, Validation Accuracy:  0.969, Loss:  0.018
Epoch  33 Batch  444/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.014
Epoch  33 Batch  445/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.011
Epoch  33 Batch  446/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  33 Batch  447/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  33 Batch  448/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.016
Epoch  33 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.020
Epoch  33 Batch  450/538 - Train Accuracy:  0.949, Validation Accuracy:  0.964, Loss:  0.026
Epoch  33 Batch  451/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.017
Epoch  33 Batch  452/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.014
Epoch  33 Batch  453/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.014
Epoch  33 Batch  454/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.019
Epoch  33 Batch  455/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.017
Epoch  33 Batch  456/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.040
Epoch  33 Batch  457/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.017
Epoch  33 Batch  458/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.019
Epoch  33 Batch  459/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.011
Epoch  33 Batch  460/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.020
Epoch  33 Batch  461/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.019
Epoch  33 Batch  462/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.017
Epoch  33 Batch  463/538 - Train Accuracy:  0.950, Validation Accuracy:  0.963, Loss:  0.022
Epoch  33 Batch  464/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.015
Epoch  33 Batch  465/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.014
Epoch  33 Batch  466/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  33 Batch  467/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  33 Batch  468/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.019
Epoch  33 Batch  469/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  33 Batch  470/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.016
Epoch  33 Batch  471/538 - Train Accuracy:  0.982, Validation Accuracy:  0.952, Loss:  0.009
Epoch  33 Batch  472/538 - Train Accuracy:  0.988, Validation Accuracy:  0.953, Loss:  0.013
Epoch  33 Batch  473/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.015
Epoch  33 Batch  474/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.013
Epoch  33 Batch  475/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  33 Batch  476/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.013
Epoch  33 Batch  477/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  33 Batch  478/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.009
Epoch  33 Batch  479/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  33 Batch  480/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.017
Epoch  33 Batch  481/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch  482/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.016
Epoch  33 Batch  483/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  33 Batch  484/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  33 Batch  485/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.017
Epoch  33 Batch  486/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.011
Epoch  33 Batch  487/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.012
Epoch  33 Batch  488/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.015
Epoch  33 Batch  489/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.017
Epoch  33 Batch  490/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.022
Epoch  33 Batch  491/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  33 Batch  492/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  33 Batch  493/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.015
Epoch  33 Batch  494/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  33 Batch  495/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.016
Epoch  33 Batch  496/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.014
Epoch  33 Batch  497/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.015
Epoch  33 Batch  498/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.017
Epoch  33 Batch  499/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.020
Epoch  33 Batch  500/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.013
Epoch  33 Batch  501/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.016
Epoch  33 Batch  502/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.015
Epoch  33 Batch  503/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.023
Epoch  33 Batch  504/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.014
Epoch  33 Batch  505/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.012
Epoch  33 Batch  506/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.013
Epoch  33 Batch  507/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.018
Epoch  33 Batch  508/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.020
Epoch  33 Batch  509/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.021
Epoch  33 Batch  510/538 - Train Accuracy:  0.968, Validation Accuracy:  0.942, Loss:  0.019
Epoch  33 Batch  511/538 - Train Accuracy:  0.959, Validation Accuracy:  0.938, Loss:  0.017
Epoch  33 Batch  512/538 - Train Accuracy:  0.960, Validation Accuracy:  0.938, Loss:  0.020
Epoch  33 Batch  513/538 - Train Accuracy:  0.953, Validation Accuracy:  0.940, Loss:  0.019
Epoch  33 Batch  514/538 - Train Accuracy:  0.953, Validation Accuracy:  0.942, Loss:  0.019
Epoch  33 Batch  515/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.021
Epoch  33 Batch  516/538 - Train Accuracy:  0.946, Validation Accuracy:  0.962, Loss:  0.020
Epoch  33 Batch  517/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.017
Epoch  33 Batch  518/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.023
Epoch  33 Batch  519/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.020
Epoch  33 Batch  520/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.019
Epoch  33 Batch  521/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.023
Epoch  33 Batch  522/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.017
Epoch  33 Batch  523/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.018
Epoch  33 Batch  524/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.016
Epoch  33 Batch  525/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.018
Epoch  33 Batch  526/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.018
Epoch  33 Batch  527/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.014
Epoch  33 Batch  528/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.021
Epoch  33 Batch  529/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.018
Epoch  33 Batch  530/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.019
Epoch  33 Batch  531/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.022
Epoch  33 Batch  532/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.017
Epoch  33 Batch  533/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.015
Epoch  33 Batch  534/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  33 Batch  535/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.016
Epoch  33 Batch  536/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.021
Epoch  34 Batch    0/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.018
Epoch  34 Batch    1/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.020
Epoch  34 Batch    2/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.021
Epoch  34 Batch    3/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.019
Epoch  34 Batch    4/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.018
Epoch  34 Batch    5/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.020
Epoch  34 Batch    6/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch    7/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.025
Epoch  34 Batch    8/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.019
Epoch  34 Batch    9/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  34 Batch   10/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.023
Epoch  34 Batch   11/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.018
Epoch  34 Batch   12/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.016
Epoch  34 Batch   13/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.016
Epoch  34 Batch   14/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.022
Epoch  34 Batch   15/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.018
Epoch  34 Batch   16/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.020
Epoch  34 Batch   17/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.021
Epoch  34 Batch   18/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.027
Epoch  34 Batch   19/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.019
Epoch  34 Batch   20/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.020
Epoch  34 Batch   21/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.011
Epoch  34 Batch   22/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.023
Epoch  34 Batch   23/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.020
Epoch  34 Batch   24/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.025
Epoch  34 Batch   25/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.022
Epoch  34 Batch   26/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.024
Epoch  34 Batch   27/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.016
Epoch  34 Batch   28/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.019
Epoch  34 Batch   29/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.012
Epoch  34 Batch   30/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.018
Epoch  34 Batch   31/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.016
Epoch  34 Batch   32/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.010
Epoch  34 Batch   33/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.022
Epoch  34 Batch   34/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.021
Epoch  34 Batch   35/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  34 Batch   36/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  34 Batch   37/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.021
Epoch  34 Batch   38/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.020
Epoch  34 Batch   39/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  34 Batch   40/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.014
Epoch  34 Batch   41/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.014
Epoch  34 Batch   42/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.015
Epoch  34 Batch   43/538 - Train Accuracy:  0.949, Validation Accuracy:  0.948, Loss:  0.026
Epoch  34 Batch   44/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.018
Epoch  34 Batch   45/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.015
Epoch  34 Batch   46/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.018
Epoch  34 Batch   47/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.021
Epoch  34 Batch   48/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.020
Epoch  34 Batch   49/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  34 Batch   50/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch   51/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.024
Epoch  34 Batch   52/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.023
Epoch  34 Batch   53/538 - Train Accuracy:  0.945, Validation Accuracy:  0.945, Loss:  0.022
Epoch  34 Batch   54/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.017
Epoch  34 Batch   55/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.022
Epoch  34 Batch   56/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.020
Epoch  34 Batch   57/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.028
Epoch  34 Batch   58/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.019
Epoch  34 Batch   59/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.024
Epoch  34 Batch   60/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.019
Epoch  34 Batch   61/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.015
Epoch  34 Batch   62/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.038
Epoch  34 Batch   63/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.020
Epoch  34 Batch   64/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.017
Epoch  34 Batch   65/538 - Train Accuracy:  0.949, Validation Accuracy:  0.949, Loss:  0.020
Epoch  34 Batch   66/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.020
Epoch  34 Batch   67/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.034
Epoch  34 Batch   68/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.024
Epoch  34 Batch   69/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.018
Epoch  34 Batch   70/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.018
Epoch  34 Batch   71/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.024
Epoch  34 Batch   72/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.039
Epoch  34 Batch   73/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.024
Epoch  34 Batch   74/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.024
Epoch  34 Batch   75/538 - Train Accuracy:  0.955, Validation Accuracy:  0.949, Loss:  0.026
Epoch  34 Batch   76/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.022
Epoch  34 Batch   77/538 - Train Accuracy:  0.954, Validation Accuracy:  0.946, Loss:  0.020
Epoch  34 Batch   78/538 - Train Accuracy:  0.963, Validation Accuracy:  0.942, Loss:  0.019
Epoch  34 Batch   79/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.018
Epoch  34 Batch   80/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.020
Epoch  34 Batch   81/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.023
Epoch  34 Batch   82/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.027
Epoch  34 Batch   83/538 - Train Accuracy:  0.953, Validation Accuracy:  0.947, Loss:  0.032
Epoch  34 Batch   84/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.022
Epoch  34 Batch   85/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.017
Epoch  34 Batch   86/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.017
Epoch  34 Batch   87/538 - Train Accuracy:  0.947, Validation Accuracy:  0.949, Loss:  0.020
Epoch  34 Batch   88/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.018
Epoch  34 Batch   89/538 - Train Accuracy:  0.979, Validation Accuracy:  0.947, Loss:  0.019
Epoch  34 Batch   90/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.027
Epoch  34 Batch   91/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.019
Epoch  34 Batch   92/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.024
Epoch  34 Batch   93/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  34 Batch   94/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.018
Epoch  34 Batch   95/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.014
Epoch  34 Batch   97/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.013
Epoch  34 Batch   98/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.024
Epoch  34 Batch   99/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.014
Epoch  34 Batch  100/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.014
Epoch  34 Batch  101/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.026
Epoch  34 Batch  102/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.020
Epoch  34 Batch  103/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.024
Epoch  34 Batch  104/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.017
Epoch  34 Batch  105/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  34 Batch  106/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch  107/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.024
Epoch  34 Batch  108/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  109/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.018
Epoch  34 Batch  110/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.014
Epoch  34 Batch  111/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.019
Epoch  34 Batch  112/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.020
Epoch  34 Batch  113/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.017
Epoch  34 Batch  114/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.016
Epoch  34 Batch  115/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.019
Epoch  34 Batch  116/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.023
Epoch  34 Batch  117/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.019
Epoch  34 Batch  118/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.021
Epoch  34 Batch  119/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  34 Batch  120/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  34 Batch  121/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.019
Epoch  34 Batch  122/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.017
Epoch  34 Batch  123/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.018
Epoch  34 Batch  124/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.017
Epoch  34 Batch  125/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  34 Batch  126/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.023
Epoch  34 Batch  127/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.024
Epoch  34 Batch  128/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  34 Batch  129/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  34 Batch  130/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  34 Batch  131/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.026
Epoch  34 Batch  132/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.017
Epoch  34 Batch  133/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  34 Batch  134/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.024
Epoch  34 Batch  135/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.025
Epoch  34 Batch  136/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.020
Epoch  34 Batch  137/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.020
Epoch  34 Batch  138/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.020
Epoch  34 Batch  139/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.024
Epoch  34 Batch  140/538 - Train Accuracy:  0.950, Validation Accuracy:  0.965, Loss:  0.024
Epoch  34 Batch  141/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.018
Epoch  34 Batch  142/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.018
Epoch  34 Batch  143/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.034
Epoch  34 Batch  144/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.020
Epoch  34 Batch  145/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.022
Epoch  34 Batch  146/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.023
Epoch  34 Batch  147/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.019
Epoch  34 Batch  148/538 - Train Accuracy:  0.948, Validation Accuracy:  0.961, Loss:  0.024
Epoch  34 Batch  149/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  34 Batch  150/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.018
Epoch  34 Batch  151/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.020
Epoch  34 Batch  152/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.018
Epoch  34 Batch  153/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.018
Epoch  34 Batch  154/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.022
Epoch  34 Batch  156/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.015
Epoch  34 Batch  157/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.017
Epoch  34 Batch  158/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.017
Epoch  34 Batch  159/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.027
Epoch  34 Batch  160/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.017
Epoch  34 Batch  161/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.024
Epoch  34 Batch  162/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.021
Epoch  34 Batch  163/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.021
Epoch  34 Batch  164/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.021
Epoch  34 Batch  165/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.012
Epoch  34 Batch  166/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.017
Epoch  34 Batch  167/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.027
Epoch  34 Batch  168/538 - Train Accuracy:  0.952, Validation Accuracy:  0.967, Loss:  0.027
Epoch  34 Batch  169/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  34 Batch  170/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.015
Epoch  34 Batch  171/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.021
Epoch  34 Batch  172/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.014
Epoch  34 Batch  173/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.013
Epoch  34 Batch  174/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  34 Batch  175/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  34 Batch  176/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.021
Epoch  34 Batch  177/538 - Train Accuracy:  0.963, Validation Accuracy:  0.941, Loss:  0.015
Epoch  34 Batch  178/538 - Train Accuracy:  0.963, Validation Accuracy:  0.940, Loss:  0.020
Epoch  34 Batch  179/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.017
Epoch  34 Batch  180/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.024
Epoch  34 Batch  181/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.020
Epoch  34 Batch  182/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.010
Epoch  34 Batch  183/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  34 Batch  184/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.018
Epoch  34 Batch  185/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.015
Epoch  34 Batch  186/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.017
Epoch  34 Batch  187/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.022
Epoch  34 Batch  188/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.015
Epoch  34 Batch  189/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.024
Epoch  34 Batch  190/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.024
Epoch  34 Batch  191/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.020
Epoch  34 Batch  192/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.015
Epoch  34 Batch  193/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.016
Epoch  34 Batch  194/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.023
Epoch  34 Batch  195/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.021
Epoch  34 Batch  196/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.015
Epoch  34 Batch  197/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.017
Epoch  34 Batch  198/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.020
Epoch  34 Batch  199/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.019
Epoch  34 Batch  200/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.010
Epoch  34 Batch  201/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.021
Epoch  34 Batch  202/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.015
Epoch  34 Batch  203/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.019
Epoch  34 Batch  204/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.026
Epoch  34 Batch  205/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.016
Epoch  34 Batch  206/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  34 Batch  207/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.022
Epoch  34 Batch  208/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.029
Epoch  34 Batch  209/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.016
Epoch  34 Batch  210/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.019
Epoch  34 Batch  211/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.021
Epoch  34 Batch  212/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.016
Epoch  34 Batch  213/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  34 Batch  214/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.014
Epoch  34 Batch  215/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  34 Batch  216/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.021
Epoch  34 Batch  217/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  34 Batch  218/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.013
Epoch  34 Batch  219/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.025
Epoch  34 Batch  220/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.015
Epoch  34 Batch  221/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.015
Epoch  34 Batch  222/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.012
Epoch  34 Batch  223/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.016
Epoch  34 Batch  224/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.028
Epoch  34 Batch  225/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch  226/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.022
Epoch  34 Batch  227/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.020
Epoch  34 Batch  228/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.017
Epoch  34 Batch  229/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch  230/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  34 Batch  231/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.019
Epoch  34 Batch  232/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.022
Epoch  34 Batch  233/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.015
Epoch  34 Batch  234/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch  235/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.012
Epoch  34 Batch  236/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.020
Epoch  34 Batch  237/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.013
Epoch  34 Batch  238/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  34 Batch  239/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  240/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.014
Epoch  34 Batch  241/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.020
Epoch  34 Batch  242/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.018
Epoch  34 Batch  243/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.013
Epoch  34 Batch  244/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.017
Epoch  34 Batch  245/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.025
Epoch  34 Batch  246/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.016
Epoch  34 Batch  247/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.022
Epoch  34 Batch  248/538 - Train Accuracy:  0.952, Validation Accuracy:  0.948, Loss:  0.021
Epoch  34 Batch  249/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.014
Epoch  34 Batch  250/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.012
Epoch  34 Batch  251/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.016
Epoch  34 Batch  252/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  34 Batch  253/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.018
Epoch  34 Batch  254/538 - Train Accuracy:  0.942, Validation Accuracy:  0.965, Loss:  0.020
Epoch  34 Batch  255/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch  256/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.015
Epoch  34 Batch  257/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.019
Epoch  34 Batch  258/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.014
Epoch  34 Batch  259/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.015
Epoch  34 Batch  260/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.020
Epoch  34 Batch  261/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.021
Epoch  34 Batch  262/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.020
Epoch  34 Batch  263/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.020
Epoch  34 Batch  264/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.022
Epoch  34 Batch  265/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.020
Epoch  34 Batch  266/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.019
Epoch  34 Batch  267/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.016
Epoch  34 Batch  268/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.010
Epoch  34 Batch  269/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.016
Epoch  34 Batch  270/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.015
Epoch  34 Batch  271/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  34 Batch  272/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.014
Epoch  34 Batch  273/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.017
Epoch  34 Batch  274/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.015
Epoch  34 Batch  275/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.016
Epoch  34 Batch  276/538 - Train Accuracy:  0.940, Validation Accuracy:  0.949, Loss:  0.025
Epoch  34 Batch  277/538 - Train Accuracy:  0.981, Validation Accuracy:  0.950, Loss:  0.010
Epoch  34 Batch  278/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.017
Epoch  34 Batch  279/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.018
Epoch  34 Batch  280/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.016
Epoch  34 Batch  281/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.020
Epoch  34 Batch  282/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.017
Epoch  34 Batch  283/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch  284/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.021
Epoch  34 Batch  285/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.013
Epoch  34 Batch  286/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.025
Epoch  34 Batch  287/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.013
Epoch  34 Batch  288/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.014
Epoch  34 Batch  289/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.019
Epoch  34 Batch  290/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.013
Epoch  34 Batch  291/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.017
Epoch  34 Batch  292/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.009
Epoch  34 Batch  293/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  34 Batch  294/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  34 Batch  295/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.016
Epoch  34 Batch  296/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.024
Epoch  34 Batch  297/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.014
Epoch  34 Batch  298/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.014
Epoch  34 Batch  299/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.024
Epoch  34 Batch  300/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.017
Epoch  34 Batch  301/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.022
Epoch  34 Batch  302/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  34 Batch  303/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.021
Epoch  34 Batch  304/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.019
Epoch  34 Batch  305/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.015
Epoch  34 Batch  306/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.017
Epoch  34 Batch  307/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.014
Epoch  34 Batch  308/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.017
Epoch  34 Batch  309/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  34 Batch  310/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.020
Epoch  34 Batch  311/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.020
Epoch  34 Batch  312/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  34 Batch  313/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.017
Epoch  34 Batch  314/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  34 Batch  315/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  34 Batch  316/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.014
Epoch  34 Batch  317/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  34 Batch  318/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  34 Batch  319/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  34 Batch  320/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.013
Epoch  34 Batch  321/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.013
Epoch  34 Batch  322/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  34 Batch  323/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  34 Batch  324/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.012
Epoch  34 Batch  325/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  34 Batch  326/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.017
Epoch  34 Batch  327/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  328/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  34 Batch  329/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  34 Batch  330/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.016
Epoch  34 Batch  331/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.014
Epoch  34 Batch  332/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.012
Epoch  34 Batch  333/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  34 Batch  334/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  34 Batch  335/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.013
Epoch  34 Batch  336/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.017
Epoch  34 Batch  337/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  34 Batch  338/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  34 Batch  339/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  34 Batch  340/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.015
Epoch  34 Batch  341/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  34 Batch  342/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.016
Epoch  34 Batch  343/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.012
Epoch  34 Batch  344/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.015
Epoch  34 Batch  345/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  34 Batch  346/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.014
Epoch  34 Batch  347/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  34 Batch  348/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.012
Epoch  34 Batch  349/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.012
Epoch  34 Batch  350/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.019
Epoch  34 Batch  351/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.016
Epoch  34 Batch  352/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.028
Epoch  34 Batch  353/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.020
Epoch  34 Batch  354/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.013
Epoch  34 Batch  355/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  34 Batch  356/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.011
Epoch  34 Batch  357/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  34 Batch  358/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.011
Epoch  34 Batch  359/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch  360/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.012
Epoch  34 Batch  361/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.015
Epoch  34 Batch  362/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.016
Epoch  34 Batch  363/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.018
Epoch  34 Batch  364/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.022
Epoch  34 Batch  365/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch  366/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.018
Epoch  34 Batch  367/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.011
Epoch  34 Batch  368/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.011
Epoch  34 Batch  369/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.013
Epoch  34 Batch  370/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.017
Epoch  34 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.012
Epoch  34 Batch  372/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.016
Epoch  34 Batch  373/538 - Train Accuracy:  0.965, Validation Accuracy:  0.944, Loss:  0.013
Epoch  34 Batch  374/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.012
Epoch  34 Batch  375/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.018
Epoch  34 Batch  376/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.014
Epoch  34 Batch  377/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.018
Epoch  34 Batch  378/538 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.010
Epoch  34 Batch  379/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.014
Epoch  34 Batch  380/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.013
Epoch  34 Batch  381/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.013
Epoch  34 Batch  382/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.019
Epoch  34 Batch  383/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.014
Epoch  34 Batch  384/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.017
Epoch  34 Batch  385/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.013
Epoch  34 Batch  386/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.012
Epoch  34 Batch  387/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.012
Epoch  34 Batch  388/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  34 Batch  389/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.019
Epoch  34 Batch  390/538 - Train Accuracy:  0.979, Validation Accuracy:  0.949, Loss:  0.011
Epoch  34 Batch  391/538 - Train Accuracy:  0.975, Validation Accuracy:  0.945, Loss:  0.011
Epoch  34 Batch  392/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.015
Epoch  34 Batch  393/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.016
Epoch  34 Batch  394/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.017
Epoch  34 Batch  395/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.018
Epoch  34 Batch  396/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.013
Epoch  34 Batch  397/538 - Train Accuracy:  0.954, Validation Accuracy:  0.951, Loss:  0.018
Epoch  34 Batch  398/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.014
Epoch  34 Batch  399/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.016
Epoch  34 Batch  400/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.014
Epoch  34 Batch  401/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.010
Epoch  34 Batch  402/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.012
Epoch  34 Batch  403/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.015
Epoch  34 Batch  404/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  34 Batch  405/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.015
Epoch  34 Batch  406/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.016
Epoch  34 Batch  407/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.019
Epoch  34 Batch  408/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.017
Epoch  34 Batch  409/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.012
Epoch  34 Batch  410/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.013
Epoch  34 Batch  411/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.016
Epoch  34 Batch  412/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.010
Epoch  34 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.010
Epoch  34 Batch  414/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.019
Epoch  34 Batch  415/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.017
Epoch  34 Batch  416/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  34 Batch  417/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.013
Epoch  34 Batch  418/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.016
Epoch  34 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.013
Epoch  34 Batch  420/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.018
Epoch  34 Batch  421/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.009
Epoch  34 Batch  422/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.014
Epoch  34 Batch  423/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  34 Batch  424/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.020
Epoch  34 Batch  425/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.025
Epoch  34 Batch  426/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.016
Epoch  34 Batch  427/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.015
Epoch  34 Batch  428/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.010
Epoch  34 Batch  429/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  34 Batch  430/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.020
Epoch  34 Batch  431/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  34 Batch  432/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  34 Batch  433/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.032
Epoch  34 Batch  434/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  34 Batch  435/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  34 Batch  436/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch  437/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.015
Epoch  34 Batch  438/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  34 Batch  439/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.017
Epoch  34 Batch  440/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.017
Epoch  34 Batch  441/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.021
Epoch  34 Batch  442/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  34 Batch  443/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.019
Epoch  34 Batch  444/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.012
Epoch  34 Batch  445/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.016
Epoch  34 Batch  446/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.012
Epoch  34 Batch  447/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.012
Epoch  34 Batch  448/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  34 Batch  449/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.018
Epoch  34 Batch  450/538 - Train Accuracy:  0.950, Validation Accuracy:  0.965, Loss:  0.025
Epoch  34 Batch  451/538 - Train Accuracy:  0.949, Validation Accuracy:  0.968, Loss:  0.020
Epoch  34 Batch  452/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.012
Epoch  34 Batch  453/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.016
Epoch  34 Batch  454/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  455/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.016
Epoch  34 Batch  456/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.035
Epoch  34 Batch  457/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch  458/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  459/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  34 Batch  460/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.020
Epoch  34 Batch  461/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.017
Epoch  34 Batch  462/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.014
Epoch  34 Batch  463/538 - Train Accuracy:  0.943, Validation Accuracy:  0.963, Loss:  0.020
Epoch  34 Batch  464/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.016
Epoch  34 Batch  465/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.016
Epoch  34 Batch  466/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.017
Epoch  34 Batch  467/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.020
Epoch  34 Batch  468/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.019
Epoch  34 Batch  469/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.017
Epoch  34 Batch  470/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.019
Epoch  34 Batch  471/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.011
Epoch  34 Batch  472/538 - Train Accuracy:  0.995, Validation Accuracy:  0.955, Loss:  0.013
Epoch  34 Batch  473/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  34 Batch  474/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.013
Epoch  34 Batch  475/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.011
Epoch  34 Batch  476/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.017
Epoch  34 Batch  477/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  34 Batch  478/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.010
Epoch  34 Batch  479/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.015
Epoch  34 Batch  480/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.018
Epoch  34 Batch  481/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.020
Epoch  34 Batch  482/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  34 Batch  483/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  484/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.018
Epoch  34 Batch  485/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.021
Epoch  34 Batch  486/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.011
Epoch  34 Batch  487/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.012
Epoch  34 Batch  488/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  34 Batch  489/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.017
Epoch  34 Batch  490/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.021
Epoch  34 Batch  491/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.019
Epoch  34 Batch  492/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.015
Epoch  34 Batch  493/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.015
Epoch  34 Batch  494/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.017
Epoch  34 Batch  495/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.017
Epoch  34 Batch  496/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  34 Batch  497/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.015
Epoch  34 Batch  498/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.014
Epoch  34 Batch  499/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.017
Epoch  34 Batch  500/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.012
Epoch  34 Batch  501/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.016
Epoch  34 Batch  502/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.015
Epoch  34 Batch  503/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.019
Epoch  34 Batch  504/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.012
Epoch  34 Batch  505/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.011
Epoch  34 Batch  506/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.012
Epoch  34 Batch  507/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.015
Epoch  34 Batch  508/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.016
Epoch  34 Batch  509/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  34 Batch  510/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.016
Epoch  34 Batch  511/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.015
Epoch  34 Batch  512/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  34 Batch  513/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.016
Epoch  34 Batch  514/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.012
Epoch  34 Batch  515/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.022
Epoch  34 Batch  516/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch  517/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.014
Epoch  34 Batch  518/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.020
Epoch  34 Batch  519/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.014
Epoch  34 Batch  520/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.017
Epoch  34 Batch  521/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.017
Epoch  34 Batch  522/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.013
Epoch  34 Batch  523/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.013
Epoch  34 Batch  524/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.012
Epoch  34 Batch  525/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  34 Batch  526/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.017
Epoch  34 Batch  527/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  34 Batch  528/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  34 Batch  529/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  34 Batch  530/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.016
Epoch  34 Batch  531/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.020
Epoch  34 Batch  532/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  34 Batch  533/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  34 Batch  534/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.013
Epoch  34 Batch  535/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.014
Epoch  34 Batch  536/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.019
Epoch  35 Batch    0/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.015
Epoch  35 Batch    1/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.017
Epoch  35 Batch    2/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.015
Epoch  35 Batch    3/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.013
Epoch  35 Batch    4/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.013
Epoch  35 Batch    5/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.020
Epoch  35 Batch    6/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  35 Batch    7/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.019
Epoch  35 Batch    8/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  35 Batch    9/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.016
Epoch  35 Batch   10/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.018
Epoch  35 Batch   11/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.016
Epoch  35 Batch   12/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.017
Epoch  35 Batch   13/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.013
Epoch  35 Batch   14/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.012
Epoch  35 Batch   15/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  35 Batch   16/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.020
Epoch  35 Batch   17/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.012
Epoch  35 Batch   18/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.027
Epoch  35 Batch   19/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.016
Epoch  35 Batch   20/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.020
Epoch  35 Batch   21/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  35 Batch   22/538 - Train Accuracy:  0.949, Validation Accuracy:  0.958, Loss:  0.022
Epoch  35 Batch   23/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  35 Batch   24/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.019
Epoch  35 Batch   25/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.022
Epoch  35 Batch   26/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.027
Epoch  35 Batch   27/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.015
Epoch  35 Batch   28/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  35 Batch   29/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.015
Epoch  35 Batch   30/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.021
Epoch  35 Batch   31/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.012
Epoch  35 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.010
Epoch  35 Batch   33/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.020
Epoch  35 Batch   34/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.020
Epoch  35 Batch   35/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.016
Epoch  35 Batch   36/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.016
Epoch  35 Batch   37/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.024
Epoch  35 Batch   38/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  35 Batch   39/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.014
Epoch  35 Batch   40/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.013
Epoch  35 Batch   41/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.015
Epoch  35 Batch   42/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.012
Epoch  35 Batch   43/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.019
Epoch  35 Batch   44/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.011
Epoch  35 Batch   45/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.015
Epoch  35 Batch   46/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  35 Batch   47/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.020
Epoch  35 Batch   48/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  35 Batch   49/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.013
Epoch  35 Batch   50/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.014
Epoch  35 Batch   51/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.021
Epoch  35 Batch   52/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.015
Epoch  35 Batch   53/538 - Train Accuracy:  0.944, Validation Accuracy:  0.958, Loss:  0.017
Epoch  35 Batch   54/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.013
Epoch  35 Batch   55/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.016
Epoch  35 Batch   56/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.016
Epoch  35 Batch   57/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.019
Epoch  35 Batch   58/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  35 Batch   59/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  35 Batch   60/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  35 Batch   61/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.019
Epoch  35 Batch   62/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.021
Epoch  35 Batch   63/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  35 Batch   64/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  35 Batch   65/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  35 Batch   66/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.016
Epoch  35 Batch   67/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.019
Epoch  35 Batch   68/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.016
Epoch  35 Batch   69/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.015
Epoch  35 Batch   70/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  35 Batch   71/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.026
Epoch  35 Batch   72/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.029
Epoch  35 Batch   73/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  35 Batch   74/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  35 Batch   75/538 - Train Accuracy:  0.949, Validation Accuracy:  0.963, Loss:  0.023
Epoch  35 Batch   76/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.021
Epoch  35 Batch   77/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.015
Epoch  35 Batch   78/538 - Train Accuracy:  0.948, Validation Accuracy:  0.957, Loss:  0.016
Epoch  35 Batch   79/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.013
Epoch  35 Batch   80/538 - Train Accuracy:  0.978, Validation Accuracy:  0.943, Loss:  0.014
Epoch  35 Batch   81/538 - Train Accuracy:  0.957, Validation Accuracy:  0.943, Loss:  0.023
Epoch  35 Batch   82/538 - Train Accuracy:  0.962, Validation Accuracy:  0.945, Loss:  0.021
Epoch  35 Batch   83/538 - Train Accuracy:  0.957, Validation Accuracy:  0.947, Loss:  0.017
Epoch  35 Batch   84/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.018
Epoch  35 Batch   85/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  35 Batch   86/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  35 Batch   87/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.019
Epoch  35 Batch   88/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.014
Epoch  35 Batch   89/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.015
Epoch  35 Batch   90/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.016
Epoch  35 Batch   91/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.021
Epoch  35 Batch   92/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.022
Epoch  35 Batch   93/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  35 Batch   94/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.012
Epoch  35 Batch   95/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.013
Epoch  35 Batch   96/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.012
Epoch  35 Batch   97/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.012
Epoch  35 Batch   98/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.021
Epoch  35 Batch   99/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.019
Epoch  35 Batch  100/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  35 Batch  101/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.021
Epoch  35 Batch  102/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.019
Epoch  35 Batch  103/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.017
Epoch  35 Batch  104/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.015
Epoch  35 Batch  105/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.012
Epoch  35 Batch  106/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.014
Epoch  35 Batch  107/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.018
Epoch  35 Batch  108/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.018
Epoch  35 Batch  109/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.016
Epoch  35 Batch  110/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.016
Epoch  35 Batch  111/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.015
Epoch  35 Batch  112/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.023
Epoch  35 Batch  113/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.019
Epoch  35 Batch  114/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  35 Batch  115/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.015
Epoch  35 Batch  116/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.020
Epoch  35 Batch  117/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.018
Epoch  35 Batch  118/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.017
Epoch  35 Batch  119/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.016
Epoch  35 Batch  120/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.014
Epoch  35 Batch  121/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  35 Batch  122/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.020
Epoch  35 Batch  123/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.015
Epoch  35 Batch  124/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.018
Epoch  35 Batch  125/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.020
Epoch  35 Batch  126/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.020
Epoch  35 Batch  127/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.024
Epoch  35 Batch  128/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.026
Epoch  35 Batch  129/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  35 Batch  130/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.016
Epoch  35 Batch  131/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.021
Epoch  35 Batch  132/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.018
Epoch  35 Batch  133/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  35 Batch  134/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.022
Epoch  35 Batch  135/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.027
Epoch  35 Batch  136/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.016
Epoch  35 Batch  137/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.016
Epoch  35 Batch  138/538 - Train Accuracy:  0.959, Validation Accuracy:  0.941, Loss:  0.022
Epoch  35 Batch  139/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.025
Epoch  35 Batch  140/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.024
Epoch  35 Batch  141/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.020
Epoch  35 Batch  142/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.020
Epoch  35 Batch  143/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.029
Epoch  35 Batch  144/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.019
Epoch  35 Batch  145/538 - Train Accuracy:  0.957, Validation Accuracy:  0.969, Loss:  0.027
Epoch  35 Batch  146/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.024
Epoch  35 Batch  147/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.018
Epoch  35 Batch  148/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.021
Epoch  35 Batch  149/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  35 Batch  150/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.015
Epoch  35 Batch  151/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.023
Epoch  35 Batch  152/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.027
Epoch  35 Batch  153/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  35 Batch  154/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.017
Epoch  35 Batch  155/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.018
Epoch  35 Batch  156/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.014
Epoch  35 Batch  157/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  35 Batch  158/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.016
Epoch  35 Batch  159/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.022
Epoch  35 Batch  160/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.019
Epoch  35 Batch  161/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.014
Epoch  35 Batch  162/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.021
Epoch  35 Batch  163/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.022
Epoch  35 Batch  164/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.016
Epoch  35 Batch  165/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.011
Epoch  35 Batch  166/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.013
Epoch  35 Batch  167/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.023
Epoch  35 Batch  168/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.024
Epoch  35 Batch  169/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.020
Epoch  35 Batch  170/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.023
Epoch  35 Batch  171/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.020
Epoch  35 Batch  172/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.013
Epoch  35 Batch  173/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.016
Epoch  35 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.022
Epoch  35 Batch  175/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.019
Epoch  35 Batch  176/538 - Train Accuracy:  0.955, Validation Accuracy:  0.946, Loss:  0.023
Epoch  35 Batch  177/538 - Train Accuracy:  0.954, Validation Accuracy:  0.942, Loss:  0.018
Epoch  35 Batch  178/538 - Train Accuracy:  0.946, Validation Accuracy:  0.946, Loss:  0.020
Epoch  35 Batch  179/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.019
Epoch  35 Batch  180/538 - Train Accuracy:  0.949, Validation Accuracy:  0.965, Loss:  0.024
Epoch  35 Batch  181/538 - Train Accuracy:  0.946, Validation Accuracy:  0.967, Loss:  0.021
Epoch  35 Batch  182/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  35 Batch  183/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.014
Epoch  35 Batch  184/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.019
Epoch  35 Batch  185/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  35 Batch  186/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  35 Batch  187/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.016
Epoch  35 Batch  188/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.016
Epoch  35 Batch  189/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.024
Epoch  35 Batch  190/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.027
Epoch  35 Batch  191/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.017
Epoch  35 Batch  192/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.015
Epoch  35 Batch  193/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  35 Batch  194/538 - Train Accuracy:  0.944, Validation Accuracy:  0.961, Loss:  0.024
Epoch  35 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.020
Epoch  35 Batch  196/538 - Train Accuracy:  0.948, Validation Accuracy:  0.963, Loss:  0.014
Epoch  35 Batch  197/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.016
Epoch  35 Batch  198/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.020
Epoch  35 Batch  199/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.014
Epoch  35 Batch  200/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.015
Epoch  35 Batch  201/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.022
Epoch  35 Batch  202/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.019
Epoch  35 Batch  203/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.020
Epoch  35 Batch  204/538 - Train Accuracy:  0.943, Validation Accuracy:  0.957, Loss:  0.029
Epoch  35 Batch  205/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.020
Epoch  35 Batch  206/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  35 Batch  207/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.018
Epoch  35 Batch  208/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.023
Epoch  35 Batch  209/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.019
Epoch  35 Batch  210/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.019
Epoch  35 Batch  211/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  35 Batch  212/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  35 Batch  213/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.015
Epoch  35 Batch  214/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  35 Batch  215/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.014
Epoch  35 Batch  216/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.020
Epoch  35 Batch  217/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.021
Epoch  35 Batch  218/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  35 Batch  219/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.021
Epoch  35 Batch  220/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.017
Epoch  35 Batch  221/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.013
Epoch  35 Batch  222/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  35 Batch  223/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.015
Epoch  35 Batch  224/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.025
Epoch  35 Batch  225/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.016
Epoch  35 Batch  226/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.020
Epoch  35 Batch  227/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  35 Batch  228/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.018
Epoch  35 Batch  229/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.017
Epoch  35 Batch  230/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.016
Epoch  35 Batch  231/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.019
Epoch  35 Batch  232/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.020
Epoch  35 Batch  233/538 - Train Accuracy:  0.986, Validation Accuracy:  0.958, Loss:  0.016
Epoch  35 Batch  234/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.016
Epoch  35 Batch  235/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.012
Epoch  35 Batch  236/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.014
Epoch  35 Batch  237/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.013
Epoch  35 Batch  238/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.020
Epoch  35 Batch  239/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.014
Epoch  35 Batch  240/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  35 Batch  241/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  35 Batch  242/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.017
Epoch  35 Batch  243/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  35 Batch  244/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.015
Epoch  35 Batch  245/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.018
Epoch  35 Batch  246/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.015
Epoch  35 Batch  247/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.019
Epoch  35 Batch  248/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.019
Epoch  35 Batch  249/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.010
Epoch  35 Batch  250/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.013
Epoch  35 Batch  251/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.015
Epoch  35 Batch  252/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  35 Batch  253/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.013
Epoch  35 Batch  254/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.023
Epoch  35 Batch  255/538 - Train Accuracy:  0.987, Validation Accuracy:  0.956, Loss:  0.011
Epoch  35 Batch  256/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.018
Epoch  35 Batch  257/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  35 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.017
Epoch  35 Batch  259/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  35 Batch  260/538 - Train Accuracy:  0.947, Validation Accuracy:  0.956, Loss:  0.023
Epoch  35 Batch  261/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.021
Epoch  35 Batch  262/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.023
Epoch  35 Batch  263/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.018
Epoch  35 Batch  264/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.019
Epoch  35 Batch  265/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.020
Epoch  35 Batch  266/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.018
Epoch  35 Batch  267/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.018
Epoch  35 Batch  268/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.011
Epoch  35 Batch  269/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  35 Batch  270/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.015
Epoch  35 Batch  271/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.015
Epoch  35 Batch  272/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  35 Batch  273/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.021
Epoch  35 Batch  274/538 - Train Accuracy:  0.945, Validation Accuracy:  0.948, Loss:  0.018
Epoch  35 Batch  275/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.016
Epoch  35 Batch  276/538 - Train Accuracy:  0.938, Validation Accuracy:  0.945, Loss:  0.023
Epoch  35 Batch  277/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.010
Epoch  35 Batch  278/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.014
Epoch  35 Batch  279/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.017
Epoch  35 Batch  280/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.016
Epoch  35 Batch  281/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.021
Epoch  35 Batch  282/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.026
Epoch  35 Batch  283/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.014
Epoch  35 Batch  284/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.016
Epoch  35 Batch  285/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  35 Batch  286/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.028
Epoch  35 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  35 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  35 Batch  289/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.012
Epoch  35 Batch  290/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.013
Epoch  35 Batch  291/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.017
Epoch  35 Batch  292/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.012
Epoch  35 Batch  293/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.017
Epoch  35 Batch  294/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  35 Batch  295/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.017
Epoch  35 Batch  296/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.023
Epoch  35 Batch  297/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.016
Epoch  35 Batch  298/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.018
Epoch  35 Batch  299/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.022
Epoch  35 Batch  300/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  35 Batch  301/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  35 Batch  302/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.020
Epoch  35 Batch  303/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.017
Epoch  35 Batch  304/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  35 Batch  305/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.017
Epoch  35 Batch  306/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.020
Epoch  35 Batch  307/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.018
Epoch  35 Batch  308/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.017
Epoch  35 Batch  309/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.015
Epoch  35 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.019
Epoch  35 Batch  311/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.018
Epoch  35 Batch  312/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.016
Epoch  35 Batch  313/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.017
Epoch  35 Batch  314/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.017
Epoch  35 Batch  315/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  35 Batch  316/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.012
Epoch  35 Batch  317/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.018
Epoch  35 Batch  318/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  35 Batch  319/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.018
Epoch  35 Batch  320/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.014
Epoch  35 Batch  321/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.011
Epoch  35 Batch  322/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.020
Epoch  35 Batch  323/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.014
Epoch  35 Batch  324/538 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.012
Epoch  35 Batch  325/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.020
Epoch  35 Batch  326/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  35 Batch  327/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  35 Batch  328/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.014
Epoch  35 Batch  329/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.011
Epoch  35 Batch  330/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  35 Batch  331/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.012
Epoch  35 Batch  332/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  35 Batch  333/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.017
Epoch  35 Batch  334/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.013
Epoch  35 Batch  335/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  35 Batch  336/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  35 Batch  337/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.016
Epoch  35 Batch  338/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.011
Epoch  35 Batch  339/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.016
Epoch  35 Batch  340/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  35 Batch  341/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.014
Epoch  35 Batch  342/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  35 Batch  343/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.014
Epoch  35 Batch  344/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.017
Epoch  35 Batch  345/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.022
Epoch  35 Batch  346/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.013
Epoch  35 Batch  347/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.014
Epoch  35 Batch  348/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.012
Epoch  35 Batch  349/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.009
Epoch  35 Batch  350/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.017
Epoch  35 Batch  351/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.018
Epoch  35 Batch  352/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.025
Epoch  35 Batch  353/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  35 Batch  354/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.012
Epoch  35 Batch  355/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.014
Epoch  35 Batch  356/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.010
Epoch  35 Batch  357/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.013
Epoch  35 Batch  358/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.010
Epoch  35 Batch  359/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.016
Epoch  35 Batch  360/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.013
Epoch  35 Batch  361/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.017
Epoch  35 Batch  362/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  35 Batch  363/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.015
Epoch  35 Batch  364/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.022
Epoch  35 Batch  365/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.014
Epoch  35 Batch  366/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.017
Epoch  35 Batch  367/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.010
Epoch  35 Batch  368/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.010
Epoch  35 Batch  369/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.013
Epoch  35 Batch  370/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.015
Epoch  35 Batch  371/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.013
Epoch  35 Batch  372/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  35 Batch  373/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.013
Epoch  35 Batch  374/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  35 Batch  375/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.020
Epoch  35 Batch  376/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.012
Epoch  35 Batch  377/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.017
Epoch  35 Batch  378/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.012
Epoch  35 Batch  379/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.017
Epoch  35 Batch  380/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  35 Batch  381/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.012
Epoch  35 Batch  382/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.017
Epoch  35 Batch  383/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  35 Batch  384/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  35 Batch  385/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.012
Epoch  35 Batch  386/538 - Train Accuracy:  0.984, Validation Accuracy:  0.953, Loss:  0.012
Epoch  35 Batch  387/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.012
Epoch  35 Batch  388/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.013
Epoch  35 Batch  389/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.019
Epoch  35 Batch  390/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.014
Epoch  35 Batch  391/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.014
Epoch  35 Batch  392/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.014
Epoch  35 Batch  393/538 - Train Accuracy:  0.982, Validation Accuracy:  0.953, Loss:  0.017
Epoch  35 Batch  394/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.019
Epoch  35 Batch  395/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  35 Batch  396/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.012
Epoch  35 Batch  397/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.017
Epoch  35 Batch  398/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.015
Epoch  35 Batch  399/538 - Train Accuracy:  0.955, Validation Accuracy:  0.971, Loss:  0.018
Epoch  35 Batch  400/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.015
Epoch  35 Batch  401/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.012
Epoch  35 Batch  402/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.013
Epoch  35 Batch  403/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.015
Epoch  35 Batch  404/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.016
Epoch  35 Batch  405/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.019
Epoch  35 Batch  406/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.021
Epoch  35 Batch  407/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.015
Epoch  35 Batch  408/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  35 Batch  409/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  35 Batch  410/538 - Train Accuracy:  0.986, Validation Accuracy:  0.956, Loss:  0.014
Epoch  35 Batch  411/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.016
Epoch  35 Batch  412/538 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.010
Epoch  35 Batch  413/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.013
Epoch  35 Batch  414/538 - Train Accuracy:  0.943, Validation Accuracy:  0.954, Loss:  0.021
Epoch  35 Batch  415/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.015
Epoch  35 Batch  416/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.014
Epoch  35 Batch  417/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.016
Epoch  35 Batch  418/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.018
Epoch  35 Batch  419/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  35 Batch  420/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.016
Epoch  35 Batch  421/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.012
Epoch  35 Batch  422/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.017
Epoch  35 Batch  423/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.015
Epoch  35 Batch  424/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.018
Epoch  35 Batch  425/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.019
Epoch  35 Batch  426/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.015
Epoch  35 Batch  427/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.017
Epoch  35 Batch  428/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  35 Batch  429/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.017
Epoch  35 Batch  430/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.018
Epoch  35 Batch  431/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.016
Epoch  35 Batch  432/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  35 Batch  433/538 - Train Accuracy:  0.949, Validation Accuracy:  0.966, Loss:  0.030
Epoch  35 Batch  434/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.012
Epoch  35 Batch  435/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.014
Epoch  35 Batch  436/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.016
Epoch  35 Batch  437/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.013
Epoch  35 Batch  438/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.012
Epoch  35 Batch  439/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.015
Epoch  35 Batch  440/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.015
Epoch  35 Batch  441/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.020
Epoch  35 Batch  442/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.013
Epoch  35 Batch  443/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.018
Epoch  35 Batch  444/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.016
Epoch  35 Batch  445/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.012
Epoch  35 Batch  446/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.013
Epoch  35 Batch  447/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.014
Epoch  35 Batch  448/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  35 Batch  449/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.018
Epoch  35 Batch  450/538 - Train Accuracy:  0.950, Validation Accuracy:  0.961, Loss:  0.020
Epoch  35 Batch  451/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.015
Epoch  35 Batch  452/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.016
Epoch  35 Batch  453/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  35 Batch  454/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.017
Epoch  35 Batch  455/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.015
Epoch  35 Batch  456/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.036
Epoch  35 Batch  457/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  35 Batch  458/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.017
Epoch  35 Batch  459/538 - Train Accuracy:  0.980, Validation Accuracy:  0.974, Loss:  0.009
Epoch  35 Batch  460/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.015
Epoch  35 Batch  461/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.017
Epoch  35 Batch  462/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.012
Epoch  35 Batch  463/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.015
Epoch  35 Batch  464/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.012
Epoch  35 Batch  465/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.016
Epoch  35 Batch  466/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.016
Epoch  35 Batch  467/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.016
Epoch  35 Batch  468/538 - Train Accuracy:  0.983, Validation Accuracy:  0.968, Loss:  0.015
Epoch  35 Batch  469/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.017
Epoch  35 Batch  470/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.018
Epoch  35 Batch  471/538 - Train Accuracy:  0.989, Validation Accuracy:  0.966, Loss:  0.010
Epoch  35 Batch  472/538 - Train Accuracy:  0.993, Validation Accuracy:  0.969, Loss:  0.014
Epoch  35 Batch  473/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.012
Epoch  35 Batch  474/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.012
Epoch  35 Batch  475/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.011
Epoch  35 Batch  476/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  35 Batch  477/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.017
Epoch  35 Batch  478/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.009
Epoch  35 Batch  479/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.012
Epoch  35 Batch  480/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  35 Batch  481/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.018
Epoch  35 Batch  482/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  35 Batch  483/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.016
Epoch  35 Batch  484/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.015
Epoch  35 Batch  485/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  35 Batch  486/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.010
Epoch  35 Batch  487/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.009
Epoch  35 Batch  488/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.013
Epoch  35 Batch  489/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.012
Epoch  35 Batch  490/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.016
Epoch  35 Batch  491/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.020
Epoch  35 Batch  492/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  35 Batch  493/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.015
Epoch  35 Batch  494/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.012
Epoch  35 Batch  495/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.014
Epoch  35 Batch  496/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.013
Epoch  35 Batch  497/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  35 Batch  498/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.014
Epoch  35 Batch  499/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.015
Epoch  35 Batch  500/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.010
Epoch  35 Batch  501/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.015
Epoch  35 Batch  502/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.015
Epoch  35 Batch  503/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  35 Batch  504/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.011
Epoch  35 Batch  505/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.010
Epoch  35 Batch  506/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.013
Epoch  35 Batch  507/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.012
Epoch  35 Batch  508/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  35 Batch  509/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  35 Batch  510/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  35 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.014
Epoch  35 Batch  512/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.017
Epoch  35 Batch  513/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.013
Epoch  35 Batch  514/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.012
Epoch  35 Batch  515/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.018
Epoch  35 Batch  516/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.013
Epoch  35 Batch  517/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.016
Epoch  35 Batch  518/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.016
Epoch  35 Batch  519/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.014
Epoch  35 Batch  520/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.019
Epoch  35 Batch  521/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.023
Epoch  35 Batch  522/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.012
Epoch  35 Batch  523/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  35 Batch  524/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.010
Epoch  35 Batch  525/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  35 Batch  526/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.015
Epoch  35 Batch  527/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  35 Batch  528/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.019
Epoch  35 Batch  529/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.019
Epoch  35 Batch  530/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  35 Batch  531/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.021
Epoch  35 Batch  532/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.011
Epoch  35 Batch  533/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.011
Epoch  35 Batch  534/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.010
Epoch  35 Batch  535/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  35 Batch  536/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.018
Epoch  36 Batch    0/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.013
Epoch  36 Batch    1/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.013
Epoch  36 Batch    2/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.017
Epoch  36 Batch    3/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.013
Epoch  36 Batch    4/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  36 Batch    5/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.015
Epoch  36 Batch    6/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.012
Epoch  36 Batch    7/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.014
Epoch  36 Batch    8/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.017
Epoch  36 Batch    9/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.018
Epoch  36 Batch   10/538 - Train Accuracy:  0.964, Validation Accuracy:  0.974, Loss:  0.015
Epoch  36 Batch   11/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.018
Epoch  36 Batch   12/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.017
Epoch  36 Batch   13/538 - Train Accuracy:  0.978, Validation Accuracy:  0.973, Loss:  0.014
Epoch  36 Batch   14/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.015
Epoch  36 Batch   15/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.013
Epoch  36 Batch   16/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.023
Epoch  36 Batch   17/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.014
Epoch  36 Batch   18/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.022
Epoch  36 Batch   19/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  36 Batch   20/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  36 Batch   21/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.009
Epoch  36 Batch   22/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.018
Epoch  36 Batch   23/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  36 Batch   24/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.022
Epoch  36 Batch   25/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.019
Epoch  36 Batch   26/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.024
Epoch  36 Batch   27/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.012
Epoch  36 Batch   28/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.014
Epoch  36 Batch   29/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.010
Epoch  36 Batch   30/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.015
Epoch  36 Batch   31/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.009
Epoch  36 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.007
Epoch  36 Batch   33/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  36 Batch   34/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.018
Epoch  36 Batch   35/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.011
Epoch  36 Batch   36/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  36 Batch   37/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.022
Epoch  36 Batch   38/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.016
Epoch  36 Batch   39/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.016
Epoch  36 Batch   40/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.014
Epoch  36 Batch   41/538 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.014
Epoch  36 Batch   42/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.013
Epoch  36 Batch   43/538 - Train Accuracy:  0.948, Validation Accuracy:  0.968, Loss:  0.020
Epoch  36 Batch   44/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.012
Epoch  36 Batch   45/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  36 Batch   46/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.013
Epoch  36 Batch   47/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  36 Batch   48/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.019
Epoch  36 Batch   49/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.013
Epoch  36 Batch   50/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.014
Epoch  36 Batch   51/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.019
Epoch  36 Batch   52/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  36 Batch   53/538 - Train Accuracy:  0.947, Validation Accuracy:  0.965, Loss:  0.014
Epoch  36 Batch   54/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.014
Epoch  36 Batch   55/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.015
Epoch  36 Batch   56/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.016
Epoch  36 Batch   57/538 - Train Accuracy:  0.972, Validation Accuracy:  0.973, Loss:  0.018
Epoch  36 Batch   58/538 - Train Accuracy:  0.964, Validation Accuracy:  0.973, Loss:  0.012
Epoch  36 Batch   59/538 - Train Accuracy:  0.968, Validation Accuracy:  0.975, Loss:  0.013
Epoch  36 Batch   60/538 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.021
Epoch  36 Batch   61/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.014
Epoch  36 Batch   62/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.017
Epoch  36 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.010
Epoch  36 Batch   64/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.017
Epoch  36 Batch   65/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.011
Epoch  36 Batch   66/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.010
Epoch  36 Batch   67/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.013
Epoch  36 Batch   68/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.018
Epoch  36 Batch   69/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.011
Epoch  36 Batch   70/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.014
Epoch  36 Batch   71/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  36 Batch   72/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.031
Epoch  36 Batch   73/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.013
Epoch  36 Batch   74/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.013
Epoch  36 Batch   75/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.019
Epoch  36 Batch   76/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.015
Epoch  36 Batch   77/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.012
Epoch  36 Batch   78/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.016
Epoch  36 Batch   79/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.012
Epoch  36 Batch   80/538 - Train Accuracy:  0.984, Validation Accuracy:  0.955, Loss:  0.011
Epoch  36 Batch   81/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.018
Epoch  36 Batch   82/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.018
Epoch  36 Batch   83/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  36 Batch   84/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.014
Epoch  36 Batch   85/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  36 Batch   86/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  36 Batch   87/538 - Train Accuracy:  0.954, Validation Accuracy:  0.969, Loss:  0.016
Epoch  36 Batch   88/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.012
Epoch  36 Batch   89/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  36 Batch   90/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.015
Epoch  36 Batch   91/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  36 Batch   92/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.013
Epoch  36 Batch   93/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.010
Epoch  36 Batch   94/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.009
Epoch  36 Batch   95/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  36 Batch   96/538 - Train Accuracy:  0.985, Validation Accuracy:  0.966, Loss:  0.008
Epoch  36 Batch   97/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.011
Epoch  36 Batch   98/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.016
Epoch  36 Batch  100/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.009
Epoch  36 Batch  101/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.021
Epoch  36 Batch  102/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.019
Epoch  36 Batch  103/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.019
Epoch  36 Batch  104/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.017
Epoch  36 Batch  105/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.011
Epoch  36 Batch  106/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.013
Epoch  36 Batch  107/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.021
Epoch  36 Batch  108/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  36 Batch  109/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.013
Epoch  36 Batch  110/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.015
Epoch  36 Batch  111/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.017
Epoch  36 Batch  112/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  36 Batch  113/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.017
Epoch  36 Batch  114/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.012
Epoch  36 Batch  115/538 - Train Accuracy:  0.974, Validation Accuracy:  0.976, Loss:  0.017
Epoch  36 Batch  116/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.019
Epoch  36 Batch  117/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.018
Epoch  36 Batch  118/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  36 Batch  119/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.012
Epoch  36 Batch  120/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.011
Epoch  36 Batch  121/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  36 Batch  122/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.016
Epoch  36 Batch  123/538 - Train Accuracy:  0.953, Validation Accuracy:  0.968, Loss:  0.015
Epoch  36 Batch  124/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.013
Epoch  36 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  36 Batch  126/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.022
Epoch  36 Batch  127/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.019
Epoch  36 Batch  128/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  36 Batch  129/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.017
Epoch  36 Batch  130/538 - Train Accuracy:  0.980, Validation Accuracy:  0.970, Loss:  0.019
Epoch  36 Batch  131/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.019
Epoch  36 Batch  132/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.015
Epoch  36 Batch  133/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.021
Epoch  36 Batch  134/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.021
Epoch  36 Batch  135/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.024
Epoch  36 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.021
Epoch  36 Batch  137/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.015
Epoch  36 Batch  138/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.016
Epoch  36 Batch  139/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.022
Epoch  36 Batch  140/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.021
Epoch  36 Batch  141/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.017
Epoch  36 Batch  142/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  36 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.026
Epoch  36 Batch  144/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.021
Epoch  36 Batch  145/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.025
Epoch  36 Batch  146/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.021
Epoch  36 Batch  147/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.017
Epoch  36 Batch  148/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.025
Epoch  36 Batch  149/538 - Train Accuracy:  0.987, Validation Accuracy:  0.956, Loss:  0.011
Epoch  36 Batch  150/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.013
Epoch  36 Batch  151/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.019
Epoch  36 Batch  152/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.020
Epoch  36 Batch  153/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.019
Epoch  36 Batch  154/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  36 Batch  155/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.018
Epoch  36 Batch  156/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  36 Batch  157/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  36 Batch  158/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.018
Epoch  36 Batch  159/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.018
Epoch  36 Batch  160/538 - Train Accuracy:  0.957, Validation Accuracy:  0.972, Loss:  0.015
Epoch  36 Batch  161/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.015
Epoch  36 Batch  162/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.016
Epoch  36 Batch  163/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.021
Epoch  36 Batch  164/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.019
Epoch  36 Batch  165/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.011
Epoch  36 Batch  166/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.016
Epoch  36 Batch  167/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.026
Epoch  36 Batch  168/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.025
Epoch  36 Batch  169/538 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.014
Epoch  36 Batch  170/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.017
Epoch  36 Batch  171/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.018
Epoch  36 Batch  172/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.011
Epoch  36 Batch  173/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.013
Epoch  36 Batch  174/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.017
Epoch  36 Batch  175/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.018
Epoch  36 Batch  176/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.022
Epoch  36 Batch  177/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.018
Epoch  36 Batch  178/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.017
Epoch  36 Batch  179/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.017
Epoch  36 Batch  180/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.018
Epoch  36 Batch  181/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.024
Epoch  36 Batch  182/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.013
Epoch  36 Batch  183/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  36 Batch  184/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.022
Epoch  36 Batch  185/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.012
Epoch  36 Batch  186/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.017
Epoch  36 Batch  187/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.018
Epoch  36 Batch  188/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.014
Epoch  36 Batch  189/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.021
Epoch  36 Batch  190/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.019
Epoch  36 Batch  191/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.018
Epoch  36 Batch  192/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.011
Epoch  36 Batch  193/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.016
Epoch  36 Batch  194/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.023
Epoch  36 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.020
Epoch  36 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.014
Epoch  36 Batch  197/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.014
Epoch  36 Batch  198/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.020
Epoch  36 Batch  199/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.013
Epoch  36 Batch  200/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.012
Epoch  36 Batch  201/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.023
Epoch  36 Batch  202/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.017
Epoch  36 Batch  203/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.021
Epoch  36 Batch  204/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.026
Epoch  36 Batch  205/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.018
Epoch  36 Batch  206/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.014
Epoch  36 Batch  207/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.019
Epoch  36 Batch  208/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.017
Epoch  36 Batch  209/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.013
Epoch  36 Batch  210/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.018
Epoch  36 Batch  211/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch  212/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  36 Batch  213/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.016
Epoch  36 Batch  214/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.011
Epoch  36 Batch  215/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch  216/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.024
Epoch  36 Batch  217/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  36 Batch  218/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.010
Epoch  36 Batch  219/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.014
Epoch  36 Batch  220/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.015
Epoch  36 Batch  221/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.014
Epoch  36 Batch  222/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.008
Epoch  36 Batch  223/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.012
Epoch  36 Batch  224/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.022
Epoch  36 Batch  225/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  36 Batch  226/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.018
Epoch  36 Batch  227/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.017
Epoch  36 Batch  228/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.012
Epoch  36 Batch  229/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  36 Batch  230/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.015
Epoch  36 Batch  231/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.015
Epoch  36 Batch  232/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.016
Epoch  36 Batch  233/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.015
Epoch  36 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.013
Epoch  36 Batch  235/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.010
Epoch  36 Batch  236/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.013
Epoch  36 Batch  237/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.011
Epoch  36 Batch  238/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.015
Epoch  36 Batch  239/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.013
Epoch  36 Batch  240/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.023
Epoch  36 Batch  241/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.015
Epoch  36 Batch  242/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch  243/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.012
Epoch  36 Batch  244/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.013
Epoch  36 Batch  245/538 - Train Accuracy:  0.950, Validation Accuracy:  0.966, Loss:  0.019
Epoch  36 Batch  246/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.014
Epoch  36 Batch  247/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.016
Epoch  36 Batch  248/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.018
Epoch  36 Batch  249/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.010
Epoch  36 Batch  250/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.012
Epoch  36 Batch  251/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.013
Epoch  36 Batch  252/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.013
Epoch  36 Batch  253/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  36 Batch  254/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.020
Epoch  36 Batch  255/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.015
Epoch  36 Batch  256/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  36 Batch  257/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.013
Epoch  36 Batch  258/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.014
Epoch  36 Batch  259/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.013
Epoch  36 Batch  260/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.019
Epoch  36 Batch  261/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.020
Epoch  36 Batch  262/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.019
Epoch  36 Batch  263/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.017
Epoch  36 Batch  264/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  36 Batch  265/538 - Train Accuracy:  0.948, Validation Accuracy:  0.956, Loss:  0.019
Epoch  36 Batch  266/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.018
Epoch  36 Batch  267/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.017
Epoch  36 Batch  268/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.010
Epoch  36 Batch  269/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.016
Epoch  36 Batch  270/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.014
Epoch  36 Batch  271/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.012
Epoch  36 Batch  272/538 - Train Accuracy:  0.963, Validation Accuracy:  0.945, Loss:  0.014
Epoch  36 Batch  273/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.016
Epoch  36 Batch  274/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.014
Epoch  36 Batch  275/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.021
Epoch  36 Batch  276/538 - Train Accuracy:  0.942, Validation Accuracy:  0.948, Loss:  0.020
Epoch  36 Batch  277/538 - Train Accuracy:  0.975, Validation Accuracy:  0.945, Loss:  0.012
Epoch  36 Batch  278/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.015
Epoch  36 Batch  279/538 - Train Accuracy:  0.974, Validation Accuracy:  0.940, Loss:  0.015
Epoch  36 Batch  280/538 - Train Accuracy:  0.969, Validation Accuracy:  0.938, Loss:  0.015
Epoch  36 Batch  281/538 - Train Accuracy:  0.962, Validation Accuracy:  0.937, Loss:  0.020
Epoch  36 Batch  282/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.017
Epoch  36 Batch  283/538 - Train Accuracy:  0.982, Validation Accuracy:  0.953, Loss:  0.014
Epoch  36 Batch  284/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.015
Epoch  36 Batch  285/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.013
Epoch  36 Batch  286/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.023
Epoch  36 Batch  287/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.010
Epoch  36 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.012
Epoch  36 Batch  289/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.013
Epoch  36 Batch  290/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.009
Epoch  36 Batch  291/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.016
Epoch  36 Batch  292/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.012
Epoch  36 Batch  293/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.017
Epoch  36 Batch  294/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.015
Epoch  36 Batch  295/538 - Train Accuracy:  0.978, Validation Accuracy:  0.945, Loss:  0.012
Epoch  36 Batch  296/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.023
Epoch  36 Batch  297/538 - Train Accuracy:  0.980, Validation Accuracy:  0.948, Loss:  0.015
Epoch  36 Batch  298/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.015
Epoch  36 Batch  299/538 - Train Accuracy:  0.966, Validation Accuracy:  0.948, Loss:  0.023
Epoch  36 Batch  300/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.018
Epoch  36 Batch  301/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.018
Epoch  36 Batch  302/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.019
Epoch  36 Batch  303/538 - Train Accuracy:  0.982, Validation Accuracy:  0.955, Loss:  0.018
Epoch  36 Batch  304/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.018
Epoch  36 Batch  305/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  36 Batch  306/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.019
Epoch  36 Batch  307/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  36 Batch  308/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  36 Batch  309/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.013
Epoch  36 Batch  310/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.020
Epoch  36 Batch  311/538 - Train Accuracy:  0.963, Validation Accuracy:  0.970, Loss:  0.019
Epoch  36 Batch  312/538 - Train Accuracy:  0.970, Validation Accuracy:  0.973, Loss:  0.013
Epoch  36 Batch  313/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.016
Epoch  36 Batch  314/538 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.012
Epoch  36 Batch  315/538 - Train Accuracy:  0.967, Validation Accuracy:  0.972, Loss:  0.015
Epoch  36 Batch  316/538 - Train Accuracy:  0.967, Validation Accuracy:  0.974, Loss:  0.014
Epoch  36 Batch  317/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.019
Epoch  36 Batch  318/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.015
Epoch  36 Batch  319/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.020
Epoch  36 Batch  320/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.016
Epoch  36 Batch  321/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.012
Epoch  36 Batch  322/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.018
Epoch  36 Batch  323/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.016
Epoch  36 Batch  324/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  36 Batch  325/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.017
Epoch  36 Batch  326/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.021
Epoch  36 Batch  327/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.017
Epoch  36 Batch  328/538 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.013
Epoch  36 Batch  329/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.014
Epoch  36 Batch  330/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.015
Epoch  36 Batch  331/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.015
Epoch  36 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  36 Batch  333/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.016
Epoch  36 Batch  334/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.013
Epoch  36 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch  336/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  36 Batch  337/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.016
Epoch  36 Batch  338/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.015
Epoch  36 Batch  339/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.015
Epoch  36 Batch  340/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.017
Epoch  36 Batch  341/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.014
Epoch  36 Batch  342/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.017
Epoch  36 Batch  343/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.016
Epoch  36 Batch  344/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.016
Epoch  36 Batch  345/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.018
Epoch  36 Batch  346/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.023
Epoch  36 Batch  347/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch  348/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.014
Epoch  36 Batch  349/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.013
Epoch  36 Batch  350/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  36 Batch  351/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.022
Epoch  36 Batch  352/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.029
Epoch  36 Batch  353/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  36 Batch  354/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.014
Epoch  36 Batch  355/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  36 Batch  356/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.012
Epoch  36 Batch  357/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.012
Epoch  36 Batch  358/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.011
Epoch  36 Batch  359/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  36 Batch  360/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.014
Epoch  36 Batch  361/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.016
Epoch  36 Batch  362/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.014
Epoch  36 Batch  363/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.015
Epoch  36 Batch  364/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  36 Batch  365/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.016
Epoch  36 Batch  366/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  36 Batch  367/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  36 Batch  368/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.011
Epoch  36 Batch  369/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  36 Batch  370/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.015
Epoch  36 Batch  371/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.016
Epoch  36 Batch  372/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.021
Epoch  36 Batch  373/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.013
Epoch  36 Batch  374/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.013
Epoch  36 Batch  375/538 - Train Accuracy:  0.969, Validation Accuracy:  0.948, Loss:  0.016
Epoch  36 Batch  376/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.012
Epoch  36 Batch  377/538 - Train Accuracy:  0.972, Validation Accuracy:  0.946, Loss:  0.017
Epoch  36 Batch  378/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  36 Batch  379/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  36 Batch  380/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.015
Epoch  36 Batch  381/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.013
Epoch  36 Batch  382/538 - Train Accuracy:  0.947, Validation Accuracy:  0.953, Loss:  0.016
Epoch  36 Batch  383/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  36 Batch  384/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.016
Epoch  36 Batch  385/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.015
Epoch  36 Batch  386/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.012
Epoch  36 Batch  387/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.013
Epoch  36 Batch  388/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.014
Epoch  36 Batch  389/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.018
Epoch  36 Batch  390/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  36 Batch  391/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.015
Epoch  36 Batch  392/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.011
Epoch  36 Batch  393/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch  394/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.019
Epoch  36 Batch  395/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.013
Epoch  36 Batch  396/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.012
Epoch  36 Batch  397/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.015
Epoch  36 Batch  398/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.012
Epoch  36 Batch  399/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.015
Epoch  36 Batch  400/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.015
Epoch  36 Batch  401/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.010
Epoch  36 Batch  402/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.014
Epoch  36 Batch  403/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.018
Epoch  36 Batch  404/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.015
Epoch  36 Batch  405/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  36 Batch  406/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  36 Batch  407/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.013
Epoch  36 Batch  408/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  36 Batch  409/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.012
Epoch  36 Batch  410/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.010
Epoch  36 Batch  411/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.018
Epoch  36 Batch  412/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.010
Epoch  36 Batch  413/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.011
Epoch  36 Batch  414/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.021
Epoch  36 Batch  415/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  36 Batch  416/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.015
Epoch  36 Batch  417/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  36 Batch  418/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.019
Epoch  36 Batch  419/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.012
Epoch  36 Batch  420/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  36 Batch  421/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.015
Epoch  36 Batch  422/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.013
Epoch  36 Batch  423/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  36 Batch  424/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  36 Batch  425/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.022
Epoch  36 Batch  426/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  36 Batch  427/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  36 Batch  428/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.011
Epoch  36 Batch  429/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.016
Epoch  36 Batch  430/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  36 Batch  431/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.017
Epoch  36 Batch  432/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.018
Epoch  36 Batch  433/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.035
Epoch  36 Batch  434/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.012
Epoch  36 Batch  435/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.016
Epoch  36 Batch  436/538 - Train Accuracy:  0.962, Validation Accuracy:  0.972, Loss:  0.016
Epoch  36 Batch  437/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.013
Epoch  36 Batch  438/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.011
Epoch  36 Batch  439/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.018
Epoch  36 Batch  440/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.015
Epoch  36 Batch  441/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.016
Epoch  36 Batch  442/538 - Train Accuracy:  0.973, Validation Accuracy:  0.974, Loss:  0.010
Epoch  36 Batch  443/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.015
Epoch  36 Batch  444/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.013
Epoch  36 Batch  445/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.013
Epoch  36 Batch  446/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.015
Epoch  36 Batch  447/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.014
Epoch  36 Batch  448/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.015
Epoch  36 Batch  449/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.016
Epoch  36 Batch  450/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.022
Epoch  36 Batch  451/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.015
Epoch  36 Batch  452/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.013
Epoch  36 Batch  453/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.017
Epoch  36 Batch  454/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  36 Batch  455/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.013
Epoch  36 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.033
Epoch  36 Batch  457/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.016
Epoch  36 Batch  458/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  36 Batch  459/538 - Train Accuracy:  0.986, Validation Accuracy:  0.964, Loss:  0.009
Epoch  36 Batch  460/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.017
Epoch  36 Batch  461/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.018
Epoch  36 Batch  462/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  36 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.019
Epoch  36 Batch  464/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.016
Epoch  36 Batch  465/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.015
Epoch  36 Batch  466/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.018
Epoch  36 Batch  467/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.016
Epoch  36 Batch  468/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.018
Epoch  36 Batch  469/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.018
Epoch  36 Batch  470/538 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.017
Epoch  36 Batch  471/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.010
Epoch  36 Batch  472/538 - Train Accuracy:  0.990, Validation Accuracy:  0.965, Loss:  0.011
Epoch  36 Batch  473/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.014
Epoch  36 Batch  474/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.013
Epoch  36 Batch  475/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.012
Epoch  36 Batch  476/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.013
Epoch  36 Batch  477/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  36 Batch  478/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.011
Epoch  36 Batch  479/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  36 Batch  480/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.016
Epoch  36 Batch  481/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  36 Batch  482/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.015
Epoch  36 Batch  483/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.016
Epoch  36 Batch  484/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.016
Epoch  36 Batch  485/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.018
Epoch  36 Batch  486/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.009
Epoch  36 Batch  487/538 - Train Accuracy:  0.989, Validation Accuracy:  0.969, Loss:  0.007
Epoch  36 Batch  488/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.013
Epoch  36 Batch  489/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.012
Epoch  36 Batch  490/538 - Train Accuracy:  0.960, Validation Accuracy:  0.970, Loss:  0.017
Epoch  36 Batch  491/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.015
Epoch  36 Batch  492/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.013
Epoch  36 Batch  493/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.017
Epoch  36 Batch  494/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.014
Epoch  36 Batch  495/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  36 Batch  496/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  36 Batch  497/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  36 Batch  498/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  36 Batch  499/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.015
Epoch  36 Batch  500/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.015
Epoch  36 Batch  501/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.018
Epoch  36 Batch  502/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.013
Epoch  36 Batch  503/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.021
Epoch  36 Batch  504/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  36 Batch  505/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.009
Epoch  36 Batch  506/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.013
Epoch  36 Batch  507/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.016
Epoch  36 Batch  508/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.013
Epoch  36 Batch  509/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.019
Epoch  36 Batch  510/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  36 Batch  511/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.014
Epoch  36 Batch  512/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.016
Epoch  36 Batch  513/538 - Train Accuracy:  0.957, Validation Accuracy:  0.970, Loss:  0.015
Epoch  36 Batch  514/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.015
Epoch  36 Batch  515/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.019
Epoch  36 Batch  516/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.013
Epoch  36 Batch  517/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  36 Batch  518/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  36 Batch  519/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.015
Epoch  36 Batch  520/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.019
Epoch  36 Batch  521/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  36 Batch  522/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.014
Epoch  36 Batch  523/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.016
Epoch  36 Batch  524/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.012
Epoch  36 Batch  525/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  36 Batch  526/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  36 Batch  527/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  36 Batch  528/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.015
Epoch  36 Batch  529/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  36 Batch  530/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  36 Batch  531/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.020
Epoch  36 Batch  532/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  36 Batch  533/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.012
Epoch  36 Batch  534/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.010
Epoch  36 Batch  535/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.012
Epoch  36 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.019
Epoch  37 Batch    0/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.013
Epoch  37 Batch    1/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.016
Epoch  37 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.015
Epoch  37 Batch    3/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.011
Epoch  37 Batch    4/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.013
Epoch  37 Batch    5/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.014
Epoch  37 Batch    6/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.013
Epoch  37 Batch    7/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.011
Epoch  37 Batch    8/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.010
Epoch  37 Batch    9/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.012
Epoch  37 Batch   10/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.016
Epoch  37 Batch   11/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.014
Epoch  37 Batch   12/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  37 Batch   13/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch   14/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.013
Epoch  37 Batch   15/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.012
Epoch  37 Batch   16/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.020
Epoch  37 Batch   17/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.011
Epoch  37 Batch   18/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.022
Epoch  37 Batch   19/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch   20/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.016
Epoch  37 Batch   21/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.010
Epoch  37 Batch   22/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch   23/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.019
Epoch  37 Batch   24/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  37 Batch   25/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.019
Epoch  37 Batch   26/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  37 Batch   27/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.011
Epoch  37 Batch   28/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.012
Epoch  37 Batch   29/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.011
Epoch  37 Batch   30/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  37 Batch   31/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.011
Epoch  37 Batch   32/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.008
Epoch  37 Batch   33/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.014
Epoch  37 Batch   34/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.019
Epoch  37 Batch   35/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.010
Epoch  37 Batch   36/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.012
Epoch  37 Batch   37/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.019
Epoch  37 Batch   38/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.015
Epoch  37 Batch   39/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.014
Epoch  37 Batch   40/538 - Train Accuracy:  0.979, Validation Accuracy:  0.976, Loss:  0.011
Epoch  37 Batch   41/538 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.014
Epoch  37 Batch   42/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.010
Epoch  37 Batch   43/538 - Train Accuracy:  0.952, Validation Accuracy:  0.971, Loss:  0.018
Epoch  37 Batch   44/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.011
Epoch  37 Batch   45/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.014
Epoch  37 Batch   46/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.010
Epoch  37 Batch   47/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.017
Epoch  37 Batch   48/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.017
Epoch  37 Batch   49/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.011
Epoch  37 Batch   50/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.018
Epoch  37 Batch   51/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.019
Epoch  37 Batch   52/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  37 Batch   53/538 - Train Accuracy:  0.942, Validation Accuracy:  0.959, Loss:  0.016
Epoch  37 Batch   54/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.011
Epoch  37 Batch   55/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.018
Epoch  37 Batch   56/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  37 Batch   57/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch   58/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.012
Epoch  37 Batch   59/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.011
Epoch  37 Batch   60/538 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.017
Epoch  37 Batch   61/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.015
Epoch  37 Batch   62/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.014
Epoch  37 Batch   63/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.015
Epoch  37 Batch   64/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.013
Epoch  37 Batch   65/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.012
Epoch  37 Batch   66/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.010
Epoch  37 Batch   67/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.012
Epoch  37 Batch   68/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  37 Batch   69/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.012
Epoch  37 Batch   70/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.009
Epoch  37 Batch   71/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.013
Epoch  37 Batch   72/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.028
Epoch  37 Batch   73/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.014
Epoch  37 Batch   74/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.013
Epoch  37 Batch   75/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.019
Epoch  37 Batch   76/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.015
Epoch  37 Batch   77/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.012
Epoch  37 Batch   78/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.018
Epoch  37 Batch   79/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.011
Epoch  37 Batch   80/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.012
Epoch  37 Batch   81/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.015
Epoch  37 Batch   82/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  37 Batch   83/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.019
Epoch  37 Batch   84/538 - Train Accuracy:  0.948, Validation Accuracy:  0.956, Loss:  0.018
Epoch  37 Batch   85/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.011
Epoch  37 Batch   86/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.009
Epoch  37 Batch   87/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  37 Batch   88/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  37 Batch   89/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.013
Epoch  37 Batch   90/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.020
Epoch  37 Batch   91/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.015
Epoch  37 Batch   92/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  37 Batch   93/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  37 Batch   94/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.012
Epoch  37 Batch   95/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  37 Batch   96/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.011
Epoch  37 Batch   97/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.012
Epoch  37 Batch   98/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.017
Epoch  37 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.012
Epoch  37 Batch  100/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.012
Epoch  37 Batch  101/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.018
Epoch  37 Batch  102/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch  103/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.017
Epoch  37 Batch  104/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch  105/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.008
Epoch  37 Batch  106/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.010
Epoch  37 Batch  107/538 - Train Accuracy:  0.961, Validation Accuracy:  0.970, Loss:  0.020
Epoch  37 Batch  108/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.011
Epoch  37 Batch  109/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.012
Epoch  37 Batch  110/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.012
Epoch  37 Batch  111/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.019
Epoch  37 Batch  112/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch  113/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.016
Epoch  37 Batch  114/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.016
Epoch  37 Batch  115/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.014
Epoch  37 Batch  116/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.019
Epoch  37 Batch  117/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.019
Epoch  37 Batch  118/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.017
Epoch  37 Batch  119/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.013
Epoch  37 Batch  120/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.015
Epoch  37 Batch  121/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.019
Epoch  37 Batch  122/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.019
Epoch  37 Batch  123/538 - Train Accuracy:  0.948, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch  124/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.015
Epoch  37 Batch  125/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.014
Epoch  37 Batch  126/538 - Train Accuracy:  0.959, Validation Accuracy:  0.972, Loss:  0.020
Epoch  37 Batch  127/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.022
Epoch  37 Batch  128/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.016
Epoch  37 Batch  129/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.013
Epoch  37 Batch  130/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  37 Batch  131/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  132/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  133/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  37 Batch  134/538 - Train Accuracy:  0.948, Validation Accuracy:  0.962, Loss:  0.022
Epoch  37 Batch  135/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.022
Epoch  37 Batch  136/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.017
Epoch  37 Batch  137/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.012
Epoch  37 Batch  138/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  139/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  37 Batch  140/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.020
Epoch  37 Batch  141/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.018
Epoch  37 Batch  142/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  37 Batch  143/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.031
Epoch  37 Batch  144/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.019
Epoch  37 Batch  145/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.018
Epoch  37 Batch  146/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  37 Batch  147/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.017
Epoch  37 Batch  148/538 - Train Accuracy:  0.949, Validation Accuracy:  0.960, Loss:  0.022
Epoch  37 Batch  149/538 - Train Accuracy:  0.988, Validation Accuracy:  0.965, Loss:  0.012
Epoch  37 Batch  150/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.014
Epoch  37 Batch  151/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  152/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  153/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.013
Epoch  37 Batch  154/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.012
Epoch  37 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.017
Epoch  37 Batch  156/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  37 Batch  157/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.017
Epoch  37 Batch  158/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  159/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  37 Batch  160/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.013
Epoch  37 Batch  161/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  37 Batch  162/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.013
Epoch  37 Batch  163/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.022
Epoch  37 Batch  164/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch  165/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.009
Epoch  37 Batch  166/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.013
Epoch  37 Batch  167/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.019
Epoch  37 Batch  168/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.021
Epoch  37 Batch  169/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.013
Epoch  37 Batch  170/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.012
Epoch  37 Batch  171/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.014
Epoch  37 Batch  172/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.011
Epoch  37 Batch  173/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.012
Epoch  37 Batch  174/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.013
Epoch  37 Batch  175/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.013
Epoch  37 Batch  176/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  37 Batch  177/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  178/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  37 Batch  179/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.013
Epoch  37 Batch  180/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  37 Batch  181/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.022
Epoch  37 Batch  182/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.012
Epoch  37 Batch  183/538 - Train Accuracy:  0.981, Validation Accuracy:  0.965, Loss:  0.011
Epoch  37 Batch  184/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.014
Epoch  37 Batch  185/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.013
Epoch  37 Batch  186/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  37 Batch  187/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.015
Epoch  37 Batch  188/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  37 Batch  189/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.017
Epoch  37 Batch  190/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  37 Batch  191/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.016
Epoch  37 Batch  192/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  37 Batch  193/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.011
Epoch  37 Batch  194/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.017
Epoch  37 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.018
Epoch  37 Batch  196/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.011
Epoch  37 Batch  197/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  198/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.020
Epoch  37 Batch  199/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.020
Epoch  37 Batch  200/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.011
Epoch  37 Batch  201/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.018
Epoch  37 Batch  202/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.016
Epoch  37 Batch  203/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.019
Epoch  37 Batch  204/538 - Train Accuracy:  0.956, Validation Accuracy:  0.969, Loss:  0.022
Epoch  37 Batch  205/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.018
Epoch  37 Batch  206/538 - Train Accuracy:  0.963, Validation Accuracy:  0.970, Loss:  0.015
Epoch  37 Batch  207/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.015
Epoch  37 Batch  208/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.024
Epoch  37 Batch  209/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.013
Epoch  37 Batch  210/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.018
Epoch  37 Batch  211/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch  212/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  37 Batch  213/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.014
Epoch  37 Batch  214/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.017
Epoch  37 Batch  215/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.012
Epoch  37 Batch  216/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.021
Epoch  37 Batch  217/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.014
Epoch  37 Batch  218/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.013
Epoch  37 Batch  219/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.020
Epoch  37 Batch  220/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.020
Epoch  37 Batch  221/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  37 Batch  222/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.009
Epoch  37 Batch  223/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.015
Epoch  37 Batch  224/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.029
Epoch  37 Batch  225/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  37 Batch  226/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.019
Epoch  37 Batch  227/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.017
Epoch  37 Batch  228/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.017
Epoch  37 Batch  229/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  37 Batch  230/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.017
Epoch  37 Batch  231/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  37 Batch  232/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.021
Epoch  37 Batch  233/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.015
Epoch  37 Batch  234/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.015
Epoch  37 Batch  235/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.017
Epoch  37 Batch  236/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  237/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.014
Epoch  37 Batch  238/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  37 Batch  239/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  37 Batch  240/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.013
Epoch  37 Batch  241/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  37 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.020
Epoch  37 Batch  243/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.016
Epoch  37 Batch  244/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.013
Epoch  37 Batch  245/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.018
Epoch  37 Batch  246/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.015
Epoch  37 Batch  247/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.017
Epoch  37 Batch  248/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.018
Epoch  37 Batch  249/538 - Train Accuracy:  0.978, Validation Accuracy:  0.948, Loss:  0.011
Epoch  37 Batch  250/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.013
Epoch  37 Batch  251/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.018
Epoch  37 Batch  252/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  37 Batch  253/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.014
Epoch  37 Batch  254/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.026
Epoch  37 Batch  255/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.016
Epoch  37 Batch  256/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.015
Epoch  37 Batch  257/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  37 Batch  258/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.016
Epoch  37 Batch  259/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.016
Epoch  37 Batch  260/538 - Train Accuracy:  0.947, Validation Accuracy:  0.961, Loss:  0.019
Epoch  37 Batch  261/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.021
Epoch  37 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.019
Epoch  37 Batch  263/538 - Train Accuracy:  0.949, Validation Accuracy:  0.964, Loss:  0.020
Epoch  37 Batch  264/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.022
Epoch  37 Batch  265/538 - Train Accuracy:  0.942, Validation Accuracy:  0.955, Loss:  0.024
Epoch  37 Batch  266/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.018
Epoch  37 Batch  267/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.015
Epoch  37 Batch  268/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.009
Epoch  37 Batch  269/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.019
Epoch  37 Batch  270/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.013
Epoch  37 Batch  271/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.017
Epoch  37 Batch  272/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.021
Epoch  37 Batch  273/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.017
Epoch  37 Batch  274/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.018
Epoch  37 Batch  275/538 - Train Accuracy:  0.955, Validation Accuracy:  0.942, Loss:  0.018
Epoch  37 Batch  276/538 - Train Accuracy:  0.945, Validation Accuracy:  0.939, Loss:  0.020
Epoch  37 Batch  277/538 - Train Accuracy:  0.965, Validation Accuracy:  0.940, Loss:  0.012
Epoch  37 Batch  278/538 - Train Accuracy:  0.966, Validation Accuracy:  0.936, Loss:  0.013
Epoch  37 Batch  279/538 - Train Accuracy:  0.961, Validation Accuracy:  0.936, Loss:  0.023
Epoch  37 Batch  280/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.016
Epoch  37 Batch  281/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.019
Epoch  37 Batch  282/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  37 Batch  283/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.017
Epoch  37 Batch  284/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  37 Batch  285/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  37 Batch  286/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.022
Epoch  37 Batch  287/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.011
Epoch  37 Batch  288/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  37 Batch  289/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  37 Batch  290/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.014
Epoch  37 Batch  291/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  37 Batch  292/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  37 Batch  293/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  37 Batch  294/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.014
Epoch  37 Batch  295/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  296/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.024
Epoch  37 Batch  297/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  37 Batch  298/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  299/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.026
Epoch  37 Batch  300/538 - Train Accuracy:  0.952, Validation Accuracy:  0.952, Loss:  0.019
Epoch  37 Batch  301/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.020
Epoch  37 Batch  302/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.016
Epoch  37 Batch  303/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.019
Epoch  37 Batch  304/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.018
Epoch  37 Batch  305/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  306/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.015
Epoch  37 Batch  307/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  37 Batch  308/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.019
Epoch  37 Batch  309/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.010
Epoch  37 Batch  310/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.018
Epoch  37 Batch  311/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  37 Batch  312/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.013
Epoch  37 Batch  313/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.024
Epoch  37 Batch  314/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.016
Epoch  37 Batch  315/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.020
Epoch  37 Batch  316/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.012
Epoch  37 Batch  317/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.022
Epoch  37 Batch  318/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  37 Batch  319/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  37 Batch  320/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.014
Epoch  37 Batch  321/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.010
Epoch  37 Batch  322/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.018
Epoch  37 Batch  323/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.013
Epoch  37 Batch  324/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  325/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.020
Epoch  37 Batch  326/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.017
Epoch  37 Batch  327/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.019
Epoch  37 Batch  328/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.015
Epoch  37 Batch  329/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.014
Epoch  37 Batch  330/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.015
Epoch  37 Batch  331/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  37 Batch  332/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.012
Epoch  37 Batch  333/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.014
Epoch  37 Batch  334/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.012
Epoch  37 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.012
Epoch  37 Batch  336/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.019
Epoch  37 Batch  337/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  37 Batch  338/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  339/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.016
Epoch  37 Batch  340/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.011
Epoch  37 Batch  341/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.014
Epoch  37 Batch  342/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  37 Batch  343/538 - Train Accuracy:  0.982, Validation Accuracy:  0.952, Loss:  0.016
Epoch  37 Batch  344/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.014
Epoch  37 Batch  345/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.020
Epoch  37 Batch  346/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.016
Epoch  37 Batch  347/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.018
Epoch  37 Batch  348/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.013
Epoch  37 Batch  349/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.011
Epoch  37 Batch  350/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  37 Batch  351/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  352/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.028
Epoch  37 Batch  353/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.017
Epoch  37 Batch  354/538 - Train Accuracy:  0.981, Validation Accuracy:  0.965, Loss:  0.013
Epoch  37 Batch  355/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  37 Batch  356/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.010
Epoch  37 Batch  357/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  358/538 - Train Accuracy:  0.987, Validation Accuracy:  0.961, Loss:  0.010
Epoch  37 Batch  359/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.018
Epoch  37 Batch  360/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  37 Batch  361/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.016
Epoch  37 Batch  362/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  37 Batch  363/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.013
Epoch  37 Batch  364/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.022
Epoch  37 Batch  365/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  37 Batch  366/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.020
Epoch  37 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.012
Epoch  37 Batch  368/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.012
Epoch  37 Batch  369/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  37 Batch  370/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.019
Epoch  37 Batch  371/538 - Train Accuracy:  0.974, Validation Accuracy:  0.974, Loss:  0.016
Epoch  37 Batch  372/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.016
Epoch  37 Batch  373/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.013
Epoch  37 Batch  374/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.013
Epoch  37 Batch  375/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.014
Epoch  37 Batch  376/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.018
Epoch  37 Batch  377/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.016
Epoch  37 Batch  378/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  37 Batch  379/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.020
Epoch  37 Batch  380/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.014
Epoch  37 Batch  381/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.011
Epoch  37 Batch  382/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.018
Epoch  37 Batch  383/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  37 Batch  384/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.019
Epoch  37 Batch  385/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  37 Batch  386/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.011
Epoch  37 Batch  387/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch  388/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  37 Batch  389/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.017
Epoch  37 Batch  390/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.013
Epoch  37 Batch  391/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.017
Epoch  37 Batch  392/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  37 Batch  393/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  37 Batch  394/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.018
Epoch  37 Batch  395/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  37 Batch  396/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.011
Epoch  37 Batch  397/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.014
Epoch  37 Batch  398/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.013
Epoch  37 Batch  399/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.015
Epoch  37 Batch  400/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.017
Epoch  37 Batch  401/538 - Train Accuracy:  0.983, Validation Accuracy:  0.968, Loss:  0.010
Epoch  37 Batch  402/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.011
Epoch  37 Batch  403/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.018
Epoch  37 Batch  404/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.015
Epoch  37 Batch  405/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch  406/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.014
Epoch  37 Batch  407/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.014
Epoch  37 Batch  408/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.017
Epoch  37 Batch  409/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.012
Epoch  37 Batch  410/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.016
Epoch  37 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.019
Epoch  37 Batch  412/538 - Train Accuracy:  0.986, Validation Accuracy:  0.965, Loss:  0.011
Epoch  37 Batch  413/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.012
Epoch  37 Batch  414/538 - Train Accuracy:  0.952, Validation Accuracy:  0.964, Loss:  0.021
Epoch  37 Batch  415/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch  416/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.014
Epoch  37 Batch  417/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.012
Epoch  37 Batch  418/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.017
Epoch  37 Batch  419/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.015
Epoch  37 Batch  420/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch  421/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.011
Epoch  37 Batch  422/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.015
Epoch  37 Batch  423/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.016
Epoch  37 Batch  424/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  37 Batch  425/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.021
Epoch  37 Batch  426/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.016
Epoch  37 Batch  427/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  37 Batch  428/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.012
Epoch  37 Batch  429/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.015
Epoch  37 Batch  430/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.017
Epoch  37 Batch  431/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  37 Batch  432/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  433/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.028
Epoch  37 Batch  434/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  37 Batch  435/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  37 Batch  436/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  37 Batch  437/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.018
Epoch  37 Batch  438/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.011
Epoch  37 Batch  439/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.016
Epoch  37 Batch  440/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch  441/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.017
Epoch  37 Batch  442/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.012
Epoch  37 Batch  443/538 - Train Accuracy:  0.961, Validation Accuracy:  0.977, Loss:  0.018
Epoch  37 Batch  444/538 - Train Accuracy:  0.975, Validation Accuracy:  0.977, Loss:  0.012
Epoch  37 Batch  445/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.011
Epoch  37 Batch  446/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.013
Epoch  37 Batch  447/538 - Train Accuracy:  0.961, Validation Accuracy:  0.971, Loss:  0.012
Epoch  37 Batch  448/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.015
Epoch  37 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch  450/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.023
Epoch  37 Batch  451/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.015
Epoch  37 Batch  452/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.014
Epoch  37 Batch  453/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.016
Epoch  37 Batch  454/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.018
Epoch  37 Batch  455/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.013
Epoch  37 Batch  456/538 - Train Accuracy:  0.960, Validation Accuracy:  0.970, Loss:  0.032
Epoch  37 Batch  457/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.012
Epoch  37 Batch  458/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.013
Epoch  37 Batch  459/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.011
Epoch  37 Batch  460/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.018
Epoch  37 Batch  461/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  37 Batch  462/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.012
Epoch  37 Batch  463/538 - Train Accuracy:  0.963, Validation Accuracy:  0.974, Loss:  0.019
Epoch  37 Batch  464/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.011
Epoch  37 Batch  465/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.015
Epoch  37 Batch  466/538 - Train Accuracy:  0.956, Validation Accuracy:  0.970, Loss:  0.018
Epoch  37 Batch  467/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.015
Epoch  37 Batch  468/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.016
Epoch  37 Batch  469/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.015
Epoch  37 Batch  470/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  37 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.009
Epoch  37 Batch  472/538 - Train Accuracy:  0.990, Validation Accuracy:  0.965, Loss:  0.011
Epoch  37 Batch  473/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.018
Epoch  37 Batch  474/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.011
Epoch  37 Batch  475/538 - Train Accuracy:  0.985, Validation Accuracy:  0.964, Loss:  0.012
Epoch  37 Batch  476/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.013
Epoch  37 Batch  477/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.015
Epoch  37 Batch  478/538 - Train Accuracy:  0.981, Validation Accuracy:  0.953, Loss:  0.010
Epoch  37 Batch  479/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.013
Epoch  37 Batch  480/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  37 Batch  481/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.014
Epoch  37 Batch  482/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.017
Epoch  37 Batch  483/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.017
Epoch  37 Batch  484/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  37 Batch  485/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.021
Epoch  37 Batch  486/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  37 Batch  487/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.010
Epoch  37 Batch  488/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.014
Epoch  37 Batch  489/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.015
Epoch  37 Batch  490/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.017
Epoch  37 Batch  491/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  37 Batch  492/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.015
Epoch  37 Batch  493/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.014
Epoch  37 Batch  494/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  37 Batch  495/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  37 Batch  496/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.013
Epoch  37 Batch  497/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.016
Epoch  37 Batch  498/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.014
Epoch  37 Batch  499/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.018
Epoch  37 Batch  500/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  37 Batch  501/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  37 Batch  502/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.013
Epoch  37 Batch  503/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  37 Batch  504/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.016
Epoch  37 Batch  505/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.009
Epoch  37 Batch  506/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.013
Epoch  37 Batch  507/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  37 Batch  508/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.015
Epoch  37 Batch  509/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.021
Epoch  37 Batch  510/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.011
Epoch  37 Batch  511/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.016
Epoch  37 Batch  512/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.017
Epoch  37 Batch  513/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.016
Epoch  37 Batch  514/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  37 Batch  515/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.016
Epoch  37 Batch  516/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.018
Epoch  37 Batch  517/538 - Train Accuracy:  0.951, Validation Accuracy:  0.952, Loss:  0.018
Epoch  37 Batch  518/538 - Train Accuracy:  0.961, Validation Accuracy:  0.946, Loss:  0.020
Epoch  37 Batch  519/538 - Train Accuracy:  0.967, Validation Accuracy:  0.945, Loss:  0.017
Epoch  37 Batch  520/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.018
Epoch  37 Batch  521/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  37 Batch  522/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.014
Epoch  37 Batch  523/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.011
Epoch  37 Batch  524/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.012
Epoch  37 Batch  525/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.014
Epoch  37 Batch  526/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.017
Epoch  37 Batch  527/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.018
Epoch  37 Batch  528/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.016
Epoch  37 Batch  529/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.014
Epoch  37 Batch  530/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.014
Epoch  37 Batch  531/538 - Train Accuracy:  0.969, Validation Accuracy:  0.945, Loss:  0.023
Epoch  37 Batch  532/538 - Train Accuracy:  0.956, Validation Accuracy:  0.945, Loss:  0.015
Epoch  37 Batch  533/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.020
Epoch  37 Batch  534/538 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.012
Epoch  37 Batch  535/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.015
Epoch  37 Batch  536/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.018
Epoch  38 Batch    0/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.018
Epoch  38 Batch    1/538 - Train Accuracy:  0.979, Validation Accuracy:  0.949, Loss:  0.017
Epoch  38 Batch    2/538 - Train Accuracy:  0.981, Validation Accuracy:  0.950, Loss:  0.023
Epoch  38 Batch    3/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.012
Epoch  38 Batch    4/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.016
Epoch  38 Batch    5/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.018
Epoch  38 Batch    6/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.014
Epoch  38 Batch    7/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.021
Epoch  38 Batch    8/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  38 Batch    9/538 - Train Accuracy:  0.948, Validation Accuracy:  0.959, Loss:  0.024
Epoch  38 Batch   10/538 - Train Accuracy:  0.951, Validation Accuracy:  0.958, Loss:  0.021
Epoch  38 Batch   11/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  38 Batch   12/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  38 Batch   13/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.016
Epoch  38 Batch   14/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.018
Epoch  38 Batch   15/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  38 Batch   16/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.024
Epoch  38 Batch   17/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.016
Epoch  38 Batch   18/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.025
Epoch  38 Batch   19/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.015
Epoch  38 Batch   20/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  38 Batch   21/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.009
Epoch  38 Batch   22/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.018
Epoch  38 Batch   23/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.027
Epoch  38 Batch   24/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.021
Epoch  38 Batch   25/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.027
Epoch  38 Batch   26/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.026
Epoch  38 Batch   27/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.016
Epoch  38 Batch   28/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.021
Epoch  38 Batch   29/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.013
Epoch  38 Batch   30/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.020
Epoch  38 Batch   31/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.013
Epoch  38 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.010
Epoch  38 Batch   33/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.015
Epoch  38 Batch   34/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.022
Epoch  38 Batch   35/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.016
Epoch  38 Batch   36/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.012
Epoch  38 Batch   37/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.023
Epoch  38 Batch   38/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  38 Batch   39/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  38 Batch   40/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  38 Batch   41/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  38 Batch   42/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.012
Epoch  38 Batch   43/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.019
Epoch  38 Batch   44/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch   45/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.013
Epoch  38 Batch   46/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.015
Epoch  38 Batch   47/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.016
Epoch  38 Batch   48/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.024
Epoch  38 Batch   49/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.014
Epoch  38 Batch   50/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.018
Epoch  38 Batch   51/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.020
Epoch  38 Batch   52/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.016
Epoch  38 Batch   53/538 - Train Accuracy:  0.942, Validation Accuracy:  0.956, Loss:  0.019
Epoch  38 Batch   54/538 - Train Accuracy:  0.967, Validation Accuracy:  0.946, Loss:  0.013
Epoch  38 Batch   55/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.019
Epoch  38 Batch   56/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  38 Batch   57/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.020
Epoch  38 Batch   58/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.012
Epoch  38 Batch   59/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch   60/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.019
Epoch  38 Batch   61/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.020
Epoch  38 Batch   62/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.020
Epoch  38 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.012
Epoch  38 Batch   64/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.018
Epoch  38 Batch   65/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.011
Epoch  38 Batch   66/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.011
Epoch  38 Batch   67/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.011
Epoch  38 Batch   68/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.016
Epoch  38 Batch   69/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.012
Epoch  38 Batch   70/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.015
Epoch  38 Batch   71/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.018
Epoch  38 Batch   72/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.031
Epoch  38 Batch   73/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.016
Epoch  38 Batch   74/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.014
Epoch  38 Batch   75/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.020
Epoch  38 Batch   76/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.016
Epoch  38 Batch   77/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.018
Epoch  38 Batch   78/538 - Train Accuracy:  0.954, Validation Accuracy:  0.962, Loss:  0.015
Epoch  38 Batch   79/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.013
Epoch  38 Batch   80/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  38 Batch   81/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.020
Epoch  38 Batch   82/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.023
Epoch  38 Batch   83/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.020
Epoch  38 Batch   84/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  38 Batch   85/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch   86/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.011
Epoch  38 Batch   87/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.018
Epoch  38 Batch   88/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.016
Epoch  38 Batch   89/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.018
Epoch  38 Batch   90/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.022
Epoch  38 Batch   91/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.019
Epoch  38 Batch   92/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.019
Epoch  38 Batch   93/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch   94/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch   95/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.012
Epoch  38 Batch   96/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.013
Epoch  38 Batch   97/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.011
Epoch  38 Batch   98/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.018
Epoch  38 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  38 Batch  100/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.010
Epoch  38 Batch  101/538 - Train Accuracy:  0.952, Validation Accuracy:  0.965, Loss:  0.024
Epoch  38 Batch  102/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  38 Batch  103/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  38 Batch  104/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  105/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.011
Epoch  38 Batch  106/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch  107/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.019
Epoch  38 Batch  108/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.013
Epoch  38 Batch  109/538 - Train Accuracy:  0.979, Validation Accuracy:  0.948, Loss:  0.013
Epoch  38 Batch  110/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.018
Epoch  38 Batch  111/538 - Train Accuracy:  0.960, Validation Accuracy:  0.948, Loss:  0.014
Epoch  38 Batch  112/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.020
Epoch  38 Batch  113/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  38 Batch  114/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.017
Epoch  38 Batch  115/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.020
Epoch  38 Batch  116/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.019
Epoch  38 Batch  117/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch  118/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch  119/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch  120/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.011
Epoch  38 Batch  121/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.020
Epoch  38 Batch  122/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.017
Epoch  38 Batch  123/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.017
Epoch  38 Batch  124/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  38 Batch  125/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.016
Epoch  38 Batch  126/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.016
Epoch  38 Batch  127/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.021
Epoch  38 Batch  128/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  129/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  38 Batch  130/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  38 Batch  131/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  38 Batch  132/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch  133/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.019
Epoch  38 Batch  134/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  38 Batch  135/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.023
Epoch  38 Batch  136/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.016
Epoch  38 Batch  137/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.019
Epoch  38 Batch  138/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.011
Epoch  38 Batch  139/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.018
Epoch  38 Batch  140/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.019
Epoch  38 Batch  141/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.015
Epoch  38 Batch  142/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  38 Batch  143/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.031
Epoch  38 Batch  144/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.019
Epoch  38 Batch  145/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.017
Epoch  38 Batch  146/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  38 Batch  147/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  38 Batch  148/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.018
Epoch  38 Batch  149/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.013
Epoch  38 Batch  150/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.012
Epoch  38 Batch  151/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.019
Epoch  38 Batch  152/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.015
Epoch  38 Batch  153/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch  154/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.014
Epoch  38 Batch  155/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.017
Epoch  38 Batch  156/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.014
Epoch  38 Batch  157/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.012
Epoch  38 Batch  158/538 - Train Accuracy:  0.986, Validation Accuracy:  0.956, Loss:  0.011
Epoch  38 Batch  159/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.017
Epoch  38 Batch  160/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.017
Epoch  38 Batch  161/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.013
Epoch  38 Batch  162/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  38 Batch  163/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.020
Epoch  38 Batch  164/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.017
Epoch  38 Batch  165/538 - Train Accuracy:  0.980, Validation Accuracy:  0.947, Loss:  0.009
Epoch  38 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.011
Epoch  38 Batch  167/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.023
Epoch  38 Batch  168/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.020
Epoch  38 Batch  169/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.015
Epoch  38 Batch  170/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.013
Epoch  38 Batch  171/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.019
Epoch  38 Batch  172/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.013
Epoch  38 Batch  173/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.009
Epoch  38 Batch  174/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  38 Batch  175/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.012
Epoch  38 Batch  176/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.020
Epoch  38 Batch  177/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.014
Epoch  38 Batch  178/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  38 Batch  179/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.015
Epoch  38 Batch  180/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.018
Epoch  38 Batch  181/538 - Train Accuracy:  0.952, Validation Accuracy:  0.970, Loss:  0.018
Epoch  38 Batch  182/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.010
Epoch  38 Batch  183/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.011
Epoch  38 Batch  184/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.015
Epoch  38 Batch  185/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.009
Epoch  38 Batch  186/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch  187/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  188/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  38 Batch  189/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  38 Batch  190/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  38 Batch  191/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  192/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  38 Batch  193/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  38 Batch  194/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  38 Batch  195/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.018
Epoch  38 Batch  196/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch  197/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.017
Epoch  38 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.018
Epoch  38 Batch  199/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.012
Epoch  38 Batch  200/538 - Train Accuracy:  0.985, Validation Accuracy:  0.959, Loss:  0.010
Epoch  38 Batch  201/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.017
Epoch  38 Batch  202/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.013
Epoch  38 Batch  203/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.018
Epoch  38 Batch  204/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.021
Epoch  38 Batch  205/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.013
Epoch  38 Batch  206/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.012
Epoch  38 Batch  207/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.018
Epoch  38 Batch  208/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.019
Epoch  38 Batch  209/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch  210/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.017
Epoch  38 Batch  211/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.013
Epoch  38 Batch  212/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  38 Batch  213/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.013
Epoch  38 Batch  214/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  38 Batch  215/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.013
Epoch  38 Batch  216/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.019
Epoch  38 Batch  217/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.017
Epoch  38 Batch  218/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.947, Loss:  0.017
Epoch  38 Batch  220/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.016
Epoch  38 Batch  221/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.013
Epoch  38 Batch  222/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.011
Epoch  38 Batch  223/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.013
Epoch  38 Batch  224/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.022
Epoch  38 Batch  225/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.016
Epoch  38 Batch  226/538 - Train Accuracy:  0.949, Validation Accuracy:  0.960, Loss:  0.020
Epoch  38 Batch  227/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  38 Batch  228/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.013
Epoch  38 Batch  229/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.014
Epoch  38 Batch  230/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  38 Batch  231/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.015
Epoch  38 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  38 Batch  233/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  38 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch  235/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.011
Epoch  38 Batch  236/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  38 Batch  237/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.011
Epoch  38 Batch  238/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.017
Epoch  38 Batch  239/538 - Train Accuracy:  0.947, Validation Accuracy:  0.965, Loss:  0.018
Epoch  38 Batch  240/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  38 Batch  241/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.016
Epoch  38 Batch  242/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  38 Batch  243/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.010
Epoch  38 Batch  244/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.014
Epoch  38 Batch  245/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.020
Epoch  38 Batch  246/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.014
Epoch  38 Batch  247/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.014
Epoch  38 Batch  248/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.019
Epoch  38 Batch  249/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.013
Epoch  38 Batch  250/538 - Train Accuracy:  0.982, Validation Accuracy:  0.954, Loss:  0.009
Epoch  38 Batch  251/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.012
Epoch  38 Batch  252/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.019
Epoch  38 Batch  253/538 - Train Accuracy:  0.961, Validation Accuracy:  0.947, Loss:  0.014
Epoch  38 Batch  254/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.016
Epoch  38 Batch  255/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.011
Epoch  38 Batch  256/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.014
Epoch  38 Batch  257/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.014
Epoch  38 Batch  258/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.015
Epoch  38 Batch  259/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.013
Epoch  38 Batch  260/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.020
Epoch  38 Batch  261/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.019
Epoch  38 Batch  262/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.016
Epoch  38 Batch  263/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.017
Epoch  38 Batch  264/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.018
Epoch  38 Batch  265/538 - Train Accuracy:  0.954, Validation Accuracy:  0.949, Loss:  0.021
Epoch  38 Batch  266/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.016
Epoch  38 Batch  267/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  38 Batch  268/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.009
Epoch  38 Batch  269/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.012
Epoch  38 Batch  270/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  38 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.012
Epoch  38 Batch  272/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  38 Batch  273/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  38 Batch  274/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.015
Epoch  38 Batch  275/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.017
Epoch  38 Batch  276/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.018
Epoch  38 Batch  277/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.009
Epoch  38 Batch  278/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.014
Epoch  38 Batch  279/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.015
Epoch  38 Batch  280/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.011
Epoch  38 Batch  281/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.017
Epoch  38 Batch  282/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.016
Epoch  38 Batch  283/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.012
Epoch  38 Batch  284/538 - Train Accuracy:  0.947, Validation Accuracy:  0.964, Loss:  0.017
Epoch  38 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  38 Batch  286/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.021
Epoch  38 Batch  287/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.010
Epoch  38 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  38 Batch  289/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.010
Epoch  38 Batch  290/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.008
Epoch  38 Batch  291/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  38 Batch  292/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.010
Epoch  38 Batch  293/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.014
Epoch  38 Batch  294/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.012
Epoch  38 Batch  295/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.012
Epoch  38 Batch  296/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.022
Epoch  38 Batch  297/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.017
Epoch  38 Batch  298/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  38 Batch  299/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.022
Epoch  38 Batch  300/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.016
Epoch  38 Batch  301/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.015
Epoch  38 Batch  302/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.018
Epoch  38 Batch  303/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.018
Epoch  38 Batch  304/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.014
Epoch  38 Batch  305/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.016
Epoch  38 Batch  306/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  38 Batch  307/538 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.012
Epoch  38 Batch  308/538 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.012
Epoch  38 Batch  309/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.010
Epoch  38 Batch  310/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.015
Epoch  38 Batch  311/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.018
Epoch  38 Batch  312/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  38 Batch  313/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  38 Batch  314/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.015
Epoch  38 Batch  315/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.013
Epoch  38 Batch  316/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.013
Epoch  38 Batch  317/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.013
Epoch  38 Batch  318/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.013
Epoch  38 Batch  319/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  38 Batch  320/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.011
Epoch  38 Batch  321/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.012
Epoch  38 Batch  322/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.012
Epoch  38 Batch  323/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.012
Epoch  38 Batch  324/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.014
Epoch  38 Batch  325/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  38 Batch  326/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.013
Epoch  38 Batch  327/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.019
Epoch  38 Batch  328/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.011
Epoch  38 Batch  329/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.012
Epoch  38 Batch  330/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.018
Epoch  38 Batch  331/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.013
Epoch  38 Batch  332/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.012
Epoch  38 Batch  333/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch  334/538 - Train Accuracy:  0.982, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch  335/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.013
Epoch  38 Batch  336/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.014
Epoch  38 Batch  337/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.013
Epoch  38 Batch  338/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.010
Epoch  38 Batch  339/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  38 Batch  340/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  38 Batch  341/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.011
Epoch  38 Batch  342/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.015
Epoch  38 Batch  343/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.013
Epoch  38 Batch  344/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  38 Batch  345/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.013
Epoch  38 Batch  346/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  38 Batch  347/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  38 Batch  348/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.011
Epoch  38 Batch  349/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.011
Epoch  38 Batch  350/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  38 Batch  351/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  38 Batch  352/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.027
Epoch  38 Batch  353/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  38 Batch  354/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.011
Epoch  38 Batch  355/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  38 Batch  356/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.009
Epoch  38 Batch  357/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.012
Epoch  38 Batch  358/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.011
Epoch  38 Batch  359/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.012
Epoch  38 Batch  360/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.012
Epoch  38 Batch  361/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.017
Epoch  38 Batch  362/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  38 Batch  363/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  38 Batch  364/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.021
Epoch  38 Batch  365/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.014
Epoch  38 Batch  366/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  38 Batch  367/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.012
Epoch  38 Batch  368/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.011
Epoch  38 Batch  369/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.008
Epoch  38 Batch  370/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.017
Epoch  38 Batch  371/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.011
Epoch  38 Batch  372/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.017
Epoch  38 Batch  373/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.012
Epoch  38 Batch  374/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.014
Epoch  38 Batch  375/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.012
Epoch  38 Batch  376/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  38 Batch  377/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.018
Epoch  38 Batch  378/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.008
Epoch  38 Batch  379/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.017
Epoch  38 Batch  380/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.013
Epoch  38 Batch  381/538 - Train Accuracy:  0.981, Validation Accuracy:  0.949, Loss:  0.010
Epoch  38 Batch  382/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.015
Epoch  38 Batch  383/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.013
Epoch  38 Batch  384/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.016
Epoch  38 Batch  385/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.013
Epoch  38 Batch  386/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  38 Batch  387/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.013
Epoch  38 Batch  388/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  38 Batch  389/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.016
Epoch  38 Batch  390/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.017
Epoch  38 Batch  391/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.016
Epoch  38 Batch  392/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.015
Epoch  38 Batch  393/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.016
Epoch  38 Batch  394/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.020
Epoch  38 Batch  395/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.018
Epoch  38 Batch  396/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.011
Epoch  38 Batch  397/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.020
Epoch  38 Batch  398/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  38 Batch  399/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch  400/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.016
Epoch  38 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.013
Epoch  38 Batch  402/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.012
Epoch  38 Batch  403/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.017
Epoch  38 Batch  404/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  38 Batch  405/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.016
Epoch  38 Batch  406/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  407/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  38 Batch  408/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  38 Batch  409/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.015
Epoch  38 Batch  410/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  38 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.019
Epoch  38 Batch  412/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.012
Epoch  38 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.012
Epoch  38 Batch  414/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.022
Epoch  38 Batch  415/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  38 Batch  416/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.018
Epoch  38 Batch  417/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  38 Batch  418/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.018
Epoch  38 Batch  419/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.014
Epoch  38 Batch  420/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.016
Epoch  38 Batch  421/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  38 Batch  422/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.022
Epoch  38 Batch  423/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.016
Epoch  38 Batch  424/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  38 Batch  425/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.023
Epoch  38 Batch  426/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.020
Epoch  38 Batch  427/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  38 Batch  428/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.014
Epoch  38 Batch  429/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.016
Epoch  38 Batch  430/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.018
Epoch  38 Batch  431/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.015
Epoch  38 Batch  432/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.019
Epoch  38 Batch  433/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.030
Epoch  38 Batch  434/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  38 Batch  435/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  38 Batch  436/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.021
Epoch  38 Batch  437/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.016
Epoch  38 Batch  438/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.015
Epoch  38 Batch  439/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.014
Epoch  38 Batch  440/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.018
Epoch  38 Batch  441/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.021
Epoch  38 Batch  442/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.013
Epoch  38 Batch  443/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.014
Epoch  38 Batch  444/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.018
Epoch  38 Batch  445/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  38 Batch  446/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.014
Epoch  38 Batch  447/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  38 Batch  448/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.024
Epoch  38 Batch  449/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.016
Epoch  38 Batch  450/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.022
Epoch  38 Batch  451/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.015
Epoch  38 Batch  452/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  38 Batch  453/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  38 Batch  454/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.026
Epoch  38 Batch  455/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  38 Batch  456/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.035
Epoch  38 Batch  457/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.017
Epoch  38 Batch  458/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  459/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.015
Epoch  38 Batch  460/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.016
Epoch  38 Batch  461/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.022
Epoch  38 Batch  462/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch  463/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.025
Epoch  38 Batch  464/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.014
Epoch  38 Batch  465/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.021
Epoch  38 Batch  466/538 - Train Accuracy:  0.955, Validation Accuracy:  0.948, Loss:  0.018
Epoch  38 Batch  467/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.019
Epoch  38 Batch  468/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.022
Epoch  38 Batch  469/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.021
Epoch  38 Batch  470/538 - Train Accuracy:  0.962, Validation Accuracy:  0.944, Loss:  0.020
Epoch  38 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.954, Loss:  0.010
Epoch  38 Batch  472/538 - Train Accuracy:  0.987, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch  473/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.019
Epoch  38 Batch  474/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  38 Batch  475/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.015
Epoch  38 Batch  476/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.017
Epoch  38 Batch  477/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.020
Epoch  38 Batch  478/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  38 Batch  479/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.019
Epoch  38 Batch  480/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.019
Epoch  38 Batch  481/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.017
Epoch  38 Batch  482/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.018
Epoch  38 Batch  483/538 - Train Accuracy:  0.952, Validation Accuracy:  0.969, Loss:  0.020
Epoch  38 Batch  484/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.019
Epoch  38 Batch  485/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.020
Epoch  38 Batch  486/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.013
Epoch  38 Batch  487/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  38 Batch  488/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.013
Epoch  38 Batch  489/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.016
Epoch  38 Batch  490/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.019
Epoch  38 Batch  491/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.022
Epoch  38 Batch  492/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch  493/538 - Train Accuracy:  0.943, Validation Accuracy:  0.955, Loss:  0.019
Epoch  38 Batch  494/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  38 Batch  495/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.020
Epoch  38 Batch  496/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.019
Epoch  38 Batch  497/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.017
Epoch  38 Batch  498/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.015
Epoch  38 Batch  499/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  38 Batch  500/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.014
Epoch  38 Batch  501/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.016
Epoch  38 Batch  502/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.014
Epoch  38 Batch  503/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  38 Batch  504/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  38 Batch  505/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.011
Epoch  38 Batch  506/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  507/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.014
Epoch  38 Batch  508/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  38 Batch  509/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.016
Epoch  38 Batch  510/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  38 Batch  511/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.016
Epoch  38 Batch  512/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.016
Epoch  38 Batch  513/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.016
Epoch  38 Batch  514/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.014
Epoch  38 Batch  515/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.019
Epoch  38 Batch  516/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.012
Epoch  38 Batch  517/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  38 Batch  518/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.016
Epoch  38 Batch  519/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  38 Batch  520/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.019
Epoch  38 Batch  521/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.021
Epoch  38 Batch  522/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.013
Epoch  38 Batch  523/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.015
Epoch  38 Batch  524/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.011
Epoch  38 Batch  525/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.015
Epoch  38 Batch  526/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.013
Epoch  38 Batch  527/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.011
Epoch  38 Batch  528/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.019
Epoch  38 Batch  529/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.017
Epoch  38 Batch  530/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.017
Epoch  38 Batch  531/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  38 Batch  532/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.016
Epoch  38 Batch  533/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.012
Epoch  38 Batch  534/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.010
Epoch  38 Batch  535/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.015
Epoch  38 Batch  536/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.020
Epoch  39 Batch    0/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.013
Epoch  39 Batch    1/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.015
Epoch  39 Batch    2/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.019
Epoch  39 Batch    3/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.016
Epoch  39 Batch    4/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  39 Batch    5/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.018
Epoch  39 Batch    6/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  39 Batch    7/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.015
Epoch  39 Batch    8/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.015
Epoch  39 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  39 Batch   10/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.018
Epoch  39 Batch   11/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.014
Epoch  39 Batch   12/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  39 Batch   13/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.014
Epoch  39 Batch   14/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  39 Batch   15/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.011
Epoch  39 Batch   16/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch   17/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch   18/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.021
Epoch  39 Batch   19/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  39 Batch   20/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.019
Epoch  39 Batch   21/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.010
Epoch  39 Batch   22/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.016
Epoch  39 Batch   23/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.018
Epoch  39 Batch   24/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.021
Epoch  39 Batch   25/538 - Train Accuracy:  0.955, Validation Accuracy:  0.951, Loss:  0.020
Epoch  39 Batch   26/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.018
Epoch  39 Batch   27/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.013
Epoch  39 Batch   28/538 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.014
Epoch  39 Batch   29/538 - Train Accuracy:  0.980, Validation Accuracy:  0.946, Loss:  0.009
Epoch  39 Batch   30/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.016
Epoch  39 Batch   31/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.015
Epoch  39 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.009
Epoch  39 Batch   33/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.020
Epoch  39 Batch   34/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.021
Epoch  39 Batch   35/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.011
Epoch  39 Batch   36/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch   37/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch   38/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.013
Epoch  39 Batch   39/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  39 Batch   40/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.017
Epoch  39 Batch   41/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch   42/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  39 Batch   43/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.018
Epoch  39 Batch   44/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch   45/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.016
Epoch  39 Batch   46/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  39 Batch   47/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  39 Batch   48/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch   49/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.013
Epoch  39 Batch   50/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.019
Epoch  39 Batch   51/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.021
Epoch  39 Batch   52/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.014
Epoch  39 Batch   53/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.017
Epoch  39 Batch   54/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  39 Batch   55/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.016
Epoch  39 Batch   56/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch   57/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.015
Epoch  39 Batch   58/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.012
Epoch  39 Batch   59/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.016
Epoch  39 Batch   60/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.020
Epoch  39 Batch   61/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch   62/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.017
Epoch  39 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.011
Epoch  39 Batch   64/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.014
Epoch  39 Batch   65/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.011
Epoch  39 Batch   66/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.008
Epoch  39 Batch   67/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.012
Epoch  39 Batch   68/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  39 Batch   69/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.015
Epoch  39 Batch   70/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  39 Batch   71/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.014
Epoch  39 Batch   72/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.032
Epoch  39 Batch   73/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  39 Batch   74/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.018
Epoch  39 Batch   75/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.021
Epoch  39 Batch   76/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.016
Epoch  39 Batch   77/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  39 Batch   78/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.015
Epoch  39 Batch   79/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  39 Batch   80/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch   81/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.019
Epoch  39 Batch   82/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.017
Epoch  39 Batch   83/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch   84/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.021
Epoch  39 Batch   85/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  39 Batch   86/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  39 Batch   87/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.013
Epoch  39 Batch   88/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  39 Batch   89/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.010
Epoch  39 Batch   90/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  39 Batch   91/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  39 Batch   92/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.017
Epoch  39 Batch   93/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.013
Epoch  39 Batch   94/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  39 Batch   95/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.013
Epoch  39 Batch   96/538 - Train Accuracy:  0.986, Validation Accuracy:  0.957, Loss:  0.010
Epoch  39 Batch   97/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.012
Epoch  39 Batch   98/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.021
Epoch  39 Batch   99/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  39 Batch  100/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.012
Epoch  39 Batch  101/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.024
Epoch  39 Batch  102/538 - Train Accuracy:  0.952, Validation Accuracy:  0.964, Loss:  0.020
Epoch  39 Batch  103/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.022
Epoch  39 Batch  104/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch  105/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch  106/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.011
Epoch  39 Batch  107/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.021
Epoch  39 Batch  108/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.015
Epoch  39 Batch  109/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.015
Epoch  39 Batch  110/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch  111/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.018
Epoch  39 Batch  112/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.018
Epoch  39 Batch  113/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.017
Epoch  39 Batch  114/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch  115/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.016
Epoch  39 Batch  116/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.022
Epoch  39 Batch  117/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.018
Epoch  39 Batch  118/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.016
Epoch  39 Batch  119/538 - Train Accuracy:  0.986, Validation Accuracy:  0.964, Loss:  0.009
Epoch  39 Batch  120/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.011
Epoch  39 Batch  121/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.019
Epoch  39 Batch  122/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  39 Batch  123/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.019
Epoch  39 Batch  124/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.017
Epoch  39 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  39 Batch  126/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.018
Epoch  39 Batch  127/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.022
Epoch  39 Batch  128/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  39 Batch  129/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch  130/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  39 Batch  131/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.018
Epoch  39 Batch  132/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.019
Epoch  39 Batch  133/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.018
Epoch  39 Batch  134/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.023
Epoch  39 Batch  135/538 - Train Accuracy:  0.963, Validation Accuracy:  0.970, Loss:  0.025
Epoch  39 Batch  136/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.018
Epoch  39 Batch  137/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.013
Epoch  39 Batch  138/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  39 Batch  139/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.021
Epoch  39 Batch  140/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.023
Epoch  39 Batch  141/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.017
Epoch  39 Batch  142/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.019
Epoch  39 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.031
Epoch  39 Batch  144/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.026
Epoch  39 Batch  145/538 - Train Accuracy:  0.949, Validation Accuracy:  0.963, Loss:  0.024
Epoch  39 Batch  146/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  39 Batch  147/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  39 Batch  148/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.020
Epoch  39 Batch  149/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.010
Epoch  39 Batch  150/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.015
Epoch  39 Batch  151/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.016
Epoch  39 Batch  152/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.016
Epoch  39 Batch  153/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.014
Epoch  39 Batch  154/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  39 Batch  155/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.018
Epoch  39 Batch  156/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  39 Batch  157/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  39 Batch  158/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  39 Batch  159/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.019
Epoch  39 Batch  160/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  39 Batch  161/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  39 Batch  162/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  39 Batch  163/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.018
Epoch  39 Batch  164/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.015
Epoch  39 Batch  165/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.012
Epoch  39 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.017
Epoch  39 Batch  167/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.025
Epoch  39 Batch  168/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.021
Epoch  39 Batch  169/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.011
Epoch  39 Batch  170/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.016
Epoch  39 Batch  171/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.018
Epoch  39 Batch  172/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.013
Epoch  39 Batch  173/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.011
Epoch  39 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.014
Epoch  39 Batch  175/538 - Train Accuracy:  0.989, Validation Accuracy:  0.955, Loss:  0.012
Epoch  39 Batch  176/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.017
Epoch  39 Batch  177/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  39 Batch  178/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  39 Batch  179/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.017
Epoch  39 Batch  180/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.017
Epoch  39 Batch  181/538 - Train Accuracy:  0.947, Validation Accuracy:  0.964, Loss:  0.022
Epoch  39 Batch  182/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.010
Epoch  39 Batch  183/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.010
Epoch  39 Batch  184/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  39 Batch  185/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.016
Epoch  39 Batch  186/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  39 Batch  187/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.016
Epoch  39 Batch  188/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  39 Batch  189/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.020
Epoch  39 Batch  190/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.023
Epoch  39 Batch  191/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  39 Batch  192/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.012
Epoch  39 Batch  193/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  39 Batch  194/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.020
Epoch  39 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.020
Epoch  39 Batch  196/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.011
Epoch  39 Batch  197/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.015
Epoch  39 Batch  198/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.018
Epoch  39 Batch  199/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.015
Epoch  39 Batch  200/538 - Train Accuracy:  0.986, Validation Accuracy:  0.954, Loss:  0.012
Epoch  39 Batch  201/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.020
Epoch  39 Batch  202/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch  203/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.018
Epoch  39 Batch  204/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.022
Epoch  39 Batch  205/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  39 Batch  206/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  39 Batch  207/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  39 Batch  208/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.020
Epoch  39 Batch  209/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  39 Batch  210/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  39 Batch  211/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.017
Epoch  39 Batch  212/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch  213/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.014
Epoch  39 Batch  214/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.012
Epoch  39 Batch  215/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.014
Epoch  39 Batch  216/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch  217/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.020
Epoch  39 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.014
Epoch  39 Batch  219/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.021
Epoch  39 Batch  220/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.020
Epoch  39 Batch  221/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  39 Batch  222/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.012
Epoch  39 Batch  223/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  39 Batch  224/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.022
Epoch  39 Batch  225/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  39 Batch  226/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.019
Epoch  39 Batch  227/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.014
Epoch  39 Batch  228/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  39 Batch  229/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.017
Epoch  39 Batch  230/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  39 Batch  231/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.017
Epoch  39 Batch  232/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.021
Epoch  39 Batch  233/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  39 Batch  234/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.012
Epoch  39 Batch  235/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.013
Epoch  39 Batch  236/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.014
Epoch  39 Batch  237/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.011
Epoch  39 Batch  238/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.015
Epoch  39 Batch  239/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.018
Epoch  39 Batch  240/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.015
Epoch  39 Batch  241/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.017
Epoch  39 Batch  242/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.023
Epoch  39 Batch  243/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.013
Epoch  39 Batch  244/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.019
Epoch  39 Batch  245/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.023
Epoch  39 Batch  246/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.015
Epoch  39 Batch  247/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.018
Epoch  39 Batch  248/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.019
Epoch  39 Batch  249/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.011
Epoch  39 Batch  250/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.012
Epoch  39 Batch  251/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.014
Epoch  39 Batch  252/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.021
Epoch  39 Batch  253/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.014
Epoch  39 Batch  254/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.022
Epoch  39 Batch  255/538 - Train Accuracy:  0.986, Validation Accuracy:  0.956, Loss:  0.012
Epoch  39 Batch  256/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.019
Epoch  39 Batch  257/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.014
Epoch  39 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.018
Epoch  39 Batch  259/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch  260/538 - Train Accuracy:  0.952, Validation Accuracy:  0.950, Loss:  0.019
Epoch  39 Batch  261/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.021
Epoch  39 Batch  262/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.018
Epoch  39 Batch  263/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.014
Epoch  39 Batch  264/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.022
Epoch  39 Batch  265/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.020
Epoch  39 Batch  266/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.020
Epoch  39 Batch  267/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.017
Epoch  39 Batch  268/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.010
Epoch  39 Batch  269/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.015
Epoch  39 Batch  270/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  39 Batch  271/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.014
Epoch  39 Batch  272/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.015
Epoch  39 Batch  273/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.017
Epoch  39 Batch  274/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.014
Epoch  39 Batch  275/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.018
Epoch  39 Batch  276/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.020
Epoch  39 Batch  277/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.010
Epoch  39 Batch  278/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.012
Epoch  39 Batch  279/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.013
Epoch  39 Batch  280/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.013
Epoch  39 Batch  281/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.019
Epoch  39 Batch  282/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  39 Batch  283/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.020
Epoch  39 Batch  284/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.023
Epoch  39 Batch  285/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  39 Batch  286/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.024
Epoch  39 Batch  287/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  39 Batch  288/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  39 Batch  289/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.009
Epoch  39 Batch  290/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.010
Epoch  39 Batch  291/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.017
Epoch  39 Batch  292/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.009
Epoch  39 Batch  293/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  39 Batch  294/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.011
Epoch  39 Batch  295/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  39 Batch  296/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.021
Epoch  39 Batch  297/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.013
Epoch  39 Batch  298/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.015
Epoch  39 Batch  299/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.022
Epoch  39 Batch  300/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.018
Epoch  39 Batch  301/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.019
Epoch  39 Batch  302/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.017
Epoch  39 Batch  303/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.021
Epoch  39 Batch  304/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.017
Epoch  39 Batch  305/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.013
Epoch  39 Batch  306/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  39 Batch  307/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.012
Epoch  39 Batch  308/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.014
Epoch  39 Batch  309/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  39 Batch  310/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  39 Batch  311/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.020
Epoch  39 Batch  312/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.012
Epoch  39 Batch  313/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  39 Batch  314/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.014
Epoch  39 Batch  315/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.016
Epoch  39 Batch  316/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.017
Epoch  39 Batch  317/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.018
Epoch  39 Batch  318/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.013
Epoch  39 Batch  319/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.015
Epoch  39 Batch  320/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.013
Epoch  39 Batch  321/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.011
Epoch  39 Batch  322/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.018
Epoch  39 Batch  323/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.013
Epoch  39 Batch  324/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.013
Epoch  39 Batch  325/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.017
Epoch  39 Batch  326/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  39 Batch  327/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.020
Epoch  39 Batch  328/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.011
Epoch  39 Batch  329/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.013
Epoch  39 Batch  330/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.014
Epoch  39 Batch  331/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.012
Epoch  39 Batch  332/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  39 Batch  333/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.021
Epoch  39 Batch  334/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  39 Batch  335/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.019
Epoch  39 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  39 Batch  337/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  39 Batch  338/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.012
Epoch  39 Batch  339/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.013
Epoch  39 Batch  340/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.010
Epoch  39 Batch  341/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.013
Epoch  39 Batch  342/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.016
Epoch  39 Batch  343/538 - Train Accuracy:  0.987, Validation Accuracy:  0.954, Loss:  0.012
Epoch  39 Batch  344/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.018
Epoch  39 Batch  345/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  39 Batch  346/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.013
Epoch  39 Batch  347/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  39 Batch  348/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.013
Epoch  39 Batch  349/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.012
Epoch  39 Batch  350/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  39 Batch  351/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.015
Epoch  39 Batch  352/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.026
Epoch  39 Batch  353/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.019
Epoch  39 Batch  354/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.016
Epoch  39 Batch  355/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.015
Epoch  39 Batch  356/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.011
Epoch  39 Batch  357/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  39 Batch  358/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.011
Epoch  39 Batch  359/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.015
Epoch  39 Batch  360/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  39 Batch  361/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.017
Epoch  39 Batch  362/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.015
Epoch  39 Batch  363/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  39 Batch  364/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.022
Epoch  39 Batch  365/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch  366/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.020
Epoch  39 Batch  367/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.015
Epoch  39 Batch  368/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.010
Epoch  39 Batch  369/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch  370/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.020
Epoch  39 Batch  371/538 - Train Accuracy:  0.979, Validation Accuracy:  0.951, Loss:  0.013
Epoch  39 Batch  372/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.016
Epoch  39 Batch  373/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.015
Epoch  39 Batch  374/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.012
Epoch  39 Batch  375/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.017
Epoch  39 Batch  376/538 - Train Accuracy:  0.966, Validation Accuracy:  0.944, Loss:  0.014
Epoch  39 Batch  377/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.019
Epoch  39 Batch  378/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.014
Epoch  39 Batch  379/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.017
Epoch  39 Batch  380/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.013
Epoch  39 Batch  381/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.014
Epoch  39 Batch  382/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.018
Epoch  39 Batch  383/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.015
Epoch  39 Batch  384/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  39 Batch  385/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.017
Epoch  39 Batch  386/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.016
Epoch  39 Batch  387/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.012
Epoch  39 Batch  388/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.019
Epoch  39 Batch  389/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.019
Epoch  39 Batch  390/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.015
Epoch  39 Batch  391/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.014
Epoch  39 Batch  392/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.013
Epoch  39 Batch  393/538 - Train Accuracy:  0.964, Validation Accuracy:  0.946, Loss:  0.016
Epoch  39 Batch  394/538 - Train Accuracy:  0.953, Validation Accuracy:  0.946, Loss:  0.019
Epoch  39 Batch  395/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.019
Epoch  39 Batch  396/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.015
Epoch  39 Batch  397/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.016
Epoch  39 Batch  398/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.016
Epoch  39 Batch  399/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.020
Epoch  39 Batch  400/538 - Train Accuracy:  0.976, Validation Accuracy:  0.945, Loss:  0.016
Epoch  39 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.010
Epoch  39 Batch  402/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.014
Epoch  39 Batch  403/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.016
Epoch  39 Batch  404/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.021
Epoch  39 Batch  405/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  39 Batch  406/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.020
Epoch  39 Batch  407/538 - Train Accuracy:  0.952, Validation Accuracy:  0.965, Loss:  0.019
Epoch  39 Batch  408/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.022
Epoch  39 Batch  409/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.012
Epoch  39 Batch  410/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.013
Epoch  39 Batch  411/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.016
Epoch  39 Batch  412/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.015
Epoch  39 Batch  413/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.015
Epoch  39 Batch  414/538 - Train Accuracy:  0.944, Validation Accuracy:  0.955, Loss:  0.026
Epoch  39 Batch  415/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.014
Epoch  39 Batch  416/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.020
Epoch  39 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.014
Epoch  39 Batch  418/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.016
Epoch  39 Batch  419/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.014
Epoch  39 Batch  420/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.021
Epoch  39 Batch  421/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.012
Epoch  39 Batch  422/538 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.017
Epoch  39 Batch  423/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.019
Epoch  39 Batch  424/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  39 Batch  425/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.021
Epoch  39 Batch  426/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.014
Epoch  39 Batch  427/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  39 Batch  428/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.011
Epoch  39 Batch  429/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.017
Epoch  39 Batch  430/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.017
Epoch  39 Batch  431/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  39 Batch  432/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.024
Epoch  39 Batch  433/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.029
Epoch  39 Batch  434/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  39 Batch  435/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.015
Epoch  39 Batch  436/538 - Train Accuracy:  0.954, Validation Accuracy:  0.945, Loss:  0.018
Epoch  39 Batch  437/538 - Train Accuracy:  0.975, Validation Accuracy:  0.945, Loss:  0.015
Epoch  39 Batch  438/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.013
Epoch  39 Batch  439/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.015
Epoch  39 Batch  440/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.018
Epoch  39 Batch  441/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  39 Batch  442/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.019
Epoch  39 Batch  443/538 - Train Accuracy:  0.949, Validation Accuracy:  0.959, Loss:  0.021
Epoch  39 Batch  444/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  39 Batch  445/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  39 Batch  446/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  39 Batch  447/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  39 Batch  448/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.016
Epoch  39 Batch  449/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.023
Epoch  39 Batch  450/538 - Train Accuracy:  0.942, Validation Accuracy:  0.953, Loss:  0.038
Epoch  39 Batch  451/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.022
Epoch  39 Batch  452/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.018
Epoch  39 Batch  453/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.015
Epoch  39 Batch  454/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.023
Epoch  39 Batch  455/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.018
Epoch  39 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.035
Epoch  39 Batch  457/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.017
Epoch  39 Batch  458/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.022
Epoch  39 Batch  459/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  39 Batch  460/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.022
Epoch  39 Batch  461/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.017
Epoch  39 Batch  462/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.018
Epoch  39 Batch  463/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.023
Epoch  39 Batch  464/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch  465/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.024
Epoch  39 Batch  466/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.019
Epoch  39 Batch  467/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.024
Epoch  39 Batch  468/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.019
Epoch  39 Batch  469/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.019
Epoch  39 Batch  470/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.020
Epoch  39 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.012
Epoch  39 Batch  472/538 - Train Accuracy:  0.989, Validation Accuracy:  0.969, Loss:  0.016
Epoch  39 Batch  473/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.014
Epoch  39 Batch  474/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  39 Batch  475/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.011
Epoch  39 Batch  476/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.014
Epoch  39 Batch  477/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.021
Epoch  39 Batch  478/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.012
Epoch  39 Batch  479/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.021
Epoch  39 Batch  480/538 - Train Accuracy:  0.959, Validation Accuracy:  0.951, Loss:  0.021
Epoch  39 Batch  481/538 - Train Accuracy:  0.982, Validation Accuracy:  0.954, Loss:  0.016
Epoch  39 Batch  482/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  39 Batch  483/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.019
Epoch  39 Batch  484/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  39 Batch  485/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.023
Epoch  39 Batch  486/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  39 Batch  487/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.012
Epoch  39 Batch  488/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.017
Epoch  39 Batch  489/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.020
Epoch  39 Batch  490/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.019
Epoch  39 Batch  491/538 - Train Accuracy:  0.961, Validation Accuracy:  0.970, Loss:  0.019
Epoch  39 Batch  492/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.016
Epoch  39 Batch  493/538 - Train Accuracy:  0.954, Validation Accuracy:  0.970, Loss:  0.015
Epoch  39 Batch  494/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.017
Epoch  39 Batch  495/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.018
Epoch  39 Batch  496/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.014
Epoch  39 Batch  497/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.014
Epoch  39 Batch  498/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  39 Batch  499/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.017
Epoch  39 Batch  500/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  39 Batch  501/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.019
Epoch  39 Batch  502/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.013
Epoch  39 Batch  503/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.017
Epoch  39 Batch  504/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.014
Epoch  39 Batch  505/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.009
Epoch  39 Batch  506/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.014
Epoch  39 Batch  507/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.014
Epoch  39 Batch  508/538 - Train Accuracy:  0.952, Validation Accuracy:  0.947, Loss:  0.022
Epoch  39 Batch  509/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.020
Epoch  39 Batch  510/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.013
Epoch  39 Batch  511/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.019
Epoch  39 Batch  512/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.018
Epoch  39 Batch  513/538 - Train Accuracy:  0.944, Validation Accuracy:  0.958, Loss:  0.016
Epoch  39 Batch  514/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.017
Epoch  39 Batch  515/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.023
Epoch  39 Batch  516/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.017
Epoch  39 Batch  517/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  39 Batch  518/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.021
Epoch  39 Batch  519/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.014
Epoch  39 Batch  520/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  39 Batch  521/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.018
Epoch  39 Batch  522/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.013
Epoch  39 Batch  523/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.017
Epoch  39 Batch  524/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.012
Epoch  39 Batch  525/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.016
Epoch  39 Batch  526/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.018
Epoch  39 Batch  527/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.013
Epoch  39 Batch  528/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.017
Epoch  39 Batch  529/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  39 Batch  530/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.019
Epoch  39 Batch  531/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.018
Epoch  39 Batch  532/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.014
Epoch  39 Batch  533/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  39 Batch  534/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.010
Epoch  39 Batch  535/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  39 Batch  536/538 - Train Accuracy:  0.981, Validation Accuracy:  0.949, Loss:  0.017
Epoch  40 Batch    0/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.015
Epoch  40 Batch    1/538 - Train Accuracy:  0.980, Validation Accuracy:  0.949, Loss:  0.015
Epoch  40 Batch    2/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.018
Epoch  40 Batch    3/538 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.013
Epoch  40 Batch    4/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.012
Epoch  40 Batch    5/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.019
Epoch  40 Batch    6/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.012
Epoch  40 Batch    7/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.017
Epoch  40 Batch    8/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.013
Epoch  40 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  40 Batch   10/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.018
Epoch  40 Batch   11/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.017
Epoch  40 Batch   12/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  40 Batch   13/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.014
Epoch  40 Batch   14/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  40 Batch   15/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.015
Epoch  40 Batch   16/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.022
Epoch  40 Batch   17/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.012
Epoch  40 Batch   18/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.027
Epoch  40 Batch   19/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.020
Epoch  40 Batch   20/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.020
Epoch  40 Batch   21/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.008
Epoch  40 Batch   22/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.016
Epoch  40 Batch   23/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.020
Epoch  40 Batch   24/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.021
Epoch  40 Batch   25/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.022
Epoch  40 Batch   26/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.023
Epoch  40 Batch   27/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  40 Batch   28/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  40 Batch   29/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch   30/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.016
Epoch  40 Batch   31/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.012
Epoch  40 Batch   32/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.011
Epoch  40 Batch   33/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.017
Epoch  40 Batch   34/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.022
Epoch  40 Batch   35/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  40 Batch   36/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.014
Epoch  40 Batch   37/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  40 Batch   38/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.018
Epoch  40 Batch   39/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.012
Epoch  40 Batch   40/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.012
Epoch  40 Batch   41/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  40 Batch   42/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.013
Epoch  40 Batch   43/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.018
Epoch  40 Batch   44/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.010
Epoch  40 Batch   45/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.017
Epoch  40 Batch   46/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.014
Epoch  40 Batch   47/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.017
Epoch  40 Batch   48/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.018
Epoch  40 Batch   49/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.009
Epoch  40 Batch   50/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.017
Epoch  40 Batch   51/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.021
Epoch  40 Batch   52/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.013
Epoch  40 Batch   53/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.020
Epoch  40 Batch   54/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.011
Epoch  40 Batch   55/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.018
Epoch  40 Batch   56/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.014
Epoch  40 Batch   57/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.016
Epoch  40 Batch   58/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.011
Epoch  40 Batch   59/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  40 Batch   60/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.016
Epoch  40 Batch   61/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.016
Epoch  40 Batch   62/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.019
Epoch  40 Batch   63/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.012
Epoch  40 Batch   64/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.013
Epoch  40 Batch   65/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  40 Batch   66/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.011
Epoch  40 Batch   67/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.012
Epoch  40 Batch   68/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.017
Epoch  40 Batch   69/538 - Train Accuracy:  0.986, Validation Accuracy:  0.959, Loss:  0.012
Epoch  40 Batch   70/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch   71/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.016
Epoch  40 Batch   72/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.029
Epoch  40 Batch   73/538 - Train Accuracy:  0.959, Validation Accuracy:  0.942, Loss:  0.016
Epoch  40 Batch   74/538 - Train Accuracy:  0.967, Validation Accuracy:  0.943, Loss:  0.013
Epoch  40 Batch   75/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.024
Epoch  40 Batch   76/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.021
Epoch  40 Batch   77/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  40 Batch   78/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  40 Batch   79/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  40 Batch   80/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.020
Epoch  40 Batch   81/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.020
Epoch  40 Batch   82/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.020
Epoch  40 Batch   83/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.016
Epoch  40 Batch   84/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.017
Epoch  40 Batch   85/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.017
Epoch  40 Batch   86/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.013
Epoch  40 Batch   87/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.016
Epoch  40 Batch   88/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.018
Epoch  40 Batch   89/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.013
Epoch  40 Batch   90/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.018
Epoch  40 Batch   91/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.021
Epoch  40 Batch   92/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.013
Epoch  40 Batch   93/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.012
Epoch  40 Batch   94/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.012
Epoch  40 Batch   95/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.016
Epoch  40 Batch   96/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.011
Epoch  40 Batch   97/538 - Train Accuracy:  0.970, Validation Accuracy:  0.973, Loss:  0.010
Epoch  40 Batch   98/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.018
Epoch  40 Batch   99/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.013
Epoch  40 Batch  100/538 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.012
Epoch  40 Batch  101/538 - Train Accuracy:  0.952, Validation Accuracy:  0.971, Loss:  0.022
Epoch  40 Batch  102/538 - Train Accuracy:  0.957, Validation Accuracy:  0.969, Loss:  0.020
Epoch  40 Batch  103/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.018
Epoch  40 Batch  104/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.016
Epoch  40 Batch  105/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.011
Epoch  40 Batch  106/538 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.010
Epoch  40 Batch  107/538 - Train Accuracy:  0.959, Validation Accuracy:  0.972, Loss:  0.018
Epoch  40 Batch  108/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.013
Epoch  40 Batch  109/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.015
Epoch  40 Batch  110/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  40 Batch  111/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.018
Epoch  40 Batch  112/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  40 Batch  113/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  40 Batch  114/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  40 Batch  115/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  40 Batch  116/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.018
Epoch  40 Batch  117/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.017
Epoch  40 Batch  118/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.016
Epoch  40 Batch  119/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.013
Epoch  40 Batch  120/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.011
Epoch  40 Batch  121/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.016
Epoch  40 Batch  122/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  40 Batch  123/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.018
Epoch  40 Batch  124/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.013
Epoch  40 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.018
Epoch  40 Batch  126/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.018
Epoch  40 Batch  127/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.022
Epoch  40 Batch  128/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.014
Epoch  40 Batch  129/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.012
Epoch  40 Batch  130/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch  131/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  40 Batch  132/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  40 Batch  133/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.015
Epoch  40 Batch  134/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.018
Epoch  40 Batch  135/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.019
Epoch  40 Batch  136/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.018
Epoch  40 Batch  137/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.016
Epoch  40 Batch  138/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.014
Epoch  40 Batch  139/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.016
Epoch  40 Batch  140/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.022
Epoch  40 Batch  141/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.014
Epoch  40 Batch  142/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.016
Epoch  40 Batch  143/538 - Train Accuracy:  0.948, Validation Accuracy:  0.960, Loss:  0.027
Epoch  40 Batch  144/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.017
Epoch  40 Batch  145/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  40 Batch  146/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.016
Epoch  40 Batch  147/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  148/538 - Train Accuracy:  0.947, Validation Accuracy:  0.958, Loss:  0.020
Epoch  40 Batch  149/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch  150/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  151/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.020
Epoch  40 Batch  152/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.017
Epoch  40 Batch  153/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.012
Epoch  40 Batch  154/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.012
Epoch  40 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  40 Batch  156/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  40 Batch  157/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.014
Epoch  40 Batch  158/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.011
Epoch  40 Batch  159/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.018
Epoch  40 Batch  160/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.016
Epoch  40 Batch  161/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  40 Batch  162/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.014
Epoch  40 Batch  163/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.019
Epoch  40 Batch  164/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.015
Epoch  40 Batch  165/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.010
Epoch  40 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.012
Epoch  40 Batch  167/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.023
Epoch  40 Batch  168/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.020
Epoch  40 Batch  169/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.013
Epoch  40 Batch  170/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.015
Epoch  40 Batch  171/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.016
Epoch  40 Batch  172/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.012
Epoch  40 Batch  173/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.011
Epoch  40 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.012
Epoch  40 Batch  175/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.012
Epoch  40 Batch  176/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.019
Epoch  40 Batch  177/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  40 Batch  178/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  40 Batch  179/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.018
Epoch  40 Batch  180/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.015
Epoch  40 Batch  181/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.019
Epoch  40 Batch  182/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.008
Epoch  40 Batch  183/538 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.010
Epoch  40 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.017
Epoch  40 Batch  185/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.010
Epoch  40 Batch  186/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.013
Epoch  40 Batch  187/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  40 Batch  188/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.011
Epoch  40 Batch  189/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.021
Epoch  40 Batch  190/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.018
Epoch  40 Batch  191/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.016
Epoch  40 Batch  192/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  40 Batch  193/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.013
Epoch  40 Batch  194/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.017
Epoch  40 Batch  195/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.018
Epoch  40 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.013
Epoch  40 Batch  197/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch  198/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.014
Epoch  40 Batch  199/538 - Train Accuracy:  0.957, Validation Accuracy:  0.959, Loss:  0.015
Epoch  40 Batch  200/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.014
Epoch  40 Batch  201/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.017
Epoch  40 Batch  202/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.016
Epoch  40 Batch  203/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.019
Epoch  40 Batch  204/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.030
Epoch  40 Batch  205/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.012
Epoch  40 Batch  206/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.013
Epoch  40 Batch  207/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.014
Epoch  40 Batch  208/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.018
Epoch  40 Batch  209/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.014
Epoch  40 Batch  210/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  40 Batch  211/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.016
Epoch  40 Batch  212/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.014
Epoch  40 Batch  213/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.014
Epoch  40 Batch  214/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.013
Epoch  40 Batch  215/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.010
Epoch  40 Batch  216/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.018
Epoch  40 Batch  217/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.017
Epoch  40 Batch  218/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.015
Epoch  40 Batch  219/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.016
Epoch  40 Batch  220/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.017
Epoch  40 Batch  221/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.017
Epoch  40 Batch  222/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.009
Epoch  40 Batch  223/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  40 Batch  224/538 - Train Accuracy:  0.946, Validation Accuracy:  0.956, Loss:  0.025
Epoch  40 Batch  225/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.019
Epoch  40 Batch  226/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.023
Epoch  40 Batch  227/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  40 Batch  228/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  40 Batch  229/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  40 Batch  230/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  40 Batch  231/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  40 Batch  232/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.021
Epoch  40 Batch  233/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  40 Batch  234/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.015
Epoch  40 Batch  235/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.011
Epoch  40 Batch  236/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.015
Epoch  40 Batch  237/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.014
Epoch  40 Batch  238/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.016
Epoch  40 Batch  239/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  40 Batch  240/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  241/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.018
Epoch  40 Batch  242/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.017
Epoch  40 Batch  243/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.013
Epoch  40 Batch  244/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.015
Epoch  40 Batch  245/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.020
Epoch  40 Batch  246/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.015
Epoch  40 Batch  247/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.016
Epoch  40 Batch  248/538 - Train Accuracy:  0.952, Validation Accuracy:  0.951, Loss:  0.019
Epoch  40 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.012
Epoch  40 Batch  250/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.012
Epoch  40 Batch  251/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.021
Epoch  40 Batch  252/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.019
Epoch  40 Batch  253/538 - Train Accuracy:  0.976, Validation Accuracy:  0.947, Loss:  0.015
Epoch  40 Batch  254/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.017
Epoch  40 Batch  255/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.015
Epoch  40 Batch  256/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.013
Epoch  40 Batch  257/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  40 Batch  258/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  259/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  40 Batch  260/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.021
Epoch  40 Batch  261/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  40 Batch  262/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.016
Epoch  40 Batch  263/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.015
Epoch  40 Batch  264/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.018
Epoch  40 Batch  265/538 - Train Accuracy:  0.953, Validation Accuracy:  0.950, Loss:  0.021
Epoch  40 Batch  266/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.015
Epoch  40 Batch  267/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  40 Batch  268/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.010
Epoch  40 Batch  269/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  40 Batch  270/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.011
Epoch  40 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch  272/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.017
Epoch  40 Batch  273/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.016
Epoch  40 Batch  274/538 - Train Accuracy:  0.952, Validation Accuracy:  0.949, Loss:  0.016
Epoch  40 Batch  275/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.020
Epoch  40 Batch  276/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.021
Epoch  40 Batch  277/538 - Train Accuracy:  0.979, Validation Accuracy:  0.951, Loss:  0.010
Epoch  40 Batch  278/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.011
Epoch  40 Batch  279/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  280/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.016
Epoch  40 Batch  281/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  40 Batch  282/538 - Train Accuracy:  0.957, Validation Accuracy:  0.969, Loss:  0.019
Epoch  40 Batch  283/538 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.016
Epoch  40 Batch  284/538 - Train Accuracy:  0.960, Validation Accuracy:  0.971, Loss:  0.018
Epoch  40 Batch  285/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.010
Epoch  40 Batch  286/538 - Train Accuracy:  0.963, Validation Accuracy:  0.970, Loss:  0.020
Epoch  40 Batch  287/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.011
Epoch  40 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.016
Epoch  40 Batch  289/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.014
Epoch  40 Batch  290/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.009
Epoch  40 Batch  291/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.014
Epoch  40 Batch  292/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.010
Epoch  40 Batch  293/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.015
Epoch  40 Batch  294/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.015
Epoch  40 Batch  295/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  40 Batch  296/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.021
Epoch  40 Batch  297/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.015
Epoch  40 Batch  298/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.016
Epoch  40 Batch  299/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.022
Epoch  40 Batch  300/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.015
Epoch  40 Batch  301/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.019
Epoch  40 Batch  302/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.019
Epoch  40 Batch  303/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.016
Epoch  40 Batch  304/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.017
Epoch  40 Batch  305/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.012
Epoch  40 Batch  306/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.015
Epoch  40 Batch  307/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.012
Epoch  40 Batch  308/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.016
Epoch  40 Batch  309/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.014
Epoch  40 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.017
Epoch  40 Batch  311/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.016
Epoch  40 Batch  312/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.012
Epoch  40 Batch  313/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.014
Epoch  40 Batch  314/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.011
Epoch  40 Batch  315/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.012
Epoch  40 Batch  316/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.013
Epoch  40 Batch  317/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.021
Epoch  40 Batch  318/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  40 Batch  319/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  40 Batch  320/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  40 Batch  321/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.011
Epoch  40 Batch  322/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.019
Epoch  40 Batch  323/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.014
Epoch  40 Batch  324/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  40 Batch  325/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.014
Epoch  40 Batch  326/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.017
Epoch  40 Batch  327/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.018
Epoch  40 Batch  328/538 - Train Accuracy:  0.983, Validation Accuracy:  0.972, Loss:  0.011
Epoch  40 Batch  329/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.013
Epoch  40 Batch  330/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.019
Epoch  40 Batch  331/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.012
Epoch  40 Batch  332/538 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.010
Epoch  40 Batch  333/538 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.013
Epoch  40 Batch  334/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.011
Epoch  40 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.013
Epoch  40 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.014
Epoch  40 Batch  337/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.020
Epoch  40 Batch  338/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.014
Epoch  40 Batch  339/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.014
Epoch  40 Batch  340/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.012
Epoch  40 Batch  341/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.012
Epoch  40 Batch  342/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  40 Batch  343/538 - Train Accuracy:  0.986, Validation Accuracy:  0.961, Loss:  0.009
Epoch  40 Batch  344/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.016
Epoch  40 Batch  345/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.013
Epoch  40 Batch  346/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.017
Epoch  40 Batch  347/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  40 Batch  348/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.010
Epoch  40 Batch  349/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.012
Epoch  40 Batch  350/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.018
Epoch  40 Batch  351/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.016
Epoch  40 Batch  352/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.026
Epoch  40 Batch  353/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.021
Epoch  40 Batch  354/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.013
Epoch  40 Batch  355/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.016
Epoch  40 Batch  356/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.009
Epoch  40 Batch  357/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.012
Epoch  40 Batch  358/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.011
Epoch  40 Batch  359/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.014
Epoch  40 Batch  360/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  40 Batch  361/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.018
Epoch  40 Batch  362/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  40 Batch  363/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  40 Batch  364/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.025
Epoch  40 Batch  365/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.016
Epoch  40 Batch  366/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.017
Epoch  40 Batch  367/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.012
Epoch  40 Batch  368/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.012
Epoch  40 Batch  369/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.011
Epoch  40 Batch  370/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  40 Batch  371/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  372/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  40 Batch  373/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch  374/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  40 Batch  375/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.017
Epoch  40 Batch  376/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.015
Epoch  40 Batch  377/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.017
Epoch  40 Batch  378/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch  379/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.014
Epoch  40 Batch  380/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.017
Epoch  40 Batch  381/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.013
Epoch  40 Batch  382/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.018
Epoch  40 Batch  383/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.016
Epoch  40 Batch  384/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.016
Epoch  40 Batch  385/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.013
Epoch  40 Batch  386/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.015
Epoch  40 Batch  387/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.012
Epoch  40 Batch  388/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.015
Epoch  40 Batch  389/538 - Train Accuracy:  0.946, Validation Accuracy:  0.960, Loss:  0.018
Epoch  40 Batch  390/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.012
Epoch  40 Batch  391/538 - Train Accuracy:  0.975, Validation Accuracy:  0.946, Loss:  0.015
Epoch  40 Batch  392/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.010
Epoch  40 Batch  393/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.015
Epoch  40 Batch  394/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.017
Epoch  40 Batch  395/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  40 Batch  396/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.015
Epoch  40 Batch  397/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.018
Epoch  40 Batch  398/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  40 Batch  399/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.020
Epoch  40 Batch  400/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.018
Epoch  40 Batch  401/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.010
Epoch  40 Batch  402/538 - Train Accuracy:  0.983, Validation Accuracy:  0.957, Loss:  0.013
Epoch  40 Batch  403/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.016
Epoch  40 Batch  404/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  40 Batch  405/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.013
Epoch  40 Batch  406/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  407/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.017
Epoch  40 Batch  408/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.018
Epoch  40 Batch  409/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.012
Epoch  40 Batch  410/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.012
Epoch  40 Batch  411/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  40 Batch  412/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.009
Epoch  40 Batch  413/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.015
Epoch  40 Batch  414/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.021
Epoch  40 Batch  415/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  40 Batch  416/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.014
Epoch  40 Batch  417/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.013
Epoch  40 Batch  418/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.021
Epoch  40 Batch  419/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.013
Epoch  40 Batch  420/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.017
Epoch  40 Batch  421/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.015
Epoch  40 Batch  422/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.017
Epoch  40 Batch  423/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  40 Batch  424/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.019
Epoch  40 Batch  425/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.023
Epoch  40 Batch  426/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.017
Epoch  40 Batch  427/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.019
Epoch  40 Batch  428/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  40 Batch  429/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.016
Epoch  40 Batch  430/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.018
Epoch  40 Batch  431/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.014
Epoch  40 Batch  432/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.018
Epoch  40 Batch  433/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.029
Epoch  40 Batch  434/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  40 Batch  435/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  40 Batch  436/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.016
Epoch  40 Batch  437/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.017
Epoch  40 Batch  438/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.011
Epoch  40 Batch  439/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.014
Epoch  40 Batch  440/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.016
Epoch  40 Batch  441/538 - Train Accuracy:  0.950, Validation Accuracy:  0.972, Loss:  0.025
Epoch  40 Batch  442/538 - Train Accuracy:  0.966, Validation Accuracy:  0.973, Loss:  0.016
Epoch  40 Batch  443/538 - Train Accuracy:  0.955, Validation Accuracy:  0.973, Loss:  0.017
Epoch  40 Batch  444/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.016
Epoch  40 Batch  445/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.015
Epoch  40 Batch  446/538 - Train Accuracy:  0.974, Validation Accuracy:  0.974, Loss:  0.014
Epoch  40 Batch  447/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.014
Epoch  40 Batch  448/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.017
Epoch  40 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.019
Epoch  40 Batch  450/538 - Train Accuracy:  0.945, Validation Accuracy:  0.960, Loss:  0.022
Epoch  40 Batch  451/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.018
Epoch  40 Batch  452/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  40 Batch  453/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.014
Epoch  40 Batch  454/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.020
Epoch  40 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.016
Epoch  40 Batch  456/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.039
Epoch  40 Batch  457/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.018
Epoch  40 Batch  458/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  40 Batch  459/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.011
Epoch  40 Batch  460/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  40 Batch  461/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.018
Epoch  40 Batch  462/538 - Train Accuracy:  0.953, Validation Accuracy:  0.973, Loss:  0.017
Epoch  40 Batch  463/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.016
Epoch  40 Batch  464/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.014
Epoch  40 Batch  465/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.015
Epoch  40 Batch  466/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  40 Batch  467/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.019
Epoch  40 Batch  468/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.021
Epoch  40 Batch  469/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.021
Epoch  40 Batch  470/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  40 Batch  471/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.014
Epoch  40 Batch  472/538 - Train Accuracy:  0.995, Validation Accuracy:  0.962, Loss:  0.009
Epoch  40 Batch  473/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.016
Epoch  40 Batch  474/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.012
Epoch  40 Batch  475/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  40 Batch  476/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.018
Epoch  40 Batch  477/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.019
Epoch  40 Batch  478/538 - Train Accuracy:  0.986, Validation Accuracy:  0.965, Loss:  0.014
Epoch  40 Batch  479/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.013
Epoch  40 Batch  480/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.018
Epoch  40 Batch  481/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  40 Batch  482/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.015
Epoch  40 Batch  483/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.022
Epoch  40 Batch  484/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.022
Epoch  40 Batch  485/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.020
Epoch  40 Batch  486/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.014
Epoch  40 Batch  487/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.010
Epoch  40 Batch  488/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  40 Batch  489/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.018
Epoch  40 Batch  490/538 - Train Accuracy:  0.961, Validation Accuracy:  0.978, Loss:  0.016
Epoch  40 Batch  491/538 - Train Accuracy:  0.959, Validation Accuracy:  0.978, Loss:  0.018
Epoch  40 Batch  492/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.015
Epoch  40 Batch  493/538 - Train Accuracy:  0.957, Validation Accuracy:  0.975, Loss:  0.016
Epoch  40 Batch  494/538 - Train Accuracy:  0.974, Validation Accuracy:  0.973, Loss:  0.019
Epoch  40 Batch  495/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.015
Epoch  40 Batch  496/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  40 Batch  497/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.012
Epoch  40 Batch  498/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  40 Batch  499/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.015
Epoch  40 Batch  500/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.012
Epoch  40 Batch  501/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.016
Epoch  40 Batch  502/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.016
Epoch  40 Batch  503/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.020
Epoch  40 Batch  504/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.014
Epoch  40 Batch  505/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.011
Epoch  40 Batch  506/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.014
Epoch  40 Batch  507/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.021
Epoch  40 Batch  508/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  40 Batch  509/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.021
Epoch  40 Batch  510/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.015
Epoch  40 Batch  511/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.021
Epoch  40 Batch  512/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.018
Epoch  40 Batch  513/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.015
Epoch  40 Batch  514/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  40 Batch  515/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.017
Epoch  40 Batch  516/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  40 Batch  517/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.018
Epoch  40 Batch  518/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  40 Batch  519/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.017
Epoch  40 Batch  520/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.021
Epoch  40 Batch  521/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.021
Epoch  40 Batch  522/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.013
Epoch  40 Batch  523/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.014
Epoch  40 Batch  524/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.010
Epoch  40 Batch  525/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.019
Epoch  40 Batch  526/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.020
Epoch  40 Batch  527/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  40 Batch  528/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.017
Epoch  40 Batch  529/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.019
Epoch  40 Batch  530/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.018
Epoch  40 Batch  531/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  40 Batch  532/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.016
Epoch  40 Batch  533/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.014
Epoch  40 Batch  534/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.015
Epoch  40 Batch  535/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  40 Batch  536/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.018
Epoch  41 Batch    0/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  41 Batch    1/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.015
Epoch  41 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.016
Epoch  41 Batch    3/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.015
Epoch  41 Batch    4/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.021
Epoch  41 Batch    5/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.019
Epoch  41 Batch    6/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  41 Batch    7/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.022
Epoch  41 Batch    8/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.020
Epoch  41 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  41 Batch   10/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.020
Epoch  41 Batch   11/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.016
Epoch  41 Batch   12/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.018
Epoch  41 Batch   13/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  41 Batch   14/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.017
Epoch  41 Batch   15/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  41 Batch   16/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.018
Epoch  41 Batch   17/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.018
Epoch  41 Batch   18/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.023
Epoch  41 Batch   19/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.019
Epoch  41 Batch   20/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  41 Batch   21/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch   22/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.016
Epoch  41 Batch   23/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.021
Epoch  41 Batch   24/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.022
Epoch  41 Batch   25/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.020
Epoch  41 Batch   26/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.018
Epoch  41 Batch   27/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  41 Batch   28/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  41 Batch   29/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.013
Epoch  41 Batch   30/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.020
Epoch  41 Batch   31/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.014
Epoch  41 Batch   32/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.010
Epoch  41 Batch   33/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.016
Epoch  41 Batch   34/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.019
Epoch  41 Batch   35/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.015
Epoch  41 Batch   36/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  41 Batch   37/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.022
Epoch  41 Batch   38/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.016
Epoch  41 Batch   39/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch   40/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  41 Batch   41/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  41 Batch   42/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  41 Batch   43/538 - Train Accuracy:  0.945, Validation Accuracy:  0.968, Loss:  0.020
Epoch  41 Batch   44/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.019
Epoch  41 Batch   45/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  41 Batch   46/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.018
Epoch  41 Batch   47/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.021
Epoch  41 Batch   48/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.019
Epoch  41 Batch   49/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.015
Epoch  41 Batch   50/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  41 Batch   51/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.023
Epoch  41 Batch   52/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.012
Epoch  41 Batch   53/538 - Train Accuracy:  0.939, Validation Accuracy:  0.955, Loss:  0.019
Epoch  41 Batch   54/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  41 Batch   55/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.021
Epoch  41 Batch   56/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  41 Batch   57/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.019
Epoch  41 Batch   58/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.016
Epoch  41 Batch   59/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.012
Epoch  41 Batch   60/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.020
Epoch  41 Batch   61/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.024
Epoch  41 Batch   62/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  41 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.015
Epoch  41 Batch   64/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  41 Batch   65/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.014
Epoch  41 Batch   66/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  41 Batch   67/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.013
Epoch  41 Batch   68/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  41 Batch   69/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.017
Epoch  41 Batch   70/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.015
Epoch  41 Batch   71/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.017
Epoch  41 Batch   72/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.031
Epoch  41 Batch   73/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.014
Epoch  41 Batch   74/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.014
Epoch  41 Batch   75/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.020
Epoch  41 Batch   76/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.021
Epoch  41 Batch   77/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  41 Batch   78/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.018
Epoch  41 Batch   79/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.013
Epoch  41 Batch   80/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.013
Epoch  41 Batch   81/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.019
Epoch  41 Batch   82/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.020
Epoch  41 Batch   83/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.018
Epoch  41 Batch   84/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.017
Epoch  41 Batch   85/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch   86/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  41 Batch   87/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  41 Batch   88/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  41 Batch   89/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch   90/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.019
Epoch  41 Batch   91/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  41 Batch   92/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.018
Epoch  41 Batch   93/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch   94/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  41 Batch   95/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  41 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.009
Epoch  41 Batch   97/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.012
Epoch  41 Batch   98/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.018
Epoch  41 Batch   99/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.018
Epoch  41 Batch  100/538 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.010
Epoch  41 Batch  101/538 - Train Accuracy:  0.956, Validation Accuracy:  0.970, Loss:  0.022
Epoch  41 Batch  102/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.018
Epoch  41 Batch  103/538 - Train Accuracy:  0.961, Validation Accuracy:  0.972, Loss:  0.015
Epoch  41 Batch  104/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.016
Epoch  41 Batch  105/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.012
Epoch  41 Batch  106/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.012
Epoch  41 Batch  107/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.021
Epoch  41 Batch  108/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.015
Epoch  41 Batch  109/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.013
Epoch  41 Batch  110/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.013
Epoch  41 Batch  111/538 - Train Accuracy:  0.954, Validation Accuracy:  0.948, Loss:  0.015
Epoch  41 Batch  112/538 - Train Accuracy:  0.960, Validation Accuracy:  0.946, Loss:  0.021
Epoch  41 Batch  113/538 - Train Accuracy:  0.959, Validation Accuracy:  0.936, Loss:  0.017
Epoch  41 Batch  114/538 - Train Accuracy:  0.972, Validation Accuracy:  0.939, Loss:  0.013
Epoch  41 Batch  115/538 - Train Accuracy:  0.974, Validation Accuracy:  0.941, Loss:  0.018
Epoch  41 Batch  116/538 - Train Accuracy:  0.965, Validation Accuracy:  0.947, Loss:  0.025
Epoch  41 Batch  117/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.019
Epoch  41 Batch  118/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.015
Epoch  41 Batch  119/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.013
Epoch  41 Batch  120/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  41 Batch  121/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  41 Batch  122/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  41 Batch  123/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  41 Batch  124/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  41 Batch  125/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.019
Epoch  41 Batch  126/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.018
Epoch  41 Batch  127/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.027
Epoch  41 Batch  128/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.013
Epoch  41 Batch  129/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  41 Batch  130/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  41 Batch  131/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  41 Batch  132/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.016
Epoch  41 Batch  133/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.017
Epoch  41 Batch  134/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.020
Epoch  41 Batch  135/538 - Train Accuracy:  0.985, Validation Accuracy:  0.966, Loss:  0.021
Epoch  41 Batch  136/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.017
Epoch  41 Batch  137/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.015
Epoch  41 Batch  138/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.016
Epoch  41 Batch  139/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.019
Epoch  41 Batch  140/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.021
Epoch  41 Batch  141/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.016
Epoch  41 Batch  142/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.017
Epoch  41 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.971, Loss:  0.031
Epoch  41 Batch  144/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.019
Epoch  41 Batch  145/538 - Train Accuracy:  0.953, Validation Accuracy:  0.970, Loss:  0.026
Epoch  41 Batch  146/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.018
Epoch  41 Batch  147/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.018
Epoch  41 Batch  148/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.020
Epoch  41 Batch  149/538 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.012
Epoch  41 Batch  150/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.014
Epoch  41 Batch  151/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.020
Epoch  41 Batch  152/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.022
Epoch  41 Batch  153/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.013
Epoch  41 Batch  154/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  41 Batch  155/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.017
Epoch  41 Batch  156/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.016
Epoch  41 Batch  157/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.015
Epoch  41 Batch  158/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.013
Epoch  41 Batch  159/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.026
Epoch  41 Batch  160/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.016
Epoch  41 Batch  161/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  41 Batch  162/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.016
Epoch  41 Batch  163/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.018
Epoch  41 Batch  164/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.018
Epoch  41 Batch  165/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.010
Epoch  41 Batch  166/538 - Train Accuracy:  0.965, Validation Accuracy:  0.949, Loss:  0.016
Epoch  41 Batch  167/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.023
Epoch  41 Batch  168/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.023
Epoch  41 Batch  169/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.015
Epoch  41 Batch  170/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  41 Batch  171/538 - Train Accuracy:  0.951, Validation Accuracy:  0.959, Loss:  0.018
Epoch  41 Batch  172/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  41 Batch  173/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.010
Epoch  41 Batch  174/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.018
Epoch  41 Batch  175/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.013
Epoch  41 Batch  176/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  41 Batch  177/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.016
Epoch  41 Batch  178/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.018
Epoch  41 Batch  179/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch  180/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.018
Epoch  41 Batch  181/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.018
Epoch  41 Batch  182/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.010
Epoch  41 Batch  183/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.013
Epoch  41 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch  185/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.012
Epoch  41 Batch  186/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.019
Epoch  41 Batch  187/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.022
Epoch  41 Batch  188/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.019
Epoch  41 Batch  189/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.019
Epoch  41 Batch  190/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.023
Epoch  41 Batch  191/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.012
Epoch  41 Batch  192/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch  193/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  41 Batch  194/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.018
Epoch  41 Batch  195/538 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.019
Epoch  41 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.017
Epoch  41 Batch  197/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.015
Epoch  41 Batch  198/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.020
Epoch  41 Batch  199/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  41 Batch  200/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch  201/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.019
Epoch  41 Batch  202/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  41 Batch  203/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  41 Batch  204/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.027
Epoch  41 Batch  205/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.015
Epoch  41 Batch  206/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.017
Epoch  41 Batch  207/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch  208/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.026
Epoch  41 Batch  209/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.015
Epoch  41 Batch  210/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.016
Epoch  41 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  41 Batch  212/538 - Train Accuracy:  0.980, Validation Accuracy:  0.947, Loss:  0.015
Epoch  41 Batch  213/538 - Train Accuracy:  0.969, Validation Accuracy:  0.946, Loss:  0.015
Epoch  41 Batch  214/538 - Train Accuracy:  0.973, Validation Accuracy:  0.944, Loss:  0.015
Epoch  41 Batch  215/538 - Train Accuracy:  0.968, Validation Accuracy:  0.939, Loss:  0.012
Epoch  41 Batch  216/538 - Train Accuracy:  0.975, Validation Accuracy:  0.939, Loss:  0.015
Epoch  41 Batch  217/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.014
Epoch  41 Batch  218/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.015
Epoch  41 Batch  219/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.016
Epoch  41 Batch  220/538 - Train Accuracy:  0.947, Validation Accuracy:  0.954, Loss:  0.019
Epoch  41 Batch  221/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.014
Epoch  41 Batch  222/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.010
Epoch  41 Batch  223/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.014
Epoch  41 Batch  224/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.024
Epoch  41 Batch  225/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.017
Epoch  41 Batch  226/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.020
Epoch  41 Batch  227/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.017
Epoch  41 Batch  228/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.014
Epoch  41 Batch  229/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.015
Epoch  41 Batch  230/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  41 Batch  231/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.014
Epoch  41 Batch  232/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.020
Epoch  41 Batch  233/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.014
Epoch  41 Batch  234/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.016
Epoch  41 Batch  235/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.015
Epoch  41 Batch  236/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.013
Epoch  41 Batch  237/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  41 Batch  238/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.013
Epoch  41 Batch  239/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.017
Epoch  41 Batch  240/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.016
Epoch  41 Batch  241/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.014
Epoch  41 Batch  242/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.021
Epoch  41 Batch  243/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.012
Epoch  41 Batch  244/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.015
Epoch  41 Batch  245/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch  246/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.017
Epoch  41 Batch  247/538 - Train Accuracy:  0.949, Validation Accuracy:  0.968, Loss:  0.019
Epoch  41 Batch  248/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  41 Batch  249/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.008
Epoch  41 Batch  250/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.014
Epoch  41 Batch  251/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.017
Epoch  41 Batch  252/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  41 Batch  253/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch  254/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.019
Epoch  41 Batch  255/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.014
Epoch  41 Batch  256/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.018
Epoch  41 Batch  257/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.017
Epoch  41 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.013
Epoch  41 Batch  259/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch  260/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.020
Epoch  41 Batch  261/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.018
Epoch  41 Batch  262/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.017
Epoch  41 Batch  263/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.016
Epoch  41 Batch  264/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.020
Epoch  41 Batch  265/538 - Train Accuracy:  0.948, Validation Accuracy:  0.950, Loss:  0.021
Epoch  41 Batch  266/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.016
Epoch  41 Batch  267/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.015
Epoch  41 Batch  268/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.008
Epoch  41 Batch  269/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.015
Epoch  41 Batch  270/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  41 Batch  271/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.012
Epoch  41 Batch  272/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.019
Epoch  41 Batch  273/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.018
Epoch  41 Batch  274/538 - Train Accuracy:  0.944, Validation Accuracy:  0.948, Loss:  0.020
Epoch  41 Batch  275/538 - Train Accuracy:  0.955, Validation Accuracy:  0.947, Loss:  0.020
Epoch  41 Batch  276/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.020
Epoch  41 Batch  277/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.009
Epoch  41 Batch  278/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.015
Epoch  41 Batch  279/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.018
Epoch  41 Batch  280/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.011
Epoch  41 Batch  281/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.021
Epoch  41 Batch  282/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.017
Epoch  41 Batch  283/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.014
Epoch  41 Batch  284/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.014
Epoch  41 Batch  285/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.012
Epoch  41 Batch  286/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.021
Epoch  41 Batch  287/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.010
Epoch  41 Batch  288/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.015
Epoch  41 Batch  289/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.012
Epoch  41 Batch  290/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.011
Epoch  41 Batch  291/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  41 Batch  292/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.009
Epoch  41 Batch  293/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.016
Epoch  41 Batch  294/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.012
Epoch  41 Batch  295/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.012
Epoch  41 Batch  296/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.022
Epoch  41 Batch  297/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.016
Epoch  41 Batch  298/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  41 Batch  299/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.022
Epoch  41 Batch  300/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  41 Batch  301/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.018
Epoch  41 Batch  302/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.018
Epoch  41 Batch  303/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.018
Epoch  41 Batch  304/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.014
Epoch  41 Batch  305/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch  306/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.019
Epoch  41 Batch  307/538 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.012
Epoch  41 Batch  308/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.013
Epoch  41 Batch  309/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.009
Epoch  41 Batch  310/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.016
Epoch  41 Batch  311/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.017
Epoch  41 Batch  312/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.015
Epoch  41 Batch  313/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.014
Epoch  41 Batch  314/538 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.012
Epoch  41 Batch  315/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.019
Epoch  41 Batch  316/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.012
Epoch  41 Batch  317/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.017
Epoch  41 Batch  318/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  41 Batch  319/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.012
Epoch  41 Batch  320/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.011
Epoch  41 Batch  321/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.012
Epoch  41 Batch  322/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.017
Epoch  41 Batch  323/538 - Train Accuracy:  0.986, Validation Accuracy:  0.964, Loss:  0.012
Epoch  41 Batch  324/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  41 Batch  325/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  41 Batch  326/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.018
Epoch  41 Batch  327/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.013
Epoch  41 Batch  328/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.010
Epoch  41 Batch  329/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  330/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.017
Epoch  41 Batch  331/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.014
Epoch  41 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  41 Batch  333/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.014
Epoch  41 Batch  334/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  41 Batch  335/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  41 Batch  336/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.017
Epoch  41 Batch  337/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch  338/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.010
Epoch  41 Batch  339/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.015
Epoch  41 Batch  340/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.012
Epoch  41 Batch  341/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.011
Epoch  41 Batch  342/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch  343/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.013
Epoch  41 Batch  344/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  41 Batch  345/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.014
Epoch  41 Batch  346/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.019
Epoch  41 Batch  347/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  41 Batch  348/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.012
Epoch  41 Batch  349/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.011
Epoch  41 Batch  350/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.018
Epoch  41 Batch  351/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  41 Batch  352/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.027
Epoch  41 Batch  353/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.017
Epoch  41 Batch  354/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  41 Batch  355/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  41 Batch  356/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.012
Epoch  41 Batch  357/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.018
Epoch  41 Batch  358/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.010
Epoch  41 Batch  359/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.015
Epoch  41 Batch  360/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  41 Batch  361/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.016
Epoch  41 Batch  362/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.014
Epoch  41 Batch  363/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  41 Batch  364/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.022
Epoch  41 Batch  365/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.015
Epoch  41 Batch  366/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  41 Batch  367/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  41 Batch  368/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.012
Epoch  41 Batch  369/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.010
Epoch  41 Batch  370/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  41 Batch  371/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  372/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  41 Batch  373/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  41 Batch  374/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  41 Batch  375/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.015
Epoch  41 Batch  376/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.015
Epoch  41 Batch  377/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.016
Epoch  41 Batch  378/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.011
Epoch  41 Batch  379/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.013
Epoch  41 Batch  380/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.012
Epoch  41 Batch  381/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  382/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.015
Epoch  41 Batch  383/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.016
Epoch  41 Batch  384/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  41 Batch  385/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.014
Epoch  41 Batch  386/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.016
Epoch  41 Batch  387/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.014
Epoch  41 Batch  388/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  41 Batch  389/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.022
Epoch  41 Batch  390/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.012
Epoch  41 Batch  391/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  41 Batch  392/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.011
Epoch  41 Batch  393/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  41 Batch  394/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.022
Epoch  41 Batch  395/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.013
Epoch  41 Batch  396/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.014
Epoch  41 Batch  397/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  41 Batch  398/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.012
Epoch  41 Batch  399/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  41 Batch  400/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  41 Batch  401/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.009
Epoch  41 Batch  402/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.013
Epoch  41 Batch  403/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.016
Epoch  41 Batch  404/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.014
Epoch  41 Batch  405/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.013
Epoch  41 Batch  406/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  41 Batch  407/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.016
Epoch  41 Batch  408/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.016
Epoch  41 Batch  409/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  41 Batch  410/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.011
Epoch  41 Batch  411/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.018
Epoch  41 Batch  412/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.011
Epoch  41 Batch  413/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.012
Epoch  41 Batch  414/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.016
Epoch  41 Batch  415/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.013
Epoch  41 Batch  416/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  417/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.010
Epoch  41 Batch  418/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.014
Epoch  41 Batch  419/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.013
Epoch  41 Batch  420/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.018
Epoch  41 Batch  421/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.012
Epoch  41 Batch  422/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  41 Batch  423/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.014
Epoch  41 Batch  424/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.016
Epoch  41 Batch  425/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.018
Epoch  41 Batch  426/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  427/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  41 Batch  428/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.012
Epoch  41 Batch  429/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.015
Epoch  41 Batch  430/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.013
Epoch  41 Batch  431/538 - Train Accuracy:  0.952, Validation Accuracy:  0.960, Loss:  0.016
Epoch  41 Batch  432/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  41 Batch  433/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.029
Epoch  41 Batch  434/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  41 Batch  435/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.014
Epoch  41 Batch  436/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.018
Epoch  41 Batch  437/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.012
Epoch  41 Batch  438/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.012
Epoch  41 Batch  439/538 - Train Accuracy:  0.989, Validation Accuracy:  0.959, Loss:  0.015
Epoch  41 Batch  440/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.018
Epoch  41 Batch  441/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.018
Epoch  41 Batch  442/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.012
Epoch  41 Batch  443/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.017
Epoch  41 Batch  444/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.013
Epoch  41 Batch  445/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.012
Epoch  41 Batch  446/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.016
Epoch  41 Batch  447/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.014
Epoch  41 Batch  448/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  41 Batch  449/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.016
Epoch  41 Batch  450/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.023
Epoch  41 Batch  451/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.016
Epoch  41 Batch  452/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  41 Batch  453/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.013
Epoch  41 Batch  454/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  41 Batch  455/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.016
Epoch  41 Batch  456/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.036
Epoch  41 Batch  457/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.017
Epoch  41 Batch  458/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.011
Epoch  41 Batch  459/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.010
Epoch  41 Batch  460/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.017
Epoch  41 Batch  461/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  41 Batch  462/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.014
Epoch  41 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.020
Epoch  41 Batch  464/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.013
Epoch  41 Batch  465/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.013
Epoch  41 Batch  466/538 - Train Accuracy:  0.952, Validation Accuracy:  0.968, Loss:  0.018
Epoch  41 Batch  467/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.018
Epoch  41 Batch  468/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.015
Epoch  41 Batch  469/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.017
Epoch  41 Batch  470/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.017
Epoch  41 Batch  471/538 - Train Accuracy:  0.990, Validation Accuracy:  0.962, Loss:  0.010
Epoch  41 Batch  472/538 - Train Accuracy:  0.994, Validation Accuracy:  0.961, Loss:  0.011
Epoch  41 Batch  473/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.015
Epoch  41 Batch  474/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  475/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.009
Epoch  41 Batch  476/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.014
Epoch  41 Batch  477/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.022
Epoch  41 Batch  478/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.011
Epoch  41 Batch  479/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.011
Epoch  41 Batch  480/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.020
Epoch  41 Batch  481/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.014
Epoch  41 Batch  482/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.016
Epoch  41 Batch  483/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.019
Epoch  41 Batch  484/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.022
Epoch  41 Batch  485/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.021
Epoch  41 Batch  486/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.012
Epoch  41 Batch  487/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.013
Epoch  41 Batch  488/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.012
Epoch  41 Batch  489/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  41 Batch  490/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  41 Batch  491/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.016
Epoch  41 Batch  492/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  41 Batch  493/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.017
Epoch  41 Batch  494/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.016
Epoch  41 Batch  495/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.014
Epoch  41 Batch  496/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.013
Epoch  41 Batch  497/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.010
Epoch  41 Batch  498/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  41 Batch  499/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.016
Epoch  41 Batch  500/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.012
Epoch  41 Batch  501/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.019
Epoch  41 Batch  502/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  41 Batch  503/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.017
Epoch  41 Batch  504/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  41 Batch  505/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.012
Epoch  41 Batch  506/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.014
Epoch  41 Batch  507/538 - Train Accuracy:  0.973, Validation Accuracy:  0.952, Loss:  0.017
Epoch  41 Batch  508/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  41 Batch  509/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.020
Epoch  41 Batch  510/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  511/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.021
Epoch  41 Batch  512/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.014
Epoch  41 Batch  513/538 - Train Accuracy:  0.947, Validation Accuracy:  0.960, Loss:  0.016
Epoch  41 Batch  514/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  41 Batch  515/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.020
Epoch  41 Batch  516/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.014
Epoch  41 Batch  517/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  41 Batch  518/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.017
Epoch  41 Batch  519/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  41 Batch  520/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.017
Epoch  41 Batch  521/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.022
Epoch  41 Batch  522/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.011
Epoch  41 Batch  523/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  41 Batch  524/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.012
Epoch  41 Batch  525/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.017
Epoch  41 Batch  526/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.016
Epoch  41 Batch  527/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.013
Epoch  41 Batch  528/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.020
Epoch  41 Batch  529/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.016
Epoch  41 Batch  530/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  41 Batch  531/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.018
Epoch  41 Batch  532/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.012
Epoch  41 Batch  533/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.012
Epoch  41 Batch  534/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.011
Epoch  41 Batch  535/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.015
Epoch  41 Batch  536/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.017
Epoch  42 Batch    0/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.014
Epoch  42 Batch    1/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.013
Epoch  42 Batch    2/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.017
Epoch  42 Batch    3/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  42 Batch    4/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  42 Batch    5/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.020
Epoch  42 Batch    6/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.014
Epoch  42 Batch    7/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.016
Epoch  42 Batch    8/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.016
Epoch  42 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.016
Epoch  42 Batch   10/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  42 Batch   11/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.013
Epoch  42 Batch   12/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.011
Epoch  42 Batch   13/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  42 Batch   14/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.012
Epoch  42 Batch   15/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  42 Batch   16/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.018
Epoch  42 Batch   17/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.014
Epoch  42 Batch   18/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.023
Epoch  42 Batch   19/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.011
Epoch  42 Batch   20/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.017
Epoch  42 Batch   21/538 - Train Accuracy:  0.986, Validation Accuracy:  0.964, Loss:  0.007
Epoch  42 Batch   22/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  42 Batch   23/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.019
Epoch  42 Batch   24/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.016
Epoch  42 Batch   25/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.017
Epoch  42 Batch   26/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.020
Epoch  42 Batch   27/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.011
Epoch  42 Batch   28/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.013
Epoch  42 Batch   29/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.011
Epoch  42 Batch   30/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  42 Batch   31/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.009
Epoch  42 Batch   32/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.009
Epoch  42 Batch   33/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  42 Batch   34/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.019
Epoch  42 Batch   35/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  42 Batch   36/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.010
Epoch  42 Batch   37/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.018
Epoch  42 Batch   38/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.016
Epoch  42 Batch   39/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.012
Epoch  42 Batch   40/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  42 Batch   41/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.015
Epoch  42 Batch   42/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.012
Epoch  42 Batch   43/538 - Train Accuracy:  0.953, Validation Accuracy:  0.971, Loss:  0.021
Epoch  42 Batch   44/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.010
Epoch  42 Batch   45/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch   46/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  42 Batch   47/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  42 Batch   48/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.017
Epoch  42 Batch   49/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.009
Epoch  42 Batch   50/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch   51/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.018
Epoch  42 Batch   52/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.013
Epoch  42 Batch   53/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.016
Epoch  42 Batch   54/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  42 Batch   55/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.018
Epoch  42 Batch   56/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.015
Epoch  42 Batch   57/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.015
Epoch  42 Batch   58/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.013
Epoch  42 Batch   59/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.013
Epoch  42 Batch   60/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  42 Batch   61/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.015
Epoch  42 Batch   62/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.021
Epoch  42 Batch   63/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  42 Batch   64/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  42 Batch   65/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  42 Batch   66/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.013
Epoch  42 Batch   67/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  42 Batch   68/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch   69/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.014
Epoch  42 Batch   70/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.014
Epoch  42 Batch   71/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  42 Batch   72/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.032
Epoch  42 Batch   73/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.016
Epoch  42 Batch   74/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.014
Epoch  42 Batch   75/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.020
Epoch  42 Batch   76/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  42 Batch   77/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.012
Epoch  42 Batch   78/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.017
Epoch  42 Batch   79/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.012
Epoch  42 Batch   80/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.012
Epoch  42 Batch   81/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.018
Epoch  42 Batch   82/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.017
Epoch  42 Batch   83/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  42 Batch   84/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  42 Batch   85/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.016
Epoch  42 Batch   86/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  42 Batch   87/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch   88/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.013
Epoch  42 Batch   89/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.013
Epoch  42 Batch   90/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  42 Batch   91/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.017
Epoch  42 Batch   92/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch   93/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  42 Batch   94/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.012
Epoch  42 Batch   95/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  42 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.011
Epoch  42 Batch   97/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.011
Epoch  42 Batch   98/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.016
Epoch  42 Batch   99/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.011
Epoch  42 Batch  100/538 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.009
Epoch  42 Batch  101/538 - Train Accuracy:  0.963, Validation Accuracy:  0.970, Loss:  0.017
Epoch  42 Batch  102/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  42 Batch  103/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.015
Epoch  42 Batch  104/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.014
Epoch  42 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.010
Epoch  42 Batch  106/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.011
Epoch  42 Batch  107/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.017
Epoch  42 Batch  108/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.011
Epoch  42 Batch  109/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch  110/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.012
Epoch  42 Batch  111/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.014
Epoch  42 Batch  112/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.016
Epoch  42 Batch  113/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  42 Batch  114/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.012
Epoch  42 Batch  115/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  42 Batch  116/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.021
Epoch  42 Batch  117/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.015
Epoch  42 Batch  118/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  42 Batch  119/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.011
Epoch  42 Batch  120/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch  121/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.017
Epoch  42 Batch  122/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  42 Batch  123/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.016
Epoch  42 Batch  124/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.014
Epoch  42 Batch  125/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.016
Epoch  42 Batch  126/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.017
Epoch  42 Batch  127/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.023
Epoch  42 Batch  128/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.016
Epoch  42 Batch  129/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.013
Epoch  42 Batch  130/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.013
Epoch  42 Batch  131/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  42 Batch  132/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.014
Epoch  42 Batch  133/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.019
Epoch  42 Batch  134/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.021
Epoch  42 Batch  135/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.022
Epoch  42 Batch  136/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.018
Epoch  42 Batch  137/538 - Train Accuracy:  0.986, Validation Accuracy:  0.965, Loss:  0.019
Epoch  42 Batch  138/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.017
Epoch  42 Batch  139/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  42 Batch  140/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.019
Epoch  42 Batch  141/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.015
Epoch  42 Batch  142/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.017
Epoch  42 Batch  143/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.029
Epoch  42 Batch  144/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.018
Epoch  42 Batch  145/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.020
Epoch  42 Batch  146/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  42 Batch  147/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.019
Epoch  42 Batch  148/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.018
Epoch  42 Batch  149/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.014
Epoch  42 Batch  150/538 - Train Accuracy:  0.984, Validation Accuracy:  0.958, Loss:  0.014
Epoch  42 Batch  151/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.021
Epoch  42 Batch  152/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.015
Epoch  42 Batch  153/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  42 Batch  154/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.011
Epoch  42 Batch  155/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.016
Epoch  42 Batch  156/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  42 Batch  157/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.016
Epoch  42 Batch  158/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.017
Epoch  42 Batch  159/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.021
Epoch  42 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.021
Epoch  42 Batch  161/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.017
Epoch  42 Batch  162/538 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.015
Epoch  42 Batch  163/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.019
Epoch  42 Batch  164/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.017
Epoch  42 Batch  165/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.010
Epoch  42 Batch  166/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.014
Epoch  42 Batch  167/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.023
Epoch  42 Batch  168/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.019
Epoch  42 Batch  169/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.012
Epoch  42 Batch  170/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  42 Batch  171/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.014
Epoch  42 Batch  172/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.012
Epoch  42 Batch  173/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.013
Epoch  42 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.014
Epoch  42 Batch  175/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.012
Epoch  42 Batch  176/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.021
Epoch  42 Batch  177/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  42 Batch  178/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  42 Batch  179/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.017
Epoch  42 Batch  180/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.017
Epoch  42 Batch  181/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.019
Epoch  42 Batch  182/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.009
Epoch  42 Batch  183/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.011
Epoch  42 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.019
Epoch  42 Batch  185/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.011
Epoch  42 Batch  186/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.014
Epoch  42 Batch  187/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.014
Epoch  42 Batch  188/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch  189/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.021
Epoch  42 Batch  190/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.022
Epoch  42 Batch  191/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.018
Epoch  42 Batch  192/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch  193/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  42 Batch  194/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.020
Epoch  42 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.019
Epoch  42 Batch  196/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.012
Epoch  42 Batch  197/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.017
Epoch  42 Batch  198/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.019
Epoch  42 Batch  199/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  42 Batch  200/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.012
Epoch  42 Batch  201/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.020
Epoch  42 Batch  202/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch  203/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.017
Epoch  42 Batch  204/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.023
Epoch  42 Batch  205/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.012
Epoch  42 Batch  206/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  42 Batch  207/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.016
Epoch  42 Batch  208/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.018
Epoch  42 Batch  209/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.014
Epoch  42 Batch  210/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.015
Epoch  42 Batch  212/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.017
Epoch  42 Batch  213/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.015
Epoch  42 Batch  214/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.012
Epoch  42 Batch  215/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.014
Epoch  42 Batch  216/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.020
Epoch  42 Batch  217/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.021
Epoch  42 Batch  218/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.014
Epoch  42 Batch  219/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.017
Epoch  42 Batch  220/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.014
Epoch  42 Batch  221/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.018
Epoch  42 Batch  222/538 - Train Accuracy:  0.986, Validation Accuracy:  0.966, Loss:  0.011
Epoch  42 Batch  223/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.015
Epoch  42 Batch  224/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.023
Epoch  42 Batch  225/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.015
Epoch  42 Batch  226/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.021
Epoch  42 Batch  227/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.018
Epoch  42 Batch  228/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.018
Epoch  42 Batch  229/538 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.015
Epoch  42 Batch  230/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.015
Epoch  42 Batch  231/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.018
Epoch  42 Batch  232/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.020
Epoch  42 Batch  233/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.016
Epoch  42 Batch  234/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.018
Epoch  42 Batch  235/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.014
Epoch  42 Batch  236/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.017
Epoch  42 Batch  237/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.012
Epoch  42 Batch  238/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.019
Epoch  42 Batch  239/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.015
Epoch  42 Batch  240/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.018
Epoch  42 Batch  241/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  42 Batch  242/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.017
Epoch  42 Batch  243/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.013
Epoch  42 Batch  244/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  42 Batch  245/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.024
Epoch  42 Batch  246/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.012
Epoch  42 Batch  247/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.018
Epoch  42 Batch  248/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.018
Epoch  42 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  42 Batch  250/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.010
Epoch  42 Batch  251/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.013
Epoch  42 Batch  252/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.021
Epoch  42 Batch  253/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  42 Batch  254/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.020
Epoch  42 Batch  255/538 - Train Accuracy:  0.983, Validation Accuracy:  0.952, Loss:  0.013
Epoch  42 Batch  256/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.014
Epoch  42 Batch  257/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.016
Epoch  42 Batch  258/538 - Train Accuracy:  0.974, Validation Accuracy:  0.947, Loss:  0.015
Epoch  42 Batch  259/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.015
Epoch  42 Batch  260/538 - Train Accuracy:  0.943, Validation Accuracy:  0.959, Loss:  0.023
Epoch  42 Batch  261/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.019
Epoch  42 Batch  262/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.018
Epoch  42 Batch  263/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  42 Batch  264/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.024
Epoch  42 Batch  265/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.021
Epoch  42 Batch  266/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  42 Batch  267/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  42 Batch  268/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.013
Epoch  42 Batch  269/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.018
Epoch  42 Batch  270/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.014
Epoch  42 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.013
Epoch  42 Batch  272/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  42 Batch  273/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  42 Batch  274/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.018
Epoch  42 Batch  275/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.017
Epoch  42 Batch  276/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.021
Epoch  42 Batch  277/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.011
Epoch  42 Batch  278/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.015
Epoch  42 Batch  279/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.015
Epoch  42 Batch  280/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.011
Epoch  42 Batch  281/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  42 Batch  282/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.020
Epoch  42 Batch  283/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.015
Epoch  42 Batch  284/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.016
Epoch  42 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  42 Batch  286/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.023
Epoch  42 Batch  287/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.011
Epoch  42 Batch  288/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.013
Epoch  42 Batch  289/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.014
Epoch  42 Batch  290/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.009
Epoch  42 Batch  291/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.017
Epoch  42 Batch  292/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.010
Epoch  42 Batch  293/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.013
Epoch  42 Batch  294/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.013
Epoch  42 Batch  295/538 - Train Accuracy:  0.983, Validation Accuracy:  0.957, Loss:  0.014
Epoch  42 Batch  296/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.023
Epoch  42 Batch  297/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.016
Epoch  42 Batch  298/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.017
Epoch  42 Batch  299/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.020
Epoch  42 Batch  300/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch  301/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.017
Epoch  42 Batch  302/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.017
Epoch  42 Batch  303/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  42 Batch  304/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.016
Epoch  42 Batch  305/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  42 Batch  306/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch  307/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch  308/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  42 Batch  309/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  42 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  42 Batch  311/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  42 Batch  312/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch  313/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.019
Epoch  42 Batch  314/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.014
Epoch  42 Batch  315/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.014
Epoch  42 Batch  316/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.013
Epoch  42 Batch  317/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.017
Epoch  42 Batch  318/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.018
Epoch  42 Batch  319/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.011
Epoch  42 Batch  320/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.011
Epoch  42 Batch  321/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch  322/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  42 Batch  323/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.011
Epoch  42 Batch  324/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch  325/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  42 Batch  326/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.016
Epoch  42 Batch  327/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  42 Batch  328/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.011
Epoch  42 Batch  329/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.011
Epoch  42 Batch  330/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.017
Epoch  42 Batch  331/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.011
Epoch  42 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.018
Epoch  42 Batch  333/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  42 Batch  334/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.012
Epoch  42 Batch  335/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.013
Epoch  42 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.018
Epoch  42 Batch  337/538 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.015
Epoch  42 Batch  338/538 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.010
Epoch  42 Batch  339/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.011
Epoch  42 Batch  340/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.014
Epoch  42 Batch  341/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.010
Epoch  42 Batch  342/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.018
Epoch  42 Batch  343/538 - Train Accuracy:  0.984, Validation Accuracy:  0.957, Loss:  0.013
Epoch  42 Batch  344/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.015
Epoch  42 Batch  345/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.014
Epoch  42 Batch  346/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.017
Epoch  42 Batch  347/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.015
Epoch  42 Batch  348/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.012
Epoch  42 Batch  349/538 - Train Accuracy:  0.982, Validation Accuracy:  0.955, Loss:  0.014
Epoch  42 Batch  350/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  42 Batch  351/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.014
Epoch  42 Batch  352/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.029
Epoch  42 Batch  353/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.019
Epoch  42 Batch  354/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.016
Epoch  42 Batch  355/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.016
Epoch  42 Batch  356/538 - Train Accuracy:  0.977, Validation Accuracy:  0.949, Loss:  0.010
Epoch  42 Batch  357/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.014
Epoch  42 Batch  358/538 - Train Accuracy:  0.984, Validation Accuracy:  0.952, Loss:  0.009
Epoch  42 Batch  359/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.016
Epoch  42 Batch  360/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  42 Batch  361/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.020
Epoch  42 Batch  362/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  42 Batch  363/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.012
Epoch  42 Batch  364/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.022
Epoch  42 Batch  365/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.016
Epoch  42 Batch  366/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.016
Epoch  42 Batch  367/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.012
Epoch  42 Batch  368/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.011
Epoch  42 Batch  369/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.011
Epoch  42 Batch  370/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  42 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.012
Epoch  42 Batch  372/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.015
Epoch  42 Batch  373/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.011
Epoch  42 Batch  374/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.012
Epoch  42 Batch  375/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch  376/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  42 Batch  377/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.018
Epoch  42 Batch  378/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.010
Epoch  42 Batch  379/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.014
Epoch  42 Batch  380/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  42 Batch  381/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.012
Epoch  42 Batch  382/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  42 Batch  383/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.012
Epoch  42 Batch  384/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  42 Batch  385/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  42 Batch  386/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.011
Epoch  42 Batch  387/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.012
Epoch  42 Batch  388/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.014
Epoch  42 Batch  389/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.017
Epoch  42 Batch  390/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.012
Epoch  42 Batch  391/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.011
Epoch  42 Batch  392/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.008
Epoch  42 Batch  393/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.015
Epoch  42 Batch  394/538 - Train Accuracy:  0.958, Validation Accuracy:  0.947, Loss:  0.019
Epoch  42 Batch  395/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.015
Epoch  42 Batch  396/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.010
Epoch  42 Batch  397/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.014
Epoch  42 Batch  398/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.013
Epoch  42 Batch  399/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  42 Batch  400/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.015
Epoch  42 Batch  401/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.009
Epoch  42 Batch  402/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.009
Epoch  42 Batch  403/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.013
Epoch  42 Batch  404/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.012
Epoch  42 Batch  405/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.011
Epoch  42 Batch  406/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.015
Epoch  42 Batch  407/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  42 Batch  408/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  42 Batch  409/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.011
Epoch  42 Batch  410/538 - Train Accuracy:  0.987, Validation Accuracy:  0.954, Loss:  0.010
Epoch  42 Batch  411/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  42 Batch  412/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.009
Epoch  42 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.013
Epoch  42 Batch  414/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.017
Epoch  42 Batch  415/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.013
Epoch  42 Batch  416/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.012
Epoch  42 Batch  417/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.011
Epoch  42 Batch  418/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.014
Epoch  42 Batch  419/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch  420/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.017
Epoch  42 Batch  421/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.009
Epoch  42 Batch  422/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.014
Epoch  42 Batch  423/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.013
Epoch  42 Batch  424/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.015
Epoch  42 Batch  425/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.021
Epoch  42 Batch  426/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.013
Epoch  42 Batch  427/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  42 Batch  428/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.011
Epoch  42 Batch  429/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  42 Batch  430/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  42 Batch  431/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.012
Epoch  42 Batch  432/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.018
Epoch  42 Batch  433/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.027
Epoch  42 Batch  434/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.009
Epoch  42 Batch  435/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.014
Epoch  42 Batch  436/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.013
Epoch  42 Batch  437/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.013
Epoch  42 Batch  438/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.010
Epoch  42 Batch  439/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch  440/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.015
Epoch  42 Batch  441/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.017
Epoch  42 Batch  442/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.010
Epoch  42 Batch  443/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.014
Epoch  42 Batch  444/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.012
Epoch  42 Batch  445/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.014
Epoch  42 Batch  446/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.013
Epoch  42 Batch  447/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.012
Epoch  42 Batch  448/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  42 Batch  449/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.013
Epoch  42 Batch  450/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.023
Epoch  42 Batch  451/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.013
Epoch  42 Batch  452/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.012
Epoch  42 Batch  453/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.013
Epoch  42 Batch  454/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  42 Batch  455/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.014
Epoch  42 Batch  456/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.032
Epoch  42 Batch  457/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.014
Epoch  42 Batch  458/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.013
Epoch  42 Batch  459/538 - Train Accuracy:  0.988, Validation Accuracy:  0.964, Loss:  0.008
Epoch  42 Batch  460/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.016
Epoch  42 Batch  461/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.014
Epoch  42 Batch  462/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.013
Epoch  42 Batch  463/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.018
Epoch  42 Batch  464/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.011
Epoch  42 Batch  465/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.014
Epoch  42 Batch  466/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.018
Epoch  42 Batch  467/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch  468/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.021
Epoch  42 Batch  469/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch  470/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  42 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.011
Epoch  42 Batch  472/538 - Train Accuracy:  0.994, Validation Accuracy:  0.964, Loss:  0.009
Epoch  42 Batch  473/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.012
Epoch  42 Batch  474/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  42 Batch  475/538 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.010
Epoch  42 Batch  476/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  42 Batch  477/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.016
Epoch  42 Batch  478/538 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.009
Epoch  42 Batch  479/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.012
Epoch  42 Batch  480/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.014
Epoch  42 Batch  481/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.015
Epoch  42 Batch  482/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.012
Epoch  42 Batch  483/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  42 Batch  484/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.014
Epoch  42 Batch  485/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.019
Epoch  42 Batch  486/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.009
Epoch  42 Batch  487/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.007
Epoch  42 Batch  488/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.013
Epoch  42 Batch  489/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.012
Epoch  42 Batch  490/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  42 Batch  491/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.018
Epoch  42 Batch  492/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.010
Epoch  42 Batch  493/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  42 Batch  494/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.012
Epoch  42 Batch  495/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  42 Batch  496/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.012
Epoch  42 Batch  497/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.011
Epoch  42 Batch  498/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.011
Epoch  42 Batch  499/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.012
Epoch  42 Batch  500/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.010
Epoch  42 Batch  501/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.015
Epoch  42 Batch  502/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.012
Epoch  42 Batch  503/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  42 Batch  504/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.011
Epoch  42 Batch  505/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.008
Epoch  42 Batch  506/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  42 Batch  507/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  42 Batch  508/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.012
Epoch  42 Batch  509/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  42 Batch  510/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.008
Epoch  42 Batch  511/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.015
Epoch  42 Batch  512/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  42 Batch  513/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.012
Epoch  42 Batch  514/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  42 Batch  515/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.018
Epoch  42 Batch  516/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.016
Epoch  42 Batch  517/538 - Train Accuracy:  0.980, Validation Accuracy:  0.950, Loss:  0.013
Epoch  42 Batch  518/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.016
Epoch  42 Batch  519/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  42 Batch  520/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.019
Epoch  42 Batch  521/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.019
Epoch  42 Batch  522/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.011
Epoch  42 Batch  523/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.015
Epoch  42 Batch  524/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.011
Epoch  42 Batch  525/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.013
Epoch  42 Batch  526/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.017
Epoch  42 Batch  527/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.011
Epoch  42 Batch  528/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.016
Epoch  42 Batch  529/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.014
Epoch  42 Batch  530/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  42 Batch  531/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.016
Epoch  42 Batch  532/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.012
Epoch  42 Batch  533/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.010
Epoch  42 Batch  534/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.012
Epoch  42 Batch  535/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.013
Epoch  42 Batch  536/538 - Train Accuracy:  0.983, Validation Accuracy:  0.955, Loss:  0.017
Epoch  43 Batch    0/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  43 Batch    1/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.011
Epoch  43 Batch    2/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.014
Epoch  43 Batch    3/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.010
Epoch  43 Batch    4/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.010
Epoch  43 Batch    5/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  43 Batch    6/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.014
Epoch  43 Batch    7/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.018
Epoch  43 Batch    8/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  43 Batch    9/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.014
Epoch  43 Batch   10/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  43 Batch   11/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch   12/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.013
Epoch  43 Batch   13/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.011
Epoch  43 Batch   14/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  43 Batch   15/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch   16/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  43 Batch   17/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.014
Epoch  43 Batch   18/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.023
Epoch  43 Batch   19/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.010
Epoch  43 Batch   20/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch   21/538 - Train Accuracy:  0.987, Validation Accuracy:  0.956, Loss:  0.009
Epoch  43 Batch   22/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.016
Epoch  43 Batch   23/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.018
Epoch  43 Batch   24/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.018
Epoch  43 Batch   25/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  43 Batch   26/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.020
Epoch  43 Batch   27/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.009
Epoch  43 Batch   28/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.011
Epoch  43 Batch   29/538 - Train Accuracy:  0.977, Validation Accuracy:  0.951, Loss:  0.011
Epoch  43 Batch   30/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  43 Batch   31/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.008
Epoch  43 Batch   32/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.008
Epoch  43 Batch   33/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch   34/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  43 Batch   35/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.014
Epoch  43 Batch   36/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  43 Batch   37/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  43 Batch   38/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  43 Batch   39/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.010
Epoch  43 Batch   40/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  43 Batch   41/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.011
Epoch  43 Batch   42/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.012
Epoch  43 Batch   43/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.015
Epoch  43 Batch   44/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.010
Epoch  43 Batch   45/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.011
Epoch  43 Batch   46/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.011
Epoch  43 Batch   47/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.020
Epoch  43 Batch   48/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.015
Epoch  43 Batch   49/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.011
Epoch  43 Batch   50/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  43 Batch   51/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.016
Epoch  43 Batch   52/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  43 Batch   53/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.014
Epoch  43 Batch   54/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.012
Epoch  43 Batch   55/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.015
Epoch  43 Batch   56/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.014
Epoch  43 Batch   57/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.017
Epoch  43 Batch   58/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.011
Epoch  43 Batch   59/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  43 Batch   60/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.017
Epoch  43 Batch   61/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.016
Epoch  43 Batch   62/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  43 Batch   63/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.012
Epoch  43 Batch   64/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  43 Batch   65/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.011
Epoch  43 Batch   66/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.011
Epoch  43 Batch   67/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.010
Epoch  43 Batch   68/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.013
Epoch  43 Batch   69/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.013
Epoch  43 Batch   70/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.014
Epoch  43 Batch   71/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.020
Epoch  43 Batch   72/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.025
Epoch  43 Batch   73/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  43 Batch   74/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.015
Epoch  43 Batch   75/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.019
Epoch  43 Batch   76/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  43 Batch   77/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.022
Epoch  43 Batch   78/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.013
Epoch  43 Batch   79/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.014
Epoch  43 Batch   80/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.015
Epoch  43 Batch   81/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  43 Batch   82/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.018
Epoch  43 Batch   83/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  43 Batch   84/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch   85/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.014
Epoch  43 Batch   86/538 - Train Accuracy:  0.982, Validation Accuracy:  0.950, Loss:  0.011
Epoch  43 Batch   87/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.019
Epoch  43 Batch   88/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.015
Epoch  43 Batch   89/538 - Train Accuracy:  0.979, Validation Accuracy:  0.944, Loss:  0.013
Epoch  43 Batch   90/538 - Train Accuracy:  0.979, Validation Accuracy:  0.942, Loss:  0.018
Epoch  43 Batch   91/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.018
Epoch  43 Batch   92/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.016
Epoch  43 Batch   93/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  43 Batch   94/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.012
Epoch  43 Batch   95/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.014
Epoch  43 Batch   96/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.010
Epoch  43 Batch   97/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.010
Epoch  43 Batch   98/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.022
Epoch  43 Batch   99/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.013
Epoch  43 Batch  100/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.009
Epoch  43 Batch  101/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.023
Epoch  43 Batch  102/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  43 Batch  103/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.018
Epoch  43 Batch  104/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.016
Epoch  43 Batch  105/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.014
Epoch  43 Batch  106/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.012
Epoch  43 Batch  107/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.017
Epoch  43 Batch  108/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.015
Epoch  43 Batch  109/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.013
Epoch  43 Batch  110/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.012
Epoch  43 Batch  111/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.018
Epoch  43 Batch  112/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.018
Epoch  43 Batch  113/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.017
Epoch  43 Batch  114/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  115/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.020
Epoch  43 Batch  116/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.017
Epoch  43 Batch  117/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.018
Epoch  43 Batch  118/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.014
Epoch  43 Batch  119/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.012
Epoch  43 Batch  120/538 - Train Accuracy:  0.985, Validation Accuracy:  0.960, Loss:  0.013
Epoch  43 Batch  121/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.017
Epoch  43 Batch  122/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.015
Epoch  43 Batch  123/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.015
Epoch  43 Batch  124/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.016
Epoch  43 Batch  125/538 - Train Accuracy:  0.985, Validation Accuracy:  0.969, Loss:  0.017
Epoch  43 Batch  126/538 - Train Accuracy:  0.962, Validation Accuracy:  0.972, Loss:  0.019
Epoch  43 Batch  127/538 - Train Accuracy:  0.963, Validation Accuracy:  0.973, Loss:  0.024
Epoch  43 Batch  128/538 - Train Accuracy:  0.972, Validation Accuracy:  0.975, Loss:  0.016
Epoch  43 Batch  129/538 - Train Accuracy:  0.973, Validation Accuracy:  0.976, Loss:  0.010
Epoch  43 Batch  130/538 - Train Accuracy:  0.963, Validation Accuracy:  0.972, Loss:  0.013
Epoch  43 Batch  131/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.012
Epoch  43 Batch  132/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.018
Epoch  43 Batch  133/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.016
Epoch  43 Batch  134/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.019
Epoch  43 Batch  135/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  43 Batch  136/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.016
Epoch  43 Batch  137/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  138/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  43 Batch  139/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.019
Epoch  43 Batch  140/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.018
Epoch  43 Batch  141/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.018
Epoch  43 Batch  142/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.020
Epoch  43 Batch  143/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.031
Epoch  43 Batch  144/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.021
Epoch  43 Batch  145/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.023
Epoch  43 Batch  146/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  147/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  43 Batch  148/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.018
Epoch  43 Batch  149/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.011
Epoch  43 Batch  150/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.012
Epoch  43 Batch  151/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  43 Batch  152/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.020
Epoch  43 Batch  153/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.016
Epoch  43 Batch  154/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.013
Epoch  43 Batch  155/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  43 Batch  156/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  43 Batch  157/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.018
Epoch  43 Batch  158/538 - Train Accuracy:  0.989, Validation Accuracy:  0.956, Loss:  0.011
Epoch  43 Batch  159/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.023
Epoch  43 Batch  160/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  43 Batch  161/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  162/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  43 Batch  163/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.018
Epoch  43 Batch  164/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.017
Epoch  43 Batch  165/538 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.013
Epoch  43 Batch  166/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  167/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.020
Epoch  43 Batch  168/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.019
Epoch  43 Batch  169/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.015
Epoch  43 Batch  170/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.014
Epoch  43 Batch  171/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.014
Epoch  43 Batch  172/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.011
Epoch  43 Batch  173/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.017
Epoch  43 Batch  174/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  175/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.017
Epoch  43 Batch  176/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  177/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.014
Epoch  43 Batch  178/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.018
Epoch  43 Batch  179/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.019
Epoch  43 Batch  180/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  43 Batch  181/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.024
Epoch  43 Batch  182/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.012
Epoch  43 Batch  183/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.018
Epoch  43 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.017
Epoch  43 Batch  185/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  43 Batch  186/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.016
Epoch  43 Batch  187/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.017
Epoch  43 Batch  188/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.015
Epoch  43 Batch  189/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.024
Epoch  43 Batch  190/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.021
Epoch  43 Batch  191/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.016
Epoch  43 Batch  192/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.012
Epoch  43 Batch  193/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.020
Epoch  43 Batch  194/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.017
Epoch  43 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.029
Epoch  43 Batch  196/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.018
Epoch  43 Batch  197/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.014
Epoch  43 Batch  198/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.018
Epoch  43 Batch  199/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.018
Epoch  43 Batch  200/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  201/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.021
Epoch  43 Batch  202/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.015
Epoch  43 Batch  203/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.019
Epoch  43 Batch  204/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.031
Epoch  43 Batch  205/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch  206/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  43 Batch  207/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.017
Epoch  43 Batch  208/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.024
Epoch  43 Batch  209/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  210/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.016
Epoch  43 Batch  211/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.019
Epoch  43 Batch  212/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.015
Epoch  43 Batch  213/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.017
Epoch  43 Batch  214/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.014
Epoch  43 Batch  215/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.015
Epoch  43 Batch  216/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.023
Epoch  43 Batch  217/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  218/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  43 Batch  219/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.022
Epoch  43 Batch  220/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.016
Epoch  43 Batch  221/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.018
Epoch  43 Batch  222/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.011
Epoch  43 Batch  223/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.020
Epoch  43 Batch  224/538 - Train Accuracy:  0.937, Validation Accuracy:  0.962, Loss:  0.028
Epoch  43 Batch  225/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.016
Epoch  43 Batch  226/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.020
Epoch  43 Batch  227/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.014
Epoch  43 Batch  228/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.015
Epoch  43 Batch  229/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  43 Batch  230/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.016
Epoch  43 Batch  231/538 - Train Accuracy:  0.952, Validation Accuracy:  0.954, Loss:  0.018
Epoch  43 Batch  232/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.023
Epoch  43 Batch  233/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.011
Epoch  43 Batch  234/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.019
Epoch  43 Batch  235/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.014
Epoch  43 Batch  236/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  43 Batch  237/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.014
Epoch  43 Batch  238/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  43 Batch  239/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.019
Epoch  43 Batch  240/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch  241/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.018
Epoch  43 Batch  242/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.020
Epoch  43 Batch  243/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  43 Batch  244/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.014
Epoch  43 Batch  245/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.021
Epoch  43 Batch  246/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.016
Epoch  43 Batch  247/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.021
Epoch  43 Batch  248/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.016
Epoch  43 Batch  249/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.013
Epoch  43 Batch  250/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.013
Epoch  43 Batch  251/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch  252/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.023
Epoch  43 Batch  253/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.013
Epoch  43 Batch  254/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.019
Epoch  43 Batch  255/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.016
Epoch  43 Batch  256/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.016
Epoch  43 Batch  257/538 - Train Accuracy:  0.975, Validation Accuracy:  0.949, Loss:  0.015
Epoch  43 Batch  258/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.017
Epoch  43 Batch  259/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch  260/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.023
Epoch  43 Batch  261/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.022
Epoch  43 Batch  262/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.017
Epoch  43 Batch  263/538 - Train Accuracy:  0.958, Validation Accuracy:  0.951, Loss:  0.016
Epoch  43 Batch  264/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.022
Epoch  43 Batch  265/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.020
Epoch  43 Batch  266/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.021
Epoch  43 Batch  267/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.019
Epoch  43 Batch  268/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.011
Epoch  43 Batch  269/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.019
Epoch  43 Batch  270/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.013
Epoch  43 Batch  271/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  272/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.020
Epoch  43 Batch  273/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.017
Epoch  43 Batch  274/538 - Train Accuracy:  0.942, Validation Accuracy:  0.949, Loss:  0.018
Epoch  43 Batch  275/538 - Train Accuracy:  0.960, Validation Accuracy:  0.944, Loss:  0.015
Epoch  43 Batch  276/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.020
Epoch  43 Batch  277/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.014
Epoch  43 Batch  278/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.015
Epoch  43 Batch  279/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.014
Epoch  43 Batch  280/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.018
Epoch  43 Batch  281/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.025
Epoch  43 Batch  282/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.021
Epoch  43 Batch  283/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.020
Epoch  43 Batch  284/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.018
Epoch  43 Batch  285/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.016
Epoch  43 Batch  286/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.025
Epoch  43 Batch  287/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  43 Batch  288/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.013
Epoch  43 Batch  289/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.012
Epoch  43 Batch  290/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.012
Epoch  43 Batch  291/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.020
Epoch  43 Batch  292/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.018
Epoch  43 Batch  293/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.016
Epoch  43 Batch  294/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.018
Epoch  43 Batch  295/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  43 Batch  296/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.024
Epoch  43 Batch  297/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.019
Epoch  43 Batch  298/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.014
Epoch  43 Batch  299/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.025
Epoch  43 Batch  300/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  43 Batch  301/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.019
Epoch  43 Batch  302/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.020
Epoch  43 Batch  303/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.022
Epoch  43 Batch  304/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.020
Epoch  43 Batch  305/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.024
Epoch  43 Batch  306/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.019
Epoch  43 Batch  307/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  43 Batch  308/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  43 Batch  309/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  310/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.019
Epoch  43 Batch  311/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.016
Epoch  43 Batch  312/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.019
Epoch  43 Batch  313/538 - Train Accuracy:  0.965, Validation Accuracy:  0.973, Loss:  0.019
Epoch  43 Batch  314/538 - Train Accuracy:  0.983, Validation Accuracy:  0.975, Loss:  0.013
Epoch  43 Batch  315/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.014
Epoch  43 Batch  316/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.013
Epoch  43 Batch  317/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.019
Epoch  43 Batch  318/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.014
Epoch  43 Batch  319/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.015
Epoch  43 Batch  320/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.016
Epoch  43 Batch  321/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.011
Epoch  43 Batch  322/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.016
Epoch  43 Batch  323/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  43 Batch  324/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.016
Epoch  43 Batch  325/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.014
Epoch  43 Batch  326/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  43 Batch  327/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.017
Epoch  43 Batch  328/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.018
Epoch  43 Batch  329/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.014
Epoch  43 Batch  330/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.018
Epoch  43 Batch  331/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.014
Epoch  43 Batch  332/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.017
Epoch  43 Batch  333/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  43 Batch  334/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.011
Epoch  43 Batch  335/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.016
Epoch  43 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.018
Epoch  43 Batch  337/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.015
Epoch  43 Batch  338/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.012
Epoch  43 Batch  339/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.013
Epoch  43 Batch  340/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  43 Batch  341/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  342/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.017
Epoch  43 Batch  343/538 - Train Accuracy:  0.980, Validation Accuracy:  0.950, Loss:  0.011
Epoch  43 Batch  344/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.014
Epoch  43 Batch  345/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.023
Epoch  43 Batch  346/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.014
Epoch  43 Batch  347/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.018
Epoch  43 Batch  348/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.012
Epoch  43 Batch  349/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.011
Epoch  43 Batch  350/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.017
Epoch  43 Batch  351/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  43 Batch  352/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.029
Epoch  43 Batch  353/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.016
Epoch  43 Batch  354/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.022
Epoch  43 Batch  355/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.017
Epoch  43 Batch  356/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.013
Epoch  43 Batch  357/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.017
Epoch  43 Batch  358/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  43 Batch  359/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  43 Batch  360/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.016
Epoch  43 Batch  361/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.023
Epoch  43 Batch  362/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  363/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.017
Epoch  43 Batch  364/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.021
Epoch  43 Batch  365/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.016
Epoch  43 Batch  366/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  43 Batch  367/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.014
Epoch  43 Batch  368/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.014
Epoch  43 Batch  369/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.011
Epoch  43 Batch  370/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.017
Epoch  43 Batch  371/538 - Train Accuracy:  0.980, Validation Accuracy:  0.951, Loss:  0.014
Epoch  43 Batch  372/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.021
Epoch  43 Batch  373/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.017
Epoch  43 Batch  374/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  375/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.018
Epoch  43 Batch  376/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.017
Epoch  43 Batch  377/538 - Train Accuracy:  0.980, Validation Accuracy:  0.948, Loss:  0.016
Epoch  43 Batch  378/538 - Train Accuracy:  0.982, Validation Accuracy:  0.951, Loss:  0.011
Epoch  43 Batch  379/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.014
Epoch  43 Batch  380/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.015
Epoch  43 Batch  381/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.012
Epoch  43 Batch  382/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.015
Epoch  43 Batch  383/538 - Train Accuracy:  0.971, Validation Accuracy:  0.945, Loss:  0.014
Epoch  43 Batch  384/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.019
Epoch  43 Batch  385/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  43 Batch  386/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.011
Epoch  43 Batch  387/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.013
Epoch  43 Batch  388/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.023
Epoch  43 Batch  389/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.022
Epoch  43 Batch  390/538 - Train Accuracy:  0.964, Validation Accuracy:  0.949, Loss:  0.014
Epoch  43 Batch  391/538 - Train Accuracy:  0.975, Validation Accuracy:  0.945, Loss:  0.012
Epoch  43 Batch  392/538 - Train Accuracy:  0.973, Validation Accuracy:  0.941, Loss:  0.010
Epoch  43 Batch  393/538 - Train Accuracy:  0.967, Validation Accuracy:  0.941, Loss:  0.015
Epoch  43 Batch  394/538 - Train Accuracy:  0.958, Validation Accuracy:  0.946, Loss:  0.020
Epoch  43 Batch  395/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.014
Epoch  43 Batch  396/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.013
Epoch  43 Batch  397/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  398/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.012
Epoch  43 Batch  399/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.013
Epoch  43 Batch  400/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.017
Epoch  43 Batch  401/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.012
Epoch  43 Batch  402/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.012
Epoch  43 Batch  403/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.015
Epoch  43 Batch  404/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.015
Epoch  43 Batch  405/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.014
Epoch  43 Batch  406/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.019
Epoch  43 Batch  407/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.014
Epoch  43 Batch  408/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.017
Epoch  43 Batch  409/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  43 Batch  410/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.013
Epoch  43 Batch  411/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.022
Epoch  43 Batch  412/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.009
Epoch  43 Batch  413/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  43 Batch  414/538 - Train Accuracy:  0.944, Validation Accuracy:  0.964, Loss:  0.026
Epoch  43 Batch  415/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.014
Epoch  43 Batch  416/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.015
Epoch  43 Batch  417/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.014
Epoch  43 Batch  418/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.017
Epoch  43 Batch  419/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  43 Batch  420/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.016
Epoch  43 Batch  421/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.013
Epoch  43 Batch  422/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.018
Epoch  43 Batch  423/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.015
Epoch  43 Batch  424/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.020
Epoch  43 Batch  425/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.026
Epoch  43 Batch  426/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.014
Epoch  43 Batch  427/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  428/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.009
Epoch  43 Batch  429/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  430/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.014
Epoch  43 Batch  431/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.012
Epoch  43 Batch  432/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch  433/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.029
Epoch  43 Batch  434/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.015
Epoch  43 Batch  435/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.013
Epoch  43 Batch  436/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.020
Epoch  43 Batch  437/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.013
Epoch  43 Batch  438/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.011
Epoch  43 Batch  439/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  440/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.017
Epoch  43 Batch  441/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.019
Epoch  43 Batch  442/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.015
Epoch  43 Batch  443/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.014
Epoch  43 Batch  444/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.013
Epoch  43 Batch  445/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.013
Epoch  43 Batch  446/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.016
Epoch  43 Batch  447/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.013
Epoch  43 Batch  448/538 - Train Accuracy:  0.979, Validation Accuracy:  0.949, Loss:  0.013
Epoch  43 Batch  449/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.018
Epoch  43 Batch  450/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.022
Epoch  43 Batch  451/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.015
Epoch  43 Batch  452/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.012
Epoch  43 Batch  453/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  43 Batch  454/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.019
Epoch  43 Batch  455/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  43 Batch  456/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.033
Epoch  43 Batch  457/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.015
Epoch  43 Batch  458/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.010
Epoch  43 Batch  459/538 - Train Accuracy:  0.983, Validation Accuracy:  0.957, Loss:  0.010
Epoch  43 Batch  460/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.016
Epoch  43 Batch  461/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.018
Epoch  43 Batch  462/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  43 Batch  463/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch  464/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.011
Epoch  43 Batch  465/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.012
Epoch  43 Batch  466/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.017
Epoch  43 Batch  467/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.018
Epoch  43 Batch  468/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.022
Epoch  43 Batch  469/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.017
Epoch  43 Batch  470/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.016
Epoch  43 Batch  471/538 - Train Accuracy:  0.992, Validation Accuracy:  0.968, Loss:  0.008
Epoch  43 Batch  472/538 - Train Accuracy:  0.996, Validation Accuracy:  0.969, Loss:  0.008
Epoch  43 Batch  473/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.011
Epoch  43 Batch  474/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.011
Epoch  43 Batch  475/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  476/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.015
Epoch  43 Batch  477/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.018
Epoch  43 Batch  478/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.009
Epoch  43 Batch  479/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.018
Epoch  43 Batch  480/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.013
Epoch  43 Batch  481/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.014
Epoch  43 Batch  482/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  483/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  43 Batch  484/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.017
Epoch  43 Batch  485/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.019
Epoch  43 Batch  486/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.016
Epoch  43 Batch  487/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.011
Epoch  43 Batch  488/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  489/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  43 Batch  490/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.012
Epoch  43 Batch  491/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.017
Epoch  43 Batch  492/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.013
Epoch  43 Batch  493/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.017
Epoch  43 Batch  494/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  495/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  43 Batch  496/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.015
Epoch  43 Batch  497/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.014
Epoch  43 Batch  498/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.015
Epoch  43 Batch  499/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.018
Epoch  43 Batch  500/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.012
Epoch  43 Batch  501/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  43 Batch  502/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.016
Epoch  43 Batch  503/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.018
Epoch  43 Batch  504/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.011
Epoch  43 Batch  505/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.011
Epoch  43 Batch  506/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  43 Batch  507/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  43 Batch  508/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  43 Batch  509/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.019
Epoch  43 Batch  510/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.010
Epoch  43 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.018
Epoch  43 Batch  512/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.015
Epoch  43 Batch  513/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.018
Epoch  43 Batch  514/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.016
Epoch  43 Batch  515/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.021
Epoch  43 Batch  516/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.012
Epoch  43 Batch  517/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  43 Batch  518/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.018
Epoch  43 Batch  519/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.016
Epoch  43 Batch  520/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.020
Epoch  43 Batch  521/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.018
Epoch  43 Batch  522/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  43 Batch  523/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  43 Batch  524/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  43 Batch  525/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.013
Epoch  43 Batch  526/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.017
Epoch  43 Batch  527/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.011
Epoch  43 Batch  528/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  43 Batch  529/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  43 Batch  530/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.016
Epoch  43 Batch  531/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.019
Epoch  43 Batch  532/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.012
Epoch  43 Batch  533/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.013
Epoch  43 Batch  534/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.010
Epoch  43 Batch  535/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.016
Epoch  43 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.016
Epoch  44 Batch    0/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.011
Epoch  44 Batch    1/538 - Train Accuracy:  0.987, Validation Accuracy:  0.958, Loss:  0.013
Epoch  44 Batch    2/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.016
Epoch  44 Batch    3/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.013
Epoch  44 Batch    4/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.014
Epoch  44 Batch    5/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.020
Epoch  44 Batch    6/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.010
Epoch  44 Batch    7/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.015
Epoch  44 Batch    8/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  44 Batch    9/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.012
Epoch  44 Batch   10/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  44 Batch   11/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.015
Epoch  44 Batch   12/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.015
Epoch  44 Batch   13/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.014
Epoch  44 Batch   14/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.013
Epoch  44 Batch   15/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  44 Batch   16/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.018
Epoch  44 Batch   17/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.015
Epoch  44 Batch   18/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.028
Epoch  44 Batch   19/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.013
Epoch  44 Batch   20/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.018
Epoch  44 Batch   21/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.008
Epoch  44 Batch   22/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.016
Epoch  44 Batch   23/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.020
Epoch  44 Batch   24/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  44 Batch   25/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.018
Epoch  44 Batch   26/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.018
Epoch  44 Batch   27/538 - Train Accuracy:  0.974, Validation Accuracy:  0.944, Loss:  0.009
Epoch  44 Batch   28/538 - Train Accuracy:  0.974, Validation Accuracy:  0.943, Loss:  0.013
Epoch  44 Batch   29/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.011
Epoch  44 Batch   30/538 - Train Accuracy:  0.963, Validation Accuracy:  0.946, Loss:  0.014
Epoch  44 Batch   31/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.011
Epoch  44 Batch   32/538 - Train Accuracy:  0.976, Validation Accuracy:  0.946, Loss:  0.008
Epoch  44 Batch   33/538 - Train Accuracy:  0.964, Validation Accuracy:  0.942, Loss:  0.020
Epoch  44 Batch   34/538 - Train Accuracy:  0.961, Validation Accuracy:  0.945, Loss:  0.015
Epoch  44 Batch   35/538 - Train Accuracy:  0.983, Validation Accuracy:  0.949, Loss:  0.010
Epoch  44 Batch   36/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.012
Epoch  44 Batch   37/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.017
Epoch  44 Batch   38/538 - Train Accuracy:  0.962, Validation Accuracy:  0.941, Loss:  0.015
Epoch  44 Batch   39/538 - Train Accuracy:  0.976, Validation Accuracy:  0.940, Loss:  0.013
Epoch  44 Batch   40/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.013
Epoch  44 Batch   41/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.013
Epoch  44 Batch   42/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.014
Epoch  44 Batch   43/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.019
Epoch  44 Batch   44/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.010
Epoch  44 Batch   45/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  44 Batch   46/538 - Train Accuracy:  0.980, Validation Accuracy:  0.951, Loss:  0.016
Epoch  44 Batch   47/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  44 Batch   48/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.022
Epoch  44 Batch   49/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.012
Epoch  44 Batch   50/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.014
Epoch  44 Batch   51/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.019
Epoch  44 Batch   52/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.012
Epoch  44 Batch   53/538 - Train Accuracy:  0.935, Validation Accuracy:  0.948, Loss:  0.017
Epoch  44 Batch   54/538 - Train Accuracy:  0.968, Validation Accuracy:  0.948, Loss:  0.014
Epoch  44 Batch   55/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.017
Epoch  44 Batch   56/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  44 Batch   57/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.016
Epoch  44 Batch   58/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.013
Epoch  44 Batch   59/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  44 Batch   60/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.017
Epoch  44 Batch   61/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  44 Batch   62/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.021
Epoch  44 Batch   63/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.013
Epoch  44 Batch   64/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.017
Epoch  44 Batch   65/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.013
Epoch  44 Batch   66/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.011
Epoch  44 Batch   67/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.016
Epoch  44 Batch   68/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.018
Epoch  44 Batch   69/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.015
Epoch  44 Batch   70/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  44 Batch   71/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  44 Batch   72/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.031
Epoch  44 Batch   73/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.016
Epoch  44 Batch   74/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  44 Batch   75/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.019
Epoch  44 Batch   76/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  44 Batch   77/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.012
Epoch  44 Batch   78/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.016
Epoch  44 Batch   79/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  44 Batch   80/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.014
Epoch  44 Batch   81/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.016
Epoch  44 Batch   82/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.015
Epoch  44 Batch   83/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  44 Batch   84/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.018
Epoch  44 Batch   85/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  44 Batch   86/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.014
Epoch  44 Batch   87/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  44 Batch   88/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.011
Epoch  44 Batch   89/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  44 Batch   90/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  44 Batch   91/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  44 Batch   92/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.018
Epoch  44 Batch   93/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.014
Epoch  44 Batch   94/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.014
Epoch  44 Batch   95/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.022
Epoch  44 Batch   96/538 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.010
Epoch  44 Batch   97/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.010
Epoch  44 Batch   98/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.015
Epoch  44 Batch   99/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.013
Epoch  44 Batch  100/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.010
Epoch  44 Batch  101/538 - Train Accuracy:  0.948, Validation Accuracy:  0.966, Loss:  0.019
Epoch  44 Batch  102/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.021
Epoch  44 Batch  103/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.014
Epoch  44 Batch  104/538 - Train Accuracy:  0.975, Validation Accuracy:  0.976, Loss:  0.013
Epoch  44 Batch  105/538 - Train Accuracy:  0.975, Validation Accuracy:  0.976, Loss:  0.008
Epoch  44 Batch  106/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.010
Epoch  44 Batch  107/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.018
Epoch  44 Batch  108/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  44 Batch  109/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.012
Epoch  44 Batch  110/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  111/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.012
Epoch  44 Batch  112/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.015
Epoch  44 Batch  113/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.014
Epoch  44 Batch  114/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.011
Epoch  44 Batch  115/538 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.015
Epoch  44 Batch  116/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.019
Epoch  44 Batch  117/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.016
Epoch  44 Batch  118/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  44 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.012
Epoch  44 Batch  120/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.011
Epoch  44 Batch  121/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.016
Epoch  44 Batch  122/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.013
Epoch  44 Batch  123/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.018
Epoch  44 Batch  124/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.013
Epoch  44 Batch  125/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.013
Epoch  44 Batch  126/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.018
Epoch  44 Batch  127/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.021
Epoch  44 Batch  128/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.013
Epoch  44 Batch  129/538 - Train Accuracy:  0.985, Validation Accuracy:  0.969, Loss:  0.009
Epoch  44 Batch  130/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  44 Batch  131/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.014
Epoch  44 Batch  132/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.017
Epoch  44 Batch  133/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.014
Epoch  44 Batch  134/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.016
Epoch  44 Batch  135/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.025
Epoch  44 Batch  136/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.014
Epoch  44 Batch  137/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.013
Epoch  44 Batch  138/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  44 Batch  139/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  44 Batch  140/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.019
Epoch  44 Batch  141/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  44 Batch  142/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.015
Epoch  44 Batch  143/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.030
Epoch  44 Batch  144/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.021
Epoch  44 Batch  145/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.020
Epoch  44 Batch  146/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.015
Epoch  44 Batch  147/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.017
Epoch  44 Batch  148/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  44 Batch  149/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.010
Epoch  44 Batch  150/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.013
Epoch  44 Batch  151/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.017
Epoch  44 Batch  152/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.017
Epoch  44 Batch  153/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.014
Epoch  44 Batch  154/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.011
Epoch  44 Batch  155/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  44 Batch  156/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  44 Batch  157/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.013
Epoch  44 Batch  158/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.011
Epoch  44 Batch  159/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.019
Epoch  44 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  161/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.010
Epoch  44 Batch  162/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.016
Epoch  44 Batch  163/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.017
Epoch  44 Batch  164/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.015
Epoch  44 Batch  165/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.009
Epoch  44 Batch  166/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.013
Epoch  44 Batch  167/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.026
Epoch  44 Batch  168/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.019
Epoch  44 Batch  169/538 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.013
Epoch  44 Batch  170/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.013
Epoch  44 Batch  171/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.016
Epoch  44 Batch  172/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  44 Batch  173/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.010
Epoch  44 Batch  174/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  44 Batch  175/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.011
Epoch  44 Batch  176/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  44 Batch  177/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  44 Batch  178/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  44 Batch  179/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.017
Epoch  44 Batch  180/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  44 Batch  181/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.014
Epoch  44 Batch  182/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.009
Epoch  44 Batch  183/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.011
Epoch  44 Batch  184/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.014
Epoch  44 Batch  185/538 - Train Accuracy:  0.985, Validation Accuracy:  0.962, Loss:  0.010
Epoch  44 Batch  186/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  44 Batch  187/538 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.014
Epoch  44 Batch  188/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.013
Epoch  44 Batch  189/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.016
Epoch  44 Batch  190/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.021
Epoch  44 Batch  191/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.013
Epoch  44 Batch  192/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.011
Epoch  44 Batch  193/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.014
Epoch  44 Batch  194/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.019
Epoch  44 Batch  195/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.019
Epoch  44 Batch  196/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.011
Epoch  44 Batch  197/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.012
Epoch  44 Batch  198/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.020
Epoch  44 Batch  199/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.014
Epoch  44 Batch  200/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.010
Epoch  44 Batch  201/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.022
Epoch  44 Batch  202/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.014
Epoch  44 Batch  203/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.016
Epoch  44 Batch  204/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.024
Epoch  44 Batch  205/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  44 Batch  206/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.011
Epoch  44 Batch  207/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.012
Epoch  44 Batch  208/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.019
Epoch  44 Batch  209/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.012
Epoch  44 Batch  210/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.015
Epoch  44 Batch  211/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  44 Batch  212/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.013
Epoch  44 Batch  213/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.014
Epoch  44 Batch  214/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.014
Epoch  44 Batch  215/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.014
Epoch  44 Batch  216/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.017
Epoch  44 Batch  217/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.016
Epoch  44 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.012
Epoch  44 Batch  219/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.018
Epoch  44 Batch  220/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.012
Epoch  44 Batch  221/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.013
Epoch  44 Batch  222/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.011
Epoch  44 Batch  223/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.012
Epoch  44 Batch  224/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.022
Epoch  44 Batch  225/538 - Train Accuracy:  0.956, Validation Accuracy:  0.960, Loss:  0.014
Epoch  44 Batch  226/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.023
Epoch  44 Batch  227/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.017
Epoch  44 Batch  228/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.012
Epoch  44 Batch  229/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.014
Epoch  44 Batch  230/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.013
Epoch  44 Batch  231/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.017
Epoch  44 Batch  232/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.015
Epoch  44 Batch  233/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.012
Epoch  44 Batch  234/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.012
Epoch  44 Batch  235/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.014
Epoch  44 Batch  236/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.015
Epoch  44 Batch  237/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.009
Epoch  44 Batch  238/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.017
Epoch  44 Batch  239/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.018
Epoch  44 Batch  240/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.014
Epoch  44 Batch  241/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  44 Batch  242/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.018
Epoch  44 Batch  243/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.010
Epoch  44 Batch  244/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  245/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.020
Epoch  44 Batch  246/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.014
Epoch  44 Batch  247/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.016
Epoch  44 Batch  248/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.017
Epoch  44 Batch  249/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.010
Epoch  44 Batch  250/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.008
Epoch  44 Batch  251/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.011
Epoch  44 Batch  252/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  44 Batch  253/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.014
Epoch  44 Batch  254/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.017
Epoch  44 Batch  255/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.012
Epoch  44 Batch  256/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  44 Batch  257/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.017
Epoch  44 Batch  258/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.013
Epoch  44 Batch  259/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.012
Epoch  44 Batch  260/538 - Train Accuracy:  0.950, Validation Accuracy:  0.969, Loss:  0.017
Epoch  44 Batch  261/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.016
Epoch  44 Batch  262/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.015
Epoch  44 Batch  263/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  44 Batch  264/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  44 Batch  265/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.017
Epoch  44 Batch  266/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.018
Epoch  44 Batch  267/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.018
Epoch  44 Batch  268/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.008
Epoch  44 Batch  269/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.013
Epoch  44 Batch  270/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  44 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.010
Epoch  44 Batch  272/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  44 Batch  273/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.016
Epoch  44 Batch  274/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.012
Epoch  44 Batch  275/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.014
Epoch  44 Batch  276/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.021
Epoch  44 Batch  277/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.009
Epoch  44 Batch  278/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  279/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  44 Batch  280/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  44 Batch  281/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.020
Epoch  44 Batch  282/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.013
Epoch  44 Batch  283/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.016
Epoch  44 Batch  284/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.015
Epoch  44 Batch  285/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.010
Epoch  44 Batch  286/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.017
Epoch  44 Batch  287/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.008
Epoch  44 Batch  288/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.014
Epoch  44 Batch  289/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.010
Epoch  44 Batch  290/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.009
Epoch  44 Batch  291/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.011
Epoch  44 Batch  292/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.008
Epoch  44 Batch  293/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.015
Epoch  44 Batch  294/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.013
Epoch  44 Batch  295/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  44 Batch  296/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.019
Epoch  44 Batch  297/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.015
Epoch  44 Batch  298/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.011
Epoch  44 Batch  299/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.022
Epoch  44 Batch  300/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.016
Epoch  44 Batch  301/538 - Train Accuracy:  0.959, Validation Accuracy:  0.972, Loss:  0.023
Epoch  44 Batch  302/538 - Train Accuracy:  0.980, Validation Accuracy:  0.974, Loss:  0.016
Epoch  44 Batch  303/538 - Train Accuracy:  0.971, Validation Accuracy:  0.975, Loss:  0.018
Epoch  44 Batch  304/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.016
Epoch  44 Batch  305/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.012
Epoch  44 Batch  306/538 - Train Accuracy:  0.955, Validation Accuracy:  0.971, Loss:  0.016
Epoch  44 Batch  307/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.009
Epoch  44 Batch  308/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.013
Epoch  44 Batch  309/538 - Train Accuracy:  0.985, Validation Accuracy:  0.972, Loss:  0.011
Epoch  44 Batch  310/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.017
Epoch  44 Batch  311/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.017
Epoch  44 Batch  312/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.012
Epoch  44 Batch  313/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.013
Epoch  44 Batch  314/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.012
Epoch  44 Batch  315/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.017
Epoch  44 Batch  316/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.011
Epoch  44 Batch  317/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  44 Batch  318/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  44 Batch  319/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  44 Batch  320/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  44 Batch  321/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.011
Epoch  44 Batch  322/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.014
Epoch  44 Batch  323/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.014
Epoch  44 Batch  324/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.011
Epoch  44 Batch  325/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.014
Epoch  44 Batch  326/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.018
Epoch  44 Batch  327/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  44 Batch  328/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.011
Epoch  44 Batch  329/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.010
Epoch  44 Batch  330/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.015
Epoch  44 Batch  331/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.013
Epoch  44 Batch  332/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.015
Epoch  44 Batch  333/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.011
Epoch  44 Batch  334/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.010
Epoch  44 Batch  335/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  44 Batch  336/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  44 Batch  337/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  44 Batch  338/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.012
Epoch  44 Batch  339/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  44 Batch  340/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.011
Epoch  44 Batch  341/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.011
Epoch  44 Batch  342/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.016
Epoch  44 Batch  343/538 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.013
Epoch  44 Batch  344/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.012
Epoch  44 Batch  345/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  44 Batch  346/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.014
Epoch  44 Batch  347/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  44 Batch  348/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.013
Epoch  44 Batch  349/538 - Train Accuracy:  0.985, Validation Accuracy:  0.966, Loss:  0.011
Epoch  44 Batch  350/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.015
Epoch  44 Batch  351/538 - Train Accuracy:  0.974, Validation Accuracy:  0.973, Loss:  0.017
Epoch  44 Batch  352/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.025
Epoch  44 Batch  353/538 - Train Accuracy:  0.955, Validation Accuracy:  0.973, Loss:  0.016
Epoch  44 Batch  354/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.015
Epoch  44 Batch  355/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  44 Batch  356/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.010
Epoch  44 Batch  357/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.012
Epoch  44 Batch  358/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  44 Batch  359/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.012
Epoch  44 Batch  360/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.014
Epoch  44 Batch  361/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.018
Epoch  44 Batch  362/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  44 Batch  363/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  44 Batch  364/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.022
Epoch  44 Batch  365/538 - Train Accuracy:  0.954, Validation Accuracy:  0.965, Loss:  0.012
Epoch  44 Batch  366/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  44 Batch  367/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.010
Epoch  44 Batch  368/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.010
Epoch  44 Batch  369/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.010
Epoch  44 Batch  370/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  44 Batch  371/538 - Train Accuracy:  0.989, Validation Accuracy:  0.959, Loss:  0.010
Epoch  44 Batch  372/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  44 Batch  373/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.011
Epoch  44 Batch  374/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.014
Epoch  44 Batch  375/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.013
Epoch  44 Batch  376/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.011
Epoch  44 Batch  377/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.014
Epoch  44 Batch  378/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.009
Epoch  44 Batch  379/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  44 Batch  380/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.012
Epoch  44 Batch  381/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.012
Epoch  44 Batch  382/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.019
Epoch  44 Batch  383/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.014
Epoch  44 Batch  384/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  44 Batch  385/538 - Train Accuracy:  0.981, Validation Accuracy:  0.953, Loss:  0.009
Epoch  44 Batch  386/538 - Train Accuracy:  0.982, Validation Accuracy:  0.953, Loss:  0.010
Epoch  44 Batch  387/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.010
Epoch  44 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.013
Epoch  44 Batch  389/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.021
Epoch  44 Batch  390/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.013
Epoch  44 Batch  391/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.012
Epoch  44 Batch  392/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.009
Epoch  44 Batch  393/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.014
Epoch  44 Batch  394/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.018
Epoch  44 Batch  395/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.013
Epoch  44 Batch  396/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.009
Epoch  44 Batch  397/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.017
Epoch  44 Batch  398/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.014
Epoch  44 Batch  399/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.012
Epoch  44 Batch  400/538 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.016
Epoch  44 Batch  401/538 - Train Accuracy:  0.990, Validation Accuracy:  0.967, Loss:  0.008
Epoch  44 Batch  402/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.009
Epoch  44 Batch  403/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  44 Batch  404/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  405/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.013
Epoch  44 Batch  406/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.018
Epoch  44 Batch  407/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.012
Epoch  44 Batch  408/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.018
Epoch  44 Batch  409/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  44 Batch  410/538 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.012
Epoch  44 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  44 Batch  412/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.009
Epoch  44 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.011
Epoch  44 Batch  414/538 - Train Accuracy:  0.948, Validation Accuracy:  0.965, Loss:  0.022
Epoch  44 Batch  415/538 - Train Accuracy:  0.956, Validation Accuracy:  0.969, Loss:  0.017
Epoch  44 Batch  416/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.013
Epoch  44 Batch  417/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  44 Batch  418/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  44 Batch  419/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.012
Epoch  44 Batch  420/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.017
Epoch  44 Batch  421/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.009
Epoch  44 Batch  422/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.016
Epoch  44 Batch  423/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.012
Epoch  44 Batch  424/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.017
Epoch  44 Batch  425/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.023
Epoch  44 Batch  426/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.013
Epoch  44 Batch  427/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.017
Epoch  44 Batch  428/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  429/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.014
Epoch  44 Batch  430/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  44 Batch  431/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.013
Epoch  44 Batch  432/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.016
Epoch  44 Batch  433/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.026
Epoch  44 Batch  434/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.012
Epoch  44 Batch  435/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.013
Epoch  44 Batch  436/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.016
Epoch  44 Batch  437/538 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.011
Epoch  44 Batch  438/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.010
Epoch  44 Batch  439/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.013
Epoch  44 Batch  440/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.017
Epoch  44 Batch  441/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  44 Batch  442/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.012
Epoch  44 Batch  443/538 - Train Accuracy:  0.965, Validation Accuracy:  0.974, Loss:  0.014
Epoch  44 Batch  444/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.013
Epoch  44 Batch  445/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.011
Epoch  44 Batch  446/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.013
Epoch  44 Batch  447/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.012
Epoch  44 Batch  448/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.016
Epoch  44 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  44 Batch  450/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.019
Epoch  44 Batch  451/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.017
Epoch  44 Batch  452/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  44 Batch  453/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  44 Batch  454/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  44 Batch  455/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.011
Epoch  44 Batch  456/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.031
Epoch  44 Batch  457/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  44 Batch  458/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  44 Batch  459/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.009
Epoch  44 Batch  460/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.013
Epoch  44 Batch  461/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.017
Epoch  44 Batch  462/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.016
Epoch  44 Batch  463/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.016
Epoch  44 Batch  464/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.014
Epoch  44 Batch  465/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  44 Batch  466/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.019
Epoch  44 Batch  467/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.016
Epoch  44 Batch  468/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.017
Epoch  44 Batch  469/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.015
Epoch  44 Batch  470/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.016
Epoch  44 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.971, Loss:  0.010
Epoch  44 Batch  472/538 - Train Accuracy:  0.989, Validation Accuracy:  0.973, Loss:  0.012
Epoch  44 Batch  473/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.011
Epoch  44 Batch  474/538 - Train Accuracy:  0.971, Validation Accuracy:  0.976, Loss:  0.010
Epoch  44 Batch  475/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.012
Epoch  44 Batch  476/538 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.013
Epoch  44 Batch  477/538 - Train Accuracy:  0.960, Validation Accuracy:  0.971, Loss:  0.019
Epoch  44 Batch  478/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.008
Epoch  44 Batch  479/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.013
Epoch  44 Batch  480/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  44 Batch  481/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.014
Epoch  44 Batch  482/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.015
Epoch  44 Batch  483/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  44 Batch  484/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.014
Epoch  44 Batch  485/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.017
Epoch  44 Batch  486/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.011
Epoch  44 Batch  487/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.008
Epoch  44 Batch  488/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  489/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  44 Batch  490/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  491/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.015
Epoch  44 Batch  492/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.011
Epoch  44 Batch  493/538 - Train Accuracy:  0.945, Validation Accuracy:  0.962, Loss:  0.018
Epoch  44 Batch  494/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  44 Batch  495/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  44 Batch  496/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.013
Epoch  44 Batch  497/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  44 Batch  498/538 - Train Accuracy:  0.982, Validation Accuracy:  0.955, Loss:  0.012
Epoch  44 Batch  499/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.014
Epoch  44 Batch  500/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.010
Epoch  44 Batch  501/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  44 Batch  502/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.012
Epoch  44 Batch  503/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  44 Batch  504/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.014
Epoch  44 Batch  505/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.009
Epoch  44 Batch  506/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.012
Epoch  44 Batch  507/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.017
Epoch  44 Batch  508/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.015
Epoch  44 Batch  509/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.018
Epoch  44 Batch  510/538 - Train Accuracy:  0.977, Validation Accuracy:  0.946, Loss:  0.011
Epoch  44 Batch  511/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.015
Epoch  44 Batch  512/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.014
Epoch  44 Batch  513/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.012
Epoch  44 Batch  514/538 - Train Accuracy:  0.969, Validation Accuracy:  0.947, Loss:  0.013
Epoch  44 Batch  515/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.018
Epoch  44 Batch  516/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.014
Epoch  44 Batch  517/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.014
Epoch  44 Batch  518/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.014
Epoch  44 Batch  519/538 - Train Accuracy:  0.983, Validation Accuracy:  0.956, Loss:  0.014
Epoch  44 Batch  520/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  44 Batch  521/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.023
Epoch  44 Batch  522/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.012
Epoch  44 Batch  523/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.018
Epoch  44 Batch  524/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.010
Epoch  44 Batch  525/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.012
Epoch  44 Batch  526/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.019
Epoch  44 Batch  527/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.010
Epoch  44 Batch  528/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.015
Epoch  44 Batch  529/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  44 Batch  530/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  44 Batch  531/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.018
Epoch  44 Batch  532/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.015
Epoch  44 Batch  533/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.013
Epoch  44 Batch  534/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  44 Batch  535/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.017
Epoch  44 Batch  536/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.014
Epoch  45 Batch    0/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.013
Epoch  45 Batch    1/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.016
Epoch  45 Batch    2/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.017
Epoch  45 Batch    3/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.014
Epoch  45 Batch    4/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.010
Epoch  45 Batch    5/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  45 Batch    6/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.016
Epoch  45 Batch    7/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.019
Epoch  45 Batch    8/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  45 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  45 Batch   10/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.017
Epoch  45 Batch   11/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.014
Epoch  45 Batch   12/538 - Train Accuracy:  0.980, Validation Accuracy:  0.970, Loss:  0.014
Epoch  45 Batch   13/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.014
Epoch  45 Batch   14/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.015
Epoch  45 Batch   15/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.015
Epoch  45 Batch   16/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.022
Epoch  45 Batch   17/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.014
Epoch  45 Batch   18/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.021
Epoch  45 Batch   19/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.015
Epoch  45 Batch   20/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.022
Epoch  45 Batch   21/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.024
Epoch  45 Batch   22/538 - Train Accuracy:  0.944, Validation Accuracy:  0.956, Loss:  0.016
Epoch  45 Batch   23/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.021
Epoch  45 Batch   24/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.023
Epoch  45 Batch   25/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.026
Epoch  45 Batch   26/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.021
Epoch  45 Batch   27/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.013
Epoch  45 Batch   28/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.017
Epoch  45 Batch   29/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  45 Batch   30/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  45 Batch   31/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  45 Batch   32/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.014
Epoch  45 Batch   33/538 - Train Accuracy:  0.950, Validation Accuracy:  0.947, Loss:  0.017
Epoch  45 Batch   34/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.020
Epoch  45 Batch   35/538 - Train Accuracy:  0.960, Validation Accuracy:  0.945, Loss:  0.014
Epoch  45 Batch   36/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.016
Epoch  45 Batch   37/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.023
Epoch  45 Batch   38/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.019
Epoch  45 Batch   39/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.016
Epoch  45 Batch   40/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.012
Epoch  45 Batch   41/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.015
Epoch  45 Batch   42/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.012
Epoch  45 Batch   43/538 - Train Accuracy:  0.948, Validation Accuracy:  0.953, Loss:  0.019
Epoch  45 Batch   44/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.018
Epoch  45 Batch   45/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.015
Epoch  45 Batch   46/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.012
Epoch  45 Batch   47/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.014
Epoch  45 Batch   48/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.017
Epoch  45 Batch   49/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.014
Epoch  45 Batch   50/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.017
Epoch  45 Batch   51/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.019
Epoch  45 Batch   52/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.016
Epoch  45 Batch   53/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.018
Epoch  45 Batch   54/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.015
Epoch  45 Batch   55/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.019
Epoch  45 Batch   56/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.012
Epoch  45 Batch   57/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.017
Epoch  45 Batch   58/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.015
Epoch  45 Batch   59/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.017
Epoch  45 Batch   60/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.025
Epoch  45 Batch   61/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  45 Batch   62/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.023
Epoch  45 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.014
Epoch  45 Batch   64/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.016
Epoch  45 Batch   65/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.017
Epoch  45 Batch   66/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.012
Epoch  45 Batch   67/538 - Train Accuracy:  0.982, Validation Accuracy:  0.953, Loss:  0.011
Epoch  45 Batch   68/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  45 Batch   69/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.018
Epoch  45 Batch   70/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  45 Batch   71/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.022
Epoch  45 Batch   72/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.032
Epoch  45 Batch   73/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.015
Epoch  45 Batch   74/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.012
Epoch  45 Batch   75/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.019
Epoch  45 Batch   76/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  45 Batch   77/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  45 Batch   78/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.016
Epoch  45 Batch   79/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.013
Epoch  45 Batch   80/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  45 Batch   81/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.016
Epoch  45 Batch   82/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.016
Epoch  45 Batch   83/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.017
Epoch  45 Batch   84/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  45 Batch   85/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.013
Epoch  45 Batch   86/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.010
Epoch  45 Batch   87/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.012
Epoch  45 Batch   88/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.013
Epoch  45 Batch   89/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.013
Epoch  45 Batch   90/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  45 Batch   91/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  45 Batch   92/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  45 Batch   93/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.013
Epoch  45 Batch   94/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.013
Epoch  45 Batch   95/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  45 Batch   96/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.009
Epoch  45 Batch   97/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.010
Epoch  45 Batch   98/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  45 Batch   99/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.013
Epoch  45 Batch  100/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.011
Epoch  45 Batch  101/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.017
Epoch  45 Batch  102/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  45 Batch  103/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.016
Epoch  45 Batch  104/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.014
Epoch  45 Batch  105/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.009
Epoch  45 Batch  106/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.010
Epoch  45 Batch  107/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.016
Epoch  45 Batch  108/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  45 Batch  109/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.011
Epoch  45 Batch  110/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.012
Epoch  45 Batch  111/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.014
Epoch  45 Batch  112/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.020
Epoch  45 Batch  113/538 - Train Accuracy:  0.981, Validation Accuracy:  0.954, Loss:  0.012
Epoch  45 Batch  114/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.009
Epoch  45 Batch  115/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.014
Epoch  45 Batch  116/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.016
Epoch  45 Batch  117/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.014
Epoch  45 Batch  118/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  45 Batch  119/538 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.010
Epoch  45 Batch  120/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.010
Epoch  45 Batch  121/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  45 Batch  122/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  45 Batch  123/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.013
Epoch  45 Batch  124/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  45 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  45 Batch  126/538 - Train Accuracy:  0.965, Validation Accuracy:  0.972, Loss:  0.017
Epoch  45 Batch  127/538 - Train Accuracy:  0.960, Validation Accuracy:  0.973, Loss:  0.023
Epoch  45 Batch  128/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.013
Epoch  45 Batch  129/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.011
Epoch  45 Batch  130/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.012
Epoch  45 Batch  131/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.014
Epoch  45 Batch  132/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.014
Epoch  45 Batch  133/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.016
Epoch  45 Batch  134/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.017
Epoch  45 Batch  135/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.017
Epoch  45 Batch  136/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.015
Epoch  45 Batch  137/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.013
Epoch  45 Batch  138/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.013
Epoch  45 Batch  139/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.017
Epoch  45 Batch  140/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.015
Epoch  45 Batch  141/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  45 Batch  142/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.016
Epoch  45 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.024
Epoch  45 Batch  144/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.016
Epoch  45 Batch  145/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.022
Epoch  45 Batch  146/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  45 Batch  147/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.015
Epoch  45 Batch  148/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  45 Batch  149/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.012
Epoch  45 Batch  150/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.010
Epoch  45 Batch  151/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.015
Epoch  45 Batch  152/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.018
Epoch  45 Batch  153/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.011
Epoch  45 Batch  154/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  45 Batch  155/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  45 Batch  156/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.011
Epoch  45 Batch  157/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.011
Epoch  45 Batch  158/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.011
Epoch  45 Batch  159/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.017
Epoch  45 Batch  160/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.010
Epoch  45 Batch  161/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.012
Epoch  45 Batch  162/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.012
Epoch  45 Batch  163/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.022
Epoch  45 Batch  164/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.011
Epoch  45 Batch  165/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.008
Epoch  45 Batch  166/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.010
Epoch  45 Batch  167/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.025
Epoch  45 Batch  168/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.021
Epoch  45 Batch  169/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.011
Epoch  45 Batch  170/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.012
Epoch  45 Batch  171/538 - Train Accuracy:  0.944, Validation Accuracy:  0.961, Loss:  0.017
Epoch  45 Batch  172/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.013
Epoch  45 Batch  173/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.012
Epoch  45 Batch  174/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.014
Epoch  45 Batch  175/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.012
Epoch  45 Batch  176/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  45 Batch  177/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.014
Epoch  45 Batch  178/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.017
Epoch  45 Batch  179/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.018
Epoch  45 Batch  180/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  45 Batch  181/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.017
Epoch  45 Batch  182/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.011
Epoch  45 Batch  183/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.009
Epoch  45 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  45 Batch  185/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.009
Epoch  45 Batch  186/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.014
Epoch  45 Batch  187/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.015
Epoch  45 Batch  188/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.016
Epoch  45 Batch  189/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  45 Batch  190/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.020
Epoch  45 Batch  191/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.016
Epoch  45 Batch  192/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  45 Batch  193/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.017
Epoch  45 Batch  194/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.018
Epoch  45 Batch  195/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.019
Epoch  45 Batch  196/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.013
Epoch  45 Batch  197/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.013
Epoch  45 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.017
Epoch  45 Batch  199/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.013
Epoch  45 Batch  200/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.008
Epoch  45 Batch  201/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.021
Epoch  45 Batch  202/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  45 Batch  203/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.016
Epoch  45 Batch  204/538 - Train Accuracy:  0.950, Validation Accuracy:  0.963, Loss:  0.025
Epoch  45 Batch  205/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  45 Batch  206/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.016
Epoch  45 Batch  207/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.012
Epoch  45 Batch  208/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  45 Batch  209/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  45 Batch  210/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.014
Epoch  45 Batch  211/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.017
Epoch  45 Batch  212/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.016
Epoch  45 Batch  213/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  45 Batch  214/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.012
Epoch  45 Batch  215/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.011
Epoch  45 Batch  216/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  45 Batch  217/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.018
Epoch  45 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.010
Epoch  45 Batch  219/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  45 Batch  220/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  45 Batch  221/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.013
Epoch  45 Batch  222/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  45 Batch  223/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  45 Batch  224/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.025
Epoch  45 Batch  225/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  45 Batch  226/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.019
Epoch  45 Batch  227/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  45 Batch  228/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  45 Batch  229/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  45 Batch  230/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.019
Epoch  45 Batch  231/538 - Train Accuracy:  0.950, Validation Accuracy:  0.957, Loss:  0.018
Epoch  45 Batch  232/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.017
Epoch  45 Batch  233/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.015
Epoch  45 Batch  234/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.013
Epoch  45 Batch  235/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.013
Epoch  45 Batch  236/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  45 Batch  237/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.012
Epoch  45 Batch  238/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.016
Epoch  45 Batch  239/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.016
Epoch  45 Batch  240/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  45 Batch  241/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  45 Batch  242/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.019
Epoch  45 Batch  243/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.014
Epoch  45 Batch  244/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.016
Epoch  45 Batch  245/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.028
Epoch  45 Batch  246/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.012
Epoch  45 Batch  247/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.021
Epoch  45 Batch  248/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.030
Epoch  45 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.019
Epoch  45 Batch  250/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.012
Epoch  45 Batch  251/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.020
Epoch  45 Batch  252/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.021
Epoch  45 Batch  253/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.018
Epoch  45 Batch  254/538 - Train Accuracy:  0.955, Validation Accuracy:  0.954, Loss:  0.024
Epoch  45 Batch  255/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.015
Epoch  45 Batch  256/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.021
Epoch  45 Batch  257/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.014
Epoch  45 Batch  258/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.018
Epoch  45 Batch  259/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  45 Batch  260/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.022
Epoch  45 Batch  261/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.020
Epoch  45 Batch  262/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.018
Epoch  45 Batch  263/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.022
Epoch  45 Batch  264/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.019
Epoch  45 Batch  265/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.025
Epoch  45 Batch  266/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.023
Epoch  45 Batch  267/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.022
Epoch  45 Batch  268/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.014
Epoch  45 Batch  269/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.019
Epoch  45 Batch  270/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.015
Epoch  45 Batch  271/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.016
Epoch  45 Batch  272/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.018
Epoch  45 Batch  273/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.016
Epoch  45 Batch  274/538 - Train Accuracy:  0.949, Validation Accuracy:  0.959, Loss:  0.020
Epoch  45 Batch  275/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.017
Epoch  45 Batch  276/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.024
Epoch  45 Batch  277/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.012
Epoch  45 Batch  278/538 - Train Accuracy:  0.946, Validation Accuracy:  0.962, Loss:  0.020
Epoch  45 Batch  279/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.017
Epoch  45 Batch  280/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  45 Batch  281/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.023
Epoch  45 Batch  282/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.021
Epoch  45 Batch  283/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.020
Epoch  45 Batch  284/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.017
Epoch  45 Batch  285/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.018
Epoch  45 Batch  286/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.024
Epoch  45 Batch  287/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.014
Epoch  45 Batch  288/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  45 Batch  289/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.017
Epoch  45 Batch  290/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.014
Epoch  45 Batch  291/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.022
Epoch  45 Batch  292/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.015
Epoch  45 Batch  293/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.020
Epoch  45 Batch  294/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  45 Batch  295/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.017
Epoch  45 Batch  296/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.022
Epoch  45 Batch  297/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.020
Epoch  45 Batch  298/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.019
Epoch  45 Batch  299/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.024
Epoch  45 Batch  300/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.020
Epoch  45 Batch  301/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.019
Epoch  45 Batch  302/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.018
Epoch  45 Batch  303/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.019
Epoch  45 Batch  304/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.019
Epoch  45 Batch  305/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.019
Epoch  45 Batch  306/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.017
Epoch  45 Batch  307/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.015
Epoch  45 Batch  308/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.018
Epoch  45 Batch  309/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.011
Epoch  45 Batch  310/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.015
Epoch  45 Batch  311/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.018
Epoch  45 Batch  312/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.016
Epoch  45 Batch  313/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.015
Epoch  45 Batch  314/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  45 Batch  315/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  45 Batch  316/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  45 Batch  317/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  45 Batch  318/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.014
Epoch  45 Batch  319/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.014
Epoch  45 Batch  320/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.013
Epoch  45 Batch  321/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.012
Epoch  45 Batch  322/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.015
Epoch  45 Batch  323/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  45 Batch  324/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.023
Epoch  45 Batch  325/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.016
Epoch  45 Batch  326/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.023
Epoch  45 Batch  327/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.018
Epoch  45 Batch  328/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.017
Epoch  45 Batch  329/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.013
Epoch  45 Batch  330/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.019
Epoch  45 Batch  331/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.016
Epoch  45 Batch  332/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.017
Epoch  45 Batch  333/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  45 Batch  334/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  45 Batch  335/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.013
Epoch  45 Batch  336/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  45 Batch  337/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  45 Batch  338/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.010
Epoch  45 Batch  339/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.014
Epoch  45 Batch  340/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.013
Epoch  45 Batch  341/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.014
Epoch  45 Batch  342/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  45 Batch  343/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.012
Epoch  45 Batch  344/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.018
Epoch  45 Batch  345/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  45 Batch  346/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.017
Epoch  45 Batch  347/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.016
Epoch  45 Batch  348/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.015
Epoch  45 Batch  349/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.015
Epoch  45 Batch  350/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.018
Epoch  45 Batch  351/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.020
Epoch  45 Batch  352/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.030
Epoch  45 Batch  353/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  45 Batch  354/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.018
Epoch  45 Batch  355/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.018
Epoch  45 Batch  356/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.015
Epoch  45 Batch  357/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.013
Epoch  45 Batch  358/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.014
Epoch  45 Batch  359/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.017
Epoch  45 Batch  360/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.016
Epoch  45 Batch  361/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.025
Epoch  45 Batch  362/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.014
Epoch  45 Batch  363/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.018
Epoch  45 Batch  364/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.024
Epoch  45 Batch  365/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.015
Epoch  45 Batch  366/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  45 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.016
Epoch  45 Batch  368/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.011
Epoch  45 Batch  369/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.017
Epoch  45 Batch  370/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.017
Epoch  45 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.014
Epoch  45 Batch  372/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.018
Epoch  45 Batch  373/538 - Train Accuracy:  0.972, Validation Accuracy:  0.947, Loss:  0.012
Epoch  45 Batch  374/538 - Train Accuracy:  0.971, Validation Accuracy:  0.946, Loss:  0.017
Epoch  45 Batch  375/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.019
Epoch  45 Batch  376/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.014
Epoch  45 Batch  377/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.022
Epoch  45 Batch  378/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.013
Epoch  45 Batch  379/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.024
Epoch  45 Batch  380/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  45 Batch  381/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.016
Epoch  45 Batch  382/538 - Train Accuracy:  0.956, Validation Accuracy:  0.952, Loss:  0.020
Epoch  45 Batch  383/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.014
Epoch  45 Batch  384/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.019
Epoch  45 Batch  385/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.015
Epoch  45 Batch  386/538 - Train Accuracy:  0.980, Validation Accuracy:  0.950, Loss:  0.013
Epoch  45 Batch  387/538 - Train Accuracy:  0.978, Validation Accuracy:  0.948, Loss:  0.011
Epoch  45 Batch  388/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.017
Epoch  45 Batch  389/538 - Train Accuracy:  0.949, Validation Accuracy:  0.947, Loss:  0.020
Epoch  45 Batch  390/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.016
Epoch  45 Batch  391/538 - Train Accuracy:  0.962, Validation Accuracy:  0.947, Loss:  0.022
Epoch  45 Batch  392/538 - Train Accuracy:  0.962, Validation Accuracy:  0.948, Loss:  0.015
Epoch  45 Batch  393/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.019
Epoch  45 Batch  394/538 - Train Accuracy:  0.961, Validation Accuracy:  0.949, Loss:  0.019
Epoch  45 Batch  395/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.022
Epoch  45 Batch  396/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.011
Epoch  45 Batch  397/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  45 Batch  398/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.014
Epoch  45 Batch  399/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  45 Batch  400/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.018
Epoch  45 Batch  401/538 - Train Accuracy:  0.987, Validation Accuracy:  0.959, Loss:  0.012
Epoch  45 Batch  402/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.014
Epoch  45 Batch  403/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.019
Epoch  45 Batch  404/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.014
Epoch  45 Batch  405/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.015
Epoch  45 Batch  406/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.018
Epoch  45 Batch  407/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.015
Epoch  45 Batch  408/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.020
Epoch  45 Batch  409/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.011
Epoch  45 Batch  410/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.011
Epoch  45 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.018
Epoch  45 Batch  412/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  45 Batch  413/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.017
Epoch  45 Batch  414/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.022
Epoch  45 Batch  415/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.020
Epoch  45 Batch  416/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.016
Epoch  45 Batch  417/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  45 Batch  418/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  45 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  45 Batch  420/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.015
Epoch  45 Batch  421/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.012
Epoch  45 Batch  422/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.019
Epoch  45 Batch  423/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  45 Batch  424/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.018
Epoch  45 Batch  425/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.021
Epoch  45 Batch  426/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.014
Epoch  45 Batch  427/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.016
Epoch  45 Batch  428/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  45 Batch  429/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  45 Batch  430/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.026
Epoch  45 Batch  431/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  45 Batch  432/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.018
Epoch  45 Batch  433/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.028
Epoch  45 Batch  434/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.013
Epoch  45 Batch  435/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.015
Epoch  45 Batch  436/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.019
Epoch  45 Batch  437/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  45 Batch  438/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.010
Epoch  45 Batch  439/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.017
Epoch  45 Batch  440/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  45 Batch  441/538 - Train Accuracy:  0.951, Validation Accuracy:  0.966, Loss:  0.019
Epoch  45 Batch  442/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  45 Batch  443/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  45 Batch  444/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.016
Epoch  45 Batch  445/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.017
Epoch  45 Batch  446/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  45 Batch  447/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.012
Epoch  45 Batch  448/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  45 Batch  449/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.018
Epoch  45 Batch  450/538 - Train Accuracy:  0.954, Validation Accuracy:  0.967, Loss:  0.025
Epoch  45 Batch  451/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.020
Epoch  45 Batch  452/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.011
Epoch  45 Batch  453/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.014
Epoch  45 Batch  454/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.019
Epoch  45 Batch  455/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.015
Epoch  45 Batch  456/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.034
Epoch  45 Batch  457/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.013
Epoch  45 Batch  458/538 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.013
Epoch  45 Batch  459/538 - Train Accuracy:  0.987, Validation Accuracy:  0.966, Loss:  0.009
Epoch  45 Batch  460/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.015
Epoch  45 Batch  461/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.023
Epoch  45 Batch  462/538 - Train Accuracy:  0.961, Validation Accuracy:  0.971, Loss:  0.011
Epoch  45 Batch  463/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.018
Epoch  45 Batch  464/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.014
Epoch  45 Batch  465/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.015
Epoch  45 Batch  466/538 - Train Accuracy:  0.951, Validation Accuracy:  0.966, Loss:  0.018
Epoch  45 Batch  467/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.017
Epoch  45 Batch  468/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.017
Epoch  45 Batch  469/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.018
Epoch  45 Batch  470/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.017
Epoch  45 Batch  471/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.012
Epoch  45 Batch  472/538 - Train Accuracy:  0.989, Validation Accuracy:  0.964, Loss:  0.010
Epoch  45 Batch  473/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.014
Epoch  45 Batch  474/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.012
Epoch  45 Batch  475/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  45 Batch  476/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.015
Epoch  45 Batch  477/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.023
Epoch  45 Batch  478/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.014
Epoch  45 Batch  479/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  45 Batch  480/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.019
Epoch  45 Batch  481/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.017
Epoch  45 Batch  482/538 - Train Accuracy:  0.959, Validation Accuracy:  0.973, Loss:  0.018
Epoch  45 Batch  483/538 - Train Accuracy:  0.957, Validation Accuracy:  0.972, Loss:  0.020
Epoch  45 Batch  484/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.016
Epoch  45 Batch  485/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.020
Epoch  45 Batch  486/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.012
Epoch  45 Batch  487/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.009
Epoch  45 Batch  488/538 - Train Accuracy:  0.971, Validation Accuracy:  0.973, Loss:  0.014
Epoch  45 Batch  489/538 - Train Accuracy:  0.971, Validation Accuracy:  0.977, Loss:  0.016
Epoch  45 Batch  490/538 - Train Accuracy:  0.966, Validation Accuracy:  0.977, Loss:  0.014
Epoch  45 Batch  491/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.021
Epoch  45 Batch  492/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.014
Epoch  45 Batch  493/538 - Train Accuracy:  0.950, Validation Accuracy:  0.970, Loss:  0.015
Epoch  45 Batch  494/538 - Train Accuracy:  0.970, Validation Accuracy:  0.975, Loss:  0.016
Epoch  45 Batch  495/538 - Train Accuracy:  0.972, Validation Accuracy:  0.975, Loss:  0.015
Epoch  45 Batch  496/538 - Train Accuracy:  0.961, Validation Accuracy:  0.974, Loss:  0.014
Epoch  45 Batch  497/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.016
Epoch  45 Batch  498/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.016
Epoch  45 Batch  499/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.018
Epoch  45 Batch  500/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.012
Epoch  45 Batch  501/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.017
Epoch  45 Batch  502/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  45 Batch  503/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.015
Epoch  45 Batch  504/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.011
Epoch  45 Batch  505/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.011
Epoch  45 Batch  506/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.013
Epoch  45 Batch  507/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.018
Epoch  45 Batch  508/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.014
Epoch  45 Batch  509/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.018
Epoch  45 Batch  510/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  45 Batch  511/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  45 Batch  512/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.016
Epoch  45 Batch  513/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.021
Epoch  45 Batch  514/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  45 Batch  515/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.014
Epoch  45 Batch  516/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.011
Epoch  45 Batch  517/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.014
Epoch  45 Batch  518/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.019
Epoch  45 Batch  519/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.015
Epoch  45 Batch  520/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.019
Epoch  45 Batch  521/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.021
Epoch  45 Batch  522/538 - Train Accuracy:  0.976, Validation Accuracy:  0.950, Loss:  0.012
Epoch  45 Batch  523/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.014
Epoch  45 Batch  524/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.012
Epoch  45 Batch  525/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.016
Epoch  45 Batch  526/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.016
Epoch  45 Batch  527/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  45 Batch  528/538 - Train Accuracy:  0.980, Validation Accuracy:  0.949, Loss:  0.018
Epoch  45 Batch  529/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.019
Epoch  45 Batch  530/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.019
Epoch  45 Batch  531/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.018
Epoch  45 Batch  532/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.016
Epoch  45 Batch  533/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.011
Epoch  45 Batch  534/538 - Train Accuracy:  0.980, Validation Accuracy:  0.951, Loss:  0.010
Epoch  45 Batch  535/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  45 Batch  536/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.021
Epoch  46 Batch    0/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  46 Batch    1/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.020
Epoch  46 Batch    2/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.017
Epoch  46 Batch    3/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.015
Epoch  46 Batch    4/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.013
Epoch  46 Batch    5/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.018
Epoch  46 Batch    6/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.012
Epoch  46 Batch    7/538 - Train Accuracy:  0.987, Validation Accuracy:  0.956, Loss:  0.014
Epoch  46 Batch    8/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  46 Batch    9/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.014
Epoch  46 Batch   10/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  46 Batch   11/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  46 Batch   12/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.016
Epoch  46 Batch   13/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  46 Batch   14/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  46 Batch   15/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.015
Epoch  46 Batch   16/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.022
Epoch  46 Batch   17/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.012
Epoch  46 Batch   18/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.020
Epoch  46 Batch   19/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.017
Epoch  46 Batch   20/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.018
Epoch  46 Batch   21/538 - Train Accuracy:  0.983, Validation Accuracy:  0.956, Loss:  0.008
Epoch  46 Batch   22/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.018
Epoch  46 Batch   23/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  46 Batch   24/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.017
Epoch  46 Batch   25/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.018
Epoch  46 Batch   26/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.020
Epoch  46 Batch   27/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.009
Epoch  46 Batch   28/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.013
Epoch  46 Batch   29/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.009
Epoch  46 Batch   30/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  46 Batch   31/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.012
Epoch  46 Batch   32/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.008
Epoch  46 Batch   33/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.020
Epoch  46 Batch   34/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.022
Epoch  46 Batch   35/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.011
Epoch  46 Batch   36/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  46 Batch   37/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.020
Epoch  46 Batch   38/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.018
Epoch  46 Batch   39/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.012
Epoch  46 Batch   40/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.012
Epoch  46 Batch   41/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  46 Batch   42/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.014
Epoch  46 Batch   43/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.019
Epoch  46 Batch   44/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.016
Epoch  46 Batch   45/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.017
Epoch  46 Batch   46/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.012
Epoch  46 Batch   47/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.019
Epoch  46 Batch   48/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  46 Batch   49/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  46 Batch   50/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.018
Epoch  46 Batch   51/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.019
Epoch  46 Batch   52/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.022
Epoch  46 Batch   53/538 - Train Accuracy:  0.952, Validation Accuracy:  0.965, Loss:  0.018
Epoch  46 Batch   54/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.010
Epoch  46 Batch   55/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  46 Batch   56/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  46 Batch   57/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.017
Epoch  46 Batch   58/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.013
Epoch  46 Batch   59/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  46 Batch   60/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.017
Epoch  46 Batch   61/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.016
Epoch  46 Batch   62/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.020
Epoch  46 Batch   63/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.017
Epoch  46 Batch   64/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.020
Epoch  46 Batch   65/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  46 Batch   66/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.009
Epoch  46 Batch   67/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.011
Epoch  46 Batch   68/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.017
Epoch  46 Batch   69/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch   70/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  46 Batch   71/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.019
Epoch  46 Batch   72/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.027
Epoch  46 Batch   73/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.014
Epoch  46 Batch   74/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.016
Epoch  46 Batch   75/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.023
Epoch  46 Batch   76/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.022
Epoch  46 Batch   77/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.013
Epoch  46 Batch   78/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.019
Epoch  46 Batch   79/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.012
Epoch  46 Batch   80/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  46 Batch   81/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.020
Epoch  46 Batch   82/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.017
Epoch  46 Batch   83/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.017
Epoch  46 Batch   84/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.017
Epoch  46 Batch   85/538 - Train Accuracy:  0.982, Validation Accuracy:  0.952, Loss:  0.016
Epoch  46 Batch   86/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.015
Epoch  46 Batch   87/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.020
Epoch  46 Batch   88/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.020
Epoch  46 Batch   89/538 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.012
Epoch  46 Batch   90/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.018
Epoch  46 Batch   91/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  46 Batch   92/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  46 Batch   93/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.011
Epoch  46 Batch   94/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  46 Batch   95/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.015
Epoch  46 Batch   96/538 - Train Accuracy:  0.988, Validation Accuracy:  0.965, Loss:  0.012
Epoch  46 Batch   97/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.011
Epoch  46 Batch   98/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.017
Epoch  46 Batch   99/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.013
Epoch  46 Batch  100/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.010
Epoch  46 Batch  101/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.018
Epoch  46 Batch  102/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.018
Epoch  46 Batch  103/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.016
Epoch  46 Batch  104/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.016
Epoch  46 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.009
Epoch  46 Batch  106/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.012
Epoch  46 Batch  107/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.021
Epoch  46 Batch  108/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.013
Epoch  46 Batch  109/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.012
Epoch  46 Batch  110/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.013
Epoch  46 Batch  111/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  46 Batch  112/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.018
Epoch  46 Batch  113/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.015
Epoch  46 Batch  114/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.012
Epoch  46 Batch  115/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  46 Batch  116/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.016
Epoch  46 Batch  117/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.016
Epoch  46 Batch  118/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.014
Epoch  46 Batch  119/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.012
Epoch  46 Batch  120/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.012
Epoch  46 Batch  121/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.020
Epoch  46 Batch  122/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  123/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.018
Epoch  46 Batch  124/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  125/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  46 Batch  126/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.018
Epoch  46 Batch  127/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.022
Epoch  46 Batch  128/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.019
Epoch  46 Batch  129/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.009
Epoch  46 Batch  130/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  46 Batch  131/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.014
Epoch  46 Batch  132/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.018
Epoch  46 Batch  133/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  46 Batch  134/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.017
Epoch  46 Batch  135/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.021
Epoch  46 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  46 Batch  137/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.016
Epoch  46 Batch  138/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.014
Epoch  46 Batch  139/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.018
Epoch  46 Batch  140/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.018
Epoch  46 Batch  141/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  46 Batch  142/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  46 Batch  143/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.028
Epoch  46 Batch  144/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.020
Epoch  46 Batch  145/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.021
Epoch  46 Batch  146/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.012
Epoch  46 Batch  147/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  46 Batch  148/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.019
Epoch  46 Batch  149/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.010
Epoch  46 Batch  150/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.014
Epoch  46 Batch  151/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.018
Epoch  46 Batch  152/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.024
Epoch  46 Batch  153/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.016
Epoch  46 Batch  154/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.012
Epoch  46 Batch  155/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.015
Epoch  46 Batch  156/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.015
Epoch  46 Batch  157/538 - Train Accuracy:  0.981, Validation Accuracy:  0.952, Loss:  0.015
Epoch  46 Batch  158/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.013
Epoch  46 Batch  159/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.020
Epoch  46 Batch  160/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  46 Batch  161/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.015
Epoch  46 Batch  162/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  46 Batch  163/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.017
Epoch  46 Batch  164/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.015
Epoch  46 Batch  165/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.009
Epoch  46 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  46 Batch  167/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.021
Epoch  46 Batch  168/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.021
Epoch  46 Batch  169/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.013
Epoch  46 Batch  170/538 - Train Accuracy:  0.946, Validation Accuracy:  0.963, Loss:  0.017
Epoch  46 Batch  171/538 - Train Accuracy:  0.952, Validation Accuracy:  0.960, Loss:  0.018
Epoch  46 Batch  172/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.010
Epoch  46 Batch  173/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.011
Epoch  46 Batch  174/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.013
Epoch  46 Batch  175/538 - Train Accuracy:  0.975, Validation Accuracy:  0.948, Loss:  0.014
Epoch  46 Batch  176/538 - Train Accuracy:  0.966, Validation Accuracy:  0.942, Loss:  0.021
Epoch  46 Batch  177/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.015
Epoch  46 Batch  178/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.021
Epoch  46 Batch  179/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch  180/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  46 Batch  181/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.019
Epoch  46 Batch  182/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.009
Epoch  46 Batch  183/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.010
Epoch  46 Batch  184/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.018
Epoch  46 Batch  185/538 - Train Accuracy:  0.986, Validation Accuracy:  0.963, Loss:  0.009
Epoch  46 Batch  186/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  187/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.014
Epoch  46 Batch  188/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.014
Epoch  46 Batch  189/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.021
Epoch  46 Batch  190/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.022
Epoch  46 Batch  191/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.015
Epoch  46 Batch  192/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.012
Epoch  46 Batch  193/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.017
Epoch  46 Batch  194/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.018
Epoch  46 Batch  195/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.020
Epoch  46 Batch  196/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.018
Epoch  46 Batch  197/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.015
Epoch  46 Batch  198/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.020
Epoch  46 Batch  199/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  46 Batch  200/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.010
Epoch  46 Batch  201/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.022
Epoch  46 Batch  202/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.013
Epoch  46 Batch  203/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.023
Epoch  46 Batch  204/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.030
Epoch  46 Batch  205/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.013
Epoch  46 Batch  206/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.011
Epoch  46 Batch  207/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.018
Epoch  46 Batch  208/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.022
Epoch  46 Batch  209/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  210/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.023
Epoch  46 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.019
Epoch  46 Batch  212/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.016
Epoch  46 Batch  213/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.017
Epoch  46 Batch  214/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.013
Epoch  46 Batch  215/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.009
Epoch  46 Batch  216/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.016
Epoch  46 Batch  217/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.015
Epoch  46 Batch  218/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.013
Epoch  46 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.018
Epoch  46 Batch  220/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.017
Epoch  46 Batch  221/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.014
Epoch  46 Batch  222/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.012
Epoch  46 Batch  223/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.014
Epoch  46 Batch  224/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.021
Epoch  46 Batch  225/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.015
Epoch  46 Batch  226/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.018
Epoch  46 Batch  227/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.016
Epoch  46 Batch  228/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  46 Batch  229/538 - Train Accuracy:  0.983, Validation Accuracy:  0.955, Loss:  0.016
Epoch  46 Batch  230/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch  231/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.015
Epoch  46 Batch  232/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.021
Epoch  46 Batch  233/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.015
Epoch  46 Batch  234/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.011
Epoch  46 Batch  235/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.013
Epoch  46 Batch  236/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch  237/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.011
Epoch  46 Batch  238/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  46 Batch  239/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  46 Batch  240/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.014
Epoch  46 Batch  241/538 - Train Accuracy:  0.952, Validation Accuracy:  0.968, Loss:  0.016
Epoch  46 Batch  242/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  46 Batch  243/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.010
Epoch  46 Batch  244/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.013
Epoch  46 Batch  245/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.018
Epoch  46 Batch  246/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.017
Epoch  46 Batch  247/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.014
Epoch  46 Batch  248/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  46 Batch  249/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.012
Epoch  46 Batch  250/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.009
Epoch  46 Batch  251/538 - Train Accuracy:  0.966, Validation Accuracy:  0.946, Loss:  0.013
Epoch  46 Batch  252/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.015
Epoch  46 Batch  253/538 - Train Accuracy:  0.966, Validation Accuracy:  0.947, Loss:  0.012
Epoch  46 Batch  254/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.020
Epoch  46 Batch  255/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.011
Epoch  46 Batch  256/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.013
Epoch  46 Batch  257/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.014
Epoch  46 Batch  258/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch  259/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.015
Epoch  46 Batch  260/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.020
Epoch  46 Batch  261/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.019
Epoch  46 Batch  262/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  46 Batch  263/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.017
Epoch  46 Batch  264/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.021
Epoch  46 Batch  265/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.020
Epoch  46 Batch  266/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  46 Batch  267/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.014
Epoch  46 Batch  268/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.009
Epoch  46 Batch  269/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.015
Epoch  46 Batch  270/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  46 Batch  271/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.013
Epoch  46 Batch  272/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  46 Batch  273/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  46 Batch  274/538 - Train Accuracy:  0.952, Validation Accuracy:  0.956, Loss:  0.015
Epoch  46 Batch  275/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.017
Epoch  46 Batch  276/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.018
Epoch  46 Batch  277/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.009
Epoch  46 Batch  278/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.016
Epoch  46 Batch  279/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.016
Epoch  46 Batch  280/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  46 Batch  281/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  46 Batch  282/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.018
Epoch  46 Batch  283/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.013
Epoch  46 Batch  284/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.017
Epoch  46 Batch  285/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.016
Epoch  46 Batch  286/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.020
Epoch  46 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.011
Epoch  46 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.012
Epoch  46 Batch  289/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.010
Epoch  46 Batch  290/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.010
Epoch  46 Batch  291/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.015
Epoch  46 Batch  292/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  46 Batch  293/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  46 Batch  294/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.010
Epoch  46 Batch  295/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.014
Epoch  46 Batch  296/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.020
Epoch  46 Batch  297/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  298/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.017
Epoch  46 Batch  299/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.024
Epoch  46 Batch  300/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.015
Epoch  46 Batch  301/538 - Train Accuracy:  0.953, Validation Accuracy:  0.967, Loss:  0.021
Epoch  46 Batch  302/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.016
Epoch  46 Batch  303/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.019
Epoch  46 Batch  304/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.016
Epoch  46 Batch  305/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.014
Epoch  46 Batch  306/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.026
Epoch  46 Batch  307/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.011
Epoch  46 Batch  308/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.011
Epoch  46 Batch  309/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.012
Epoch  46 Batch  310/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.021
Epoch  46 Batch  311/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.018
Epoch  46 Batch  312/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.012
Epoch  46 Batch  313/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  46 Batch  314/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.018
Epoch  46 Batch  315/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  46 Batch  316/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  46 Batch  317/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.018
Epoch  46 Batch  318/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.017
Epoch  46 Batch  319/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.012
Epoch  46 Batch  320/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.014
Epoch  46 Batch  321/538 - Train Accuracy:  0.974, Validation Accuracy:  0.971, Loss:  0.015
Epoch  46 Batch  322/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  323/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.013
Epoch  46 Batch  324/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  325/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.014
Epoch  46 Batch  326/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.018
Epoch  46 Batch  327/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.015
Epoch  46 Batch  328/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.011
Epoch  46 Batch  329/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.011
Epoch  46 Batch  330/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.014
Epoch  46 Batch  331/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  332/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.016
Epoch  46 Batch  333/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  46 Batch  334/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.014
Epoch  46 Batch  335/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.016
Epoch  46 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.019
Epoch  46 Batch  337/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.018
Epoch  46 Batch  338/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.011
Epoch  46 Batch  339/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.012
Epoch  46 Batch  340/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.014
Epoch  46 Batch  341/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.013
Epoch  46 Batch  342/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  46 Batch  343/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.013
Epoch  46 Batch  344/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.017
Epoch  46 Batch  345/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  46 Batch  346/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.018
Epoch  46 Batch  347/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.016
Epoch  46 Batch  348/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.012
Epoch  46 Batch  349/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.010
Epoch  46 Batch  350/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.019
Epoch  46 Batch  351/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  46 Batch  352/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.027
Epoch  46 Batch  353/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.016
Epoch  46 Batch  354/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.010
Epoch  46 Batch  355/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.019
Epoch  46 Batch  356/538 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.012
Epoch  46 Batch  357/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.014
Epoch  46 Batch  358/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.009
Epoch  46 Batch  359/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  46 Batch  360/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.015
Epoch  46 Batch  361/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.017
Epoch  46 Batch  362/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  46 Batch  363/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.013
Epoch  46 Batch  364/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.025
Epoch  46 Batch  365/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.020
Epoch  46 Batch  366/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.021
Epoch  46 Batch  367/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.012
Epoch  46 Batch  368/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.011
Epoch  46 Batch  369/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch  370/538 - Train Accuracy:  0.956, Validation Accuracy:  0.954, Loss:  0.019
Epoch  46 Batch  371/538 - Train Accuracy:  0.983, Validation Accuracy:  0.957, Loss:  0.015
Epoch  46 Batch  372/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  46 Batch  373/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.012
Epoch  46 Batch  374/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.012
Epoch  46 Batch  375/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.014
Epoch  46 Batch  376/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.014
Epoch  46 Batch  377/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.016
Epoch  46 Batch  378/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.013
Epoch  46 Batch  379/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.013
Epoch  46 Batch  380/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.015
Epoch  46 Batch  381/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.011
Epoch  46 Batch  382/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.015
Epoch  46 Batch  383/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.014
Epoch  46 Batch  384/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  46 Batch  385/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  46 Batch  386/538 - Train Accuracy:  0.984, Validation Accuracy:  0.958, Loss:  0.010
Epoch  46 Batch  387/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.012
Epoch  46 Batch  388/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  46 Batch  389/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.024
Epoch  46 Batch  390/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.013
Epoch  46 Batch  391/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.013
Epoch  46 Batch  392/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.011
Epoch  46 Batch  393/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.014
Epoch  46 Batch  394/538 - Train Accuracy:  0.949, Validation Accuracy:  0.954, Loss:  0.020
Epoch  46 Batch  395/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.018
Epoch  46 Batch  396/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.014
Epoch  46 Batch  397/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  46 Batch  398/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.014
Epoch  46 Batch  399/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.013
Epoch  46 Batch  400/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  46 Batch  401/538 - Train Accuracy:  0.988, Validation Accuracy:  0.966, Loss:  0.011
Epoch  46 Batch  402/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.009
Epoch  46 Batch  403/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.021
Epoch  46 Batch  404/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  46 Batch  405/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.012
Epoch  46 Batch  406/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  46 Batch  407/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.016
Epoch  46 Batch  408/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.021
Epoch  46 Batch  409/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.013
Epoch  46 Batch  410/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.016
Epoch  46 Batch  411/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  46 Batch  412/538 - Train Accuracy:  0.983, Validation Accuracy:  0.952, Loss:  0.011
Epoch  46 Batch  413/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.012
Epoch  46 Batch  414/538 - Train Accuracy:  0.941, Validation Accuracy:  0.957, Loss:  0.021
Epoch  46 Batch  415/538 - Train Accuracy:  0.951, Validation Accuracy:  0.951, Loss:  0.017
Epoch  46 Batch  416/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.015
Epoch  46 Batch  417/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.015
Epoch  46 Batch  418/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.017
Epoch  46 Batch  419/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  46 Batch  420/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.017
Epoch  46 Batch  421/538 - Train Accuracy:  0.983, Validation Accuracy:  0.959, Loss:  0.011
Epoch  46 Batch  422/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  46 Batch  423/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  46 Batch  424/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.016
Epoch  46 Batch  425/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.019
Epoch  46 Batch  426/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.016
Epoch  46 Batch  427/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.020
Epoch  46 Batch  428/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.010
Epoch  46 Batch  429/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.020
Epoch  46 Batch  430/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.017
Epoch  46 Batch  431/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.015
Epoch  46 Batch  432/538 - Train Accuracy:  0.947, Validation Accuracy:  0.963, Loss:  0.023
Epoch  46 Batch  433/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.030
Epoch  46 Batch  434/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.013
Epoch  46 Batch  435/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.015
Epoch  46 Batch  436/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.018
Epoch  46 Batch  437/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  46 Batch  438/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.013
Epoch  46 Batch  439/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.021
Epoch  46 Batch  440/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.019
Epoch  46 Batch  441/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.020
Epoch  46 Batch  442/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.018
Epoch  46 Batch  443/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.019
Epoch  46 Batch  444/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.020
Epoch  46 Batch  445/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  46 Batch  446/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  46 Batch  447/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.016
Epoch  46 Batch  448/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  46 Batch  449/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.017
Epoch  46 Batch  450/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.026
Epoch  46 Batch  451/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.020
Epoch  46 Batch  452/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  46 Batch  453/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.017
Epoch  46 Batch  454/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.020
Epoch  46 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.019
Epoch  46 Batch  456/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.040
Epoch  46 Batch  457/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.017
Epoch  46 Batch  458/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.017
Epoch  46 Batch  459/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  46 Batch  460/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.020
Epoch  46 Batch  461/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.026
Epoch  46 Batch  462/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.019
Epoch  46 Batch  463/538 - Train Accuracy:  0.950, Validation Accuracy:  0.955, Loss:  0.021
Epoch  46 Batch  464/538 - Train Accuracy:  0.983, Validation Accuracy:  0.954, Loss:  0.018
Epoch  46 Batch  465/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.021
Epoch  46 Batch  466/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.020
Epoch  46 Batch  467/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  46 Batch  468/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  46 Batch  469/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  46 Batch  470/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  46 Batch  471/538 - Train Accuracy:  0.984, Validation Accuracy:  0.957, Loss:  0.012
Epoch  46 Batch  472/538 - Train Accuracy:  0.993, Validation Accuracy:  0.959, Loss:  0.014
Epoch  46 Batch  473/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.015
Epoch  46 Batch  474/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch  475/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.010
Epoch  46 Batch  476/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.014
Epoch  46 Batch  477/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.023
Epoch  46 Batch  478/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.011
Epoch  46 Batch  479/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.016
Epoch  46 Batch  480/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.022
Epoch  46 Batch  481/538 - Train Accuracy:  0.967, Validation Accuracy:  0.943, Loss:  0.023
Epoch  46 Batch  482/538 - Train Accuracy:  0.957, Validation Accuracy:  0.945, Loss:  0.017
Epoch  46 Batch  483/538 - Train Accuracy:  0.950, Validation Accuracy:  0.942, Loss:  0.026
Epoch  46 Batch  484/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.020
Epoch  46 Batch  485/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.022
Epoch  46 Batch  486/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.015
Epoch  46 Batch  487/538 - Train Accuracy:  0.982, Validation Accuracy:  0.955, Loss:  0.014
Epoch  46 Batch  488/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.018
Epoch  46 Batch  489/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.020
Epoch  46 Batch  490/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  46 Batch  491/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.018
Epoch  46 Batch  492/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.015
Epoch  46 Batch  493/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.016
Epoch  46 Batch  494/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.020
Epoch  46 Batch  495/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.019
Epoch  46 Batch  496/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.016
Epoch  46 Batch  497/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.018
Epoch  46 Batch  498/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.016
Epoch  46 Batch  499/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.019
Epoch  46 Batch  500/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.012
Epoch  46 Batch  501/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.019
Epoch  46 Batch  502/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.017
Epoch  46 Batch  503/538 - Train Accuracy:  0.973, Validation Accuracy:  0.948, Loss:  0.017
Epoch  46 Batch  504/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.014
Epoch  46 Batch  505/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.012
Epoch  46 Batch  506/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  46 Batch  507/538 - Train Accuracy:  0.954, Validation Accuracy:  0.947, Loss:  0.018
Epoch  46 Batch  508/538 - Train Accuracy:  0.970, Validation Accuracy:  0.950, Loss:  0.026
Epoch  46 Batch  509/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.022
Epoch  46 Batch  510/538 - Train Accuracy:  0.972, Validation Accuracy:  0.943, Loss:  0.013
Epoch  46 Batch  511/538 - Train Accuracy:  0.959, Validation Accuracy:  0.934, Loss:  0.018
Epoch  46 Batch  512/538 - Train Accuracy:  0.964, Validation Accuracy:  0.931, Loss:  0.022
Epoch  46 Batch  513/538 - Train Accuracy:  0.955, Validation Accuracy:  0.934, Loss:  0.017
Epoch  46 Batch  514/538 - Train Accuracy:  0.956, Validation Accuracy:  0.939, Loss:  0.019
Epoch  46 Batch  515/538 - Train Accuracy:  0.955, Validation Accuracy:  0.944, Loss:  0.024
Epoch  46 Batch  516/538 - Train Accuracy:  0.959, Validation Accuracy:  0.949, Loss:  0.013
Epoch  46 Batch  517/538 - Train Accuracy:  0.973, Validation Accuracy:  0.953, Loss:  0.016
Epoch  46 Batch  518/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  46 Batch  519/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.014
Epoch  46 Batch  520/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.019
Epoch  46 Batch  521/538 - Train Accuracy:  0.956, Validation Accuracy:  0.946, Loss:  0.023
Epoch  46 Batch  522/538 - Train Accuracy:  0.960, Validation Accuracy:  0.949, Loss:  0.017
Epoch  46 Batch  523/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  46 Batch  524/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.010
Epoch  46 Batch  525/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.017
Epoch  46 Batch  526/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.017
Epoch  46 Batch  527/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.017
Epoch  46 Batch  528/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.019
Epoch  46 Batch  529/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.018
Epoch  46 Batch  530/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.018
Epoch  46 Batch  531/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.018
Epoch  46 Batch  532/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.015
Epoch  46 Batch  533/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.012
Epoch  46 Batch  534/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.011
Epoch  46 Batch  535/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.021
Epoch  46 Batch  536/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.021
Epoch  47 Batch    0/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.016
Epoch  47 Batch    1/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.016
Epoch  47 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.015
Epoch  47 Batch    3/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.013
Epoch  47 Batch    4/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.013
Epoch  47 Batch    5/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.018
Epoch  47 Batch    6/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.014
Epoch  47 Batch    7/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.015
Epoch  47 Batch    8/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.018
Epoch  47 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.012
Epoch  47 Batch   10/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.016
Epoch  47 Batch   11/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.015
Epoch  47 Batch   12/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.019
Epoch  47 Batch   13/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.014
Epoch  47 Batch   14/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.015
Epoch  47 Batch   15/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.015
Epoch  47 Batch   16/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  47 Batch   17/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.012
Epoch  47 Batch   18/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.022
Epoch  47 Batch   19/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  47 Batch   20/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.016
Epoch  47 Batch   21/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.008
Epoch  47 Batch   22/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.017
Epoch  47 Batch   23/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.017
Epoch  47 Batch   24/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.017
Epoch  47 Batch   25/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.017
Epoch  47 Batch   26/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.022
Epoch  47 Batch   27/538 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.009
Epoch  47 Batch   28/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  47 Batch   29/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.010
Epoch  47 Batch   30/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch   31/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.010
Epoch  47 Batch   32/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.009
Epoch  47 Batch   33/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.014
Epoch  47 Batch   34/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.018
Epoch  47 Batch   35/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.011
Epoch  47 Batch   36/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.011
Epoch  47 Batch   37/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.017
Epoch  47 Batch   38/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.019
Epoch  47 Batch   39/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.010
Epoch  47 Batch   40/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.011
Epoch  47 Batch   41/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.013
Epoch  47 Batch   42/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.013
Epoch  47 Batch   43/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.019
Epoch  47 Batch   44/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.010
Epoch  47 Batch   45/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.012
Epoch  47 Batch   46/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.010
Epoch  47 Batch   47/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  47 Batch   48/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.018
Epoch  47 Batch   49/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.009
Epoch  47 Batch   50/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.018
Epoch  47 Batch   51/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.023
Epoch  47 Batch   52/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.012
Epoch  47 Batch   53/538 - Train Accuracy:  0.951, Validation Accuracy:  0.968, Loss:  0.015
Epoch  47 Batch   54/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.011
Epoch  47 Batch   55/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.018
Epoch  47 Batch   56/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.016
Epoch  47 Batch   57/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.017
Epoch  47 Batch   58/538 - Train Accuracy:  0.970, Validation Accuracy:  0.977, Loss:  0.010
Epoch  47 Batch   59/538 - Train Accuracy:  0.967, Validation Accuracy:  0.973, Loss:  0.011
Epoch  47 Batch   60/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.020
Epoch  47 Batch   61/538 - Train Accuracy:  0.974, Validation Accuracy:  0.973, Loss:  0.013
Epoch  47 Batch   62/538 - Train Accuracy:  0.973, Validation Accuracy:  0.974, Loss:  0.014
Epoch  47 Batch   63/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.014
Epoch  47 Batch   64/538 - Train Accuracy:  0.961, Validation Accuracy:  0.977, Loss:  0.017
Epoch  47 Batch   65/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.011
Epoch  47 Batch   66/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.011
Epoch  47 Batch   67/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.009
Epoch  47 Batch   68/538 - Train Accuracy:  0.949, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch   69/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.015
Epoch  47 Batch   70/538 - Train Accuracy:  0.980, Validation Accuracy:  0.977, Loss:  0.015
Epoch  47 Batch   71/538 - Train Accuracy:  0.972, Validation Accuracy:  0.975, Loss:  0.016
Epoch  47 Batch   72/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.027
Epoch  47 Batch   73/538 - Train Accuracy:  0.960, Validation Accuracy:  0.972, Loss:  0.014
Epoch  47 Batch   74/538 - Train Accuracy:  0.968, Validation Accuracy:  0.974, Loss:  0.016
Epoch  47 Batch   75/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.016
Epoch  47 Batch   76/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.015
Epoch  47 Batch   77/538 - Train Accuracy:  0.961, Validation Accuracy:  0.970, Loss:  0.017
Epoch  47 Batch   78/538 - Train Accuracy:  0.956, Validation Accuracy:  0.973, Loss:  0.014
Epoch  47 Batch   79/538 - Train Accuracy:  0.974, Validation Accuracy:  0.971, Loss:  0.009
Epoch  47 Batch   80/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  47 Batch   81/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.019
Epoch  47 Batch   82/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.018
Epoch  47 Batch   83/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.019
Epoch  47 Batch   84/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  47 Batch   85/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.017
Epoch  47 Batch   86/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.011
Epoch  47 Batch   87/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.016
Epoch  47 Batch   88/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.012
Epoch  47 Batch   89/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.013
Epoch  47 Batch   90/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.022
Epoch  47 Batch   91/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.016
Epoch  47 Batch   92/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.013
Epoch  47 Batch   93/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.012
Epoch  47 Batch   94/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.012
Epoch  47 Batch   95/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.011
Epoch  47 Batch   96/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.009
Epoch  47 Batch   97/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.011
Epoch  47 Batch   98/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.015
Epoch  47 Batch   99/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.015
Epoch  47 Batch  100/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.013
Epoch  47 Batch  101/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.018
Epoch  47 Batch  102/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  47 Batch  103/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.013
Epoch  47 Batch  104/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.012
Epoch  47 Batch  105/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.009
Epoch  47 Batch  106/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.010
Epoch  47 Batch  107/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  47 Batch  108/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  47 Batch  109/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.015
Epoch  47 Batch  110/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.016
Epoch  47 Batch  111/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.015
Epoch  47 Batch  112/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  47 Batch  113/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.013
Epoch  47 Batch  114/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.010
Epoch  47 Batch  115/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  47 Batch  116/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.017
Epoch  47 Batch  117/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch  118/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.016
Epoch  47 Batch  119/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.014
Epoch  47 Batch  120/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.011
Epoch  47 Batch  121/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.016
Epoch  47 Batch  122/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  47 Batch  123/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  47 Batch  124/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  47 Batch  125/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  47 Batch  126/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch  127/538 - Train Accuracy:  0.951, Validation Accuracy:  0.966, Loss:  0.023
Epoch  47 Batch  128/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  47 Batch  129/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.010
Epoch  47 Batch  130/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.014
Epoch  47 Batch  131/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.014
Epoch  47 Batch  132/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.015
Epoch  47 Batch  133/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.018
Epoch  47 Batch  134/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.017
Epoch  47 Batch  135/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.020
Epoch  47 Batch  136/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.019
Epoch  47 Batch  137/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  47 Batch  138/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  47 Batch  139/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.019
Epoch  47 Batch  140/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  47 Batch  141/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.020
Epoch  47 Batch  142/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.016
Epoch  47 Batch  143/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.023
Epoch  47 Batch  144/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.023
Epoch  47 Batch  145/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.017
Epoch  47 Batch  146/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.014
Epoch  47 Batch  147/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.015
Epoch  47 Batch  148/538 - Train Accuracy:  0.949, Validation Accuracy:  0.967, Loss:  0.020
Epoch  47 Batch  149/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.011
Epoch  47 Batch  150/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.011
Epoch  47 Batch  151/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.014
Epoch  47 Batch  152/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.019
Epoch  47 Batch  153/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.014
Epoch  47 Batch  154/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.011
Epoch  47 Batch  155/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.013
Epoch  47 Batch  156/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.017
Epoch  47 Batch  157/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.011
Epoch  47 Batch  158/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.009
Epoch  47 Batch  159/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.014
Epoch  47 Batch  160/538 - Train Accuracy:  0.953, Validation Accuracy:  0.967, Loss:  0.013
Epoch  47 Batch  161/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.013
Epoch  47 Batch  162/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.013
Epoch  47 Batch  163/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.018
Epoch  47 Batch  164/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.014
Epoch  47 Batch  165/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.012
Epoch  47 Batch  166/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  47 Batch  167/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.028
Epoch  47 Batch  168/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.017
Epoch  47 Batch  169/538 - Train Accuracy:  0.987, Validation Accuracy:  0.964, Loss:  0.008
Epoch  47 Batch  170/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.012
Epoch  47 Batch  171/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.014
Epoch  47 Batch  172/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.010
Epoch  47 Batch  173/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.012
Epoch  47 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  47 Batch  175/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.011
Epoch  47 Batch  176/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.013
Epoch  47 Batch  177/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.012
Epoch  47 Batch  178/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.015
Epoch  47 Batch  179/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.015
Epoch  47 Batch  180/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  47 Batch  181/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.015
Epoch  47 Batch  182/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.009
Epoch  47 Batch  183/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.008
Epoch  47 Batch  184/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.012
Epoch  47 Batch  185/538 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.007
Epoch  47 Batch  186/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.015
Epoch  47 Batch  187/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.011
Epoch  47 Batch  188/538 - Train Accuracy:  0.962, Validation Accuracy:  0.970, Loss:  0.014
Epoch  47 Batch  189/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.020
Epoch  47 Batch  190/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.020
Epoch  47 Batch  191/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.013
Epoch  47 Batch  192/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.013
Epoch  47 Batch  193/538 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.012
Epoch  47 Batch  194/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  47 Batch  195/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.018
Epoch  47 Batch  196/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.011
Epoch  47 Batch  197/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  47 Batch  198/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.018
Epoch  47 Batch  199/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.015
Epoch  47 Batch  200/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  47 Batch  201/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.016
Epoch  47 Batch  202/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.013
Epoch  47 Batch  203/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.019
Epoch  47 Batch  204/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.017
Epoch  47 Batch  205/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  47 Batch  206/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.009
Epoch  47 Batch  207/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.015
Epoch  47 Batch  208/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.017
Epoch  47 Batch  209/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.012
Epoch  47 Batch  210/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.013
Epoch  47 Batch  211/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.013
Epoch  47 Batch  212/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  47 Batch  213/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.015
Epoch  47 Batch  214/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  47 Batch  215/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.012
Epoch  47 Batch  216/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.019
Epoch  47 Batch  217/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  47 Batch  218/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.010
Epoch  47 Batch  219/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.018
Epoch  47 Batch  220/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.017
Epoch  47 Batch  221/538 - Train Accuracy:  0.961, Validation Accuracy:  0.970, Loss:  0.015
Epoch  47 Batch  222/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.011
Epoch  47 Batch  223/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  47 Batch  224/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  47 Batch  225/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.014
Epoch  47 Batch  226/538 - Train Accuracy:  0.946, Validation Accuracy:  0.964, Loss:  0.021
Epoch  47 Batch  227/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.012
Epoch  47 Batch  228/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.010
Epoch  47 Batch  229/538 - Train Accuracy:  0.984, Validation Accuracy:  0.958, Loss:  0.013
Epoch  47 Batch  230/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.010
Epoch  47 Batch  231/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.012
Epoch  47 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  47 Batch  233/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.011
Epoch  47 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  47 Batch  235/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.009
Epoch  47 Batch  236/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.013
Epoch  47 Batch  237/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.009
Epoch  47 Batch  238/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.011
Epoch  47 Batch  239/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  47 Batch  240/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.012
Epoch  47 Batch  241/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.016
Epoch  47 Batch  242/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.016
Epoch  47 Batch  243/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.011
Epoch  47 Batch  244/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.011
Epoch  47 Batch  245/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.020
Epoch  47 Batch  246/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.014
Epoch  47 Batch  247/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.014
Epoch  47 Batch  248/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.014
Epoch  47 Batch  249/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.009
Epoch  47 Batch  250/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.010
Epoch  47 Batch  251/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.015
Epoch  47 Batch  252/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.017
Epoch  47 Batch  253/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.013
Epoch  47 Batch  254/538 - Train Accuracy:  0.956, Validation Accuracy:  0.970, Loss:  0.018
Epoch  47 Batch  255/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.011
Epoch  47 Batch  256/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.011
Epoch  47 Batch  257/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  47 Batch  258/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  47 Batch  259/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  47 Batch  260/538 - Train Accuracy:  0.950, Validation Accuracy:  0.969, Loss:  0.022
Epoch  47 Batch  261/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.014
Epoch  47 Batch  262/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.019
Epoch  47 Batch  263/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.015
Epoch  47 Batch  264/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.017
Epoch  47 Batch  265/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.019
Epoch  47 Batch  266/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  47 Batch  267/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.017
Epoch  47 Batch  268/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.011
Epoch  47 Batch  269/538 - Train Accuracy:  0.949, Validation Accuracy:  0.970, Loss:  0.017
Epoch  47 Batch  270/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.010
Epoch  47 Batch  271/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.010
Epoch  47 Batch  272/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  47 Batch  273/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  47 Batch  274/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.013
Epoch  47 Batch  275/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.017
Epoch  47 Batch  276/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.019
Epoch  47 Batch  277/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.012
Epoch  47 Batch  278/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.012
Epoch  47 Batch  279/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.013
Epoch  47 Batch  280/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.013
Epoch  47 Batch  281/538 - Train Accuracy:  0.954, Validation Accuracy:  0.967, Loss:  0.022
Epoch  47 Batch  282/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.015
Epoch  47 Batch  283/538 - Train Accuracy:  0.985, Validation Accuracy:  0.972, Loss:  0.013
Epoch  47 Batch  284/538 - Train Accuracy:  0.962, Validation Accuracy:  0.970, Loss:  0.015
Epoch  47 Batch  285/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.013
Epoch  47 Batch  286/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.022
Epoch  47 Batch  287/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.012
Epoch  47 Batch  288/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.013
Epoch  47 Batch  289/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.014
Epoch  47 Batch  290/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.010
Epoch  47 Batch  291/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.014
Epoch  47 Batch  292/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.008
Epoch  47 Batch  293/538 - Train Accuracy:  0.954, Validation Accuracy:  0.966, Loss:  0.019
Epoch  47 Batch  294/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.013
Epoch  47 Batch  295/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.015
Epoch  47 Batch  296/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.022
Epoch  47 Batch  297/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.016
Epoch  47 Batch  298/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.015
Epoch  47 Batch  299/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.025
Epoch  47 Batch  300/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  47 Batch  301/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.019
Epoch  47 Batch  302/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.019
Epoch  47 Batch  303/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.019
Epoch  47 Batch  304/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.017
Epoch  47 Batch  305/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  47 Batch  306/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.020
Epoch  47 Batch  307/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.015
Epoch  47 Batch  308/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  47 Batch  309/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.012
Epoch  47 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.018
Epoch  47 Batch  311/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.019
Epoch  47 Batch  312/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.015
Epoch  47 Batch  313/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.014
Epoch  47 Batch  314/538 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.016
Epoch  47 Batch  315/538 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.015
Epoch  47 Batch  316/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.013
Epoch  47 Batch  317/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.021
Epoch  47 Batch  318/538 - Train Accuracy:  0.965, Validation Accuracy:  0.972, Loss:  0.015
Epoch  47 Batch  319/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.016
Epoch  47 Batch  320/538 - Train Accuracy:  0.968, Validation Accuracy:  0.972, Loss:  0.013
Epoch  47 Batch  321/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.011
Epoch  47 Batch  322/538 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.014
Epoch  47 Batch  323/538 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.012
Epoch  47 Batch  324/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.018
Epoch  47 Batch  325/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  47 Batch  326/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch  327/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.014
Epoch  47 Batch  328/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.017
Epoch  47 Batch  329/538 - Train Accuracy:  0.981, Validation Accuracy:  0.949, Loss:  0.013
Epoch  47 Batch  330/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.013
Epoch  47 Batch  331/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.013
Epoch  47 Batch  332/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.016
Epoch  47 Batch  333/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.012
Epoch  47 Batch  334/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.010
Epoch  47 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  47 Batch  336/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.014
Epoch  47 Batch  337/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  47 Batch  338/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.010
Epoch  47 Batch  339/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.015
Epoch  47 Batch  340/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.011
Epoch  47 Batch  341/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.014
Epoch  47 Batch  342/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.017
Epoch  47 Batch  343/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.013
Epoch  47 Batch  344/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  47 Batch  345/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch  346/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  47 Batch  347/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  47 Batch  348/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.011
Epoch  47 Batch  349/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.012
Epoch  47 Batch  350/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.018
Epoch  47 Batch  351/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.018
Epoch  47 Batch  352/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.029
Epoch  47 Batch  353/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.015
Epoch  47 Batch  354/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.015
Epoch  47 Batch  355/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.019
Epoch  47 Batch  356/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.010
Epoch  47 Batch  357/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.018
Epoch  47 Batch  358/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.013
Epoch  47 Batch  359/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  47 Batch  360/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  47 Batch  361/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.020
Epoch  47 Batch  362/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  47 Batch  363/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.015
Epoch  47 Batch  364/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.023
Epoch  47 Batch  365/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.016
Epoch  47 Batch  366/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.016
Epoch  47 Batch  367/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.013
Epoch  47 Batch  368/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.011
Epoch  47 Batch  369/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.016
Epoch  47 Batch  370/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.017
Epoch  47 Batch  371/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.015
Epoch  47 Batch  372/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  47 Batch  373/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  47 Batch  374/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  47 Batch  375/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.025
Epoch  47 Batch  376/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.016
Epoch  47 Batch  377/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.013
Epoch  47 Batch  378/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.014
Epoch  47 Batch  379/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.017
Epoch  47 Batch  380/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.017
Epoch  47 Batch  381/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.013
Epoch  47 Batch  382/538 - Train Accuracy:  0.947, Validation Accuracy:  0.962, Loss:  0.018
Epoch  47 Batch  383/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.016
Epoch  47 Batch  384/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.016
Epoch  47 Batch  385/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.012
Epoch  47 Batch  386/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.014
Epoch  47 Batch  387/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  47 Batch  388/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  47 Batch  389/538 - Train Accuracy:  0.956, Validation Accuracy:  0.955, Loss:  0.020
Epoch  47 Batch  390/538 - Train Accuracy:  0.982, Validation Accuracy:  0.952, Loss:  0.011
Epoch  47 Batch  391/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.013
Epoch  47 Batch  392/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.014
Epoch  47 Batch  393/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.019
Epoch  47 Batch  394/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  47 Batch  395/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.019
Epoch  47 Batch  396/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.012
Epoch  47 Batch  397/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.018
Epoch  47 Batch  398/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.014
Epoch  47 Batch  399/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.015
Epoch  47 Batch  400/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.014
Epoch  47 Batch  401/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.010
Epoch  47 Batch  402/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  47 Batch  403/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.022
Epoch  47 Batch  404/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.014
Epoch  47 Batch  405/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.011
Epoch  47 Batch  406/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.016
Epoch  47 Batch  407/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.013
Epoch  47 Batch  408/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  47 Batch  409/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.016
Epoch  47 Batch  410/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.017
Epoch  47 Batch  411/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  47 Batch  412/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.010
Epoch  47 Batch  413/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.010
Epoch  47 Batch  414/538 - Train Accuracy:  0.952, Validation Accuracy:  0.960, Loss:  0.023
Epoch  47 Batch  415/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  47 Batch  416/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  47 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  47 Batch  418/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.018
Epoch  47 Batch  419/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.012
Epoch  47 Batch  420/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.014
Epoch  47 Batch  421/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.009
Epoch  47 Batch  422/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.014
Epoch  47 Batch  423/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  47 Batch  424/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  47 Batch  425/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.018
Epoch  47 Batch  426/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.015
Epoch  47 Batch  427/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  47 Batch  428/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.011
Epoch  47 Batch  429/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.011
Epoch  47 Batch  430/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.016
Epoch  47 Batch  431/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.013
Epoch  47 Batch  432/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.019
Epoch  47 Batch  433/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.029
Epoch  47 Batch  434/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  47 Batch  435/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  47 Batch  436/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.016
Epoch  47 Batch  437/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.013
Epoch  47 Batch  438/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.011
Epoch  47 Batch  439/538 - Train Accuracy:  0.982, Validation Accuracy:  0.954, Loss:  0.016
Epoch  47 Batch  440/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.018
Epoch  47 Batch  441/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.022
Epoch  47 Batch  442/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  47 Batch  443/538 - Train Accuracy:  0.949, Validation Accuracy:  0.956, Loss:  0.019
Epoch  47 Batch  444/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.013
Epoch  47 Batch  445/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.013
Epoch  47 Batch  446/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.015
Epoch  47 Batch  447/538 - Train Accuracy:  0.962, Validation Accuracy:  0.949, Loss:  0.014
Epoch  47 Batch  448/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.019
Epoch  47 Batch  449/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.018
Epoch  47 Batch  450/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.022
Epoch  47 Batch  451/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.019
Epoch  47 Batch  452/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.013
Epoch  47 Batch  453/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.022
Epoch  47 Batch  454/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.020
Epoch  47 Batch  455/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.019
Epoch  47 Batch  456/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.037
Epoch  47 Batch  457/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.021
Epoch  47 Batch  458/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.017
Epoch  47 Batch  459/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.011
Epoch  47 Batch  460/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  47 Batch  461/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.020
Epoch  47 Batch  462/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.012
Epoch  47 Batch  463/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.016
Epoch  47 Batch  464/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.013
Epoch  47 Batch  465/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.015
Epoch  47 Batch  466/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.015
Epoch  47 Batch  467/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.019
Epoch  47 Batch  468/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch  469/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.017
Epoch  47 Batch  470/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.017
Epoch  47 Batch  471/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.012
Epoch  47 Batch  472/538 - Train Accuracy:  0.992, Validation Accuracy:  0.961, Loss:  0.010
Epoch  47 Batch  473/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.012
Epoch  47 Batch  474/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.012
Epoch  47 Batch  475/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.014
Epoch  47 Batch  476/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.018
Epoch  47 Batch  477/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.017
Epoch  47 Batch  478/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.011
Epoch  47 Batch  479/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  47 Batch  480/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  47 Batch  481/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  47 Batch  482/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.013
Epoch  47 Batch  483/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  47 Batch  484/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.015
Epoch  47 Batch  485/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.019
Epoch  47 Batch  486/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  47 Batch  487/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.009
Epoch  47 Batch  488/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.013
Epoch  47 Batch  489/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  47 Batch  490/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.013
Epoch  47 Batch  491/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.016
Epoch  47 Batch  492/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.011
Epoch  47 Batch  493/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.017
Epoch  47 Batch  494/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  47 Batch  495/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.016
Epoch  47 Batch  496/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.014
Epoch  47 Batch  497/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.013
Epoch  47 Batch  498/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.016
Epoch  47 Batch  499/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.016
Epoch  47 Batch  500/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.011
Epoch  47 Batch  501/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.017
Epoch  47 Batch  502/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.014
Epoch  47 Batch  503/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.022
Epoch  47 Batch  504/538 - Train Accuracy:  0.982, Validation Accuracy:  0.953, Loss:  0.010
Epoch  47 Batch  505/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.010
Epoch  47 Batch  506/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.014
Epoch  47 Batch  507/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.015
Epoch  47 Batch  508/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.016
Epoch  47 Batch  509/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.024
Epoch  47 Batch  510/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.016
Epoch  47 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  47 Batch  512/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.016
Epoch  47 Batch  513/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.015
Epoch  47 Batch  514/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  47 Batch  515/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.018
Epoch  47 Batch  516/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  47 Batch  517/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.012
Epoch  47 Batch  518/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.018
Epoch  47 Batch  519/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.016
Epoch  47 Batch  520/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.019
Epoch  47 Batch  521/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.023
Epoch  47 Batch  522/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  47 Batch  523/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.016
Epoch  47 Batch  524/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  47 Batch  525/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.019
Epoch  47 Batch  526/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.016
Epoch  47 Batch  527/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  47 Batch  528/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.017
Epoch  47 Batch  529/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.018
Epoch  47 Batch  530/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.017
Epoch  47 Batch  531/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.018
Epoch  47 Batch  532/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.014
Epoch  47 Batch  533/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  47 Batch  534/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.013
Epoch  47 Batch  535/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  47 Batch  536/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.021
Epoch  48 Batch    0/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.011
Epoch  48 Batch    1/538 - Train Accuracy:  0.988, Validation Accuracy:  0.956, Loss:  0.013
Epoch  48 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.016
Epoch  48 Batch    3/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.012
Epoch  48 Batch    4/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.014
Epoch  48 Batch    5/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.019
Epoch  48 Batch    6/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  48 Batch    7/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.019
Epoch  48 Batch    8/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.016
Epoch  48 Batch    9/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.011
Epoch  48 Batch   10/538 - Train Accuracy:  0.951, Validation Accuracy:  0.956, Loss:  0.021
Epoch  48 Batch   11/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.012
Epoch  48 Batch   12/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.018
Epoch  48 Batch   13/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  48 Batch   14/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.015
Epoch  48 Batch   15/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.020
Epoch  48 Batch   16/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  48 Batch   17/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  48 Batch   18/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.022
Epoch  48 Batch   19/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.016
Epoch  48 Batch   20/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.015
Epoch  48 Batch   21/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.009
Epoch  48 Batch   22/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  48 Batch   23/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.024
Epoch  48 Batch   24/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.019
Epoch  48 Batch   25/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.020
Epoch  48 Batch   26/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.019
Epoch  48 Batch   27/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.012
Epoch  48 Batch   28/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  48 Batch   29/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.013
Epoch  48 Batch   30/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.020
Epoch  48 Batch   31/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.012
Epoch  48 Batch   32/538 - Train Accuracy:  0.982, Validation Accuracy:  0.956, Loss:  0.011
Epoch  48 Batch   33/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.018
Epoch  48 Batch   34/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.022
Epoch  48 Batch   35/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  48 Batch   36/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch   37/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.018
Epoch  48 Batch   38/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.017
Epoch  48 Batch   39/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.015
Epoch  48 Batch   40/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.014
Epoch  48 Batch   41/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  48 Batch   42/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  48 Batch   43/538 - Train Accuracy:  0.948, Validation Accuracy:  0.964, Loss:  0.026
Epoch  48 Batch   44/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.013
Epoch  48 Batch   45/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  48 Batch   46/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.011
Epoch  48 Batch   47/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  48 Batch   48/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.022
Epoch  48 Batch   49/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.014
Epoch  48 Batch   50/538 - Train Accuracy:  0.955, Validation Accuracy:  0.961, Loss:  0.019
Epoch  48 Batch   51/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.024
Epoch  48 Batch   52/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.016
Epoch  48 Batch   53/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.018
Epoch  48 Batch   54/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.016
Epoch  48 Batch   55/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  48 Batch   56/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.019
Epoch  48 Batch   57/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.017
Epoch  48 Batch   58/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.014
Epoch  48 Batch   59/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.016
Epoch  48 Batch   60/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.019
Epoch  48 Batch   61/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.013
Epoch  48 Batch   62/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.021
Epoch  48 Batch   63/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.013
Epoch  48 Batch   64/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.021
Epoch  48 Batch   65/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  48 Batch   66/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.015
Epoch  48 Batch   67/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.012
Epoch  48 Batch   68/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.018
Epoch  48 Batch   69/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.019
Epoch  48 Batch   70/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  48 Batch   71/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.022
Epoch  48 Batch   72/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.035
Epoch  48 Batch   73/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.017
Epoch  48 Batch   74/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.023
Epoch  48 Batch   75/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.022
Epoch  48 Batch   76/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.023
Epoch  48 Batch   77/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  48 Batch   78/538 - Train Accuracy:  0.956, Validation Accuracy:  0.947, Loss:  0.021
Epoch  48 Batch   79/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.013
Epoch  48 Batch   80/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.017
Epoch  48 Batch   81/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.025
Epoch  48 Batch   82/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.019
Epoch  48 Batch   83/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.023
Epoch  48 Batch   84/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.019
Epoch  48 Batch   85/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.020
Epoch  48 Batch   86/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  48 Batch   87/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.023
Epoch  48 Batch   88/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  48 Batch   89/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.017
Epoch  48 Batch   90/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.019
Epoch  48 Batch   91/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.017
Epoch  48 Batch   92/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  48 Batch   93/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.013
Epoch  48 Batch   94/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.014
Epoch  48 Batch   95/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.017
Epoch  48 Batch   96/538 - Train Accuracy:  0.987, Validation Accuracy:  0.966, Loss:  0.011
Epoch  48 Batch   97/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.013
Epoch  48 Batch   98/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.016
Epoch  48 Batch   99/538 - Train Accuracy:  0.967, Validation Accuracy:  0.974, Loss:  0.015
Epoch  48 Batch  100/538 - Train Accuracy:  0.986, Validation Accuracy:  0.976, Loss:  0.010
Epoch  48 Batch  101/538 - Train Accuracy:  0.947, Validation Accuracy:  0.976, Loss:  0.023
Epoch  48 Batch  102/538 - Train Accuracy:  0.964, Validation Accuracy:  0.974, Loss:  0.020
Epoch  48 Batch  103/538 - Train Accuracy:  0.961, Validation Accuracy:  0.970, Loss:  0.020
Epoch  48 Batch  104/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.012
Epoch  48 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.013
Epoch  48 Batch  106/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.014
Epoch  48 Batch  107/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  48 Batch  108/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.021
Epoch  48 Batch  109/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.015
Epoch  48 Batch  110/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.015
Epoch  48 Batch  111/538 - Train Accuracy:  0.956, Validation Accuracy:  0.951, Loss:  0.016
Epoch  48 Batch  112/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.016
Epoch  48 Batch  113/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.020
Epoch  48 Batch  114/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.011
Epoch  48 Batch  115/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.020
Epoch  48 Batch  116/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.021
Epoch  48 Batch  117/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.015
Epoch  48 Batch  118/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  48 Batch  119/538 - Train Accuracy:  0.987, Validation Accuracy:  0.957, Loss:  0.011
Epoch  48 Batch  120/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.009
Epoch  48 Batch  121/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.019
Epoch  48 Batch  122/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.015
Epoch  48 Batch  123/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.015
Epoch  48 Batch  124/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.014
Epoch  48 Batch  125/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.014
Epoch  48 Batch  126/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.020
Epoch  48 Batch  127/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.021
Epoch  48 Batch  128/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.013
Epoch  48 Batch  129/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.012
Epoch  48 Batch  130/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.014
Epoch  48 Batch  131/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.020
Epoch  48 Batch  132/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  48 Batch  133/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.019
Epoch  48 Batch  134/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.018
Epoch  48 Batch  135/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.019
Epoch  48 Batch  136/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.018
Epoch  48 Batch  137/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  48 Batch  138/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  48 Batch  139/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.022
Epoch  48 Batch  140/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.018
Epoch  48 Batch  141/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.015
Epoch  48 Batch  142/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.017
Epoch  48 Batch  143/538 - Train Accuracy:  0.959, Validation Accuracy:  0.970, Loss:  0.029
Epoch  48 Batch  144/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.020
Epoch  48 Batch  145/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.020
Epoch  48 Batch  146/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.017
Epoch  48 Batch  147/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.020
Epoch  48 Batch  148/538 - Train Accuracy:  0.957, Validation Accuracy:  0.975, Loss:  0.021
Epoch  48 Batch  149/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.013
Epoch  48 Batch  150/538 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.014
Epoch  48 Batch  151/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.020
Epoch  48 Batch  152/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.020
Epoch  48 Batch  153/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.016
Epoch  48 Batch  154/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.013
Epoch  48 Batch  155/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.022
Epoch  48 Batch  156/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.014
Epoch  48 Batch  157/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  48 Batch  158/538 - Train Accuracy:  0.987, Validation Accuracy:  0.966, Loss:  0.011
Epoch  48 Batch  159/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.024
Epoch  48 Batch  160/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.014
Epoch  48 Batch  161/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.015
Epoch  48 Batch  162/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.016
Epoch  48 Batch  163/538 - Train Accuracy:  0.964, Validation Accuracy:  0.973, Loss:  0.022
Epoch  48 Batch  164/538 - Train Accuracy:  0.975, Validation Accuracy:  0.975, Loss:  0.020
Epoch  48 Batch  165/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.015
Epoch  48 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.013
Epoch  48 Batch  167/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.024
Epoch  48 Batch  168/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.023
Epoch  48 Batch  169/538 - Train Accuracy:  0.986, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch  170/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  48 Batch  171/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.020
Epoch  48 Batch  172/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.015
Epoch  48 Batch  173/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.014
Epoch  48 Batch  174/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.018
Epoch  48 Batch  175/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.021
Epoch  48 Batch  176/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.020
Epoch  48 Batch  177/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.018
Epoch  48 Batch  178/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.020
Epoch  48 Batch  179/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.020
Epoch  48 Batch  180/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  48 Batch  181/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.022
Epoch  48 Batch  182/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.010
Epoch  48 Batch  183/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.010
Epoch  48 Batch  184/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.020
Epoch  48 Batch  185/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.012
Epoch  48 Batch  186/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.013
Epoch  48 Batch  187/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.019
Epoch  48 Batch  188/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.017
Epoch  48 Batch  189/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.021
Epoch  48 Batch  190/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.022
Epoch  48 Batch  191/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  48 Batch  192/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.013
Epoch  48 Batch  193/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.020
Epoch  48 Batch  194/538 - Train Accuracy:  0.955, Validation Accuracy:  0.957, Loss:  0.020
Epoch  48 Batch  195/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.022
Epoch  48 Batch  196/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.015
Epoch  48 Batch  197/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.015
Epoch  48 Batch  198/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.015
Epoch  48 Batch  199/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.015
Epoch  48 Batch  200/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.012
Epoch  48 Batch  201/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  48 Batch  202/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.017
Epoch  48 Batch  203/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.020
Epoch  48 Batch  204/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.026
Epoch  48 Batch  205/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.013
Epoch  48 Batch  206/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  48 Batch  207/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.018
Epoch  48 Batch  208/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.023
Epoch  48 Batch  209/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.015
Epoch  48 Batch  210/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.020
Epoch  48 Batch  211/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.019
Epoch  48 Batch  212/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  48 Batch  213/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.016
Epoch  48 Batch  214/538 - Train Accuracy:  0.978, Validation Accuracy:  0.948, Loss:  0.014
Epoch  48 Batch  215/538 - Train Accuracy:  0.957, Validation Accuracy:  0.948, Loss:  0.014
Epoch  48 Batch  216/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.017
Epoch  48 Batch  217/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.017
Epoch  48 Batch  218/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.016
Epoch  48 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.015
Epoch  48 Batch  220/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.018
Epoch  48 Batch  221/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.012
Epoch  48 Batch  222/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  48 Batch  223/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  48 Batch  224/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.027
Epoch  48 Batch  225/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.017
Epoch  48 Batch  226/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.018
Epoch  48 Batch  227/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.017
Epoch  48 Batch  228/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.018
Epoch  48 Batch  229/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.014
Epoch  48 Batch  230/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.019
Epoch  48 Batch  231/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  48 Batch  232/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.023
Epoch  48 Batch  233/538 - Train Accuracy:  0.983, Validation Accuracy:  0.957, Loss:  0.012
Epoch  48 Batch  234/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.015
Epoch  48 Batch  235/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.012
Epoch  48 Batch  236/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  48 Batch  237/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  48 Batch  238/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.016
Epoch  48 Batch  239/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.015
Epoch  48 Batch  240/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  48 Batch  241/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.017
Epoch  48 Batch  242/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.019
Epoch  48 Batch  243/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.011
Epoch  48 Batch  244/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch  245/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.023
Epoch  48 Batch  246/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.014
Epoch  48 Batch  247/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.014
Epoch  48 Batch  248/538 - Train Accuracy:  0.956, Validation Accuracy:  0.972, Loss:  0.019
Epoch  48 Batch  249/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.009
Epoch  48 Batch  250/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.012
Epoch  48 Batch  251/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.014
Epoch  48 Batch  252/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.016
Epoch  48 Batch  253/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  48 Batch  254/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.020
Epoch  48 Batch  255/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  48 Batch  256/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  48 Batch  257/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.017
Epoch  48 Batch  258/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  48 Batch  259/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.016
Epoch  48 Batch  260/538 - Train Accuracy:  0.930, Validation Accuracy:  0.968, Loss:  0.023
Epoch  48 Batch  261/538 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.020
Epoch  48 Batch  262/538 - Train Accuracy:  0.966, Validation Accuracy:  0.975, Loss:  0.021
Epoch  48 Batch  263/538 - Train Accuracy:  0.962, Validation Accuracy:  0.976, Loss:  0.023
Epoch  48 Batch  264/538 - Train Accuracy:  0.954, Validation Accuracy:  0.973, Loss:  0.018
Epoch  48 Batch  265/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.019
Epoch  48 Batch  266/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.018
Epoch  48 Batch  267/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.022
Epoch  48 Batch  268/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.010
Epoch  48 Batch  269/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.017
Epoch  48 Batch  270/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.015
Epoch  48 Batch  271/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.017
Epoch  48 Batch  272/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.022
Epoch  48 Batch  273/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.023
Epoch  48 Batch  274/538 - Train Accuracy:  0.946, Validation Accuracy:  0.958, Loss:  0.018
Epoch  48 Batch  275/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  48 Batch  276/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.019
Epoch  48 Batch  277/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  48 Batch  278/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.017
Epoch  48 Batch  279/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.018
Epoch  48 Batch  280/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  48 Batch  281/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.022
Epoch  48 Batch  282/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  48 Batch  283/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.018
Epoch  48 Batch  284/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.017
Epoch  48 Batch  285/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.015
Epoch  48 Batch  286/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.019
Epoch  48 Batch  287/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  48 Batch  288/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.012
Epoch  48 Batch  289/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.014
Epoch  48 Batch  290/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.010
Epoch  48 Batch  291/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.015
Epoch  48 Batch  292/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.011
Epoch  48 Batch  293/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  48 Batch  294/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.014
Epoch  48 Batch  295/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.017
Epoch  48 Batch  296/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.025
Epoch  48 Batch  297/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.015
Epoch  48 Batch  298/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.015
Epoch  48 Batch  299/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.026
Epoch  48 Batch  300/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.023
Epoch  48 Batch  301/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.018
Epoch  48 Batch  302/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.020
Epoch  48 Batch  303/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.018
Epoch  48 Batch  304/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.018
Epoch  48 Batch  305/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.012
Epoch  48 Batch  306/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  48 Batch  307/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.016
Epoch  48 Batch  308/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch  309/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.014
Epoch  48 Batch  310/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.014
Epoch  48 Batch  311/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.018
Epoch  48 Batch  312/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.016
Epoch  48 Batch  313/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.015
Epoch  48 Batch  314/538 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.015
Epoch  48 Batch  315/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.018
Epoch  48 Batch  316/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.012
Epoch  48 Batch  317/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.017
Epoch  48 Batch  318/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.016
Epoch  48 Batch  319/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.012
Epoch  48 Batch  320/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.013
Epoch  48 Batch  321/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.011
Epoch  48 Batch  322/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.016
Epoch  48 Batch  323/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.015
Epoch  48 Batch  324/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.015
Epoch  48 Batch  325/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  48 Batch  326/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.017
Epoch  48 Batch  327/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.021
Epoch  48 Batch  328/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.011
Epoch  48 Batch  329/538 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.009
Epoch  48 Batch  330/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.016
Epoch  48 Batch  331/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.011
Epoch  48 Batch  332/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.013
Epoch  48 Batch  333/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.013
Epoch  48 Batch  334/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.016
Epoch  48 Batch  335/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.017
Epoch  48 Batch  336/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.016
Epoch  48 Batch  337/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.013
Epoch  48 Batch  338/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.009
Epoch  48 Batch  339/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch  340/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.017
Epoch  48 Batch  341/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.016
Epoch  48 Batch  342/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.020
Epoch  48 Batch  343/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.012
Epoch  48 Batch  344/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.015
Epoch  48 Batch  345/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  48 Batch  346/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.015
Epoch  48 Batch  347/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.018
Epoch  48 Batch  348/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.011
Epoch  48 Batch  349/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.013
Epoch  48 Batch  350/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.016
Epoch  48 Batch  351/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.023
Epoch  48 Batch  352/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.029
Epoch  48 Batch  353/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.021
Epoch  48 Batch  354/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.017
Epoch  48 Batch  355/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.015
Epoch  48 Batch  356/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  48 Batch  357/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch  358/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.012
Epoch  48 Batch  359/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.017
Epoch  48 Batch  360/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.014
Epoch  48 Batch  361/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.021
Epoch  48 Batch  362/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.015
Epoch  48 Batch  363/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.018
Epoch  48 Batch  364/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.019
Epoch  48 Batch  365/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.015
Epoch  48 Batch  366/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.017
Epoch  48 Batch  367/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.013
Epoch  48 Batch  368/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.013
Epoch  48 Batch  369/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.013
Epoch  48 Batch  370/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.017
Epoch  48 Batch  371/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.016
Epoch  48 Batch  372/538 - Train Accuracy:  0.974, Validation Accuracy:  0.950, Loss:  0.016
Epoch  48 Batch  373/538 - Train Accuracy:  0.960, Validation Accuracy:  0.947, Loss:  0.015
Epoch  48 Batch  374/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.012
Epoch  48 Batch  375/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.016
Epoch  48 Batch  376/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.017
Epoch  48 Batch  377/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.026
Epoch  48 Batch  378/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.011
Epoch  48 Batch  379/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.025
Epoch  48 Batch  380/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.018
Epoch  48 Batch  381/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.017
Epoch  48 Batch  382/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.015
Epoch  48 Batch  383/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  48 Batch  384/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.022
Epoch  48 Batch  385/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  48 Batch  386/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.017
Epoch  48 Batch  387/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch  388/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  48 Batch  389/538 - Train Accuracy:  0.950, Validation Accuracy:  0.961, Loss:  0.021
Epoch  48 Batch  390/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.017
Epoch  48 Batch  391/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.021
Epoch  48 Batch  392/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.015
Epoch  48 Batch  393/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.022
Epoch  48 Batch  394/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.027
Epoch  48 Batch  395/538 - Train Accuracy:  0.955, Validation Accuracy:  0.959, Loss:  0.024
Epoch  48 Batch  396/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.016
Epoch  48 Batch  397/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.018
Epoch  48 Batch  398/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  48 Batch  399/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.020
Epoch  48 Batch  400/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.019
Epoch  48 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  48 Batch  402/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  48 Batch  403/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.017
Epoch  48 Batch  404/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  48 Batch  405/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.015
Epoch  48 Batch  406/538 - Train Accuracy:  0.977, Validation Accuracy:  0.954, Loss:  0.014
Epoch  48 Batch  407/538 - Train Accuracy:  0.976, Validation Accuracy:  0.949, Loss:  0.017
Epoch  48 Batch  408/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.018
Epoch  48 Batch  409/538 - Train Accuracy:  0.961, Validation Accuracy:  0.948, Loss:  0.016
Epoch  48 Batch  410/538 - Train Accuracy:  0.980, Validation Accuracy:  0.945, Loss:  0.016
Epoch  48 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.020
Epoch  48 Batch  412/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.011
Epoch  48 Batch  413/538 - Train Accuracy:  0.982, Validation Accuracy:  0.954, Loss:  0.014
Epoch  48 Batch  414/538 - Train Accuracy:  0.946, Validation Accuracy:  0.959, Loss:  0.025
Epoch  48 Batch  415/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.023
Epoch  48 Batch  416/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  48 Batch  417/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.015
Epoch  48 Batch  418/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.026
Epoch  48 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.014
Epoch  48 Batch  420/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  48 Batch  421/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  48 Batch  422/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.016
Epoch  48 Batch  423/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.015
Epoch  48 Batch  424/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.020
Epoch  48 Batch  425/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.023
Epoch  48 Batch  426/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.021
Epoch  48 Batch  427/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  48 Batch  428/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  48 Batch  429/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  48 Batch  430/538 - Train Accuracy:  0.966, Validation Accuracy:  0.951, Loss:  0.018
Epoch  48 Batch  431/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.018
Epoch  48 Batch  432/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.017
Epoch  48 Batch  433/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.027
Epoch  48 Batch  434/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.016
Epoch  48 Batch  435/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.017
Epoch  48 Batch  436/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.017
Epoch  48 Batch  437/538 - Train Accuracy:  0.972, Validation Accuracy:  0.951, Loss:  0.017
Epoch  48 Batch  438/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.012
Epoch  48 Batch  439/538 - Train Accuracy:  0.978, Validation Accuracy:  0.951, Loss:  0.015
Epoch  48 Batch  440/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.021
Epoch  48 Batch  441/538 - Train Accuracy:  0.950, Validation Accuracy:  0.954, Loss:  0.028
Epoch  48 Batch  442/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.016
Epoch  48 Batch  443/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  48 Batch  444/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  48 Batch  445/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.012
Epoch  48 Batch  446/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  48 Batch  447/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.015
Epoch  48 Batch  448/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.018
Epoch  48 Batch  449/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.018
Epoch  48 Batch  450/538 - Train Accuracy:  0.950, Validation Accuracy:  0.959, Loss:  0.022
Epoch  48 Batch  451/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.017
Epoch  48 Batch  452/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.014
Epoch  48 Batch  453/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.015
Epoch  48 Batch  454/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.020
Epoch  48 Batch  455/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.020
Epoch  48 Batch  456/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.034
Epoch  48 Batch  457/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.016
Epoch  48 Batch  458/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.013
Epoch  48 Batch  459/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.012
Epoch  48 Batch  460/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.012
Epoch  48 Batch  461/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  48 Batch  462/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.013
Epoch  48 Batch  463/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.019
Epoch  48 Batch  464/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.015
Epoch  48 Batch  465/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  48 Batch  466/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.016
Epoch  48 Batch  467/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.016
Epoch  48 Batch  468/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.015
Epoch  48 Batch  469/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  48 Batch  470/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.018
Epoch  48 Batch  471/538 - Train Accuracy:  0.988, Validation Accuracy:  0.966, Loss:  0.009
Epoch  48 Batch  472/538 - Train Accuracy:  0.992, Validation Accuracy:  0.968, Loss:  0.011
Epoch  48 Batch  473/538 - Train Accuracy:  0.968, Validation Accuracy:  0.973, Loss:  0.016
Epoch  48 Batch  474/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.014
Epoch  48 Batch  475/538 - Train Accuracy:  0.986, Validation Accuracy:  0.971, Loss:  0.010
Epoch  48 Batch  476/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.017
Epoch  48 Batch  477/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.018
Epoch  48 Batch  478/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.010
Epoch  48 Batch  479/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.014
Epoch  48 Batch  480/538 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.017
Epoch  48 Batch  481/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.017
Epoch  48 Batch  482/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.012
Epoch  48 Batch  483/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.019
Epoch  48 Batch  484/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.017
Epoch  48 Batch  485/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.019
Epoch  48 Batch  486/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.011
Epoch  48 Batch  487/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.010
Epoch  48 Batch  488/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.012
Epoch  48 Batch  489/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.013
Epoch  48 Batch  490/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.016
Epoch  48 Batch  491/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.017
Epoch  48 Batch  492/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.012
Epoch  48 Batch  493/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.017
Epoch  48 Batch  494/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  48 Batch  495/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.014
Epoch  48 Batch  496/538 - Train Accuracy:  0.961, Validation Accuracy:  0.972, Loss:  0.016
Epoch  48 Batch  497/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.012
Epoch  48 Batch  498/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.012
Epoch  48 Batch  499/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.019
Epoch  48 Batch  500/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.009
Epoch  48 Batch  501/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.015
Epoch  48 Batch  502/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.013
Epoch  48 Batch  503/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.017
Epoch  48 Batch  504/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.010
Epoch  48 Batch  505/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.010
Epoch  48 Batch  506/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.012
Epoch  48 Batch  507/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.020
Epoch  48 Batch  508/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.016
Epoch  48 Batch  509/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.023
Epoch  48 Batch  510/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.014
Epoch  48 Batch  511/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.013
Epoch  48 Batch  512/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.015
Epoch  48 Batch  513/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.013
Epoch  48 Batch  514/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.014
Epoch  48 Batch  515/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  48 Batch  516/538 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.011
Epoch  48 Batch  517/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.017
Epoch  48 Batch  518/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.016
Epoch  48 Batch  519/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.015
Epoch  48 Batch  520/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.019
Epoch  48 Batch  521/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.019
Epoch  48 Batch  522/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.012
Epoch  48 Batch  523/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  48 Batch  524/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  48 Batch  525/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.018
Epoch  48 Batch  526/538 - Train Accuracy:  0.957, Validation Accuracy:  0.974, Loss:  0.015
Epoch  48 Batch  527/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.010
Epoch  48 Batch  528/538 - Train Accuracy:  0.968, Validation Accuracy:  0.972, Loss:  0.015
Epoch  48 Batch  529/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.013
Epoch  48 Batch  530/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.014
Epoch  48 Batch  531/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.017
Epoch  48 Batch  532/538 - Train Accuracy:  0.956, Validation Accuracy:  0.969, Loss:  0.013
Epoch  48 Batch  533/538 - Train Accuracy:  0.968, Validation Accuracy:  0.975, Loss:  0.013
Epoch  48 Batch  534/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.008
Epoch  48 Batch  535/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.013
Epoch  48 Batch  536/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.015
Epoch  49 Batch    0/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.012
Epoch  49 Batch    1/538 - Train Accuracy:  0.987, Validation Accuracy:  0.970, Loss:  0.015
Epoch  49 Batch    2/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.019
Epoch  49 Batch    3/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.012
Epoch  49 Batch    4/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.013
Epoch  49 Batch    5/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.014
Epoch  49 Batch    6/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.012
Epoch  49 Batch    7/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.014
Epoch  49 Batch    8/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.012
Epoch  49 Batch    9/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.013
Epoch  49 Batch   10/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.016
Epoch  49 Batch   11/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.012
Epoch  49 Batch   12/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.010
Epoch  49 Batch   13/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.012
Epoch  49 Batch   14/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.013
Epoch  49 Batch   15/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  49 Batch   16/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.017
Epoch  49 Batch   17/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.014
Epoch  49 Batch   18/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.021
Epoch  49 Batch   19/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  49 Batch   20/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.016
Epoch  49 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.009
Epoch  49 Batch   22/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  49 Batch   23/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.019
Epoch  49 Batch   24/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.018
Epoch  49 Batch   25/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  49 Batch   26/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.020
Epoch  49 Batch   27/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.012
Epoch  49 Batch   28/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.012
Epoch  49 Batch   29/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.009
Epoch  49 Batch   30/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.015
Epoch  49 Batch   31/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.012
Epoch  49 Batch   32/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.007
Epoch  49 Batch   33/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  49 Batch   34/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.018
Epoch  49 Batch   35/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch   36/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.013
Epoch  49 Batch   37/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.026
Epoch  49 Batch   38/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.017
Epoch  49 Batch   39/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  49 Batch   40/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  49 Batch   41/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  49 Batch   42/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.013
Epoch  49 Batch   43/538 - Train Accuracy:  0.950, Validation Accuracy:  0.966, Loss:  0.020
Epoch  49 Batch   44/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.015
Epoch  49 Batch   45/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.010
Epoch  49 Batch   46/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.013
Epoch  49 Batch   47/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.012
Epoch  49 Batch   48/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.018
Epoch  49 Batch   49/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch   50/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.018
Epoch  49 Batch   51/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.021
Epoch  49 Batch   52/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  49 Batch   53/538 - Train Accuracy:  0.950, Validation Accuracy:  0.953, Loss:  0.015
Epoch  49 Batch   54/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  49 Batch   55/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  49 Batch   56/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  49 Batch   57/538 - Train Accuracy:  0.955, Validation Accuracy:  0.968, Loss:  0.018
Epoch  49 Batch   58/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch   59/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch   60/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.022
Epoch  49 Batch   61/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  49 Batch   62/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  49 Batch   63/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch   64/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.015
Epoch  49 Batch   65/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.013
Epoch  49 Batch   66/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.009
Epoch  49 Batch   67/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch   68/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch   69/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch   70/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.012
Epoch  49 Batch   71/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.019
Epoch  49 Batch   72/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.028
Epoch  49 Batch   73/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch   74/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.012
Epoch  49 Batch   75/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.018
Epoch  49 Batch   76/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  49 Batch   77/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.012
Epoch  49 Batch   78/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch   79/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.011
Epoch  49 Batch   80/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  49 Batch   81/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.021
Epoch  49 Batch   82/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.016
Epoch  49 Batch   83/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.014
Epoch  49 Batch   84/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.014
Epoch  49 Batch   85/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch   86/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.009
Epoch  49 Batch   87/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  49 Batch   88/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.012
Epoch  49 Batch   89/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.011
Epoch  49 Batch   90/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  49 Batch   91/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.017
Epoch  49 Batch   92/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  49 Batch   93/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  49 Batch   94/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.009
Epoch  49 Batch   95/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.010
Epoch  49 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.009
Epoch  49 Batch   97/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.010
Epoch  49 Batch   98/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.017
Epoch  49 Batch   99/538 - Train Accuracy:  0.971, Validation Accuracy:  0.973, Loss:  0.011
Epoch  49 Batch  100/538 - Train Accuracy:  0.987, Validation Accuracy:  0.972, Loss:  0.008
Epoch  49 Batch  101/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.016
Epoch  49 Batch  102/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.015
Epoch  49 Batch  103/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.018
Epoch  49 Batch  104/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.010
Epoch  49 Batch  105/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.010
Epoch  49 Batch  106/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.012
Epoch  49 Batch  107/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.014
Epoch  49 Batch  108/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.012
Epoch  49 Batch  109/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.016
Epoch  49 Batch  110/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch  111/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  49 Batch  112/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.014
Epoch  49 Batch  113/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.012
Epoch  49 Batch  114/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch  115/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch  116/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.014
Epoch  49 Batch  117/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.018
Epoch  49 Batch  118/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.013
Epoch  49 Batch  119/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.011
Epoch  49 Batch  120/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  49 Batch  121/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.014
Epoch  49 Batch  122/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  49 Batch  123/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.015
Epoch  49 Batch  124/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  49 Batch  125/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.015
Epoch  49 Batch  126/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  49 Batch  127/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.022
Epoch  49 Batch  128/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch  129/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.010
Epoch  49 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch  131/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  49 Batch  132/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.014
Epoch  49 Batch  133/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.014
Epoch  49 Batch  134/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.020
Epoch  49 Batch  135/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.019
Epoch  49 Batch  136/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.014
Epoch  49 Batch  137/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.012
Epoch  49 Batch  138/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.012
Epoch  49 Batch  139/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.019
Epoch  49 Batch  140/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.017
Epoch  49 Batch  141/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.013
Epoch  49 Batch  142/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  49 Batch  143/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.026
Epoch  49 Batch  144/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.016
Epoch  49 Batch  145/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.017
Epoch  49 Batch  146/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.012
Epoch  49 Batch  147/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  49 Batch  148/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.017
Epoch  49 Batch  149/538 - Train Accuracy:  0.984, Validation Accuracy:  0.966, Loss:  0.009
Epoch  49 Batch  150/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.013
Epoch  49 Batch  151/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.015
Epoch  49 Batch  152/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.013
Epoch  49 Batch  153/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.010
Epoch  49 Batch  154/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch  155/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  156/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.012
Epoch  49 Batch  157/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.013
Epoch  49 Batch  158/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.009
Epoch  49 Batch  159/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.017
Epoch  49 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.969, Loss:  0.011
Epoch  49 Batch  161/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.011
Epoch  49 Batch  162/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  163/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.018
Epoch  49 Batch  164/538 - Train Accuracy:  0.978, Validation Accuracy:  0.973, Loss:  0.011
Epoch  49 Batch  165/538 - Train Accuracy:  0.985, Validation Accuracy:  0.971, Loss:  0.007
Epoch  49 Batch  166/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.011
Epoch  49 Batch  167/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.023
Epoch  49 Batch  168/538 - Train Accuracy:  0.960, Validation Accuracy:  0.971, Loss:  0.019
Epoch  49 Batch  169/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.011
Epoch  49 Batch  170/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.011
Epoch  49 Batch  171/538 - Train Accuracy:  0.955, Validation Accuracy:  0.971, Loss:  0.015
Epoch  49 Batch  172/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.011
Epoch  49 Batch  173/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.010
Epoch  49 Batch  174/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.011
Epoch  49 Batch  175/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.010
Epoch  49 Batch  176/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.014
Epoch  49 Batch  177/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.016
Epoch  49 Batch  178/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  179/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch  180/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.014
Epoch  49 Batch  181/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.016
Epoch  49 Batch  182/538 - Train Accuracy:  0.986, Validation Accuracy:  0.968, Loss:  0.008
Epoch  49 Batch  183/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.009
Epoch  49 Batch  184/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.012
Epoch  49 Batch  185/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.007
Epoch  49 Batch  186/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.012
Epoch  49 Batch  187/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.014
Epoch  49 Batch  188/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.013
Epoch  49 Batch  189/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.016
Epoch  49 Batch  190/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.017
Epoch  49 Batch  191/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  49 Batch  192/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.010
Epoch  49 Batch  193/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.014
Epoch  49 Batch  194/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.017
Epoch  49 Batch  195/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.018
Epoch  49 Batch  196/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.010
Epoch  49 Batch  197/538 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.011
Epoch  49 Batch  198/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.016
Epoch  49 Batch  199/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.012
Epoch  49 Batch  200/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.007
Epoch  49 Batch  201/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  49 Batch  202/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.010
Epoch  49 Batch  203/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  49 Batch  204/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.018
Epoch  49 Batch  205/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch  206/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch  207/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch  208/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  209/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  49 Batch  210/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.014
Epoch  49 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.015
Epoch  49 Batch  212/538 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.011
Epoch  49 Batch  213/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.013
Epoch  49 Batch  214/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.011
Epoch  49 Batch  215/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.009
Epoch  49 Batch  216/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.015
Epoch  49 Batch  217/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  49 Batch  218/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.007
Epoch  49 Batch  219/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  220/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.018
Epoch  49 Batch  221/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.010
Epoch  49 Batch  222/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.010
Epoch  49 Batch  223/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  49 Batch  224/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.020
Epoch  49 Batch  225/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.016
Epoch  49 Batch  226/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.017
Epoch  49 Batch  227/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.014
Epoch  49 Batch  228/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.010
Epoch  49 Batch  229/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.012
Epoch  49 Batch  230/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  49 Batch  231/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.011
Epoch  49 Batch  232/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.017
Epoch  49 Batch  233/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch  234/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  49 Batch  235/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.010
Epoch  49 Batch  236/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  49 Batch  237/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.012
Epoch  49 Batch  238/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.012
Epoch  49 Batch  239/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.017
Epoch  49 Batch  240/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.012
Epoch  49 Batch  241/538 - Train Accuracy:  0.955, Validation Accuracy:  0.968, Loss:  0.015
Epoch  49 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  49 Batch  243/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.012
Epoch  49 Batch  244/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.011
Epoch  49 Batch  245/538 - Train Accuracy:  0.957, Validation Accuracy:  0.970, Loss:  0.017
Epoch  49 Batch  246/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.014
Epoch  49 Batch  247/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.018
Epoch  49 Batch  248/538 - Train Accuracy:  0.959, Validation Accuracy:  0.970, Loss:  0.019
Epoch  49 Batch  249/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.008
Epoch  49 Batch  250/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch  251/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.013
Epoch  49 Batch  252/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.016
Epoch  49 Batch  253/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  49 Batch  254/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.015
Epoch  49 Batch  255/538 - Train Accuracy:  0.992, Validation Accuracy:  0.965, Loss:  0.010
Epoch  49 Batch  256/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  49 Batch  257/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.018
Epoch  49 Batch  258/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  49 Batch  259/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.012
Epoch  49 Batch  260/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.018
Epoch  49 Batch  261/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  262/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.018
Epoch  49 Batch  263/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch  264/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.016
Epoch  49 Batch  265/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.019
Epoch  49 Batch  266/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.012
Epoch  49 Batch  267/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.014
Epoch  49 Batch  268/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.011
Epoch  49 Batch  269/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.013
Epoch  49 Batch  270/538 - Train Accuracy:  0.979, Validation Accuracy:  0.974, Loss:  0.012
Epoch  49 Batch  271/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.011
Epoch  49 Batch  272/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.013
Epoch  49 Batch  273/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.015
Epoch  49 Batch  274/538 - Train Accuracy:  0.957, Validation Accuracy:  0.970, Loss:  0.013
Epoch  49 Batch  275/538 - Train Accuracy:  0.952, Validation Accuracy:  0.968, Loss:  0.015
Epoch  49 Batch  276/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.019
Epoch  49 Batch  277/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.011
Epoch  49 Batch  278/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.014
Epoch  49 Batch  279/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.011
Epoch  49 Batch  280/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  49 Batch  281/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.019
Epoch  49 Batch  282/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  283/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.016
Epoch  49 Batch  284/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.015
Epoch  49 Batch  285/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.011
Epoch  49 Batch  286/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.018
Epoch  49 Batch  287/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.011
Epoch  49 Batch  288/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.010
Epoch  49 Batch  289/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch  290/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.009
Epoch  49 Batch  291/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.013
Epoch  49 Batch  292/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  49 Batch  293/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.016
Epoch  49 Batch  294/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.010
Epoch  49 Batch  295/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.012
Epoch  49 Batch  296/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.021
Epoch  49 Batch  297/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.016
Epoch  49 Batch  298/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  49 Batch  299/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.020
Epoch  49 Batch  300/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  49 Batch  301/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.018
Epoch  49 Batch  302/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.015
Epoch  49 Batch  303/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.022
Epoch  49 Batch  304/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch  305/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  49 Batch  306/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  307/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.012
Epoch  49 Batch  308/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.014
Epoch  49 Batch  309/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.012
Epoch  49 Batch  310/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.019
Epoch  49 Batch  311/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.019
Epoch  49 Batch  312/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.014
Epoch  49 Batch  313/538 - Train Accuracy:  0.965, Validation Accuracy:  0.972, Loss:  0.015
Epoch  49 Batch  314/538 - Train Accuracy:  0.981, Validation Accuracy:  0.972, Loss:  0.014
Epoch  49 Batch  315/538 - Train Accuracy:  0.963, Validation Accuracy:  0.972, Loss:  0.018
Epoch  49 Batch  316/538 - Train Accuracy:  0.978, Validation Accuracy:  0.973, Loss:  0.012
Epoch  49 Batch  317/538 - Train Accuracy:  0.963, Validation Accuracy:  0.973, Loss:  0.016
Epoch  49 Batch  318/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.019
Epoch  49 Batch  319/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.013
Epoch  49 Batch  320/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  49 Batch  321/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.009
Epoch  49 Batch  322/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.015
Epoch  49 Batch  323/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.015
Epoch  49 Batch  324/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.017
Epoch  49 Batch  325/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.014
Epoch  49 Batch  326/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.018
Epoch  49 Batch  327/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.018
Epoch  49 Batch  328/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.013
Epoch  49 Batch  329/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  49 Batch  330/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.013
Epoch  49 Batch  331/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  332/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.014
Epoch  49 Batch  333/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.013
Epoch  49 Batch  334/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  49 Batch  335/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  49 Batch  336/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.016
Epoch  49 Batch  337/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  338/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch  339/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.012
Epoch  49 Batch  340/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.011
Epoch  49 Batch  341/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.013
Epoch  49 Batch  342/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.015
Epoch  49 Batch  343/538 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.009
Epoch  49 Batch  344/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.017
Epoch  49 Batch  345/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.011
Epoch  49 Batch  346/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.014
Epoch  49 Batch  347/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  49 Batch  348/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.012
Epoch  49 Batch  349/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.010
Epoch  49 Batch  350/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.017
Epoch  49 Batch  351/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.018
Epoch  49 Batch  352/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.024
Epoch  49 Batch  353/538 - Train Accuracy:  0.954, Validation Accuracy:  0.971, Loss:  0.016
Epoch  49 Batch  354/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.010
Epoch  49 Batch  355/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  356/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.014
Epoch  49 Batch  357/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.013
Epoch  49 Batch  358/538 - Train Accuracy:  0.977, Validation Accuracy:  0.973, Loss:  0.013
Epoch  49 Batch  359/538 - Train Accuracy:  0.971, Validation Accuracy:  0.973, Loss:  0.015
Epoch  49 Batch  360/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.013
Epoch  49 Batch  361/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.017
Epoch  49 Batch  362/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.015
Epoch  49 Batch  363/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  49 Batch  364/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.020
Epoch  49 Batch  365/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.015
Epoch  49 Batch  366/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.017
Epoch  49 Batch  367/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.010
Epoch  49 Batch  368/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.010
Epoch  49 Batch  369/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.013
Epoch  49 Batch  370/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch  371/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch  372/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.012
Epoch  49 Batch  373/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.013
Epoch  49 Batch  374/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.013
Epoch  49 Batch  375/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.016
Epoch  49 Batch  376/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.012
Epoch  49 Batch  377/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.016
Epoch  49 Batch  378/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.011
Epoch  49 Batch  379/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  49 Batch  380/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.011
Epoch  49 Batch  381/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.010
Epoch  49 Batch  382/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.018
Epoch  49 Batch  383/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  49 Batch  384/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  385/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch  386/538 - Train Accuracy:  0.986, Validation Accuracy:  0.963, Loss:  0.011
Epoch  49 Batch  387/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.010
Epoch  49 Batch  388/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.014
Epoch  49 Batch  389/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.021
Epoch  49 Batch  390/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.011
Epoch  49 Batch  391/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.015
Epoch  49 Batch  392/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.010
Epoch  49 Batch  393/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.023
Epoch  49 Batch  394/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.016
Epoch  49 Batch  395/538 - Train Accuracy:  0.962, Validation Accuracy:  0.946, Loss:  0.013
Epoch  49 Batch  396/538 - Train Accuracy:  0.968, Validation Accuracy:  0.946, Loss:  0.013
Epoch  49 Batch  397/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.016
Epoch  49 Batch  398/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.012
Epoch  49 Batch  399/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  49 Batch  400/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.013
Epoch  49 Batch  401/538 - Train Accuracy:  0.986, Validation Accuracy:  0.966, Loss:  0.008
Epoch  49 Batch  402/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.014
Epoch  49 Batch  403/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.015
Epoch  49 Batch  404/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  405/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  406/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  49 Batch  407/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.011
Epoch  49 Batch  408/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.016
Epoch  49 Batch  409/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.013
Epoch  49 Batch  410/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.014
Epoch  49 Batch  411/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.013
Epoch  49 Batch  412/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.010
Epoch  49 Batch  413/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.014
Epoch  49 Batch  414/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.022
Epoch  49 Batch  415/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.015
Epoch  49 Batch  416/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  49 Batch  417/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.014
Epoch  49 Batch  418/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.017
Epoch  49 Batch  419/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.012
Epoch  49 Batch  420/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  49 Batch  421/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.009
Epoch  49 Batch  422/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.015
Epoch  49 Batch  423/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.015
Epoch  49 Batch  424/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.019
Epoch  49 Batch  425/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.022
Epoch  49 Batch  426/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.019
Epoch  49 Batch  427/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.018
Epoch  49 Batch  428/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.013
Epoch  49 Batch  429/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.017
Epoch  49 Batch  430/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.016
Epoch  49 Batch  431/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  49 Batch  432/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.014
Epoch  49 Batch  433/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.029
Epoch  49 Batch  434/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.016
Epoch  49 Batch  435/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  49 Batch  436/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.017
Epoch  49 Batch  437/538 - Train Accuracy:  0.977, Validation Accuracy:  0.952, Loss:  0.016
Epoch  49 Batch  438/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.013
Epoch  49 Batch  439/538 - Train Accuracy:  0.978, Validation Accuracy:  0.952, Loss:  0.012
Epoch  49 Batch  440/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  49 Batch  441/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.019
Epoch  49 Batch  442/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.018
Epoch  49 Batch  443/538 - Train Accuracy:  0.954, Validation Accuracy:  0.955, Loss:  0.025
Epoch  49 Batch  444/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.012
Epoch  49 Batch  445/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.014
Epoch  49 Batch  446/538 - Train Accuracy:  0.981, Validation Accuracy:  0.950, Loss:  0.013
Epoch  49 Batch  447/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.017
Epoch  49 Batch  448/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  49 Batch  449/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.018
Epoch  49 Batch  450/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.021
Epoch  49 Batch  451/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.013
Epoch  49 Batch  452/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  49 Batch  453/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  454/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  49 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.018
Epoch  49 Batch  456/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.033
Epoch  49 Batch  457/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.015
Epoch  49 Batch  458/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.013
Epoch  49 Batch  459/538 - Train Accuracy:  0.986, Validation Accuracy:  0.964, Loss:  0.012
Epoch  49 Batch  460/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  49 Batch  461/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  49 Batch  462/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.014
Epoch  49 Batch  463/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.016
Epoch  49 Batch  464/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  49 Batch  465/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.013
Epoch  49 Batch  466/538 - Train Accuracy:  0.957, Validation Accuracy:  0.969, Loss:  0.015
Epoch  49 Batch  467/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.016
Epoch  49 Batch  468/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.018
Epoch  49 Batch  469/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  49 Batch  470/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.017
Epoch  49 Batch  471/538 - Train Accuracy:  0.989, Validation Accuracy:  0.968, Loss:  0.009
Epoch  49 Batch  472/538 - Train Accuracy:  0.988, Validation Accuracy:  0.966, Loss:  0.011
Epoch  49 Batch  473/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.015
Epoch  49 Batch  474/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.011
Epoch  49 Batch  475/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.013
Epoch  49 Batch  476/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.013
Epoch  49 Batch  477/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.021
Epoch  49 Batch  478/538 - Train Accuracy:  0.983, Validation Accuracy:  0.972, Loss:  0.009
Epoch  49 Batch  479/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.012
Epoch  49 Batch  480/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.016
Epoch  49 Batch  481/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.014
Epoch  49 Batch  482/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.013
Epoch  49 Batch  483/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.020
Epoch  49 Batch  484/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.018
Epoch  49 Batch  485/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.017
Epoch  49 Batch  486/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.010
Epoch  49 Batch  487/538 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.012
Epoch  49 Batch  488/538 - Train Accuracy:  0.981, Validation Accuracy:  0.972, Loss:  0.013
Epoch  49 Batch  489/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.015
Epoch  49 Batch  490/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.015
Epoch  49 Batch  491/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  49 Batch  492/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.013
Epoch  49 Batch  493/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  49 Batch  494/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.015
Epoch  49 Batch  495/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.012
Epoch  49 Batch  496/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.018
Epoch  49 Batch  497/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.017
Epoch  49 Batch  498/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.012
Epoch  49 Batch  499/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.016
Epoch  49 Batch  500/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.010
Epoch  49 Batch  501/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.015
Epoch  49 Batch  502/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.013
Epoch  49 Batch  503/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.012
Epoch  49 Batch  504/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.012
Epoch  49 Batch  505/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.009
Epoch  49 Batch  506/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  49 Batch  507/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  49 Batch  508/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.019
Epoch  49 Batch  509/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.020
Epoch  49 Batch  510/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  49 Batch  511/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.012
Epoch  49 Batch  512/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  49 Batch  513/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.011
Epoch  49 Batch  514/538 - Train Accuracy:  0.973, Validation Accuracy:  0.946, Loss:  0.012
Epoch  49 Batch  515/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.018
Epoch  49 Batch  516/538 - Train Accuracy:  0.965, Validation Accuracy:  0.948, Loss:  0.013
Epoch  49 Batch  517/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.014
Epoch  49 Batch  518/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.018
Epoch  49 Batch  519/538 - Train Accuracy:  0.984, Validation Accuracy:  0.955, Loss:  0.012
Epoch  49 Batch  520/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.016
Epoch  49 Batch  521/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.019
Epoch  49 Batch  522/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  49 Batch  523/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.011
Epoch  49 Batch  524/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.008
Epoch  49 Batch  525/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.021
Epoch  49 Batch  526/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.016
Epoch  49 Batch  527/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.013
Epoch  49 Batch  528/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.017
Epoch  49 Batch  529/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  49 Batch  530/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.016
Epoch  49 Batch  531/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.018
Epoch  49 Batch  532/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.012
Epoch  49 Batch  533/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.013
Epoch  49 Batch  534/538 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.007
Epoch  49 Batch  535/538 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.014
Epoch  49 Batch  536/538 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.015
Epoch  50 Batch    0/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.012
Epoch  50 Batch    1/538 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.012
Epoch  50 Batch    2/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch    3/538 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.012
Epoch  50 Batch    4/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.011
Epoch  50 Batch    5/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  50 Batch    6/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.010
Epoch  50 Batch    7/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.014
Epoch  50 Batch    8/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch    9/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.011
Epoch  50 Batch   10/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.013
Epoch  50 Batch   11/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.012
Epoch  50 Batch   12/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.011
Epoch  50 Batch   13/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.013
Epoch  50 Batch   14/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  50 Batch   15/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.011
Epoch  50 Batch   16/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.015
Epoch  50 Batch   17/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.012
Epoch  50 Batch   18/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.019
Epoch  50 Batch   19/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.018
Epoch  50 Batch   20/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.018
Epoch  50 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.008
Epoch  50 Batch   22/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  50 Batch   23/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.018
Epoch  50 Batch   24/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.016
Epoch  50 Batch   25/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  50 Batch   26/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.022
Epoch  50 Batch   27/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.009
Epoch  50 Batch   28/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch   29/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.011
Epoch  50 Batch   30/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch   31/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.009
Epoch  50 Batch   32/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.007
Epoch  50 Batch   33/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.018
Epoch  50 Batch   34/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.017
Epoch  50 Batch   35/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.012
Epoch  50 Batch   36/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.015
Epoch  50 Batch   37/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.019
Epoch  50 Batch   38/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.017
Epoch  50 Batch   39/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch   40/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.012
Epoch  50 Batch   41/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.015
Epoch  50 Batch   42/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.011
Epoch  50 Batch   43/538 - Train Accuracy:  0.958, Validation Accuracy:  0.971, Loss:  0.016
Epoch  50 Batch   44/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.008
Epoch  50 Batch   45/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.011
Epoch  50 Batch   46/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.010
Epoch  50 Batch   47/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch   48/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.019
Epoch  50 Batch   49/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.009
Epoch  50 Batch   50/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  50 Batch   51/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.017
Epoch  50 Batch   52/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  50 Batch   53/538 - Train Accuracy:  0.946, Validation Accuracy:  0.961, Loss:  0.016
Epoch  50 Batch   54/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.011
Epoch  50 Batch   55/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.017
Epoch  50 Batch   56/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch   57/538 - Train Accuracy:  0.954, Validation Accuracy:  0.969, Loss:  0.019
Epoch  50 Batch   58/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.010
Epoch  50 Batch   59/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.014
Epoch  50 Batch   60/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.018
Epoch  50 Batch   61/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.014
Epoch  50 Batch   62/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  50 Batch   63/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.012
Epoch  50 Batch   64/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  50 Batch   65/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.010
Epoch  50 Batch   66/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.009
Epoch  50 Batch   67/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch   68/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.016
Epoch  50 Batch   69/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch   70/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  50 Batch   71/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.016
Epoch  50 Batch   72/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.028
Epoch  50 Batch   73/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.013
Epoch  50 Batch   74/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  50 Batch   75/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.019
Epoch  50 Batch   76/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.013
Epoch  50 Batch   77/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.013
Epoch  50 Batch   78/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.011
Epoch  50 Batch   79/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.010
Epoch  50 Batch   80/538 - Train Accuracy:  0.986, Validation Accuracy:  0.969, Loss:  0.011
Epoch  50 Batch   81/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.017
Epoch  50 Batch   82/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.015
Epoch  50 Batch   83/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.016
Epoch  50 Batch   84/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.017
Epoch  50 Batch   85/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.016
Epoch  50 Batch   86/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.011
Epoch  50 Batch   87/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch   88/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.010
Epoch  50 Batch   89/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.009
Epoch  50 Batch   90/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.015
Epoch  50 Batch   91/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.017
Epoch  50 Batch   92/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch   93/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.009
Epoch  50 Batch   94/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.011
Epoch  50 Batch   95/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.009
Epoch  50 Batch   96/538 - Train Accuracy:  0.992, Validation Accuracy:  0.969, Loss:  0.008
Epoch  50 Batch   97/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.011
Epoch  50 Batch   98/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.016
Epoch  50 Batch   99/538 - Train Accuracy:  0.973, Validation Accuracy:  0.976, Loss:  0.009
Epoch  50 Batch  100/538 - Train Accuracy:  0.985, Validation Accuracy:  0.975, Loss:  0.008
Epoch  50 Batch  101/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.014
Epoch  50 Batch  102/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.016
Epoch  50 Batch  103/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.016
Epoch  50 Batch  104/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.010
Epoch  50 Batch  105/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.006
Epoch  50 Batch  106/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.011
Epoch  50 Batch  107/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.017
Epoch  50 Batch  108/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.012
Epoch  50 Batch  109/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  50 Batch  110/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  50 Batch  111/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch  112/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch  113/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch  114/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.012
Epoch  50 Batch  115/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.011
Epoch  50 Batch  116/538 - Train Accuracy:  0.981, Validation Accuracy:  0.965, Loss:  0.015
Epoch  50 Batch  117/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  50 Batch  118/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.012
Epoch  50 Batch  119/538 - Train Accuracy:  0.988, Validation Accuracy:  0.960, Loss:  0.008
Epoch  50 Batch  120/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.010
Epoch  50 Batch  121/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.017
Epoch  50 Batch  122/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.014
Epoch  50 Batch  123/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.014
Epoch  50 Batch  124/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.014
Epoch  50 Batch  125/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.016
Epoch  50 Batch  126/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.015
Epoch  50 Batch  127/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.021
Epoch  50 Batch  128/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.011
Epoch  50 Batch  129/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.010
Epoch  50 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.010
Epoch  50 Batch  131/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch  132/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  50 Batch  133/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.015
Epoch  50 Batch  134/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  50 Batch  135/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.018
Epoch  50 Batch  136/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.013
Epoch  50 Batch  137/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  138/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.013
Epoch  50 Batch  139/538 - Train Accuracy:  0.953, Validation Accuracy:  0.968, Loss:  0.022
Epoch  50 Batch  140/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.019
Epoch  50 Batch  141/538 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.013
Epoch  50 Batch  142/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.018
Epoch  50 Batch  143/538 - Train Accuracy:  0.953, Validation Accuracy:  0.973, Loss:  0.029
Epoch  50 Batch  144/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.019
Epoch  50 Batch  145/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  50 Batch  146/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.015
Epoch  50 Batch  147/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.016
Epoch  50 Batch  148/538 - Train Accuracy:  0.949, Validation Accuracy:  0.973, Loss:  0.021
Epoch  50 Batch  149/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch  150/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.012
Epoch  50 Batch  151/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.016
Epoch  50 Batch  152/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.019
Epoch  50 Batch  153/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.012
Epoch  50 Batch  154/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  50 Batch  155/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.015
Epoch  50 Batch  156/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.013
Epoch  50 Batch  157/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  50 Batch  158/538 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.009
Epoch  50 Batch  159/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.020
Epoch  50 Batch  160/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.013
Epoch  50 Batch  161/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.014
Epoch  50 Batch  162/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.016
Epoch  50 Batch  163/538 - Train Accuracy:  0.965, Validation Accuracy:  0.975, Loss:  0.015
Epoch  50 Batch  164/538 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.014
Epoch  50 Batch  165/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.009
Epoch  50 Batch  166/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.010
Epoch  50 Batch  167/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.022
Epoch  50 Batch  168/538 - Train Accuracy:  0.963, Validation Accuracy:  0.972, Loss:  0.020
Epoch  50 Batch  169/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  50 Batch  170/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.013
Epoch  50 Batch  171/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.016
Epoch  50 Batch  172/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.012
Epoch  50 Batch  173/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.010
Epoch  50 Batch  174/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.016
Epoch  50 Batch  175/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.020
Epoch  50 Batch  176/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.020
Epoch  50 Batch  177/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  50 Batch  178/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.014
Epoch  50 Batch  179/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  50 Batch  180/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.012
Epoch  50 Batch  181/538 - Train Accuracy:  0.944, Validation Accuracy:  0.968, Loss:  0.020
Epoch  50 Batch  182/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.012
Epoch  50 Batch  183/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.010
Epoch  50 Batch  184/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.016
Epoch  50 Batch  185/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.009
Epoch  50 Batch  186/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  50 Batch  187/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.015
Epoch  50 Batch  188/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  50 Batch  189/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  50 Batch  190/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.024
Epoch  50 Batch  191/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.013
Epoch  50 Batch  192/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  50 Batch  193/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  50 Batch  194/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.016
Epoch  50 Batch  195/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.019
Epoch  50 Batch  196/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.012
Epoch  50 Batch  197/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  50 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.017
Epoch  50 Batch  199/538 - Train Accuracy:  0.961, Validation Accuracy:  0.971, Loss:  0.015
Epoch  50 Batch  200/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.010
Epoch  50 Batch  201/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.018
Epoch  50 Batch  202/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  50 Batch  203/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.018
Epoch  50 Batch  204/538 - Train Accuracy:  0.952, Validation Accuracy:  0.968, Loss:  0.023
Epoch  50 Batch  205/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.012
Epoch  50 Batch  206/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.013
Epoch  50 Batch  207/538 - Train Accuracy:  0.972, Validation Accuracy:  0.973, Loss:  0.015
Epoch  50 Batch  208/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.019
Epoch  50 Batch  209/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.014
Epoch  50 Batch  210/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.017
Epoch  50 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.013
Epoch  50 Batch  212/538 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.013
Epoch  50 Batch  213/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.012
Epoch  50 Batch  214/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch  215/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  50 Batch  216/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.016
Epoch  50 Batch  217/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.016
Epoch  50 Batch  218/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.010
Epoch  50 Batch  219/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.013
Epoch  50 Batch  220/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  50 Batch  221/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  50 Batch  222/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.010
Epoch  50 Batch  223/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  50 Batch  224/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.022
Epoch  50 Batch  225/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  50 Batch  226/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.017
Epoch  50 Batch  227/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  50 Batch  228/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.013
Epoch  50 Batch  229/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.015
Epoch  50 Batch  230/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.013
Epoch  50 Batch  231/538 - Train Accuracy:  0.945, Validation Accuracy:  0.958, Loss:  0.016
Epoch  50 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.017
Epoch  50 Batch  233/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.012
Epoch  50 Batch  234/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch  235/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.012
Epoch  50 Batch  236/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  50 Batch  237/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.010
Epoch  50 Batch  238/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.015
Epoch  50 Batch  239/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.015
Epoch  50 Batch  240/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.019
Epoch  50 Batch  241/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.018
Epoch  50 Batch  242/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  243/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch  244/538 - Train Accuracy:  0.964, Validation Accuracy:  0.973, Loss:  0.013
Epoch  50 Batch  245/538 - Train Accuracy:  0.960, Validation Accuracy:  0.974, Loss:  0.020
Epoch  50 Batch  246/538 - Train Accuracy:  0.968, Validation Accuracy:  0.974, Loss:  0.015
Epoch  50 Batch  247/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  50 Batch  248/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.018
Epoch  50 Batch  249/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.008
Epoch  50 Batch  250/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.012
Epoch  50 Batch  251/538 - Train Accuracy:  0.958, Validation Accuracy:  0.954, Loss:  0.014
Epoch  50 Batch  252/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.017
Epoch  50 Batch  253/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  50 Batch  254/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.018
Epoch  50 Batch  255/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.010
Epoch  50 Batch  256/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.010
Epoch  50 Batch  257/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.013
Epoch  50 Batch  258/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  50 Batch  259/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.011
Epoch  50 Batch  260/538 - Train Accuracy:  0.951, Validation Accuracy:  0.960, Loss:  0.018
Epoch  50 Batch  261/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  50 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.017
Epoch  50 Batch  263/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.014
Epoch  50 Batch  264/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.016
Epoch  50 Batch  265/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.017
Epoch  50 Batch  266/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.014
Epoch  50 Batch  267/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.011
Epoch  50 Batch  268/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.009
Epoch  50 Batch  269/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  50 Batch  270/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch  271/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.012
Epoch  50 Batch  272/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  50 Batch  273/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.014
Epoch  50 Batch  274/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.017
Epoch  50 Batch  275/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.013
Epoch  50 Batch  276/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.018
Epoch  50 Batch  277/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.010
Epoch  50 Batch  278/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch  279/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.011
Epoch  50 Batch  280/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.011
Epoch  50 Batch  281/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.017
Epoch  50 Batch  282/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.018
Epoch  50 Batch  283/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch  284/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.016
Epoch  50 Batch  285/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.010
Epoch  50 Batch  286/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.018
Epoch  50 Batch  287/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.008
Epoch  50 Batch  288/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  50 Batch  289/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.013
Epoch  50 Batch  290/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.010
Epoch  50 Batch  291/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.012
Epoch  50 Batch  292/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.010
Epoch  50 Batch  293/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  50 Batch  294/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.010
Epoch  50 Batch  295/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.011
Epoch  50 Batch  296/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.021
Epoch  50 Batch  297/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.015
Epoch  50 Batch  298/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  50 Batch  299/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.018
Epoch  50 Batch  300/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch  301/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  302/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.018
Epoch  50 Batch  303/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.021
Epoch  50 Batch  304/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  50 Batch  305/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch  306/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.013
Epoch  50 Batch  307/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.010
Epoch  50 Batch  308/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  50 Batch  309/538 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.010
Epoch  50 Batch  310/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.017
Epoch  50 Batch  311/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.016
Epoch  50 Batch  312/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.012
Epoch  50 Batch  313/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.013
Epoch  50 Batch  314/538 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.014
Epoch  50 Batch  315/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.015
Epoch  50 Batch  316/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.013
Epoch  50 Batch  317/538 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.013
Epoch  50 Batch  318/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.015
Epoch  50 Batch  319/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  320/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  50 Batch  321/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.009
Epoch  50 Batch  322/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.011
Epoch  50 Batch  323/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.011
Epoch  50 Batch  324/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.010
Epoch  50 Batch  325/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.014
Epoch  50 Batch  326/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.015
Epoch  50 Batch  327/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.011
Epoch  50 Batch  328/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.011
Epoch  50 Batch  329/538 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.009
Epoch  50 Batch  330/538 - Train Accuracy:  0.972, Validation Accuracy:  0.973, Loss:  0.018
Epoch  50 Batch  331/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.010
Epoch  50 Batch  332/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.013
Epoch  50 Batch  333/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.013
Epoch  50 Batch  334/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.010
Epoch  50 Batch  335/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.011
Epoch  50 Batch  336/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.011
Epoch  50 Batch  337/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  50 Batch  338/538 - Train Accuracy:  0.987, Validation Accuracy:  0.963, Loss:  0.008
Epoch  50 Batch  339/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.015
Epoch  50 Batch  340/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.011
Epoch  50 Batch  341/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.011
Epoch  50 Batch  342/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  50 Batch  343/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.011
Epoch  50 Batch  344/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.013
Epoch  50 Batch  345/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.015
Epoch  50 Batch  346/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  50 Batch  347/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  50 Batch  348/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.008
Epoch  50 Batch  349/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.010
Epoch  50 Batch  350/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.014
Epoch  50 Batch  351/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.013
Epoch  50 Batch  352/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.022
Epoch  50 Batch  353/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.015
Epoch  50 Batch  354/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  355/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.012
Epoch  50 Batch  356/538 - Train Accuracy:  0.981, Validation Accuracy:  0.971, Loss:  0.009
Epoch  50 Batch  357/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.014
Epoch  50 Batch  358/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.008
Epoch  50 Batch  359/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.014
Epoch  50 Batch  360/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.012
Epoch  50 Batch  361/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.015
Epoch  50 Batch  362/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.013
Epoch  50 Batch  363/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch  364/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.020
Epoch  50 Batch  365/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  50 Batch  366/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  50 Batch  367/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch  368/538 - Train Accuracy:  0.986, Validation Accuracy:  0.968, Loss:  0.010
Epoch  50 Batch  369/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.009
Epoch  50 Batch  370/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch  371/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.012
Epoch  50 Batch  372/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.016
Epoch  50 Batch  373/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.012
Epoch  50 Batch  374/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.010
Epoch  50 Batch  375/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.016
Epoch  50 Batch  376/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.010
Epoch  50 Batch  377/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.014
Epoch  50 Batch  378/538 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.007
Epoch  50 Batch  379/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  50 Batch  380/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.011
Epoch  50 Batch  381/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.011
Epoch  50 Batch  382/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  50 Batch  383/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.012
Epoch  50 Batch  384/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  50 Batch  385/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch  386/538 - Train Accuracy:  0.983, Validation Accuracy:  0.959, Loss:  0.010
Epoch  50 Batch  387/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.010
Epoch  50 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  50 Batch  389/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.016
Epoch  50 Batch  390/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch  391/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.014
Epoch  50 Batch  392/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.010
Epoch  50 Batch  393/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.014
Epoch  50 Batch  394/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.016
Epoch  50 Batch  395/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.013
Epoch  50 Batch  396/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.011
Epoch  50 Batch  397/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.015
Epoch  50 Batch  398/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.017
Epoch  50 Batch  399/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.012
Epoch  50 Batch  400/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  50 Batch  401/538 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.006
Epoch  50 Batch  402/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  50 Batch  403/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  50 Batch  404/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  50 Batch  405/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.013
Epoch  50 Batch  406/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  50 Batch  407/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.011
Epoch  50 Batch  408/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch  409/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.012
Epoch  50 Batch  410/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.010
Epoch  50 Batch  411/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  50 Batch  412/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.009
Epoch  50 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.009
Epoch  50 Batch  414/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.016
Epoch  50 Batch  415/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.014
Epoch  50 Batch  416/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.014
Epoch  50 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.010
Epoch  50 Batch  418/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.016
Epoch  50 Batch  419/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.015
Epoch  50 Batch  420/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.014
Epoch  50 Batch  421/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.010
Epoch  50 Batch  422/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.013
Epoch  50 Batch  423/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.012
Epoch  50 Batch  424/538 - Train Accuracy:  0.969, Validation Accuracy:  0.951, Loss:  0.014
Epoch  50 Batch  425/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  50 Batch  426/538 - Train Accuracy:  0.984, Validation Accuracy:  0.958, Loss:  0.013
Epoch  50 Batch  427/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  50 Batch  428/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.012
Epoch  50 Batch  429/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.012
Epoch  50 Batch  430/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.014
Epoch  50 Batch  431/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.016
Epoch  50 Batch  432/538 - Train Accuracy:  0.950, Validation Accuracy:  0.960, Loss:  0.017
Epoch  50 Batch  433/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.035
Epoch  50 Batch  434/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch  435/538 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.010
Epoch  50 Batch  436/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.013
Epoch  50 Batch  437/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.013
Epoch  50 Batch  438/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.012
Epoch  50 Batch  439/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  50 Batch  440/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.018
Epoch  50 Batch  441/538 - Train Accuracy:  0.952, Validation Accuracy:  0.965, Loss:  0.017
Epoch  50 Batch  442/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.011
Epoch  50 Batch  443/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  444/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.012
Epoch  50 Batch  445/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.010
Epoch  50 Batch  446/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.010
Epoch  50 Batch  447/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.011
Epoch  50 Batch  448/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch  449/538 - Train Accuracy:  0.980, Validation Accuracy:  0.974, Loss:  0.014
Epoch  50 Batch  450/538 - Train Accuracy:  0.949, Validation Accuracy:  0.975, Loss:  0.021
Epoch  50 Batch  451/538 - Train Accuracy:  0.967, Validation Accuracy:  0.977, Loss:  0.014
Epoch  50 Batch  452/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.010
Epoch  50 Batch  453/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.011
Epoch  50 Batch  454/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.017
Epoch  50 Batch  455/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  50 Batch  456/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.029
Epoch  50 Batch  457/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.014
Epoch  50 Batch  458/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.014
Epoch  50 Batch  459/538 - Train Accuracy:  0.984, Validation Accuracy:  0.973, Loss:  0.012
Epoch  50 Batch  460/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  50 Batch  461/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.015
Epoch  50 Batch  462/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.011
Epoch  50 Batch  463/538 - Train Accuracy:  0.947, Validation Accuracy:  0.976, Loss:  0.019
Epoch  50 Batch  464/538 - Train Accuracy:  0.972, Validation Accuracy:  0.976, Loss:  0.013
Epoch  50 Batch  465/538 - Train Accuracy:  0.971, Validation Accuracy:  0.976, Loss:  0.012
Epoch  50 Batch  466/538 - Train Accuracy:  0.960, Validation Accuracy:  0.983, Loss:  0.016
Epoch  50 Batch  467/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.016
Epoch  50 Batch  468/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.015
Epoch  50 Batch  469/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.013
Epoch  50 Batch  470/538 - Train Accuracy:  0.952, Validation Accuracy:  0.964, Loss:  0.017
Epoch  50 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.008
Epoch  50 Batch  472/538 - Train Accuracy:  0.994, Validation Accuracy:  0.968, Loss:  0.010
Epoch  50 Batch  473/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.014
Epoch  50 Batch  474/538 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.011
Epoch  50 Batch  475/538 - Train Accuracy:  0.970, Validation Accuracy:  0.973, Loss:  0.010
Epoch  50 Batch  476/538 - Train Accuracy:  0.974, Validation Accuracy:  0.978, Loss:  0.012
Epoch  50 Batch  477/538 - Train Accuracy:  0.965, Validation Accuracy:  0.977, Loss:  0.019
Epoch  50 Batch  478/538 - Train Accuracy:  0.984, Validation Accuracy:  0.974, Loss:  0.014
Epoch  50 Batch  479/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.015
Epoch  50 Batch  480/538 - Train Accuracy:  0.968, Validation Accuracy:  0.976, Loss:  0.015
Epoch  50 Batch  481/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.014
Epoch  50 Batch  482/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.018
Epoch  50 Batch  483/538 - Train Accuracy:  0.948, Validation Accuracy:  0.960, Loss:  0.019
Epoch  50 Batch  484/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.015
Epoch  50 Batch  485/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  50 Batch  486/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.011
Epoch  50 Batch  487/538 - Train Accuracy:  0.988, Validation Accuracy:  0.966, Loss:  0.008
Epoch  50 Batch  488/538 - Train Accuracy:  0.986, Validation Accuracy:  0.971, Loss:  0.011
Epoch  50 Batch  489/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.013
Epoch  50 Batch  490/538 - Train Accuracy:  0.955, Validation Accuracy:  0.970, Loss:  0.015
Epoch  50 Batch  491/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.013
Epoch  50 Batch  492/538 - Train Accuracy:  0.983, Validation Accuracy:  0.968, Loss:  0.016
Epoch  50 Batch  493/538 - Train Accuracy:  0.945, Validation Accuracy:  0.968, Loss:  0.016
Epoch  50 Batch  494/538 - Train Accuracy:  0.967, Validation Accuracy:  0.972, Loss:  0.014
Epoch  50 Batch  495/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.013
Epoch  50 Batch  496/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.010
Epoch  50 Batch  497/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  498/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.010
Epoch  50 Batch  499/538 - Train Accuracy:  0.955, Validation Accuracy:  0.966, Loss:  0.016
Epoch  50 Batch  500/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.009
Epoch  50 Batch  501/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  50 Batch  502/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.013
Epoch  50 Batch  503/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  50 Batch  504/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  50 Batch  505/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.010
Epoch  50 Batch  506/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.016
Epoch  50 Batch  507/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  50 Batch  508/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.013
Epoch  50 Batch  509/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  50 Batch  510/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  50 Batch  511/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.013
Epoch  50 Batch  512/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.015
Epoch  50 Batch  513/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.015
Epoch  50 Batch  514/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.011
Epoch  50 Batch  515/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.020
Epoch  50 Batch  516/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.010
Epoch  50 Batch  517/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.012
Epoch  50 Batch  518/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  50 Batch  519/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.015
Epoch  50 Batch  520/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.016
Epoch  50 Batch  521/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.018
Epoch  50 Batch  522/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.010
Epoch  50 Batch  523/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.012
Epoch  50 Batch  524/538 - Train Accuracy:  0.980, Validation Accuracy:  0.960, Loss:  0.010
Epoch  50 Batch  525/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.015
Epoch  50 Batch  526/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.013
Epoch  50 Batch  527/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.010
Epoch  50 Batch  528/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.020
Epoch  50 Batch  529/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.014
Epoch  50 Batch  530/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.011
Epoch  50 Batch  531/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.016
Epoch  50 Batch  532/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.011
Epoch  50 Batch  533/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.011
Epoch  50 Batch  534/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.009
Epoch  50 Batch  535/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.010
Epoch  50 Batch  536/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.018
Epoch  51 Batch    0/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  51 Batch    1/538 - Train Accuracy:  0.986, Validation Accuracy:  0.963, Loss:  0.010
Epoch  51 Batch    2/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.014
Epoch  51 Batch    3/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.011
Epoch  51 Batch    4/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.012
Epoch  51 Batch    5/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.021
Epoch  51 Batch    6/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  51 Batch    7/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.016
Epoch  51 Batch    8/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.011
Epoch  51 Batch    9/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.012
Epoch  51 Batch   10/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  51 Batch   11/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.017
Epoch  51 Batch   12/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.011
Epoch  51 Batch   13/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  51 Batch   14/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  51 Batch   15/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  51 Batch   16/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.015
Epoch  51 Batch   17/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  51 Batch   18/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.018
Epoch  51 Batch   19/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  51 Batch   20/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  51 Batch   21/538 - Train Accuracy:  0.981, Validation Accuracy:  0.965, Loss:  0.008
Epoch  51 Batch   22/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.014
Epoch  51 Batch   23/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.018
Epoch  51 Batch   24/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.013
Epoch  51 Batch   25/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.016
Epoch  51 Batch   26/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.019
Epoch  51 Batch   27/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.009
Epoch  51 Batch   28/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.012
Epoch  51 Batch   29/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.009
Epoch  51 Batch   30/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.014
Epoch  51 Batch   31/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.011
Epoch  51 Batch   32/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.007
Epoch  51 Batch   33/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.017
Epoch  51 Batch   34/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.016
Epoch  51 Batch   35/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.011
Epoch  51 Batch   36/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.011
Epoch  51 Batch   37/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  51 Batch   38/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.016
Epoch  51 Batch   39/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  51 Batch   40/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.008
Epoch  51 Batch   41/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  51 Batch   42/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch   43/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.015
Epoch  51 Batch   44/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.010
Epoch  51 Batch   45/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.010
Epoch  51 Batch   46/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch   47/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.018
Epoch  51 Batch   48/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.019
Epoch  51 Batch   49/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.010
Epoch  51 Batch   50/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.017
Epoch  51 Batch   51/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.019
Epoch  51 Batch   52/538 - Train Accuracy:  0.985, Validation Accuracy:  0.969, Loss:  0.013
Epoch  51 Batch   53/538 - Train Accuracy:  0.958, Validation Accuracy:  0.970, Loss:  0.014
Epoch  51 Batch   54/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.010
Epoch  51 Batch   55/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.012
Epoch  51 Batch   56/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.016
Epoch  51 Batch   57/538 - Train Accuracy:  0.965, Validation Accuracy:  0.974, Loss:  0.015
Epoch  51 Batch   58/538 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.013
Epoch  51 Batch   59/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.017
Epoch  51 Batch   60/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.018
Epoch  51 Batch   61/538 - Train Accuracy:  0.953, Validation Accuracy:  0.971, Loss:  0.017
Epoch  51 Batch   62/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.019
Epoch  51 Batch   63/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.012
Epoch  51 Batch   64/538 - Train Accuracy:  0.963, Validation Accuracy:  0.974, Loss:  0.018
Epoch  51 Batch   65/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.010
Epoch  51 Batch   66/538 - Train Accuracy:  0.983, Validation Accuracy:  0.969, Loss:  0.011
Epoch  51 Batch   67/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.011
Epoch  51 Batch   68/538 - Train Accuracy:  0.960, Validation Accuracy:  0.970, Loss:  0.018
Epoch  51 Batch   69/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.015
Epoch  51 Batch   70/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.014
Epoch  51 Batch   71/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.014
Epoch  51 Batch   72/538 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.029
Epoch  51 Batch   73/538 - Train Accuracy:  0.955, Validation Accuracy:  0.972, Loss:  0.015
Epoch  51 Batch   74/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.013
Epoch  51 Batch   75/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.016
Epoch  51 Batch   76/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.018
Epoch  51 Batch   77/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.012
Epoch  51 Batch   78/538 - Train Accuracy:  0.964, Validation Accuracy:  0.974, Loss:  0.014
Epoch  51 Batch   79/538 - Train Accuracy:  0.971, Validation Accuracy:  0.974, Loss:  0.009
Epoch  51 Batch   80/538 - Train Accuracy:  0.972, Validation Accuracy:  0.976, Loss:  0.011
Epoch  51 Batch   81/538 - Train Accuracy:  0.968, Validation Accuracy:  0.976, Loss:  0.020
Epoch  51 Batch   82/538 - Train Accuracy:  0.981, Validation Accuracy:  0.976, Loss:  0.012
Epoch  51 Batch   83/538 - Train Accuracy:  0.971, Validation Accuracy:  0.974, Loss:  0.018
Epoch  51 Batch   84/538 - Train Accuracy:  0.966, Validation Accuracy:  0.975, Loss:  0.014
Epoch  51 Batch   85/538 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.014
Epoch  51 Batch   86/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.011
Epoch  51 Batch   87/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  51 Batch   88/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.014
Epoch  51 Batch   89/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.011
Epoch  51 Batch   90/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.016
Epoch  51 Batch   91/538 - Train Accuracy:  0.965, Validation Accuracy:  0.976, Loss:  0.014
Epoch  51 Batch   92/538 - Train Accuracy:  0.975, Validation Accuracy:  0.980, Loss:  0.011
Epoch  51 Batch   93/538 - Train Accuracy:  0.970, Validation Accuracy:  0.980, Loss:  0.011
Epoch  51 Batch   94/538 - Train Accuracy:  0.971, Validation Accuracy:  0.980, Loss:  0.012
Epoch  51 Batch   95/538 - Train Accuracy:  0.974, Validation Accuracy:  0.980, Loss:  0.010
Epoch  51 Batch   96/538 - Train Accuracy:  0.986, Validation Accuracy:  0.977, Loss:  0.008
Epoch  51 Batch   97/538 - Train Accuracy:  0.976, Validation Accuracy:  0.974, Loss:  0.013
Epoch  51 Batch   98/538 - Train Accuracy:  0.975, Validation Accuracy:  0.976, Loss:  0.014
Epoch  51 Batch   99/538 - Train Accuracy:  0.975, Validation Accuracy:  0.976, Loss:  0.010
Epoch  51 Batch  100/538 - Train Accuracy:  0.983, Validation Accuracy:  0.974, Loss:  0.008
Epoch  51 Batch  101/538 - Train Accuracy:  0.943, Validation Accuracy:  0.971, Loss:  0.018
Epoch  51 Batch  102/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.017
Epoch  51 Batch  103/538 - Train Accuracy:  0.958, Validation Accuracy:  0.974, Loss:  0.021
Epoch  51 Batch  104/538 - Train Accuracy:  0.972, Validation Accuracy:  0.974, Loss:  0.011
Epoch  51 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.008
Epoch  51 Batch  106/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.010
Epoch  51 Batch  107/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.015
Epoch  51 Batch  108/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.011
Epoch  51 Batch  109/538 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.013
Epoch  51 Batch  110/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.010
Epoch  51 Batch  111/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.012
Epoch  51 Batch  112/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.015
Epoch  51 Batch  113/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.013
Epoch  51 Batch  114/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.011
Epoch  51 Batch  115/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.013
Epoch  51 Batch  116/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.013
Epoch  51 Batch  117/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  51 Batch  118/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.010
Epoch  51 Batch  119/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.010
Epoch  51 Batch  120/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.014
Epoch  51 Batch  121/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.015
Epoch  51 Batch  122/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  51 Batch  123/538 - Train Accuracy:  0.958, Validation Accuracy:  0.972, Loss:  0.014
Epoch  51 Batch  124/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.012
Epoch  51 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.015
Epoch  51 Batch  126/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.016
Epoch  51 Batch  127/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.020
Epoch  51 Batch  128/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  51 Batch  129/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.010
Epoch  51 Batch  130/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.009
Epoch  51 Batch  131/538 - Train Accuracy:  0.986, Validation Accuracy:  0.956, Loss:  0.014
Epoch  51 Batch  132/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  51 Batch  133/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.016
Epoch  51 Batch  134/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.014
Epoch  51 Batch  135/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.017
Epoch  51 Batch  136/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  51 Batch  137/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.016
Epoch  51 Batch  138/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.012
Epoch  51 Batch  139/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.015
Epoch  51 Batch  140/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.018
Epoch  51 Batch  141/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.010
Epoch  51 Batch  142/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.016
Epoch  51 Batch  143/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.028
Epoch  51 Batch  144/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.018
Epoch  51 Batch  145/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.017
Epoch  51 Batch  146/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.014
Epoch  51 Batch  147/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.013
Epoch  51 Batch  148/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.020
Epoch  51 Batch  149/538 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.012
Epoch  51 Batch  150/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.013
Epoch  51 Batch  151/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  51 Batch  152/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.020
Epoch  51 Batch  153/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.010
Epoch  51 Batch  154/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.010
Epoch  51 Batch  155/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.016
Epoch  51 Batch  156/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.012
Epoch  51 Batch  157/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.012
Epoch  51 Batch  158/538 - Train Accuracy:  0.993, Validation Accuracy:  0.970, Loss:  0.010
Epoch  51 Batch  159/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  51 Batch  160/538 - Train Accuracy:  0.958, Validation Accuracy:  0.969, Loss:  0.013
Epoch  51 Batch  161/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.012
Epoch  51 Batch  162/538 - Train Accuracy:  0.986, Validation Accuracy:  0.968, Loss:  0.013
Epoch  51 Batch  163/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.018
Epoch  51 Batch  164/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.016
Epoch  51 Batch  165/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.009
Epoch  51 Batch  166/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.010
Epoch  51 Batch  167/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.018
Epoch  51 Batch  168/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.017
Epoch  51 Batch  169/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.014
Epoch  51 Batch  170/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.016
Epoch  51 Batch  171/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.016
Epoch  51 Batch  172/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.011
Epoch  51 Batch  173/538 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.010
Epoch  51 Batch  174/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.013
Epoch  51 Batch  175/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch  176/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  51 Batch  177/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  51 Batch  178/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  51 Batch  179/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.012
Epoch  51 Batch  180/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.013
Epoch  51 Batch  181/538 - Train Accuracy:  0.953, Validation Accuracy:  0.969, Loss:  0.016
Epoch  51 Batch  182/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.008
Epoch  51 Batch  183/538 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.009
Epoch  51 Batch  184/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.014
Epoch  51 Batch  185/538 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.009
Epoch  51 Batch  186/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.011
Epoch  51 Batch  187/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.012
Epoch  51 Batch  188/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.013
Epoch  51 Batch  189/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.018
Epoch  51 Batch  190/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.017
Epoch  51 Batch  191/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.015
Epoch  51 Batch  192/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.012
Epoch  51 Batch  193/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  51 Batch  194/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.017
Epoch  51 Batch  195/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.016
Epoch  51 Batch  196/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.010
Epoch  51 Batch  197/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.012
Epoch  51 Batch  198/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.017
Epoch  51 Batch  199/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.016
Epoch  51 Batch  200/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.010
Epoch  51 Batch  201/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.021
Epoch  51 Batch  202/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.013
Epoch  51 Batch  203/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  51 Batch  204/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.019
Epoch  51 Batch  205/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.013
Epoch  51 Batch  206/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.012
Epoch  51 Batch  207/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.016
Epoch  51 Batch  208/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.017
Epoch  51 Batch  209/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.010
Epoch  51 Batch  210/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.017
Epoch  51 Batch  211/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.015
Epoch  51 Batch  212/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.013
Epoch  51 Batch  213/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.013
Epoch  51 Batch  214/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.010
Epoch  51 Batch  215/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.010
Epoch  51 Batch  216/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.017
Epoch  51 Batch  217/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.017
Epoch  51 Batch  218/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.010
Epoch  51 Batch  219/538 - Train Accuracy:  0.961, Validation Accuracy:  0.972, Loss:  0.016
Epoch  51 Batch  220/538 - Train Accuracy:  0.961, Validation Accuracy:  0.972, Loss:  0.015
Epoch  51 Batch  221/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.010
Epoch  51 Batch  222/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.009
Epoch  51 Batch  223/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.013
Epoch  51 Batch  224/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.016
Epoch  51 Batch  225/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.013
Epoch  51 Batch  226/538 - Train Accuracy:  0.953, Validation Accuracy:  0.969, Loss:  0.019
Epoch  51 Batch  227/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  228/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  229/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.016
Epoch  51 Batch  230/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.012
Epoch  51 Batch  231/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  51 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.022
Epoch  51 Batch  233/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch  234/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  51 Batch  235/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.011
Epoch  51 Batch  236/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.015
Epoch  51 Batch  237/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  51 Batch  238/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.015
Epoch  51 Batch  239/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.017
Epoch  51 Batch  240/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.013
Epoch  51 Batch  241/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.016
Epoch  51 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.014
Epoch  51 Batch  243/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.014
Epoch  51 Batch  244/538 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.014
Epoch  51 Batch  245/538 - Train Accuracy:  0.968, Validation Accuracy:  0.974, Loss:  0.016
Epoch  51 Batch  246/538 - Train Accuracy:  0.955, Validation Accuracy:  0.972, Loss:  0.015
Epoch  51 Batch  247/538 - Train Accuracy:  0.950, Validation Accuracy:  0.971, Loss:  0.016
Epoch  51 Batch  248/538 - Train Accuracy:  0.960, Validation Accuracy:  0.972, Loss:  0.020
Epoch  51 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  51 Batch  250/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.013
Epoch  51 Batch  251/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.014
Epoch  51 Batch  252/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  51 Batch  253/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.010
Epoch  51 Batch  254/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.017
Epoch  51 Batch  255/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.012
Epoch  51 Batch  256/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  51 Batch  257/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.013
Epoch  51 Batch  258/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.013
Epoch  51 Batch  259/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  51 Batch  260/538 - Train Accuracy:  0.940, Validation Accuracy:  0.958, Loss:  0.024
Epoch  51 Batch  261/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.018
Epoch  51 Batch  262/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.016
Epoch  51 Batch  263/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.014
Epoch  51 Batch  264/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.022
Epoch  51 Batch  265/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.019
Epoch  51 Batch  266/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.012
Epoch  51 Batch  267/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.016
Epoch  51 Batch  268/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.012
Epoch  51 Batch  269/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.012
Epoch  51 Batch  270/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.011
Epoch  51 Batch  271/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  272/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.015
Epoch  51 Batch  273/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.015
Epoch  51 Batch  274/538 - Train Accuracy:  0.954, Validation Accuracy:  0.969, Loss:  0.018
Epoch  51 Batch  275/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  51 Batch  276/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.016
Epoch  51 Batch  277/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.012
Epoch  51 Batch  278/538 - Train Accuracy:  0.954, Validation Accuracy:  0.956, Loss:  0.016
Epoch  51 Batch  279/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.015
Epoch  51 Batch  280/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.015
Epoch  51 Batch  281/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.019
Epoch  51 Batch  282/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.018
Epoch  51 Batch  283/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.018
Epoch  51 Batch  284/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.016
Epoch  51 Batch  285/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.010
Epoch  51 Batch  286/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.018
Epoch  51 Batch  287/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.010
Epoch  51 Batch  288/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.011
Epoch  51 Batch  289/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.009
Epoch  51 Batch  290/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.011
Epoch  51 Batch  291/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.016
Epoch  51 Batch  292/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.011
Epoch  51 Batch  293/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  51 Batch  294/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch  295/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.013
Epoch  51 Batch  296/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.022
Epoch  51 Batch  297/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.015
Epoch  51 Batch  298/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.016
Epoch  51 Batch  299/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.017
Epoch  51 Batch  300/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.016
Epoch  51 Batch  301/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.019
Epoch  51 Batch  302/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.018
Epoch  51 Batch  303/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.020
Epoch  51 Batch  304/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.013
Epoch  51 Batch  305/538 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.013
Epoch  51 Batch  306/538 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.013
Epoch  51 Batch  307/538 - Train Accuracy:  0.984, Validation Accuracy:  0.971, Loss:  0.011
Epoch  51 Batch  308/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.016
Epoch  51 Batch  309/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.013
Epoch  51 Batch  311/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  51 Batch  312/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  51 Batch  313/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  51 Batch  314/538 - Train Accuracy:  0.986, Validation Accuracy:  0.971, Loss:  0.012
Epoch  51 Batch  315/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.011
Epoch  51 Batch  316/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.015
Epoch  51 Batch  317/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.022
Epoch  51 Batch  318/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.015
Epoch  51 Batch  319/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  51 Batch  320/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.012
Epoch  51 Batch  321/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.011
Epoch  51 Batch  322/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.014
Epoch  51 Batch  323/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.010
Epoch  51 Batch  324/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.011
Epoch  51 Batch  325/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch  326/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.017
Epoch  51 Batch  327/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.013
Epoch  51 Batch  328/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  329/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.010
Epoch  51 Batch  330/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.014
Epoch  51 Batch  331/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.010
Epoch  51 Batch  332/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.015
Epoch  51 Batch  333/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.013
Epoch  51 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  51 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  51 Batch  336/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch  337/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.016
Epoch  51 Batch  338/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.010
Epoch  51 Batch  339/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.013
Epoch  51 Batch  340/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.013
Epoch  51 Batch  341/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.010
Epoch  51 Batch  342/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.015
Epoch  51 Batch  343/538 - Train Accuracy:  0.984, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  344/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  345/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.016
Epoch  51 Batch  346/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.015
Epoch  51 Batch  347/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.015
Epoch  51 Batch  348/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.011
Epoch  51 Batch  349/538 - Train Accuracy:  0.985, Validation Accuracy:  0.964, Loss:  0.008
Epoch  51 Batch  350/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  51 Batch  351/538 - Train Accuracy:  0.958, Validation Accuracy:  0.970, Loss:  0.016
Epoch  51 Batch  352/538 - Train Accuracy:  0.959, Validation Accuracy:  0.970, Loss:  0.024
Epoch  51 Batch  353/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.018
Epoch  51 Batch  354/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  51 Batch  355/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.018
Epoch  51 Batch  356/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.010
Epoch  51 Batch  357/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  51 Batch  358/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.010
Epoch  51 Batch  359/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.014
Epoch  51 Batch  360/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.015
Epoch  51 Batch  361/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.018
Epoch  51 Batch  362/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.010
Epoch  51 Batch  363/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.012
Epoch  51 Batch  364/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.022
Epoch  51 Batch  365/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.013
Epoch  51 Batch  366/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.019
Epoch  51 Batch  367/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.012
Epoch  51 Batch  368/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.009
Epoch  51 Batch  369/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.011
Epoch  51 Batch  370/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.016
Epoch  51 Batch  371/538 - Train Accuracy:  0.986, Validation Accuracy:  0.958, Loss:  0.011
Epoch  51 Batch  372/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.012
Epoch  51 Batch  373/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.012
Epoch  51 Batch  374/538 - Train Accuracy:  0.984, Validation Accuracy:  0.951, Loss:  0.012
Epoch  51 Batch  375/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.015
Epoch  51 Batch  376/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.014
Epoch  51 Batch  377/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.015
Epoch  51 Batch  378/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.011
Epoch  51 Batch  379/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  51 Batch  380/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.011
Epoch  51 Batch  381/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.011
Epoch  51 Batch  382/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  51 Batch  383/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.011
Epoch  51 Batch  384/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.019
Epoch  51 Batch  385/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.009
Epoch  51 Batch  386/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.010
Epoch  51 Batch  387/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.009
Epoch  51 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  51 Batch  389/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  51 Batch  390/538 - Train Accuracy:  0.981, Validation Accuracy:  0.957, Loss:  0.011
Epoch  51 Batch  391/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.011
Epoch  51 Batch  392/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.009
Epoch  51 Batch  393/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch  394/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  51 Batch  395/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  51 Batch  396/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.013
Epoch  51 Batch  397/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.014
Epoch  51 Batch  398/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  51 Batch  399/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.015
Epoch  51 Batch  400/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.015
Epoch  51 Batch  401/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.015
Epoch  51 Batch  402/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.011
Epoch  51 Batch  403/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.014
Epoch  51 Batch  404/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  51 Batch  405/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.013
Epoch  51 Batch  406/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.018
Epoch  51 Batch  407/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  51 Batch  408/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  51 Batch  409/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.017
Epoch  51 Batch  410/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.016
Epoch  51 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.016
Epoch  51 Batch  412/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.010
Epoch  51 Batch  413/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.015
Epoch  51 Batch  414/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.021
Epoch  51 Batch  415/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  51 Batch  416/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  51 Batch  417/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.015
Epoch  51 Batch  418/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.017
Epoch  51 Batch  419/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  51 Batch  420/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  51 Batch  421/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.010
Epoch  51 Batch  422/538 - Train Accuracy:  0.968, Validation Accuracy:  0.972, Loss:  0.012
Epoch  51 Batch  423/538 - Train Accuracy:  0.989, Validation Accuracy:  0.972, Loss:  0.010
Epoch  51 Batch  424/538 - Train Accuracy:  0.962, Validation Accuracy:  0.974, Loss:  0.016
Epoch  51 Batch  425/538 - Train Accuracy:  0.950, Validation Accuracy:  0.972, Loss:  0.020
Epoch  51 Batch  426/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.018
Epoch  51 Batch  427/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.012
Epoch  51 Batch  428/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.011
Epoch  51 Batch  429/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  51 Batch  430/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.020
Epoch  51 Batch  431/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.014
Epoch  51 Batch  432/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  51 Batch  433/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.029
Epoch  51 Batch  434/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.011
Epoch  51 Batch  435/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.011
Epoch  51 Batch  436/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.013
Epoch  51 Batch  437/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.015
Epoch  51 Batch  438/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.012
Epoch  51 Batch  439/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.012
Epoch  51 Batch  440/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.019
Epoch  51 Batch  441/538 - Train Accuracy:  0.953, Validation Accuracy:  0.975, Loss:  0.020
Epoch  51 Batch  442/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.015
Epoch  51 Batch  443/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.015
Epoch  51 Batch  444/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.014
Epoch  51 Batch  445/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.015
Epoch  51 Batch  446/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  51 Batch  447/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.013
Epoch  51 Batch  448/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.017
Epoch  51 Batch  449/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.018
Epoch  51 Batch  450/538 - Train Accuracy:  0.956, Validation Accuracy:  0.969, Loss:  0.021
Epoch  51 Batch  451/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.017
Epoch  51 Batch  452/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.017
Epoch  51 Batch  453/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.013
Epoch  51 Batch  454/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.020
Epoch  51 Batch  455/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.015
Epoch  51 Batch  456/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.034
Epoch  51 Batch  457/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.014
Epoch  51 Batch  458/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.016
Epoch  51 Batch  459/538 - Train Accuracy:  0.992, Validation Accuracy:  0.968, Loss:  0.012
Epoch  51 Batch  460/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.016
Epoch  51 Batch  461/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.014
Epoch  51 Batch  462/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.014
Epoch  51 Batch  463/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.020
Epoch  51 Batch  464/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.014
Epoch  51 Batch  465/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  51 Batch  466/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.020
Epoch  51 Batch  467/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.016
Epoch  51 Batch  468/538 - Train Accuracy:  0.988, Validation Accuracy:  0.963, Loss:  0.016
Epoch  51 Batch  469/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.017
Epoch  51 Batch  470/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.017
Epoch  51 Batch  471/538 - Train Accuracy:  0.987, Validation Accuracy:  0.967, Loss:  0.012
Epoch  51 Batch  472/538 - Train Accuracy:  0.988, Validation Accuracy:  0.963, Loss:  0.016
Epoch  51 Batch  473/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  51 Batch  474/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.015
Epoch  51 Batch  475/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.010
Epoch  51 Batch  476/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.012
Epoch  51 Batch  477/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  51 Batch  478/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.013
Epoch  51 Batch  479/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.011
Epoch  51 Batch  480/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.019
Epoch  51 Batch  481/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.019
Epoch  51 Batch  482/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.015
Epoch  51 Batch  483/538 - Train Accuracy:  0.952, Validation Accuracy:  0.961, Loss:  0.019
Epoch  51 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.018
Epoch  51 Batch  485/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.019
Epoch  51 Batch  486/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.016
Epoch  51 Batch  487/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.009
Epoch  51 Batch  488/538 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.012
Epoch  51 Batch  489/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.019
Epoch  51 Batch  490/538 - Train Accuracy:  0.963, Validation Accuracy:  0.972, Loss:  0.016
Epoch  51 Batch  491/538 - Train Accuracy:  0.959, Validation Accuracy:  0.974, Loss:  0.017
Epoch  51 Batch  492/538 - Train Accuracy:  0.972, Validation Accuracy:  0.974, Loss:  0.013
Epoch  51 Batch  493/538 - Train Accuracy:  0.957, Validation Accuracy:  0.973, Loss:  0.016
Epoch  51 Batch  494/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.016
Epoch  51 Batch  495/538 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.016
Epoch  51 Batch  496/538 - Train Accuracy:  0.968, Validation Accuracy:  0.976, Loss:  0.015
Epoch  51 Batch  497/538 - Train Accuracy:  0.977, Validation Accuracy:  0.974, Loss:  0.012
Epoch  51 Batch  498/538 - Train Accuracy:  0.976, Validation Accuracy:  0.974, Loss:  0.015
Epoch  51 Batch  499/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.014
Epoch  51 Batch  500/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.012
Epoch  51 Batch  501/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  51 Batch  502/538 - Train Accuracy:  0.954, Validation Accuracy:  0.959, Loss:  0.018
Epoch  51 Batch  503/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.019
Epoch  51 Batch  504/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.018
Epoch  51 Batch  505/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.010
Epoch  51 Batch  506/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  51 Batch  507/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.013
Epoch  51 Batch  508/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.018
Epoch  51 Batch  509/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.021
Epoch  51 Batch  510/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.013
Epoch  51 Batch  511/538 - Train Accuracy:  0.953, Validation Accuracy:  0.952, Loss:  0.019
Epoch  51 Batch  512/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.017
Epoch  51 Batch  513/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.021
Epoch  51 Batch  514/538 - Train Accuracy:  0.967, Validation Accuracy:  0.948, Loss:  0.019
Epoch  51 Batch  515/538 - Train Accuracy:  0.963, Validation Accuracy:  0.948, Loss:  0.023
Epoch  51 Batch  516/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.014
Epoch  51 Batch  517/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.017
Epoch  51 Batch  518/538 - Train Accuracy:  0.962, Validation Accuracy:  0.952, Loss:  0.020
Epoch  51 Batch  519/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.016
Epoch  51 Batch  520/538 - Train Accuracy:  0.967, Validation Accuracy:  0.950, Loss:  0.019
Epoch  51 Batch  521/538 - Train Accuracy:  0.968, Validation Accuracy:  0.950, Loss:  0.020
Epoch  51 Batch  522/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  51 Batch  523/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.014
Epoch  51 Batch  524/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  51 Batch  525/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.019
Epoch  51 Batch  526/538 - Train Accuracy:  0.953, Validation Accuracy:  0.954, Loss:  0.021
Epoch  51 Batch  527/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.013
Epoch  51 Batch  528/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.020
Epoch  51 Batch  529/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.016
Epoch  51 Batch  530/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  51 Batch  531/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.023
Epoch  51 Batch  532/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  51 Batch  533/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.015
Epoch  51 Batch  534/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.010
Epoch  51 Batch  535/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.019
Epoch  51 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.022
Epoch  52 Batch    0/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  52 Batch    1/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.012
Epoch  52 Batch    2/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.023
Epoch  52 Batch    3/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.015
Epoch  52 Batch    4/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.016
Epoch  52 Batch    5/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.021
Epoch  52 Batch    6/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.018
Epoch  52 Batch    7/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.016
Epoch  52 Batch    8/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  52 Batch    9/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  52 Batch   10/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  52 Batch   11/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.016
Epoch  52 Batch   12/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.018
Epoch  52 Batch   13/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.012
Epoch  52 Batch   14/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.014
Epoch  52 Batch   15/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.016
Epoch  52 Batch   16/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.021
Epoch  52 Batch   17/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.015
Epoch  52 Batch   18/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.026
Epoch  52 Batch   19/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.014
Epoch  52 Batch   20/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.018
Epoch  52 Batch   21/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.007
Epoch  52 Batch   22/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.019
Epoch  52 Batch   23/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.021
Epoch  52 Batch   24/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.019
Epoch  52 Batch   25/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  52 Batch   26/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.019
Epoch  52 Batch   27/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.013
Epoch  52 Batch   28/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.015
Epoch  52 Batch   29/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.011
Epoch  52 Batch   30/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.016
Epoch  52 Batch   31/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.014
Epoch  52 Batch   32/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.010
Epoch  52 Batch   33/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.021
Epoch  52 Batch   34/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.020
Epoch  52 Batch   35/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.016
Epoch  52 Batch   36/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.016
Epoch  52 Batch   37/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.020
Epoch  52 Batch   38/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.019
Epoch  52 Batch   39/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.013
Epoch  52 Batch   40/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  52 Batch   41/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.015
Epoch  52 Batch   42/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.015
Epoch  52 Batch   43/538 - Train Accuracy:  0.939, Validation Accuracy:  0.964, Loss:  0.018
Epoch  52 Batch   44/538 - Train Accuracy:  0.983, Validation Accuracy:  0.962, Loss:  0.013
Epoch  52 Batch   45/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.018
Epoch  52 Batch   46/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.017
Epoch  52 Batch   47/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.016
Epoch  52 Batch   48/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.019
Epoch  52 Batch   49/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.011
Epoch  52 Batch   50/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.015
Epoch  52 Batch   51/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.023
Epoch  52 Batch   52/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  52 Batch   53/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.014
Epoch  52 Batch   54/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  52 Batch   55/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.017
Epoch  52 Batch   56/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  52 Batch   57/538 - Train Accuracy:  0.945, Validation Accuracy:  0.961, Loss:  0.019
Epoch  52 Batch   58/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.014
Epoch  52 Batch   59/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  52 Batch   60/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.020
Epoch  52 Batch   61/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.016
Epoch  52 Batch   62/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.018
Epoch  52 Batch   63/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  52 Batch   64/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.014
Epoch  52 Batch   65/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.012
Epoch  52 Batch   66/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.012
Epoch  52 Batch   67/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  52 Batch   68/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.018
Epoch  52 Batch   69/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.013
Epoch  52 Batch   70/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.013
Epoch  52 Batch   71/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  52 Batch   72/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.031
Epoch  52 Batch   73/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.014
Epoch  52 Batch   74/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  52 Batch   75/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.021
Epoch  52 Batch   76/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.019
Epoch  52 Batch   77/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.017
Epoch  52 Batch   78/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  52 Batch   79/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.012
Epoch  52 Batch   80/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.014
Epoch  52 Batch   81/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.018
Epoch  52 Batch   82/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.018
Epoch  52 Batch   83/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.023
Epoch  52 Batch   84/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.015
Epoch  52 Batch   85/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.011
Epoch  52 Batch   86/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.017
Epoch  52 Batch   87/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.014
Epoch  52 Batch   88/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.012
Epoch  52 Batch   89/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  52 Batch   90/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  52 Batch   91/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.020
Epoch  52 Batch   92/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.015
Epoch  52 Batch   93/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.011
Epoch  52 Batch   94/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.015
Epoch  52 Batch   95/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.010
Epoch  52 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.009
Epoch  52 Batch   97/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.012
Epoch  52 Batch   98/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.019
Epoch  52 Batch   99/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.012
Epoch  52 Batch  100/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.014
Epoch  52 Batch  101/538 - Train Accuracy:  0.958, Validation Accuracy:  0.971, Loss:  0.019
Epoch  52 Batch  102/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.016
Epoch  52 Batch  103/538 - Train Accuracy:  0.962, Validation Accuracy:  0.972, Loss:  0.020
Epoch  52 Batch  104/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.013
Epoch  52 Batch  105/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.011
Epoch  52 Batch  106/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.016
Epoch  52 Batch  107/538 - Train Accuracy:  0.978, Validation Accuracy:  0.967, Loss:  0.013
Epoch  52 Batch  108/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.020
Epoch  52 Batch  109/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.015
Epoch  52 Batch  110/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  52 Batch  111/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.013
Epoch  52 Batch  112/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.022
Epoch  52 Batch  113/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.014
Epoch  52 Batch  114/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.012
Epoch  52 Batch  115/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.017
Epoch  52 Batch  116/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.017
Epoch  52 Batch  117/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.017
Epoch  52 Batch  118/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  52 Batch  119/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.012
Epoch  52 Batch  120/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.011
Epoch  52 Batch  121/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  52 Batch  122/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.014
Epoch  52 Batch  123/538 - Train Accuracy:  0.947, Validation Accuracy:  0.967, Loss:  0.021
Epoch  52 Batch  124/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.015
Epoch  52 Batch  125/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.021
Epoch  52 Batch  126/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.019
Epoch  52 Batch  127/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.024
Epoch  52 Batch  128/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.020
Epoch  52 Batch  129/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.008
Epoch  52 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.011
Epoch  52 Batch  131/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.014
Epoch  52 Batch  132/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.014
Epoch  52 Batch  133/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.016
Epoch  52 Batch  134/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.016
Epoch  52 Batch  135/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.019
Epoch  52 Batch  136/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.022
Epoch  52 Batch  137/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.016
Epoch  52 Batch  138/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.016
Epoch  52 Batch  139/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.016
Epoch  52 Batch  140/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.018
Epoch  52 Batch  141/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.016
Epoch  52 Batch  142/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.017
Epoch  52 Batch  143/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.024
Epoch  52 Batch  144/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.020
Epoch  52 Batch  145/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.020
Epoch  52 Batch  146/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  52 Batch  147/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.016
Epoch  52 Batch  148/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.024
Epoch  52 Batch  149/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.013
Epoch  52 Batch  150/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.013
Epoch  52 Batch  151/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.018
Epoch  52 Batch  152/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.019
Epoch  52 Batch  153/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.011
Epoch  52 Batch  154/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  52 Batch  155/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.013
Epoch  52 Batch  156/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.013
Epoch  52 Batch  157/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.013
Epoch  52 Batch  158/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.014
Epoch  52 Batch  159/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.017
Epoch  52 Batch  160/538 - Train Accuracy:  0.952, Validation Accuracy:  0.968, Loss:  0.014
Epoch  52 Batch  161/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.018
Epoch  52 Batch  162/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.014
Epoch  52 Batch  163/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.026
Epoch  52 Batch  164/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.019
Epoch  52 Batch  165/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.014
Epoch  52 Batch  166/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.011
Epoch  52 Batch  167/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.022
Epoch  52 Batch  168/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.020
Epoch  52 Batch  169/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.015
Epoch  52 Batch  170/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.016
Epoch  52 Batch  171/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.018
Epoch  52 Batch  172/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.015
Epoch  52 Batch  173/538 - Train Accuracy:  0.982, Validation Accuracy:  0.952, Loss:  0.011
Epoch  52 Batch  174/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.014
Epoch  52 Batch  175/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.014
Epoch  52 Batch  176/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.018
Epoch  52 Batch  177/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.014
Epoch  52 Batch  178/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.015
Epoch  52 Batch  179/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.017
Epoch  52 Batch  180/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.016
Epoch  52 Batch  181/538 - Train Accuracy:  0.942, Validation Accuracy:  0.959, Loss:  0.024
Epoch  52 Batch  182/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.011
Epoch  52 Batch  183/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.009
Epoch  52 Batch  184/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.017
Epoch  52 Batch  185/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.012
Epoch  52 Batch  186/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.017
Epoch  52 Batch  187/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.019
Epoch  52 Batch  188/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  52 Batch  189/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  52 Batch  190/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.018
Epoch  52 Batch  191/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.015
Epoch  52 Batch  192/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.012
Epoch  52 Batch  193/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.017
Epoch  52 Batch  194/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.018
Epoch  52 Batch  195/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.023
Epoch  52 Batch  196/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.013
Epoch  52 Batch  197/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.012
Epoch  52 Batch  198/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.023
Epoch  52 Batch  199/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  52 Batch  200/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  52 Batch  201/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.015
Epoch  52 Batch  202/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  52 Batch  203/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.018
Epoch  52 Batch  204/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.023
Epoch  52 Batch  205/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.016
Epoch  52 Batch  206/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  52 Batch  207/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.014
Epoch  52 Batch  208/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.019
Epoch  52 Batch  209/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.016
Epoch  52 Batch  210/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.016
Epoch  52 Batch  211/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.021
Epoch  52 Batch  212/538 - Train Accuracy:  0.988, Validation Accuracy:  0.969, Loss:  0.014
Epoch  52 Batch  213/538 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.016
Epoch  52 Batch  214/538 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.012
Epoch  52 Batch  215/538 - Train Accuracy:  0.961, Validation Accuracy:  0.970, Loss:  0.013
Epoch  52 Batch  216/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.018
Epoch  52 Batch  217/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.015
Epoch  52 Batch  218/538 - Train Accuracy:  0.983, Validation Accuracy:  0.959, Loss:  0.013
Epoch  52 Batch  219/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.017
Epoch  52 Batch  220/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.016
Epoch  52 Batch  221/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.011
Epoch  52 Batch  222/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.008
Epoch  52 Batch  223/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.017
Epoch  52 Batch  224/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.021
Epoch  52 Batch  225/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.015
Epoch  52 Batch  226/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.016
Epoch  52 Batch  227/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.016
Epoch  52 Batch  228/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.013
Epoch  52 Batch  229/538 - Train Accuracy:  0.980, Validation Accuracy:  0.952, Loss:  0.016
Epoch  52 Batch  230/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.016
Epoch  52 Batch  231/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.018
Epoch  52 Batch  232/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.018
Epoch  52 Batch  233/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.012
Epoch  52 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.013
Epoch  52 Batch  235/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.011
Epoch  52 Batch  236/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.016
Epoch  52 Batch  237/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.009
Epoch  52 Batch  238/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  52 Batch  239/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.018
Epoch  52 Batch  240/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  52 Batch  241/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.019
Epoch  52 Batch  242/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.015
Epoch  52 Batch  243/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.012
Epoch  52 Batch  244/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.014
Epoch  52 Batch  245/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.022
Epoch  52 Batch  246/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  52 Batch  247/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.015
Epoch  52 Batch  248/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.021
Epoch  52 Batch  249/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.012
Epoch  52 Batch  250/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.013
Epoch  52 Batch  251/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.013
Epoch  52 Batch  252/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.018
Epoch  52 Batch  253/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  52 Batch  254/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.020
Epoch  52 Batch  255/538 - Train Accuracy:  0.985, Validation Accuracy:  0.953, Loss:  0.011
Epoch  52 Batch  256/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.014
Epoch  52 Batch  257/538 - Train Accuracy:  0.963, Validation Accuracy:  0.951, Loss:  0.015
Epoch  52 Batch  258/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.013
Epoch  52 Batch  259/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.009
Epoch  52 Batch  260/538 - Train Accuracy:  0.953, Validation Accuracy:  0.957, Loss:  0.022
Epoch  52 Batch  261/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.020
Epoch  52 Batch  262/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  52 Batch  263/538 - Train Accuracy:  0.946, Validation Accuracy:  0.950, Loss:  0.017
Epoch  52 Batch  264/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.018
Epoch  52 Batch  265/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.019
Epoch  52 Batch  266/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.013
Epoch  52 Batch  267/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.016
Epoch  52 Batch  268/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.009
Epoch  52 Batch  269/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  52 Batch  270/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.013
Epoch  52 Batch  271/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  52 Batch  272/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.017
Epoch  52 Batch  273/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.017
Epoch  52 Batch  274/538 - Train Accuracy:  0.954, Validation Accuracy:  0.957, Loss:  0.020
Epoch  52 Batch  275/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.017
Epoch  52 Batch  276/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.018
Epoch  52 Batch  277/538 - Train Accuracy:  0.979, Validation Accuracy:  0.950, Loss:  0.010
Epoch  52 Batch  278/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.011
Epoch  52 Batch  279/538 - Train Accuracy:  0.959, Validation Accuracy:  0.957, Loss:  0.015
Epoch  52 Batch  280/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.012
Epoch  52 Batch  281/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.020
Epoch  52 Batch  282/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.020
Epoch  52 Batch  283/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.016
Epoch  52 Batch  284/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.017
Epoch  52 Batch  285/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.011
Epoch  52 Batch  286/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.018
Epoch  52 Batch  287/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.011
Epoch  52 Batch  288/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  52 Batch  289/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  52 Batch  290/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.013
Epoch  52 Batch  291/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.014
Epoch  52 Batch  292/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.011
Epoch  52 Batch  293/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.015
Epoch  52 Batch  294/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.012
Epoch  52 Batch  295/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.015
Epoch  52 Batch  296/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.021
Epoch  52 Batch  297/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.016
Epoch  52 Batch  298/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.015
Epoch  52 Batch  299/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  52 Batch  300/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  52 Batch  301/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.019
Epoch  52 Batch  302/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  52 Batch  303/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.016
Epoch  52 Batch  304/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  52 Batch  305/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.018
Epoch  52 Batch  306/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.015
Epoch  52 Batch  307/538 - Train Accuracy:  0.984, Validation Accuracy:  0.972, Loss:  0.013
Epoch  52 Batch  308/538 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.013
Epoch  52 Batch  309/538 - Train Accuracy:  0.981, Validation Accuracy:  0.972, Loss:  0.012
Epoch  52 Batch  310/538 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.016
Epoch  52 Batch  311/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.015
Epoch  52 Batch  312/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.012
Epoch  52 Batch  313/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.015
Epoch  52 Batch  314/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.013
Epoch  52 Batch  315/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.014
Epoch  52 Batch  316/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.013
Epoch  52 Batch  317/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.016
Epoch  52 Batch  318/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.015
Epoch  52 Batch  319/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.014
Epoch  52 Batch  320/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.010
Epoch  52 Batch  321/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.009
Epoch  52 Batch  322/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.016
Epoch  52 Batch  323/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.015
Epoch  52 Batch  324/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.012
Epoch  52 Batch  325/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.012
Epoch  52 Batch  326/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  52 Batch  327/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  52 Batch  328/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.011
Epoch  52 Batch  329/538 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.012
Epoch  52 Batch  330/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.014
Epoch  52 Batch  331/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.012
Epoch  52 Batch  332/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.015
Epoch  52 Batch  333/538 - Train Accuracy:  0.985, Validation Accuracy:  0.964, Loss:  0.015
Epoch  52 Batch  334/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.011
Epoch  52 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  52 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  52 Batch  337/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  52 Batch  338/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  52 Batch  339/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.012
Epoch  52 Batch  340/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.013
Epoch  52 Batch  341/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.012
Epoch  52 Batch  342/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.016
Epoch  52 Batch  343/538 - Train Accuracy:  0.989, Validation Accuracy:  0.958, Loss:  0.010
Epoch  52 Batch  344/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  52 Batch  345/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  52 Batch  346/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.018
Epoch  52 Batch  347/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  52 Batch  348/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.011
Epoch  52 Batch  349/538 - Train Accuracy:  0.985, Validation Accuracy:  0.960, Loss:  0.012
Epoch  52 Batch  350/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.018
Epoch  52 Batch  351/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.018
Epoch  52 Batch  352/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.029
Epoch  52 Batch  353/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.018
Epoch  52 Batch  354/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.012
Epoch  52 Batch  355/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  52 Batch  356/538 - Train Accuracy:  0.980, Validation Accuracy:  0.970, Loss:  0.012
Epoch  52 Batch  357/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.014
Epoch  52 Batch  358/538 - Train Accuracy:  0.982, Validation Accuracy:  0.975, Loss:  0.012
Epoch  52 Batch  359/538 - Train Accuracy:  0.965, Validation Accuracy:  0.974, Loss:  0.017
Epoch  52 Batch  360/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.018
Epoch  52 Batch  361/538 - Train Accuracy:  0.968, Validation Accuracy:  0.972, Loss:  0.017
Epoch  52 Batch  362/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.014
Epoch  52 Batch  363/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.012
Epoch  52 Batch  364/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.021
Epoch  52 Batch  365/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.015
Epoch  52 Batch  366/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.016
Epoch  52 Batch  367/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.011
Epoch  52 Batch  368/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  52 Batch  369/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.014
Epoch  52 Batch  370/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.020
Epoch  52 Batch  371/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.011
Epoch  52 Batch  372/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.015
Epoch  52 Batch  373/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.016
Epoch  52 Batch  374/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.015
Epoch  52 Batch  375/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.018
Epoch  52 Batch  376/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.012
Epoch  52 Batch  377/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.015
Epoch  52 Batch  378/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.013
Epoch  52 Batch  379/538 - Train Accuracy:  0.973, Validation Accuracy:  0.950, Loss:  0.019
Epoch  52 Batch  380/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.018
Epoch  52 Batch  381/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.015
Epoch  52 Batch  382/538 - Train Accuracy:  0.970, Validation Accuracy:  0.948, Loss:  0.017
Epoch  52 Batch  383/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.013
Epoch  52 Batch  384/538 - Train Accuracy:  0.967, Validation Accuracy:  0.951, Loss:  0.014
Epoch  52 Batch  385/538 - Train Accuracy:  0.982, Validation Accuracy:  0.950, Loss:  0.013
Epoch  52 Batch  386/538 - Train Accuracy:  0.983, Validation Accuracy:  0.947, Loss:  0.010
Epoch  52 Batch  387/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.012
Epoch  52 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.017
Epoch  52 Batch  389/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  52 Batch  390/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.011
Epoch  52 Batch  391/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.012
Epoch  52 Batch  392/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.010
Epoch  52 Batch  393/538 - Train Accuracy:  0.969, Validation Accuracy:  0.949, Loss:  0.015
Epoch  52 Batch  394/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.021
Epoch  52 Batch  395/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.015
Epoch  52 Batch  396/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.015
Epoch  52 Batch  397/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  52 Batch  398/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.012
Epoch  52 Batch  399/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  52 Batch  400/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.014
Epoch  52 Batch  401/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.011
Epoch  52 Batch  402/538 - Train Accuracy:  0.980, Validation Accuracy:  0.954, Loss:  0.013
Epoch  52 Batch  403/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.016
Epoch  52 Batch  404/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  52 Batch  405/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  52 Batch  406/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  52 Batch  407/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.014
Epoch  52 Batch  408/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.017
Epoch  52 Batch  409/538 - Train Accuracy:  0.958, Validation Accuracy:  0.952, Loss:  0.015
Epoch  52 Batch  410/538 - Train Accuracy:  0.983, Validation Accuracy:  0.954, Loss:  0.012
Epoch  52 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.019
Epoch  52 Batch  412/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.011
Epoch  52 Batch  413/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.013
Epoch  52 Batch  414/538 - Train Accuracy:  0.946, Validation Accuracy:  0.965, Loss:  0.023
Epoch  52 Batch  415/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.014
Epoch  52 Batch  416/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.016
Epoch  52 Batch  417/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  52 Batch  418/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  52 Batch  419/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  52 Batch  420/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.016
Epoch  52 Batch  421/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.013
Epoch  52 Batch  422/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.016
Epoch  52 Batch  423/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.015
Epoch  52 Batch  424/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  52 Batch  425/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.023
Epoch  52 Batch  426/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.014
Epoch  52 Batch  427/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.012
Epoch  52 Batch  428/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.013
Epoch  52 Batch  429/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.014
Epoch  52 Batch  430/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.016
Epoch  52 Batch  431/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  52 Batch  432/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.020
Epoch  52 Batch  433/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.033
Epoch  52 Batch  434/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.012
Epoch  52 Batch  435/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  52 Batch  436/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.017
Epoch  52 Batch  437/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.014
Epoch  52 Batch  438/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.013
Epoch  52 Batch  439/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.013
Epoch  52 Batch  440/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.018
Epoch  52 Batch  441/538 - Train Accuracy:  0.945, Validation Accuracy:  0.963, Loss:  0.026
Epoch  52 Batch  442/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.019
Epoch  52 Batch  443/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.019
Epoch  52 Batch  444/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  52 Batch  445/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  52 Batch  446/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.014
Epoch  52 Batch  447/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.015
Epoch  52 Batch  448/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.014
Epoch  52 Batch  449/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.015
Epoch  52 Batch  450/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.026
Epoch  52 Batch  451/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.020
Epoch  52 Batch  452/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.015
Epoch  52 Batch  453/538 - Train Accuracy:  0.979, Validation Accuracy:  0.953, Loss:  0.012
Epoch  52 Batch  454/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.021
Epoch  52 Batch  455/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.018
Epoch  52 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.035
Epoch  52 Batch  457/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  52 Batch  458/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.018
Epoch  52 Batch  459/538 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.012
Epoch  52 Batch  460/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.016
Epoch  52 Batch  461/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.019
Epoch  52 Batch  462/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  52 Batch  463/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.016
Epoch  52 Batch  464/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  52 Batch  465/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.013
Epoch  52 Batch  466/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.017
Epoch  52 Batch  467/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.020
Epoch  52 Batch  468/538 - Train Accuracy:  0.984, Validation Accuracy:  0.958, Loss:  0.017
Epoch  52 Batch  469/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.017
Epoch  52 Batch  470/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.016
Epoch  52 Batch  471/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.013
Epoch  52 Batch  472/538 - Train Accuracy:  0.993, Validation Accuracy:  0.961, Loss:  0.014
Epoch  52 Batch  473/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.017
Epoch  52 Batch  474/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  52 Batch  475/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.011
Epoch  52 Batch  476/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.012
Epoch  52 Batch  477/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.020
Epoch  52 Batch  478/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.011
Epoch  52 Batch  479/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.015
Epoch  52 Batch  480/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.018
Epoch  52 Batch  481/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.021
Epoch  52 Batch  482/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.014
Epoch  52 Batch  483/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.017
Epoch  52 Batch  484/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.017
Epoch  52 Batch  485/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.017
Epoch  52 Batch  486/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.012
Epoch  52 Batch  487/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.010
Epoch  52 Batch  488/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.017
Epoch  52 Batch  489/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  52 Batch  490/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.016
Epoch  52 Batch  491/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.017
Epoch  52 Batch  492/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.015
Epoch  52 Batch  493/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.018
Epoch  52 Batch  494/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  52 Batch  495/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.014
Epoch  52 Batch  496/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.016
Epoch  52 Batch  497/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.013
Epoch  52 Batch  498/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.011
Epoch  52 Batch  499/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.015
Epoch  52 Batch  500/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.011
Epoch  52 Batch  501/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.015
Epoch  52 Batch  502/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.013
Epoch  52 Batch  503/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.016
Epoch  52 Batch  504/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.015
Epoch  52 Batch  505/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.010
Epoch  52 Batch  506/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.013
Epoch  52 Batch  507/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  52 Batch  508/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  52 Batch  509/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.022
Epoch  52 Batch  510/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.011
Epoch  52 Batch  511/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.018
Epoch  52 Batch  512/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.019
Epoch  52 Batch  513/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.014
Epoch  52 Batch  514/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.015
Epoch  52 Batch  515/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.018
Epoch  52 Batch  516/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.013
Epoch  52 Batch  517/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.012
Epoch  52 Batch  518/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.016
Epoch  52 Batch  519/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  52 Batch  520/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  52 Batch  521/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.018
Epoch  52 Batch  522/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  52 Batch  523/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.014
Epoch  52 Batch  524/538 - Train Accuracy:  0.986, Validation Accuracy:  0.961, Loss:  0.010
Epoch  52 Batch  525/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.015
Epoch  52 Batch  526/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.016
Epoch  52 Batch  527/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  52 Batch  528/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  52 Batch  529/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  52 Batch  530/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  52 Batch  531/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  52 Batch  532/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.014
Epoch  52 Batch  533/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.013
Epoch  52 Batch  534/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  52 Batch  535/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.017
Epoch  52 Batch  536/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.022
Epoch  53 Batch    0/538 - Train Accuracy:  0.982, Validation Accuracy:  0.957, Loss:  0.011
Epoch  53 Batch    1/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.013
Epoch  53 Batch    2/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.016
Epoch  53 Batch    3/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.011
Epoch  53 Batch    4/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  53 Batch    5/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.019
Epoch  53 Batch    6/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.012
Epoch  53 Batch    7/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.013
Epoch  53 Batch    8/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.013
Epoch  53 Batch    9/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.014
Epoch  53 Batch   10/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  53 Batch   11/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.013
Epoch  53 Batch   12/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.013
Epoch  53 Batch   13/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.011
Epoch  53 Batch   14/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.018
Epoch  53 Batch   15/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.012
Epoch  53 Batch   16/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch   17/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.009
Epoch  53 Batch   18/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.021
Epoch  53 Batch   19/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch   20/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.015
Epoch  53 Batch   21/538 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.010
Epoch  53 Batch   22/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.013
Epoch  53 Batch   23/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.017
Epoch  53 Batch   24/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.016
Epoch  53 Batch   25/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.015
Epoch  53 Batch   26/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.019
Epoch  53 Batch   27/538 - Train Accuracy:  0.985, Validation Accuracy:  0.964, Loss:  0.009
Epoch  53 Batch   28/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.012
Epoch  53 Batch   29/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.011
Epoch  53 Batch   30/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  53 Batch   31/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.010
Epoch  53 Batch   32/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.007
Epoch  53 Batch   33/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.013
Epoch  53 Batch   34/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.017
Epoch  53 Batch   35/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.011
Epoch  53 Batch   36/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  53 Batch   37/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch   38/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.016
Epoch  53 Batch   39/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.014
Epoch  53 Batch   40/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.009
Epoch  53 Batch   41/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch   42/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.010
Epoch  53 Batch   43/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.015
Epoch  53 Batch   44/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.009
Epoch  53 Batch   45/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.014
Epoch  53 Batch   46/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.012
Epoch  53 Batch   47/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.016
Epoch  53 Batch   48/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch   49/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.009
Epoch  53 Batch   50/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.015
Epoch  53 Batch   51/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.018
Epoch  53 Batch   52/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.011
Epoch  53 Batch   53/538 - Train Accuracy:  0.949, Validation Accuracy:  0.961, Loss:  0.015
Epoch  53 Batch   54/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.012
Epoch  53 Batch   55/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.014
Epoch  53 Batch   56/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch   57/538 - Train Accuracy:  0.955, Validation Accuracy:  0.970, Loss:  0.014
Epoch  53 Batch   58/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.009
Epoch  53 Batch   59/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.013
Epoch  53 Batch   60/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch   61/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.019
Epoch  53 Batch   62/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.018
Epoch  53 Batch   63/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.011
Epoch  53 Batch   64/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.013
Epoch  53 Batch   65/538 - Train Accuracy:  0.962, Validation Accuracy:  0.972, Loss:  0.012
Epoch  53 Batch   66/538 - Train Accuracy:  0.986, Validation Accuracy:  0.968, Loss:  0.010
Epoch  53 Batch   67/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.010
Epoch  53 Batch   68/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.017
Epoch  53 Batch   69/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.012
Epoch  53 Batch   70/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.008
Epoch  53 Batch   71/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.014
Epoch  53 Batch   72/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.027
Epoch  53 Batch   73/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  53 Batch   74/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  53 Batch   75/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.017
Epoch  53 Batch   76/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.014
Epoch  53 Batch   77/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.011
Epoch  53 Batch   78/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.015
Epoch  53 Batch   79/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.010
Epoch  53 Batch   80/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.010
Epoch  53 Batch   81/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.022
Epoch  53 Batch   82/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.017
Epoch  53 Batch   83/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.012
Epoch  53 Batch   84/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.015
Epoch  53 Batch   85/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.014
Epoch  53 Batch   86/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.013
Epoch  53 Batch   87/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.012
Epoch  53 Batch   88/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  53 Batch   89/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.013
Epoch  53 Batch   90/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.014
Epoch  53 Batch   91/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.016
Epoch  53 Batch   92/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.015
Epoch  53 Batch   93/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.012
Epoch  53 Batch   94/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch   95/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.010
Epoch  53 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.010
Epoch  53 Batch   97/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.010
Epoch  53 Batch   98/538 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.016
Epoch  53 Batch   99/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.012
Epoch  53 Batch  100/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.011
Epoch  53 Batch  101/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.017
Epoch  53 Batch  102/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.019
Epoch  53 Batch  103/538 - Train Accuracy:  0.965, Validation Accuracy:  0.972, Loss:  0.016
Epoch  53 Batch  104/538 - Train Accuracy:  0.974, Validation Accuracy:  0.975, Loss:  0.013
Epoch  53 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.009
Epoch  53 Batch  106/538 - Train Accuracy:  0.957, Validation Accuracy:  0.970, Loss:  0.014
Epoch  53 Batch  107/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.017
Epoch  53 Batch  108/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.015
Epoch  53 Batch  109/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.015
Epoch  53 Batch  110/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.014
Epoch  53 Batch  111/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.013
Epoch  53 Batch  112/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  53 Batch  113/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.012
Epoch  53 Batch  114/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.009
Epoch  53 Batch  115/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.012
Epoch  53 Batch  116/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.018
Epoch  53 Batch  117/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.016
Epoch  53 Batch  118/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  53 Batch  119/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.011
Epoch  53 Batch  120/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.010
Epoch  53 Batch  121/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch  122/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.016
Epoch  53 Batch  123/538 - Train Accuracy:  0.961, Validation Accuracy:  0.973, Loss:  0.015
Epoch  53 Batch  124/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.010
Epoch  53 Batch  125/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.016
Epoch  53 Batch  126/538 - Train Accuracy:  0.967, Validation Accuracy:  0.972, Loss:  0.014
Epoch  53 Batch  127/538 - Train Accuracy:  0.957, Validation Accuracy:  0.975, Loss:  0.019
Epoch  53 Batch  128/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.013
Epoch  53 Batch  129/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.011
Epoch  53 Batch  130/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.013
Epoch  53 Batch  131/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.014
Epoch  53 Batch  132/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.011
Epoch  53 Batch  133/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.017
Epoch  53 Batch  134/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.019
Epoch  53 Batch  135/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.017
Epoch  53 Batch  136/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  137/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.012
Epoch  53 Batch  138/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.015
Epoch  53 Batch  139/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.022
Epoch  53 Batch  140/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.021
Epoch  53 Batch  141/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.016
Epoch  53 Batch  142/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.012
Epoch  53 Batch  143/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.023
Epoch  53 Batch  144/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.017
Epoch  53 Batch  145/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.019
Epoch  53 Batch  146/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.012
Epoch  53 Batch  147/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.014
Epoch  53 Batch  148/538 - Train Accuracy:  0.958, Validation Accuracy:  0.971, Loss:  0.021
Epoch  53 Batch  149/538 - Train Accuracy:  0.979, Validation Accuracy:  0.972, Loss:  0.009
Epoch  53 Batch  150/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.010
Epoch  53 Batch  151/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.016
Epoch  53 Batch  152/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.015
Epoch  53 Batch  153/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.013
Epoch  53 Batch  154/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.013
Epoch  53 Batch  155/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  53 Batch  156/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.015
Epoch  53 Batch  157/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  53 Batch  158/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.011
Epoch  53 Batch  159/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.022
Epoch  53 Batch  160/538 - Train Accuracy:  0.950, Validation Accuracy:  0.969, Loss:  0.012
Epoch  53 Batch  161/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.012
Epoch  53 Batch  162/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.013
Epoch  53 Batch  163/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.017
Epoch  53 Batch  164/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.014
Epoch  53 Batch  165/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.008
Epoch  53 Batch  166/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  53 Batch  167/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.026
Epoch  53 Batch  168/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.021
Epoch  53 Batch  169/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.016
Epoch  53 Batch  170/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.011
Epoch  53 Batch  171/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.018
Epoch  53 Batch  172/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.013
Epoch  53 Batch  173/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.011
Epoch  53 Batch  174/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  53 Batch  175/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.012
Epoch  53 Batch  176/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.021
Epoch  53 Batch  177/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.012
Epoch  53 Batch  178/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.016
Epoch  53 Batch  179/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.016
Epoch  53 Batch  180/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.015
Epoch  53 Batch  181/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.020
Epoch  53 Batch  182/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.010
Epoch  53 Batch  183/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.012
Epoch  53 Batch  184/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch  185/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.012
Epoch  53 Batch  186/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.011
Epoch  53 Batch  187/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.016
Epoch  53 Batch  188/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.015
Epoch  53 Batch  189/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  53 Batch  190/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.021
Epoch  53 Batch  191/538 - Train Accuracy:  0.986, Validation Accuracy:  0.963, Loss:  0.014
Epoch  53 Batch  192/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.013
Epoch  53 Batch  193/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  53 Batch  194/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.018
Epoch  53 Batch  195/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.017
Epoch  53 Batch  196/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.011
Epoch  53 Batch  197/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.014
Epoch  53 Batch  198/538 - Train Accuracy:  0.944, Validation Accuracy:  0.957, Loss:  0.025
Epoch  53 Batch  199/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.015
Epoch  53 Batch  200/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.011
Epoch  53 Batch  201/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.016
Epoch  53 Batch  202/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.012
Epoch  53 Batch  203/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.014
Epoch  53 Batch  204/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.020
Epoch  53 Batch  205/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.016
Epoch  53 Batch  206/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.014
Epoch  53 Batch  207/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.016
Epoch  53 Batch  208/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.021
Epoch  53 Batch  209/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.013
Epoch  53 Batch  210/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.016
Epoch  53 Batch  211/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.018
Epoch  53 Batch  212/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.016
Epoch  53 Batch  213/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.015
Epoch  53 Batch  214/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.015
Epoch  53 Batch  215/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.010
Epoch  53 Batch  216/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.017
Epoch  53 Batch  217/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.021
Epoch  53 Batch  218/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.012
Epoch  53 Batch  219/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.022
Epoch  53 Batch  220/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.013
Epoch  53 Batch  221/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.014
Epoch  53 Batch  222/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch  223/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.018
Epoch  53 Batch  224/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.019
Epoch  53 Batch  225/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  53 Batch  226/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.021
Epoch  53 Batch  227/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  53 Batch  228/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.018
Epoch  53 Batch  229/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.017
Epoch  53 Batch  230/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.014
Epoch  53 Batch  231/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.019
Epoch  53 Batch  232/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.020
Epoch  53 Batch  233/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.014
Epoch  53 Batch  234/538 - Train Accuracy:  0.988, Validation Accuracy:  0.961, Loss:  0.012
Epoch  53 Batch  235/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.010
Epoch  53 Batch  236/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.012
Epoch  53 Batch  237/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.010
Epoch  53 Batch  238/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  53 Batch  239/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.016
Epoch  53 Batch  240/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.019
Epoch  53 Batch  241/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.018
Epoch  53 Batch  242/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.020
Epoch  53 Batch  243/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.018
Epoch  53 Batch  244/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.015
Epoch  53 Batch  245/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.022
Epoch  53 Batch  246/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.019
Epoch  53 Batch  247/538 - Train Accuracy:  0.953, Validation Accuracy:  0.968, Loss:  0.019
Epoch  53 Batch  248/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.019
Epoch  53 Batch  249/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.011
Epoch  53 Batch  250/538 - Train Accuracy:  0.975, Validation Accuracy:  0.950, Loss:  0.010
Epoch  53 Batch  251/538 - Train Accuracy:  0.965, Validation Accuracy:  0.946, Loss:  0.017
Epoch  53 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.950, Loss:  0.017
Epoch  53 Batch  253/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.014
Epoch  53 Batch  254/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.020
Epoch  53 Batch  255/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.012
Epoch  53 Batch  256/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.014
Epoch  53 Batch  257/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.015
Epoch  53 Batch  258/538 - Train Accuracy:  0.977, Validation Accuracy:  0.948, Loss:  0.014
Epoch  53 Batch  259/538 - Train Accuracy:  0.980, Validation Accuracy:  0.951, Loss:  0.014
Epoch  53 Batch  260/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.016
Epoch  53 Batch  261/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.018
Epoch  53 Batch  262/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.015
Epoch  53 Batch  263/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.018
Epoch  53 Batch  264/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.017
Epoch  53 Batch  265/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.019
Epoch  53 Batch  266/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  53 Batch  267/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  53 Batch  268/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.011
Epoch  53 Batch  269/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.016
Epoch  53 Batch  270/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  53 Batch  271/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.014
Epoch  53 Batch  272/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.016
Epoch  53 Batch  273/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  53 Batch  274/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.014
Epoch  53 Batch  275/538 - Train Accuracy:  0.957, Validation Accuracy:  0.950, Loss:  0.017
Epoch  53 Batch  276/538 - Train Accuracy:  0.959, Validation Accuracy:  0.950, Loss:  0.021
Epoch  53 Batch  277/538 - Train Accuracy:  0.976, Validation Accuracy:  0.948, Loss:  0.008
Epoch  53 Batch  278/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.012
Epoch  53 Batch  279/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.016
Epoch  53 Batch  280/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.015
Epoch  53 Batch  281/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.026
Epoch  53 Batch  282/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.016
Epoch  53 Batch  283/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.014
Epoch  53 Batch  284/538 - Train Accuracy:  0.957, Validation Accuracy:  0.971, Loss:  0.020
Epoch  53 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  53 Batch  286/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.019
Epoch  53 Batch  287/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.015
Epoch  53 Batch  288/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  53 Batch  289/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.011
Epoch  53 Batch  290/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.010
Epoch  53 Batch  291/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.015
Epoch  53 Batch  292/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.011
Epoch  53 Batch  293/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  53 Batch  294/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  53 Batch  295/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.020
Epoch  53 Batch  296/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.019
Epoch  53 Batch  297/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  298/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch  299/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.026
Epoch  53 Batch  300/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch  301/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.017
Epoch  53 Batch  302/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.016
Epoch  53 Batch  303/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.022
Epoch  53 Batch  304/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  305/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  53 Batch  306/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.016
Epoch  53 Batch  307/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.015
Epoch  53 Batch  308/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.013
Epoch  53 Batch  309/538 - Train Accuracy:  0.968, Validation Accuracy:  0.973, Loss:  0.013
Epoch  53 Batch  310/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.018
Epoch  53 Batch  311/538 - Train Accuracy:  0.980, Validation Accuracy:  0.975, Loss:  0.019
Epoch  53 Batch  312/538 - Train Accuracy:  0.964, Validation Accuracy:  0.975, Loss:  0.014
Epoch  53 Batch  313/538 - Train Accuracy:  0.964, Validation Accuracy:  0.975, Loss:  0.016
Epoch  53 Batch  314/538 - Train Accuracy:  0.982, Validation Accuracy:  0.973, Loss:  0.016
Epoch  53 Batch  315/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.012
Epoch  53 Batch  316/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.011
Epoch  53 Batch  317/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.018
Epoch  53 Batch  318/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.012
Epoch  53 Batch  319/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.015
Epoch  53 Batch  320/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.014
Epoch  53 Batch  321/538 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.011
Epoch  53 Batch  322/538 - Train Accuracy:  0.977, Validation Accuracy:  0.973, Loss:  0.017
Epoch  53 Batch  323/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.013
Epoch  53 Batch  324/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  325/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.013
Epoch  53 Batch  326/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.018
Epoch  53 Batch  327/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.016
Epoch  53 Batch  328/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  53 Batch  329/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.013
Epoch  53 Batch  330/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.015
Epoch  53 Batch  331/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.011
Epoch  53 Batch  332/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.016
Epoch  53 Batch  333/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.018
Epoch  53 Batch  334/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  53 Batch  335/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  53 Batch  336/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.014
Epoch  53 Batch  337/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.014
Epoch  53 Batch  338/538 - Train Accuracy:  0.986, Validation Accuracy:  0.968, Loss:  0.013
Epoch  53 Batch  339/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.016
Epoch  53 Batch  340/538 - Train Accuracy:  0.970, Validation Accuracy:  0.973, Loss:  0.014
Epoch  53 Batch  341/538 - Train Accuracy:  0.966, Validation Accuracy:  0.971, Loss:  0.016
Epoch  53 Batch  342/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.016
Epoch  53 Batch  343/538 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.013
Epoch  53 Batch  344/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.014
Epoch  53 Batch  345/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch  346/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.020
Epoch  53 Batch  347/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.015
Epoch  53 Batch  348/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.014
Epoch  53 Batch  349/538 - Train Accuracy:  0.981, Validation Accuracy:  0.972, Loss:  0.011
Epoch  53 Batch  350/538 - Train Accuracy:  0.961, Validation Accuracy:  0.972, Loss:  0.019
Epoch  53 Batch  351/538 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.019
Epoch  53 Batch  352/538 - Train Accuracy:  0.959, Validation Accuracy:  0.972, Loss:  0.024
Epoch  53 Batch  353/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.018
Epoch  53 Batch  354/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch  355/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.018
Epoch  53 Batch  356/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.012
Epoch  53 Batch  357/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  358/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.012
Epoch  53 Batch  359/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  360/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.017
Epoch  53 Batch  361/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch  362/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.011
Epoch  53 Batch  363/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.012
Epoch  53 Batch  364/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch  365/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch  366/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.015
Epoch  53 Batch  367/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.011
Epoch  53 Batch  368/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.010
Epoch  53 Batch  369/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.011
Epoch  53 Batch  370/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.018
Epoch  53 Batch  371/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.013
Epoch  53 Batch  372/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.014
Epoch  53 Batch  373/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.012
Epoch  53 Batch  374/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.014
Epoch  53 Batch  375/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.013
Epoch  53 Batch  376/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.013
Epoch  53 Batch  377/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.016
Epoch  53 Batch  378/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.012
Epoch  53 Batch  379/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  53 Batch  380/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.013
Epoch  53 Batch  381/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.011
Epoch  53 Batch  382/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.014
Epoch  53 Batch  383/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.011
Epoch  53 Batch  384/538 - Train Accuracy:  0.955, Validation Accuracy:  0.969, Loss:  0.016
Epoch  53 Batch  385/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.010
Epoch  53 Batch  386/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.015
Epoch  53 Batch  387/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.009
Epoch  53 Batch  388/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch  389/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.016
Epoch  53 Batch  390/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.010
Epoch  53 Batch  391/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.011
Epoch  53 Batch  392/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.011
Epoch  53 Batch  393/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.015
Epoch  53 Batch  394/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.017
Epoch  53 Batch  395/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  53 Batch  396/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.010
Epoch  53 Batch  397/538 - Train Accuracy:  0.960, Validation Accuracy:  0.973, Loss:  0.012
Epoch  53 Batch  398/538 - Train Accuracy:  0.972, Validation Accuracy:  0.973, Loss:  0.011
Epoch  53 Batch  399/538 - Train Accuracy:  0.967, Validation Accuracy:  0.973, Loss:  0.011
Epoch  53 Batch  400/538 - Train Accuracy:  0.980, Validation Accuracy:  0.974, Loss:  0.011
Epoch  53 Batch  401/538 - Train Accuracy:  0.978, Validation Accuracy:  0.974, Loss:  0.012
Epoch  53 Batch  402/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.015
Epoch  53 Batch  403/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.014
Epoch  53 Batch  404/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.015
Epoch  53 Batch  405/538 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.012
Epoch  53 Batch  406/538 - Train Accuracy:  0.971, Validation Accuracy:  0.973, Loss:  0.014
Epoch  53 Batch  407/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.019
Epoch  53 Batch  408/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  409/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.011
Epoch  53 Batch  410/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.009
Epoch  53 Batch  411/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.018
Epoch  53 Batch  412/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.008
Epoch  53 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.009
Epoch  53 Batch  414/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.020
Epoch  53 Batch  415/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  53 Batch  416/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  53 Batch  417/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  53 Batch  418/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.020
Epoch  53 Batch  419/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.012
Epoch  53 Batch  420/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch  421/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.008
Epoch  53 Batch  422/538 - Train Accuracy:  0.954, Validation Accuracy:  0.969, Loss:  0.015
Epoch  53 Batch  423/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.013
Epoch  53 Batch  424/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.021
Epoch  53 Batch  425/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.018
Epoch  53 Batch  426/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.012
Epoch  53 Batch  427/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.014
Epoch  53 Batch  428/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.011
Epoch  53 Batch  429/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  430/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.015
Epoch  53 Batch  431/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.012
Epoch  53 Batch  432/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.020
Epoch  53 Batch  433/538 - Train Accuracy:  0.960, Validation Accuracy:  0.970, Loss:  0.030
Epoch  53 Batch  434/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.013
Epoch  53 Batch  435/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.013
Epoch  53 Batch  436/538 - Train Accuracy:  0.968, Validation Accuracy:  0.972, Loss:  0.015
Epoch  53 Batch  437/538 - Train Accuracy:  0.976, Validation Accuracy:  0.973, Loss:  0.014
Epoch  53 Batch  438/538 - Train Accuracy:  0.962, Validation Accuracy:  0.970, Loss:  0.010
Epoch  53 Batch  439/538 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.011
Epoch  53 Batch  440/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.014
Epoch  53 Batch  441/538 - Train Accuracy:  0.952, Validation Accuracy:  0.970, Loss:  0.018
Epoch  53 Batch  442/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.012
Epoch  53 Batch  443/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.015
Epoch  53 Batch  444/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.013
Epoch  53 Batch  445/538 - Train Accuracy:  0.978, Validation Accuracy:  0.973, Loss:  0.013
Epoch  53 Batch  446/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.016
Epoch  53 Batch  447/538 - Train Accuracy:  0.971, Validation Accuracy:  0.974, Loss:  0.009
Epoch  53 Batch  448/538 - Train Accuracy:  0.972, Validation Accuracy:  0.973, Loss:  0.014
Epoch  53 Batch  449/538 - Train Accuracy:  0.984, Validation Accuracy:  0.976, Loss:  0.014
Epoch  53 Batch  450/538 - Train Accuracy:  0.961, Validation Accuracy:  0.976, Loss:  0.026
Epoch  53 Batch  451/538 - Train Accuracy:  0.961, Validation Accuracy:  0.972, Loss:  0.013
Epoch  53 Batch  452/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.013
Epoch  53 Batch  453/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  454/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.019
Epoch  53 Batch  455/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.017
Epoch  53 Batch  456/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.031
Epoch  53 Batch  457/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  458/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  459/538 - Train Accuracy:  0.989, Validation Accuracy:  0.973, Loss:  0.010
Epoch  53 Batch  460/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.019
Epoch  53 Batch  461/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  462/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.013
Epoch  53 Batch  463/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.018
Epoch  53 Batch  464/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  465/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  466/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch  467/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.016
Epoch  53 Batch  468/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.015
Epoch  53 Batch  469/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.016
Epoch  53 Batch  470/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.021
Epoch  53 Batch  471/538 - Train Accuracy:  0.988, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch  472/538 - Train Accuracy:  0.987, Validation Accuracy:  0.968, Loss:  0.012
Epoch  53 Batch  473/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.017
Epoch  53 Batch  474/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  53 Batch  475/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.011
Epoch  53 Batch  476/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.014
Epoch  53 Batch  477/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  478/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.010
Epoch  53 Batch  479/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.014
Epoch  53 Batch  480/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.020
Epoch  53 Batch  481/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.019
Epoch  53 Batch  482/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  53 Batch  483/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.014
Epoch  53 Batch  484/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.016
Epoch  53 Batch  485/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.019
Epoch  53 Batch  486/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.012
Epoch  53 Batch  487/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.013
Epoch  53 Batch  488/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  53 Batch  489/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.017
Epoch  53 Batch  490/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.015
Epoch  53 Batch  491/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  53 Batch  492/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.013
Epoch  53 Batch  493/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.015
Epoch  53 Batch  494/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  53 Batch  495/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.016
Epoch  53 Batch  496/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.012
Epoch  53 Batch  497/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  53 Batch  498/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  53 Batch  499/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  53 Batch  500/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.011
Epoch  53 Batch  501/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.016
Epoch  53 Batch  502/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.016
Epoch  53 Batch  503/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.018
Epoch  53 Batch  504/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.012
Epoch  53 Batch  505/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.009
Epoch  53 Batch  506/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  507/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.015
Epoch  53 Batch  508/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.012
Epoch  53 Batch  509/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.015
Epoch  53 Batch  510/538 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.016
Epoch  53 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.974, Loss:  0.015
Epoch  53 Batch  512/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.014
Epoch  53 Batch  513/538 - Train Accuracy:  0.956, Validation Accuracy:  0.972, Loss:  0.015
Epoch  53 Batch  514/538 - Train Accuracy:  0.968, Validation Accuracy:  0.973, Loss:  0.015
Epoch  53 Batch  515/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.020
Epoch  53 Batch  516/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.012
Epoch  53 Batch  517/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  518/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.016
Epoch  53 Batch  519/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  53 Batch  520/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.018
Epoch  53 Batch  521/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.020
Epoch  53 Batch  522/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  53 Batch  523/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.016
Epoch  53 Batch  524/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.010
Epoch  53 Batch  525/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.018
Epoch  53 Batch  526/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.016
Epoch  53 Batch  527/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.011
Epoch  53 Batch  528/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  529/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  53 Batch  530/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.019
Epoch  53 Batch  531/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.020
Epoch  53 Batch  532/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.014
Epoch  53 Batch  533/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.014
Epoch  53 Batch  534/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.009
Epoch  53 Batch  535/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.014
Epoch  53 Batch  536/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.017
Epoch  54 Batch    0/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.013
Epoch  54 Batch    1/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.013
Epoch  54 Batch    2/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.014
Epoch  54 Batch    3/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.011
Epoch  54 Batch    4/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.011
Epoch  54 Batch    5/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.017
Epoch  54 Batch    6/538 - Train Accuracy:  0.961, Validation Accuracy:  0.968, Loss:  0.018
Epoch  54 Batch    7/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.015
Epoch  54 Batch    8/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.015
Epoch  54 Batch    9/538 - Train Accuracy:  0.963, Validation Accuracy:  0.973, Loss:  0.013
Epoch  54 Batch   10/538 - Train Accuracy:  0.959, Validation Accuracy:  0.972, Loss:  0.016
Epoch  54 Batch   11/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.014
Epoch  54 Batch   12/538 - Train Accuracy:  0.984, Validation Accuracy:  0.972, Loss:  0.011
Epoch  54 Batch   13/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  54 Batch   14/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.018
Epoch  54 Batch   15/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.011
Epoch  54 Batch   16/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.017
Epoch  54 Batch   17/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  54 Batch   18/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.021
Epoch  54 Batch   19/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.014
Epoch  54 Batch   20/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  54 Batch   21/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.007
Epoch  54 Batch   22/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.013
Epoch  54 Batch   23/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.019
Epoch  54 Batch   24/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch   25/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.021
Epoch  54 Batch   26/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.020
Epoch  54 Batch   27/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.013
Epoch  54 Batch   28/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.013
Epoch  54 Batch   29/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.010
Epoch  54 Batch   30/538 - Train Accuracy:  0.962, Validation Accuracy:  0.970, Loss:  0.017
Epoch  54 Batch   31/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.009
Epoch  54 Batch   32/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.008
Epoch  54 Batch   33/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch   34/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.020
Epoch  54 Batch   35/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.014
Epoch  54 Batch   36/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.012
Epoch  54 Batch   37/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.020
Epoch  54 Batch   38/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.015
Epoch  54 Batch   39/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  54 Batch   40/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.011
Epoch  54 Batch   41/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.019
Epoch  54 Batch   42/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.013
Epoch  54 Batch   43/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch   44/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  54 Batch   45/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.013
Epoch  54 Batch   46/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  54 Batch   47/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.014
Epoch  54 Batch   48/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.018
Epoch  54 Batch   49/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.012
Epoch  54 Batch   50/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.024
Epoch  54 Batch   51/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.019
Epoch  54 Batch   52/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.017
Epoch  54 Batch   53/538 - Train Accuracy:  0.949, Validation Accuracy:  0.945, Loss:  0.018
Epoch  54 Batch   54/538 - Train Accuracy:  0.964, Validation Accuracy:  0.945, Loss:  0.015
Epoch  54 Batch   55/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.016
Epoch  54 Batch   56/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.022
Epoch  54 Batch   57/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.022
Epoch  54 Batch   58/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  54 Batch   59/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.015
Epoch  54 Batch   60/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.020
Epoch  54 Batch   61/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.017
Epoch  54 Batch   62/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  54 Batch   63/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  54 Batch   64/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.018
Epoch  54 Batch   65/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  54 Batch   66/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.012
Epoch  54 Batch   67/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.017
Epoch  54 Batch   68/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.017
Epoch  54 Batch   69/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.014
Epoch  54 Batch   70/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.018
Epoch  54 Batch   71/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.017
Epoch  54 Batch   72/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.031
Epoch  54 Batch   73/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.016
Epoch  54 Batch   74/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.017
Epoch  54 Batch   75/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.020
Epoch  54 Batch   76/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  54 Batch   77/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.016
Epoch  54 Batch   78/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.016
Epoch  54 Batch   79/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.012
Epoch  54 Batch   80/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  54 Batch   81/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.020
Epoch  54 Batch   82/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.018
Epoch  54 Batch   83/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.015
Epoch  54 Batch   84/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  54 Batch   85/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.015
Epoch  54 Batch   86/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.012
Epoch  54 Batch   87/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.018
Epoch  54 Batch   88/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.011
Epoch  54 Batch   89/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.012
Epoch  54 Batch   90/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.017
Epoch  54 Batch   91/538 - Train Accuracy:  0.954, Validation Accuracy:  0.970, Loss:  0.017
Epoch  54 Batch   92/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.017
Epoch  54 Batch   93/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.011
Epoch  54 Batch   94/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.011
Epoch  54 Batch   95/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.010
Epoch  54 Batch   96/538 - Train Accuracy:  0.991, Validation Accuracy:  0.965, Loss:  0.011
Epoch  54 Batch   97/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.010
Epoch  54 Batch   98/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.017
Epoch  54 Batch   99/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.014
Epoch  54 Batch  100/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.009
Epoch  54 Batch  101/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.018
Epoch  54 Batch  102/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.014
Epoch  54 Batch  103/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  54 Batch  104/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.012
Epoch  54 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.009
Epoch  54 Batch  106/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.010
Epoch  54 Batch  107/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  54 Batch  108/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.010
Epoch  54 Batch  109/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.011
Epoch  54 Batch  110/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.012
Epoch  54 Batch  111/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.013
Epoch  54 Batch  112/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.015
Epoch  54 Batch  113/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.014
Epoch  54 Batch  114/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.010
Epoch  54 Batch  115/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.014
Epoch  54 Batch  116/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.015
Epoch  54 Batch  117/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.015
Epoch  54 Batch  118/538 - Train Accuracy:  0.984, Validation Accuracy:  0.970, Loss:  0.014
Epoch  54 Batch  119/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.013
Epoch  54 Batch  120/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.010
Epoch  54 Batch  121/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  54 Batch  122/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.014
Epoch  54 Batch  123/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  54 Batch  124/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.012
Epoch  54 Batch  125/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  54 Batch  126/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch  127/538 - Train Accuracy:  0.945, Validation Accuracy:  0.964, Loss:  0.021
Epoch  54 Batch  128/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.010
Epoch  54 Batch  129/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.011
Epoch  54 Batch  130/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  54 Batch  131/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.014
Epoch  54 Batch  132/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  54 Batch  133/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch  134/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.019
Epoch  54 Batch  135/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.017
Epoch  54 Batch  136/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  54 Batch  137/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  54 Batch  138/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.012
Epoch  54 Batch  139/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.015
Epoch  54 Batch  140/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.020
Epoch  54 Batch  141/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.011
Epoch  54 Batch  142/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.013
Epoch  54 Batch  143/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.024
Epoch  54 Batch  144/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.017
Epoch  54 Batch  145/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.022
Epoch  54 Batch  146/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.012
Epoch  54 Batch  147/538 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.016
Epoch  54 Batch  148/538 - Train Accuracy:  0.958, Validation Accuracy:  0.973, Loss:  0.020
Epoch  54 Batch  149/538 - Train Accuracy:  0.985, Validation Accuracy:  0.967, Loss:  0.008
Epoch  54 Batch  150/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  54 Batch  151/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.021
Epoch  54 Batch  152/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  54 Batch  153/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.013
Epoch  54 Batch  154/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.013
Epoch  54 Batch  155/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  54 Batch  156/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.012
Epoch  54 Batch  157/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.011
Epoch  54 Batch  158/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.012
Epoch  54 Batch  159/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.024
Epoch  54 Batch  160/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  54 Batch  161/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.015
Epoch  54 Batch  162/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.014
Epoch  54 Batch  163/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.020
Epoch  54 Batch  164/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.014
Epoch  54 Batch  165/538 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.008
Epoch  54 Batch  166/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.016
Epoch  54 Batch  167/538 - Train Accuracy:  0.964, Validation Accuracy:  0.976, Loss:  0.023
Epoch  54 Batch  168/538 - Train Accuracy:  0.957, Validation Accuracy:  0.974, Loss:  0.020
Epoch  54 Batch  169/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.012
Epoch  54 Batch  170/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.012
Epoch  54 Batch  171/538 - Train Accuracy:  0.955, Validation Accuracy:  0.970, Loss:  0.018
Epoch  54 Batch  172/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.014
Epoch  54 Batch  173/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.010
Epoch  54 Batch  174/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.017
Epoch  54 Batch  175/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.011
Epoch  54 Batch  176/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.020
Epoch  54 Batch  177/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.015
Epoch  54 Batch  178/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.014
Epoch  54 Batch  179/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.017
Epoch  54 Batch  180/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.016
Epoch  54 Batch  181/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.023
Epoch  54 Batch  182/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.013
Epoch  54 Batch  183/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.011
Epoch  54 Batch  184/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  54 Batch  185/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.011
Epoch  54 Batch  186/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.017
Epoch  54 Batch  187/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.015
Epoch  54 Batch  188/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  54 Batch  189/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.018
Epoch  54 Batch  190/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.021
Epoch  54 Batch  191/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.014
Epoch  54 Batch  192/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  54 Batch  193/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.019
Epoch  54 Batch  194/538 - Train Accuracy:  0.953, Validation Accuracy:  0.963, Loss:  0.022
Epoch  54 Batch  195/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  54 Batch  196/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.017
Epoch  54 Batch  197/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  54 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.021
Epoch  54 Batch  199/538 - Train Accuracy:  0.959, Validation Accuracy:  0.962, Loss:  0.017
Epoch  54 Batch  200/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  54 Batch  201/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.018
Epoch  54 Batch  202/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  54 Batch  203/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.020
Epoch  54 Batch  204/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.022
Epoch  54 Batch  205/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.018
Epoch  54 Batch  206/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.013
Epoch  54 Batch  207/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.021
Epoch  54 Batch  208/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.023
Epoch  54 Batch  209/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.015
Epoch  54 Batch  210/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.015
Epoch  54 Batch  211/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  54 Batch  212/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.014
Epoch  54 Batch  213/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.015
Epoch  54 Batch  214/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  54 Batch  215/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.017
Epoch  54 Batch  216/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.019
Epoch  54 Batch  217/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.019
Epoch  54 Batch  218/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.014
Epoch  54 Batch  219/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.020
Epoch  54 Batch  220/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.022
Epoch  54 Batch  221/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.015
Epoch  54 Batch  222/538 - Train Accuracy:  0.985, Validation Accuracy:  0.957, Loss:  0.012
Epoch  54 Batch  223/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  54 Batch  224/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.021
Epoch  54 Batch  225/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.017
Epoch  54 Batch  226/538 - Train Accuracy:  0.953, Validation Accuracy:  0.953, Loss:  0.016
Epoch  54 Batch  227/538 - Train Accuracy:  0.971, Validation Accuracy:  0.949, Loss:  0.016
Epoch  54 Batch  228/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.016
Epoch  54 Batch  229/538 - Train Accuracy:  0.981, Validation Accuracy:  0.948, Loss:  0.014
Epoch  54 Batch  230/538 - Train Accuracy:  0.955, Validation Accuracy:  0.952, Loss:  0.019
Epoch  54 Batch  231/538 - Train Accuracy:  0.975, Validation Accuracy:  0.954, Loss:  0.017
Epoch  54 Batch  232/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.022
Epoch  54 Batch  233/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.015
Epoch  54 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.015
Epoch  54 Batch  235/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.016
Epoch  54 Batch  236/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.021
Epoch  54 Batch  237/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  54 Batch  238/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.014
Epoch  54 Batch  239/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.021
Epoch  54 Batch  240/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  54 Batch  241/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.019
Epoch  54 Batch  242/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.019
Epoch  54 Batch  243/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.015
Epoch  54 Batch  244/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.019
Epoch  54 Batch  245/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.021
Epoch  54 Batch  246/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch  247/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.017
Epoch  54 Batch  248/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.023
Epoch  54 Batch  249/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  54 Batch  250/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.014
Epoch  54 Batch  251/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.016
Epoch  54 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.016
Epoch  54 Batch  253/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  54 Batch  254/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.025
Epoch  54 Batch  255/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  54 Batch  256/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.016
Epoch  54 Batch  257/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.019
Epoch  54 Batch  258/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.017
Epoch  54 Batch  259/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.018
Epoch  54 Batch  260/538 - Train Accuracy:  0.946, Validation Accuracy:  0.953, Loss:  0.021
Epoch  54 Batch  261/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.023
Epoch  54 Batch  262/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.020
Epoch  54 Batch  263/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  54 Batch  264/538 - Train Accuracy:  0.952, Validation Accuracy:  0.959, Loss:  0.023
Epoch  54 Batch  265/538 - Train Accuracy:  0.942, Validation Accuracy:  0.958, Loss:  0.024
Epoch  54 Batch  266/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.021
Epoch  54 Batch  267/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.021
Epoch  54 Batch  268/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.013
Epoch  54 Batch  269/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.020
Epoch  54 Batch  270/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.021
Epoch  54 Batch  271/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.015
Epoch  54 Batch  272/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.020
Epoch  54 Batch  273/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.024
Epoch  54 Batch  274/538 - Train Accuracy:  0.943, Validation Accuracy:  0.952, Loss:  0.019
Epoch  54 Batch  275/538 - Train Accuracy:  0.951, Validation Accuracy:  0.947, Loss:  0.019
Epoch  54 Batch  276/538 - Train Accuracy:  0.938, Validation Accuracy:  0.949, Loss:  0.026
Epoch  54 Batch  277/538 - Train Accuracy:  0.973, Validation Accuracy:  0.947, Loss:  0.014
Epoch  54 Batch  278/538 - Train Accuracy:  0.958, Validation Accuracy:  0.949, Loss:  0.014
Epoch  54 Batch  279/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.022
Epoch  54 Batch  280/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.020
Epoch  54 Batch  281/538 - Train Accuracy:  0.956, Validation Accuracy:  0.961, Loss:  0.025
Epoch  54 Batch  282/538 - Train Accuracy:  0.954, Validation Accuracy:  0.960, Loss:  0.023
Epoch  54 Batch  283/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.022
Epoch  54 Batch  284/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.030
Epoch  54 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.019
Epoch  54 Batch  286/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.025
Epoch  54 Batch  287/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.024
Epoch  54 Batch  288/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.019
Epoch  54 Batch  289/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.017
Epoch  54 Batch  290/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.013
Epoch  54 Batch  291/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.018
Epoch  54 Batch  292/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.014
Epoch  54 Batch  293/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.022
Epoch  54 Batch  294/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.017
Epoch  54 Batch  295/538 - Train Accuracy:  0.980, Validation Accuracy:  0.958, Loss:  0.018
Epoch  54 Batch  296/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.026
Epoch  54 Batch  297/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.016
Epoch  54 Batch  298/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.020
Epoch  54 Batch  299/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.023
Epoch  54 Batch  300/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.021
Epoch  54 Batch  301/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.021
Epoch  54 Batch  302/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.025
Epoch  54 Batch  303/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.021
Epoch  54 Batch  304/538 - Train Accuracy:  0.966, Validation Accuracy:  0.973, Loss:  0.018
Epoch  54 Batch  305/538 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.015
Epoch  54 Batch  306/538 - Train Accuracy:  0.963, Validation Accuracy:  0.971, Loss:  0.025
Epoch  54 Batch  307/538 - Train Accuracy:  0.977, Validation Accuracy:  0.975, Loss:  0.016
Epoch  54 Batch  308/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.015
Epoch  54 Batch  309/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.014
Epoch  54 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.019
Epoch  54 Batch  311/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.022
Epoch  54 Batch  312/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.013
Epoch  54 Batch  313/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.016
Epoch  54 Batch  314/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.017
Epoch  54 Batch  315/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch  316/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.013
Epoch  54 Batch  317/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.018
Epoch  54 Batch  318/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.017
Epoch  54 Batch  319/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.019
Epoch  54 Batch  320/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.017
Epoch  54 Batch  321/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.015
Epoch  54 Batch  322/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.020
Epoch  54 Batch  323/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.016
Epoch  54 Batch  324/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.020
Epoch  54 Batch  325/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.020
Epoch  54 Batch  326/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.016
Epoch  54 Batch  327/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.018
Epoch  54 Batch  328/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.018
Epoch  54 Batch  329/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.018
Epoch  54 Batch  330/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.015
Epoch  54 Batch  331/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.013
Epoch  54 Batch  332/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.018
Epoch  54 Batch  333/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.017
Epoch  54 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.018
Epoch  54 Batch  335/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.016
Epoch  54 Batch  336/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.018
Epoch  54 Batch  337/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.018
Epoch  54 Batch  338/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.015
Epoch  54 Batch  339/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  54 Batch  340/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.017
Epoch  54 Batch  341/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.015
Epoch  54 Batch  342/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.022
Epoch  54 Batch  343/538 - Train Accuracy:  0.982, Validation Accuracy:  0.958, Loss:  0.013
Epoch  54 Batch  344/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.017
Epoch  54 Batch  345/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.016
Epoch  54 Batch  346/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.018
Epoch  54 Batch  347/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.020
Epoch  54 Batch  348/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.015
Epoch  54 Batch  349/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  54 Batch  350/538 - Train Accuracy:  0.967, Validation Accuracy:  0.960, Loss:  0.026
Epoch  54 Batch  351/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.018
Epoch  54 Batch  352/538 - Train Accuracy:  0.958, Validation Accuracy:  0.962, Loss:  0.025
Epoch  54 Batch  353/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.024
Epoch  54 Batch  354/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.017
Epoch  54 Batch  355/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.017
Epoch  54 Batch  356/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.011
Epoch  54 Batch  357/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.016
Epoch  54 Batch  358/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.011
Epoch  54 Batch  359/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.017
Epoch  54 Batch  360/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.014
Epoch  54 Batch  361/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.020
Epoch  54 Batch  362/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.014
Epoch  54 Batch  363/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.015
Epoch  54 Batch  364/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.021
Epoch  54 Batch  365/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.015
Epoch  54 Batch  366/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.020
Epoch  54 Batch  367/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.013
Epoch  54 Batch  368/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.013
Epoch  54 Batch  369/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.015
Epoch  54 Batch  370/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.017
Epoch  54 Batch  371/538 - Train Accuracy:  0.985, Validation Accuracy:  0.951, Loss:  0.016
Epoch  54 Batch  372/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.013
Epoch  54 Batch  373/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.012
Epoch  54 Batch  374/538 - Train Accuracy:  0.961, Validation Accuracy:  0.952, Loss:  0.013
Epoch  54 Batch  375/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  54 Batch  376/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.014
Epoch  54 Batch  377/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.018
Epoch  54 Batch  378/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.014
Epoch  54 Batch  379/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.016
Epoch  54 Batch  380/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.014
Epoch  54 Batch  381/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.015
Epoch  54 Batch  382/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.021
Epoch  54 Batch  383/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  54 Batch  384/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.014
Epoch  54 Batch  385/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.014
Epoch  54 Batch  386/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.016
Epoch  54 Batch  387/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.013
Epoch  54 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.022
Epoch  54 Batch  389/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.018
Epoch  54 Batch  390/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  54 Batch  391/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.018
Epoch  54 Batch  392/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.013
Epoch  54 Batch  393/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.015
Epoch  54 Batch  394/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  54 Batch  395/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.019
Epoch  54 Batch  396/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  54 Batch  397/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.020
Epoch  54 Batch  398/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.012
Epoch  54 Batch  399/538 - Train Accuracy:  0.968, Validation Accuracy:  0.974, Loss:  0.016
Epoch  54 Batch  400/538 - Train Accuracy:  0.975, Validation Accuracy:  0.976, Loss:  0.018
Epoch  54 Batch  401/538 - Train Accuracy:  0.984, Validation Accuracy:  0.976, Loss:  0.013
Epoch  54 Batch  402/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.014
Epoch  54 Batch  403/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.027
Epoch  54 Batch  404/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.019
Epoch  54 Batch  405/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.018
Epoch  54 Batch  406/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.017
Epoch  54 Batch  407/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.022
Epoch  54 Batch  408/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.019
Epoch  54 Batch  409/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.012
Epoch  54 Batch  410/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.018
Epoch  54 Batch  411/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.019
Epoch  54 Batch  412/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.011
Epoch  54 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.013
Epoch  54 Batch  414/538 - Train Accuracy:  0.946, Validation Accuracy:  0.963, Loss:  0.026
Epoch  54 Batch  415/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  54 Batch  416/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.015
Epoch  54 Batch  417/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.015
Epoch  54 Batch  418/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.022
Epoch  54 Batch  419/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.016
Epoch  54 Batch  420/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  54 Batch  421/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.011
Epoch  54 Batch  422/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.017
Epoch  54 Batch  423/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.018
Epoch  54 Batch  424/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.021
Epoch  54 Batch  425/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.026
Epoch  54 Batch  426/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.016
Epoch  54 Batch  427/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.019
Epoch  54 Batch  428/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.012
Epoch  54 Batch  429/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.016
Epoch  54 Batch  430/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.018
Epoch  54 Batch  431/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.015
Epoch  54 Batch  432/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.020
Epoch  54 Batch  433/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.031
Epoch  54 Batch  434/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  54 Batch  435/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.012
Epoch  54 Batch  436/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.019
Epoch  54 Batch  437/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.016
Epoch  54 Batch  438/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.014
Epoch  54 Batch  439/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.022
Epoch  54 Batch  440/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.019
Epoch  54 Batch  441/538 - Train Accuracy:  0.952, Validation Accuracy:  0.965, Loss:  0.023
Epoch  54 Batch  442/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.014
Epoch  54 Batch  443/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.019
Epoch  54 Batch  444/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.018
Epoch  54 Batch  445/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.022
Epoch  54 Batch  446/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.017
Epoch  54 Batch  447/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.017
Epoch  54 Batch  448/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.018
Epoch  54 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.024
Epoch  54 Batch  450/538 - Train Accuracy:  0.948, Validation Accuracy:  0.961, Loss:  0.023
Epoch  54 Batch  451/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.026
Epoch  54 Batch  452/538 - Train Accuracy:  0.953, Validation Accuracy:  0.966, Loss:  0.021
Epoch  54 Batch  453/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.021
Epoch  54 Batch  454/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.027
Epoch  54 Batch  455/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.026
Epoch  54 Batch  456/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.033
Epoch  54 Batch  457/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.026
Epoch  54 Batch  458/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  54 Batch  459/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.016
Epoch  54 Batch  460/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.033
Epoch  54 Batch  461/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.027
Epoch  54 Batch  462/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.023
Epoch  54 Batch  463/538 - Train Accuracy:  0.946, Validation Accuracy:  0.967, Loss:  0.025
Epoch  54 Batch  464/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.021
Epoch  54 Batch  465/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.021
Epoch  54 Batch  466/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.025
Epoch  54 Batch  467/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.018
Epoch  54 Batch  468/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.025
Epoch  54 Batch  469/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.024
Epoch  54 Batch  470/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.022
Epoch  54 Batch  471/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.015
Epoch  54 Batch  472/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.016
Epoch  54 Batch  473/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.020
Epoch  54 Batch  474/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.014
Epoch  54 Batch  475/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.023
Epoch  54 Batch  476/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.024
Epoch  54 Batch  477/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.026
Epoch  54 Batch  478/538 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.016
Epoch  54 Batch  479/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.022
Epoch  54 Batch  480/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.025
Epoch  54 Batch  481/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.018
Epoch  54 Batch  482/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.018
Epoch  54 Batch  483/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.020
Epoch  54 Batch  484/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  54 Batch  485/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.026
Epoch  54 Batch  486/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.017
Epoch  54 Batch  487/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.018
Epoch  54 Batch  488/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.020
Epoch  54 Batch  489/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.020
Epoch  54 Batch  490/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.020
Epoch  54 Batch  491/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.021
Epoch  54 Batch  492/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.021
Epoch  54 Batch  493/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.020
Epoch  54 Batch  494/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.021
Epoch  54 Batch  495/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.021
Epoch  54 Batch  496/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.018
Epoch  54 Batch  497/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.018
Epoch  54 Batch  498/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.019
Epoch  54 Batch  499/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.022
Epoch  54 Batch  500/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  54 Batch  501/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.024
Epoch  54 Batch  502/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.021
Epoch  54 Batch  503/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.029
Epoch  54 Batch  504/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  54 Batch  505/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.021
Epoch  54 Batch  506/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.028
Epoch  54 Batch  507/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.028
Epoch  54 Batch  508/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.020
Epoch  54 Batch  509/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.024
Epoch  54 Batch  510/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.016
Epoch  54 Batch  511/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.019
Epoch  54 Batch  512/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.023
Epoch  54 Batch  513/538 - Train Accuracy:  0.944, Validation Accuracy:  0.953, Loss:  0.022
Epoch  54 Batch  514/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.019
Epoch  54 Batch  515/538 - Train Accuracy:  0.955, Validation Accuracy:  0.955, Loss:  0.024
Epoch  54 Batch  516/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.015
Epoch  54 Batch  517/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.017
Epoch  54 Batch  518/538 - Train Accuracy:  0.961, Validation Accuracy:  0.953, Loss:  0.025
Epoch  54 Batch  519/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.022
Epoch  54 Batch  520/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.030
Epoch  54 Batch  521/538 - Train Accuracy:  0.971, Validation Accuracy:  0.952, Loss:  0.032
Epoch  54 Batch  522/538 - Train Accuracy:  0.968, Validation Accuracy:  0.951, Loss:  0.017
Epoch  54 Batch  523/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  54 Batch  524/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.019
Epoch  54 Batch  525/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.019
Epoch  54 Batch  526/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.029
Epoch  54 Batch  527/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.016
Epoch  54 Batch  528/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.022
Epoch  54 Batch  529/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.021
Epoch  54 Batch  530/538 - Train Accuracy:  0.957, Validation Accuracy:  0.952, Loss:  0.022
Epoch  54 Batch  531/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.024
Epoch  54 Batch  532/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.019
Epoch  54 Batch  533/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.014
Epoch  54 Batch  534/538 - Train Accuracy:  0.958, Validation Accuracy:  0.950, Loss:  0.017
Epoch  54 Batch  535/538 - Train Accuracy:  0.958, Validation Accuracy:  0.944, Loss:  0.019
Epoch  54 Batch  536/538 - Train Accuracy:  0.970, Validation Accuracy:  0.945, Loss:  0.022
Epoch  55 Batch    0/538 - Train Accuracy:  0.968, Validation Accuracy:  0.934, Loss:  0.017
Epoch  55 Batch    1/538 - Train Accuracy:  0.981, Validation Accuracy:  0.942, Loss:  0.019
Epoch  55 Batch    2/538 - Train Accuracy:  0.980, Validation Accuracy:  0.948, Loss:  0.023
Epoch  55 Batch    3/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.018
Epoch  55 Batch    4/538 - Train Accuracy:  0.960, Validation Accuracy:  0.950, Loss:  0.015
Epoch  55 Batch    5/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.016
Epoch  55 Batch    6/538 - Train Accuracy:  0.970, Validation Accuracy:  0.954, Loss:  0.015
Epoch  55 Batch    7/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.020
Epoch  55 Batch    8/538 - Train Accuracy:  0.953, Validation Accuracy:  0.956, Loss:  0.018
Epoch  55 Batch    9/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.018
Epoch  55 Batch   10/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.022
Epoch  55 Batch   11/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.019
Epoch  55 Batch   12/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.017
Epoch  55 Batch   13/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  55 Batch   14/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  55 Batch   15/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  55 Batch   16/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  55 Batch   17/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.015
Epoch  55 Batch   18/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.029
Epoch  55 Batch   19/538 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.014
Epoch  55 Batch   20/538 - Train Accuracy:  0.960, Validation Accuracy:  0.971, Loss:  0.019
Epoch  55 Batch   21/538 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.011
Epoch  55 Batch   22/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.018
Epoch  55 Batch   23/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.022
Epoch  55 Batch   24/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.022
Epoch  55 Batch   25/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.019
Epoch  55 Batch   26/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.022
Epoch  55 Batch   27/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.013
Epoch  55 Batch   28/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.015
Epoch  55 Batch   29/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.015
Epoch  55 Batch   30/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.017
Epoch  55 Batch   31/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.014
Epoch  55 Batch   32/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.009
Epoch  55 Batch   33/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.022
Epoch  55 Batch   34/538 - Train Accuracy:  0.956, Validation Accuracy:  0.963, Loss:  0.022
Epoch  55 Batch   35/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.011
Epoch  55 Batch   36/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.016
Epoch  55 Batch   37/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.020
Epoch  55 Batch   38/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.018
Epoch  55 Batch   39/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.013
Epoch  55 Batch   40/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch   41/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.016
Epoch  55 Batch   42/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.017
Epoch  55 Batch   43/538 - Train Accuracy:  0.949, Validation Accuracy:  0.968, Loss:  0.017
Epoch  55 Batch   44/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch   45/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.018
Epoch  55 Batch   46/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  55 Batch   47/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  55 Batch   48/538 - Train Accuracy:  0.952, Validation Accuracy:  0.964, Loss:  0.023
Epoch  55 Batch   49/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  55 Batch   50/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.016
Epoch  55 Batch   51/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.018
Epoch  55 Batch   52/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.016
Epoch  55 Batch   53/538 - Train Accuracy:  0.950, Validation Accuracy:  0.958, Loss:  0.018
Epoch  55 Batch   54/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.014
Epoch  55 Batch   55/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.019
Epoch  55 Batch   56/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.017
Epoch  55 Batch   57/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.016
Epoch  55 Batch   58/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch   59/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.014
Epoch  55 Batch   60/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.020
Epoch  55 Batch   61/538 - Train Accuracy:  0.952, Validation Accuracy:  0.957, Loss:  0.020
Epoch  55 Batch   62/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.017
Epoch  55 Batch   63/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.013
Epoch  55 Batch   64/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.016
Epoch  55 Batch   65/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  55 Batch   66/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.011
Epoch  55 Batch   67/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch   68/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.019
Epoch  55 Batch   69/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.014
Epoch  55 Batch   70/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  55 Batch   71/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  55 Batch   72/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.033
Epoch  55 Batch   73/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  55 Batch   74/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.015
Epoch  55 Batch   75/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.021
Epoch  55 Batch   76/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.019
Epoch  55 Batch   77/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  55 Batch   78/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.019
Epoch  55 Batch   79/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.010
Epoch  55 Batch   80/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  55 Batch   81/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.022
Epoch  55 Batch   82/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.016
Epoch  55 Batch   83/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.015
Epoch  55 Batch   84/538 - Train Accuracy:  0.951, Validation Accuracy:  0.955, Loss:  0.017
Epoch  55 Batch   85/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.015
Epoch  55 Batch   86/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.011
Epoch  55 Batch   87/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.017
Epoch  55 Batch   88/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.017
Epoch  55 Batch   89/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.015
Epoch  55 Batch   90/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.020
Epoch  55 Batch   91/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.014
Epoch  55 Batch   92/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.018
Epoch  55 Batch   93/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.014
Epoch  55 Batch   94/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.013
Epoch  55 Batch   95/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  55 Batch   96/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.013
Epoch  55 Batch   97/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.011
Epoch  55 Batch   98/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.020
Epoch  55 Batch   99/538 - Train Accuracy:  0.978, Validation Accuracy:  0.971, Loss:  0.013
Epoch  55 Batch  100/538 - Train Accuracy:  0.986, Validation Accuracy:  0.971, Loss:  0.009
Epoch  55 Batch  101/538 - Train Accuracy:  0.949, Validation Accuracy:  0.968, Loss:  0.020
Epoch  55 Batch  102/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.019
Epoch  55 Batch  103/538 - Train Accuracy:  0.958, Validation Accuracy:  0.966, Loss:  0.015
Epoch  55 Batch  104/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.010
Epoch  55 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.009
Epoch  55 Batch  106/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.011
Epoch  55 Batch  107/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.014
Epoch  55 Batch  108/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  55 Batch  109/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  110/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.013
Epoch  55 Batch  111/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.017
Epoch  55 Batch  112/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  55 Batch  113/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.015
Epoch  55 Batch  114/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.009
Epoch  55 Batch  115/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.014
Epoch  55 Batch  116/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.016
Epoch  55 Batch  117/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.018
Epoch  55 Batch  118/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch  119/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.009
Epoch  55 Batch  120/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.014
Epoch  55 Batch  121/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.023
Epoch  55 Batch  122/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch  123/538 - Train Accuracy:  0.957, Validation Accuracy:  0.971, Loss:  0.016
Epoch  55 Batch  124/538 - Train Accuracy:  0.956, Validation Accuracy:  0.972, Loss:  0.018
Epoch  55 Batch  125/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.017
Epoch  55 Batch  126/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.018
Epoch  55 Batch  127/538 - Train Accuracy:  0.956, Validation Accuracy:  0.971, Loss:  0.024
Epoch  55 Batch  128/538 - Train Accuracy:  0.981, Validation Accuracy:  0.973, Loss:  0.013
Epoch  55 Batch  129/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.010
Epoch  55 Batch  130/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.011
Epoch  55 Batch  131/538 - Train Accuracy:  0.975, Validation Accuracy:  0.972, Loss:  0.019
Epoch  55 Batch  132/538 - Train Accuracy:  0.967, Validation Accuracy:  0.974, Loss:  0.016
Epoch  55 Batch  133/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.015
Epoch  55 Batch  134/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.018
Epoch  55 Batch  135/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.015
Epoch  55 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  55 Batch  137/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.015
Epoch  55 Batch  138/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.014
Epoch  55 Batch  139/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.017
Epoch  55 Batch  140/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.017
Epoch  55 Batch  141/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.018
Epoch  55 Batch  142/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  55 Batch  143/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.032
Epoch  55 Batch  144/538 - Train Accuracy:  0.966, Validation Accuracy:  0.970, Loss:  0.019
Epoch  55 Batch  145/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.019
Epoch  55 Batch  146/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.013
Epoch  55 Batch  147/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.015
Epoch  55 Batch  148/538 - Train Accuracy:  0.955, Validation Accuracy:  0.964, Loss:  0.022
Epoch  55 Batch  149/538 - Train Accuracy:  0.982, Validation Accuracy:  0.967, Loss:  0.011
Epoch  55 Batch  150/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  151/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.016
Epoch  55 Batch  152/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.015
Epoch  55 Batch  153/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.011
Epoch  55 Batch  154/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  55 Batch  155/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  55 Batch  156/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  55 Batch  157/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.017
Epoch  55 Batch  158/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.010
Epoch  55 Batch  159/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.020
Epoch  55 Batch  160/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.012
Epoch  55 Batch  161/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.012
Epoch  55 Batch  162/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.014
Epoch  55 Batch  163/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.017
Epoch  55 Batch  164/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.015
Epoch  55 Batch  165/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  55 Batch  166/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.011
Epoch  55 Batch  167/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.024
Epoch  55 Batch  168/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.021
Epoch  55 Batch  169/538 - Train Accuracy:  0.985, Validation Accuracy:  0.962, Loss:  0.012
Epoch  55 Batch  170/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  55 Batch  171/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  55 Batch  172/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  55 Batch  173/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.011
Epoch  55 Batch  174/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.011
Epoch  55 Batch  175/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.011
Epoch  55 Batch  176/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.016
Epoch  55 Batch  177/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.014
Epoch  55 Batch  178/538 - Train Accuracy:  0.963, Validation Accuracy:  0.950, Loss:  0.013
Epoch  55 Batch  179/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.016
Epoch  55 Batch  180/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  55 Batch  181/538 - Train Accuracy:  0.952, Validation Accuracy:  0.955, Loss:  0.016
Epoch  55 Batch  182/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.009
Epoch  55 Batch  183/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.010
Epoch  55 Batch  184/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  55 Batch  185/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.008
Epoch  55 Batch  186/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.014
Epoch  55 Batch  187/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.015
Epoch  55 Batch  188/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch  189/538 - Train Accuracy:  0.945, Validation Accuracy:  0.969, Loss:  0.022
Epoch  55 Batch  190/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.020
Epoch  55 Batch  191/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.012
Epoch  55 Batch  192/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.012
Epoch  55 Batch  193/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.016
Epoch  55 Batch  194/538 - Train Accuracy:  0.957, Validation Accuracy:  0.964, Loss:  0.018
Epoch  55 Batch  195/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.018
Epoch  55 Batch  196/538 - Train Accuracy:  0.951, Validation Accuracy:  0.961, Loss:  0.014
Epoch  55 Batch  197/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  55 Batch  198/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  55 Batch  199/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  200/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.013
Epoch  55 Batch  201/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.026
Epoch  55 Batch  202/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.010
Epoch  55 Batch  203/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  55 Batch  204/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.019
Epoch  55 Batch  205/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.016
Epoch  55 Batch  206/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.012
Epoch  55 Batch  207/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch  208/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.020
Epoch  55 Batch  209/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.013
Epoch  55 Batch  210/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.016
Epoch  55 Batch  211/538 - Train Accuracy:  0.967, Validation Accuracy:  0.972, Loss:  0.017
Epoch  55 Batch  212/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.012
Epoch  55 Batch  213/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.013
Epoch  55 Batch  214/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.011
Epoch  55 Batch  215/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.010
Epoch  55 Batch  216/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.018
Epoch  55 Batch  217/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.014
Epoch  55 Batch  218/538 - Train Accuracy:  0.978, Validation Accuracy:  0.957, Loss:  0.008
Epoch  55 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.016
Epoch  55 Batch  220/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.018
Epoch  55 Batch  221/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.012
Epoch  55 Batch  222/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.014
Epoch  55 Batch  223/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  224/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.022
Epoch  55 Batch  225/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  226/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  55 Batch  227/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.016
Epoch  55 Batch  228/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.014
Epoch  55 Batch  229/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.014
Epoch  55 Batch  230/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.013
Epoch  55 Batch  231/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.014
Epoch  55 Batch  232/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.021
Epoch  55 Batch  233/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.013
Epoch  55 Batch  234/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  235/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.009
Epoch  55 Batch  236/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.015
Epoch  55 Batch  237/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.011
Epoch  55 Batch  238/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.012
Epoch  55 Batch  239/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.014
Epoch  55 Batch  240/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.017
Epoch  55 Batch  241/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.013
Epoch  55 Batch  242/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.014
Epoch  55 Batch  243/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.010
Epoch  55 Batch  244/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.012
Epoch  55 Batch  245/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.020
Epoch  55 Batch  246/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.011
Epoch  55 Batch  247/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.017
Epoch  55 Batch  248/538 - Train Accuracy:  0.952, Validation Accuracy:  0.971, Loss:  0.020
Epoch  55 Batch  249/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.009
Epoch  55 Batch  250/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.012
Epoch  55 Batch  251/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.009
Epoch  55 Batch  252/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.016
Epoch  55 Batch  253/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  254/538 - Train Accuracy:  0.957, Validation Accuracy:  0.951, Loss:  0.016
Epoch  55 Batch  255/538 - Train Accuracy:  0.984, Validation Accuracy:  0.948, Loss:  0.010
Epoch  55 Batch  256/538 - Train Accuracy:  0.974, Validation Accuracy:  0.948, Loss:  0.012
Epoch  55 Batch  257/538 - Train Accuracy:  0.969, Validation Accuracy:  0.942, Loss:  0.011
Epoch  55 Batch  258/538 - Train Accuracy:  0.970, Validation Accuracy:  0.946, Loss:  0.012
Epoch  55 Batch  259/538 - Train Accuracy:  0.967, Validation Accuracy:  0.947, Loss:  0.011
Epoch  55 Batch  260/538 - Train Accuracy:  0.962, Validation Accuracy:  0.962, Loss:  0.016
Epoch  55 Batch  261/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.020
Epoch  55 Batch  262/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.017
Epoch  55 Batch  263/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.016
Epoch  55 Batch  264/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.020
Epoch  55 Batch  265/538 - Train Accuracy:  0.958, Validation Accuracy:  0.964, Loss:  0.020
Epoch  55 Batch  266/538 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.015
Epoch  55 Batch  267/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.017
Epoch  55 Batch  268/538 - Train Accuracy:  0.984, Validation Accuracy:  0.969, Loss:  0.009
Epoch  55 Batch  269/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.019
Epoch  55 Batch  270/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  55 Batch  271/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  272/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch  273/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.016
Epoch  55 Batch  274/538 - Train Accuracy:  0.942, Validation Accuracy:  0.961, Loss:  0.019
Epoch  55 Batch  275/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.014
Epoch  55 Batch  276/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.018
Epoch  55 Batch  277/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.010
Epoch  55 Batch  278/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.015
Epoch  55 Batch  279/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.015
Epoch  55 Batch  280/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.011
Epoch  55 Batch  281/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.019
Epoch  55 Batch  282/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.015
Epoch  55 Batch  283/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  55 Batch  284/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.018
Epoch  55 Batch  285/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.012
Epoch  55 Batch  286/538 - Train Accuracy:  0.955, Validation Accuracy:  0.971, Loss:  0.025
Epoch  55 Batch  287/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.012
Epoch  55 Batch  288/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.010
Epoch  55 Batch  289/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.012
Epoch  55 Batch  290/538 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.010
Epoch  55 Batch  291/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.016
Epoch  55 Batch  292/538 - Train Accuracy:  0.984, Validation Accuracy:  0.966, Loss:  0.010
Epoch  55 Batch  293/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  55 Batch  294/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.010
Epoch  55 Batch  295/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  55 Batch  296/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.021
Epoch  55 Batch  297/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.014
Epoch  55 Batch  298/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  55 Batch  299/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.020
Epoch  55 Batch  300/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.014
Epoch  55 Batch  301/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.021
Epoch  55 Batch  302/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.016
Epoch  55 Batch  303/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.019
Epoch  55 Batch  304/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.014
Epoch  55 Batch  305/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.011
Epoch  55 Batch  306/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.015
Epoch  55 Batch  307/538 - Train Accuracy:  0.990, Validation Accuracy:  0.970, Loss:  0.011
Epoch  55 Batch  308/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.013
Epoch  55 Batch  309/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.011
Epoch  55 Batch  310/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.016
Epoch  55 Batch  311/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.016
Epoch  55 Batch  312/538 - Train Accuracy:  0.961, Validation Accuracy:  0.969, Loss:  0.013
Epoch  55 Batch  313/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.013
Epoch  55 Batch  314/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.012
Epoch  55 Batch  315/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.013
Epoch  55 Batch  316/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.011
Epoch  55 Batch  317/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.016
Epoch  55 Batch  318/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.016
Epoch  55 Batch  319/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.015
Epoch  55 Batch  320/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  55 Batch  321/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.011
Epoch  55 Batch  322/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.014
Epoch  55 Batch  323/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.016
Epoch  55 Batch  324/538 - Train Accuracy:  0.984, Validation Accuracy:  0.967, Loss:  0.012
Epoch  55 Batch  325/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.014
Epoch  55 Batch  326/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.014
Epoch  55 Batch  327/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch  328/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.010
Epoch  55 Batch  329/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.016
Epoch  55 Batch  330/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  55 Batch  331/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.012
Epoch  55 Batch  332/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.010
Epoch  55 Batch  333/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.013
Epoch  55 Batch  334/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.010
Epoch  55 Batch  335/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.012
Epoch  55 Batch  336/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  55 Batch  337/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.010
Epoch  55 Batch  338/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.010
Epoch  55 Batch  339/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch  340/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.016
Epoch  55 Batch  341/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch  342/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.015
Epoch  55 Batch  343/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.011
Epoch  55 Batch  344/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  55 Batch  345/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  55 Batch  346/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.015
Epoch  55 Batch  347/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.015
Epoch  55 Batch  348/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.012
Epoch  55 Batch  349/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.008
Epoch  55 Batch  350/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.012
Epoch  55 Batch  351/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.016
Epoch  55 Batch  352/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.027
Epoch  55 Batch  353/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.016
Epoch  55 Batch  354/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.011
Epoch  55 Batch  355/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch  356/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.009
Epoch  55 Batch  357/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.010
Epoch  55 Batch  358/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.010
Epoch  55 Batch  359/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.013
Epoch  55 Batch  360/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.017
Epoch  55 Batch  361/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  55 Batch  362/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.012
Epoch  55 Batch  363/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  55 Batch  364/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.022
Epoch  55 Batch  365/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.013
Epoch  55 Batch  366/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.016
Epoch  55 Batch  367/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.012
Epoch  55 Batch  368/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.009
Epoch  55 Batch  369/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.011
Epoch  55 Batch  370/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.015
Epoch  55 Batch  371/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.009
Epoch  55 Batch  372/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.014
Epoch  55 Batch  373/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.011
Epoch  55 Batch  374/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.011
Epoch  55 Batch  375/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.016
Epoch  55 Batch  376/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.010
Epoch  55 Batch  377/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.014
Epoch  55 Batch  378/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.010
Epoch  55 Batch  379/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.015
Epoch  55 Batch  380/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  381/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.011
Epoch  55 Batch  382/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.018
Epoch  55 Batch  383/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.009
Epoch  55 Batch  384/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.020
Epoch  55 Batch  385/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.013
Epoch  55 Batch  386/538 - Train Accuracy:  0.985, Validation Accuracy:  0.957, Loss:  0.010
Epoch  55 Batch  387/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.014
Epoch  55 Batch  388/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.014
Epoch  55 Batch  389/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.015
Epoch  55 Batch  390/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.011
Epoch  55 Batch  391/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.011
Epoch  55 Batch  392/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.008
Epoch  55 Batch  393/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.011
Epoch  55 Batch  394/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.015
Epoch  55 Batch  395/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.019
Epoch  55 Batch  396/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.012
Epoch  55 Batch  397/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.014
Epoch  55 Batch  398/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.015
Epoch  55 Batch  399/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.012
Epoch  55 Batch  400/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.014
Epoch  55 Batch  401/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.012
Epoch  55 Batch  402/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  403/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  55 Batch  404/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  55 Batch  405/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.012
Epoch  55 Batch  406/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.015
Epoch  55 Batch  407/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.017
Epoch  55 Batch  408/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  55 Batch  409/538 - Train Accuracy:  0.970, Validation Accuracy:  0.953, Loss:  0.012
Epoch  55 Batch  410/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  411/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.015
Epoch  55 Batch  412/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.010
Epoch  55 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.952, Loss:  0.010
Epoch  55 Batch  414/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.019
Epoch  55 Batch  415/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.014
Epoch  55 Batch  416/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.012
Epoch  55 Batch  417/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.016
Epoch  55 Batch  418/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.016
Epoch  55 Batch  419/538 - Train Accuracy:  0.979, Validation Accuracy:  0.958, Loss:  0.011
Epoch  55 Batch  420/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  55 Batch  421/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.010
Epoch  55 Batch  422/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.013
Epoch  55 Batch  423/538 - Train Accuracy:  0.985, Validation Accuracy:  0.960, Loss:  0.013
Epoch  55 Batch  424/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.020
Epoch  55 Batch  425/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.021
Epoch  55 Batch  426/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.012
Epoch  55 Batch  427/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  55 Batch  428/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.015
Epoch  55 Batch  429/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.014
Epoch  55 Batch  430/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  55 Batch  431/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.013
Epoch  55 Batch  432/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.020
Epoch  55 Batch  433/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.026
Epoch  55 Batch  434/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.015
Epoch  55 Batch  435/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.013
Epoch  55 Batch  436/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.019
Epoch  55 Batch  437/538 - Train Accuracy:  0.985, Validation Accuracy:  0.960, Loss:  0.015
Epoch  55 Batch  438/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.010
Epoch  55 Batch  439/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.012
Epoch  55 Batch  440/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.017
Epoch  55 Batch  441/538 - Train Accuracy:  0.950, Validation Accuracy:  0.964, Loss:  0.019
Epoch  55 Batch  442/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  443/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.014
Epoch  55 Batch  444/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.013
Epoch  55 Batch  445/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch  446/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch  447/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  448/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.015
Epoch  55 Batch  449/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.014
Epoch  55 Batch  450/538 - Train Accuracy:  0.952, Validation Accuracy:  0.962, Loss:  0.021
Epoch  55 Batch  451/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.012
Epoch  55 Batch  452/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  55 Batch  453/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.013
Epoch  55 Batch  454/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  55 Batch  455/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.015
Epoch  55 Batch  456/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.030
Epoch  55 Batch  457/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.014
Epoch  55 Batch  458/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.013
Epoch  55 Batch  459/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.011
Epoch  55 Batch  460/538 - Train Accuracy:  0.961, Validation Accuracy:  0.957, Loss:  0.018
Epoch  55 Batch  461/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.018
Epoch  55 Batch  462/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.017
Epoch  55 Batch  463/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.014
Epoch  55 Batch  464/538 - Train Accuracy:  0.985, Validation Accuracy:  0.969, Loss:  0.014
Epoch  55 Batch  465/538 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.011
Epoch  55 Batch  466/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.018
Epoch  55 Batch  467/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.017
Epoch  55 Batch  468/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.016
Epoch  55 Batch  469/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  470/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  55 Batch  471/538 - Train Accuracy:  0.981, Validation Accuracy:  0.965, Loss:  0.010
Epoch  55 Batch  472/538 - Train Accuracy:  0.992, Validation Accuracy:  0.967, Loss:  0.010
Epoch  55 Batch  473/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  55 Batch  474/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.010
Epoch  55 Batch  475/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.009
Epoch  55 Batch  476/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.014
Epoch  55 Batch  477/538 - Train Accuracy:  0.956, Validation Accuracy:  0.968, Loss:  0.018
Epoch  55 Batch  478/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.010
Epoch  55 Batch  479/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.011
Epoch  55 Batch  480/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.014
Epoch  55 Batch  481/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.014
Epoch  55 Batch  482/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  55 Batch  483/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.017
Epoch  55 Batch  484/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.013
Epoch  55 Batch  485/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.015
Epoch  55 Batch  486/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.011
Epoch  55 Batch  487/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.010
Epoch  55 Batch  488/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  55 Batch  489/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  55 Batch  490/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  55 Batch  491/538 - Train Accuracy:  0.953, Validation Accuracy:  0.965, Loss:  0.017
Epoch  55 Batch  492/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.012
Epoch  55 Batch  493/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.013
Epoch  55 Batch  494/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.013
Epoch  55 Batch  495/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.011
Epoch  55 Batch  496/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.010
Epoch  55 Batch  497/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.012
Epoch  55 Batch  498/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.012
Epoch  55 Batch  499/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.014
Epoch  55 Batch  500/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.011
Epoch  55 Batch  501/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.014
Epoch  55 Batch  502/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.012
Epoch  55 Batch  503/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.014
Epoch  55 Batch  504/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.012
Epoch  55 Batch  505/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.011
Epoch  55 Batch  506/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  55 Batch  507/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  55 Batch  508/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.013
Epoch  55 Batch  509/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  55 Batch  510/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.008
Epoch  55 Batch  511/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.015
Epoch  55 Batch  512/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.015
Epoch  55 Batch  513/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.015
Epoch  55 Batch  514/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.014
Epoch  55 Batch  515/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.018
Epoch  55 Batch  516/538 - Train Accuracy:  0.970, Validation Accuracy:  0.951, Loss:  0.011
Epoch  55 Batch  517/538 - Train Accuracy:  0.976, Validation Accuracy:  0.953, Loss:  0.010
Epoch  55 Batch  518/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.020
Epoch  55 Batch  519/538 - Train Accuracy:  0.979, Validation Accuracy:  0.954, Loss:  0.014
Epoch  55 Batch  520/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.019
Epoch  55 Batch  521/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.017
Epoch  55 Batch  522/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.010
Epoch  55 Batch  523/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.011
Epoch  55 Batch  524/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.009
Epoch  55 Batch  525/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.014
Epoch  55 Batch  526/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.016
Epoch  55 Batch  527/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.012
Epoch  55 Batch  528/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.018
Epoch  55 Batch  529/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.011
Epoch  55 Batch  530/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.014
Epoch  55 Batch  531/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  55 Batch  532/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.010
Epoch  55 Batch  533/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.011
Epoch  55 Batch  534/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.009
Epoch  55 Batch  535/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.013
Epoch  55 Batch  536/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.016
Epoch  56 Batch    0/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch    1/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch    2/538 - Train Accuracy:  0.982, Validation Accuracy:  0.960, Loss:  0.017
Epoch  56 Batch    3/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.013
Epoch  56 Batch    4/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.012
Epoch  56 Batch    5/538 - Train Accuracy:  0.958, Validation Accuracy:  0.960, Loss:  0.023
Epoch  56 Batch    6/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.011
Epoch  56 Batch    7/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.011
Epoch  56 Batch    8/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  56 Batch    9/538 - Train Accuracy:  0.964, Validation Accuracy:  0.955, Loss:  0.013
Epoch  56 Batch   10/538 - Train Accuracy:  0.959, Validation Accuracy:  0.954, Loss:  0.016
Epoch  56 Batch   11/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.012
Epoch  56 Batch   12/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.011
Epoch  56 Batch   13/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  56 Batch   14/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.017
Epoch  56 Batch   15/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  56 Batch   16/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  56 Batch   17/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.016
Epoch  56 Batch   18/538 - Train Accuracy:  0.976, Validation Accuracy:  0.952, Loss:  0.018
Epoch  56 Batch   19/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.013
Epoch  56 Batch   20/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.017
Epoch  56 Batch   21/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.007
Epoch  56 Batch   22/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch   23/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.016
Epoch  56 Batch   24/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.017
Epoch  56 Batch   25/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.016
Epoch  56 Batch   26/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.018
Epoch  56 Batch   27/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.009
Epoch  56 Batch   28/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.011
Epoch  56 Batch   29/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.008
Epoch  56 Batch   30/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  56 Batch   31/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.010
Epoch  56 Batch   32/538 - Train Accuracy:  0.980, Validation Accuracy:  0.957, Loss:  0.009
Epoch  56 Batch   33/538 - Train Accuracy:  0.955, Validation Accuracy:  0.958, Loss:  0.017
Epoch  56 Batch   34/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.018
Epoch  56 Batch   35/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.012
Epoch  56 Batch   36/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.015
Epoch  56 Batch   37/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.016
Epoch  56 Batch   38/538 - Train Accuracy:  0.966, Validation Accuracy:  0.954, Loss:  0.015
Epoch  56 Batch   39/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.010
Epoch  56 Batch   40/538 - Train Accuracy:  0.981, Validation Accuracy:  0.956, Loss:  0.010
Epoch  56 Batch   41/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.015
Epoch  56 Batch   42/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.012
Epoch  56 Batch   43/538 - Train Accuracy:  0.950, Validation Accuracy:  0.967, Loss:  0.015
Epoch  56 Batch   44/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.009
Epoch  56 Batch   45/538 - Train Accuracy:  0.959, Validation Accuracy:  0.966, Loss:  0.013
Epoch  56 Batch   46/538 - Train Accuracy:  0.985, Validation Accuracy:  0.963, Loss:  0.009
Epoch  56 Batch   47/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.016
Epoch  56 Batch   48/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.019
Epoch  56 Batch   49/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch   50/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.015
Epoch  56 Batch   51/538 - Train Accuracy:  0.960, Validation Accuracy:  0.969, Loss:  0.018
Epoch  56 Batch   52/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.012
Epoch  56 Batch   53/538 - Train Accuracy:  0.950, Validation Accuracy:  0.963, Loss:  0.016
Epoch  56 Batch   54/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.013
Epoch  56 Batch   55/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.015
Epoch  56 Batch   56/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.013
Epoch  56 Batch   57/538 - Train Accuracy:  0.960, Validation Accuracy:  0.966, Loss:  0.018
Epoch  56 Batch   58/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch   59/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  56 Batch   60/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.020
Epoch  56 Batch   61/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch   62/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.015
Epoch  56 Batch   63/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.014
Epoch  56 Batch   64/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.016
Epoch  56 Batch   65/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.012
Epoch  56 Batch   66/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.012
Epoch  56 Batch   67/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.011
Epoch  56 Batch   68/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.015
Epoch  56 Batch   69/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.010
Epoch  56 Batch   70/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.016
Epoch  56 Batch   71/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.018
Epoch  56 Batch   72/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.029
Epoch  56 Batch   73/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.016
Epoch  56 Batch   74/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  56 Batch   75/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.019
Epoch  56 Batch   76/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.015
Epoch  56 Batch   77/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.015
Epoch  56 Batch   78/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.014
Epoch  56 Batch   79/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.012
Epoch  56 Batch   80/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.011
Epoch  56 Batch   81/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  56 Batch   82/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.020
Epoch  56 Batch   83/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.016
Epoch  56 Batch   84/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.016
Epoch  56 Batch   85/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.014
Epoch  56 Batch   86/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.010
Epoch  56 Batch   87/538 - Train Accuracy:  0.957, Validation Accuracy:  0.957, Loss:  0.015
Epoch  56 Batch   88/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.013
Epoch  56 Batch   89/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch   90/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.017
Epoch  56 Batch   91/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.014
Epoch  56 Batch   92/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.014
Epoch  56 Batch   93/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.011
Epoch  56 Batch   94/538 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.011
Epoch  56 Batch   95/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.011
Epoch  56 Batch   96/538 - Train Accuracy:  0.984, Validation Accuracy:  0.974, Loss:  0.008
Epoch  56 Batch   97/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.010
Epoch  56 Batch   98/538 - Train Accuracy:  0.968, Validation Accuracy:  0.974, Loss:  0.016
Epoch  56 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.011
Epoch  56 Batch  100/538 - Train Accuracy:  0.983, Validation Accuracy:  0.973, Loss:  0.010
Epoch  56 Batch  101/538 - Train Accuracy:  0.960, Validation Accuracy:  0.973, Loss:  0.017
Epoch  56 Batch  102/538 - Train Accuracy:  0.961, Validation Accuracy:  0.973, Loss:  0.013
Epoch  56 Batch  103/538 - Train Accuracy:  0.968, Validation Accuracy:  0.975, Loss:  0.014
Epoch  56 Batch  104/538 - Train Accuracy:  0.977, Validation Accuracy:  0.975, Loss:  0.012
Epoch  56 Batch  105/538 - Train Accuracy:  0.983, Validation Accuracy:  0.977, Loss:  0.009
Epoch  56 Batch  106/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.011
Epoch  56 Batch  107/538 - Train Accuracy:  0.973, Validation Accuracy:  0.972, Loss:  0.014
Epoch  56 Batch  108/538 - Train Accuracy:  0.984, Validation Accuracy:  0.973, Loss:  0.013
Epoch  56 Batch  109/538 - Train Accuracy:  0.974, Validation Accuracy:  0.973, Loss:  0.013
Epoch  56 Batch  110/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.011
Epoch  56 Batch  111/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.014
Epoch  56 Batch  112/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.016
Epoch  56 Batch  113/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.013
Epoch  56 Batch  114/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.010
Epoch  56 Batch  115/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.011
Epoch  56 Batch  116/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.017
Epoch  56 Batch  117/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.014
Epoch  56 Batch  118/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  119/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.010
Epoch  56 Batch  120/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  121/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  56 Batch  122/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  56 Batch  123/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.011
Epoch  56 Batch  124/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.015
Epoch  56 Batch  125/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.014
Epoch  56 Batch  126/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.015
Epoch  56 Batch  127/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.019
Epoch  56 Batch  128/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.013
Epoch  56 Batch  129/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.007
Epoch  56 Batch  130/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.015
Epoch  56 Batch  131/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.016
Epoch  56 Batch  132/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  56 Batch  133/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.018
Epoch  56 Batch  134/538 - Train Accuracy:  0.955, Validation Accuracy:  0.965, Loss:  0.018
Epoch  56 Batch  135/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.017
Epoch  56 Batch  136/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.013
Epoch  56 Batch  137/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.013
Epoch  56 Batch  138/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.014
Epoch  56 Batch  139/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  56 Batch  140/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  56 Batch  141/538 - Train Accuracy:  0.968, Validation Accuracy:  0.956, Loss:  0.015
Epoch  56 Batch  142/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.013
Epoch  56 Batch  143/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.037
Epoch  56 Batch  144/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.016
Epoch  56 Batch  145/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.017
Epoch  56 Batch  146/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.012
Epoch  56 Batch  147/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.016
Epoch  56 Batch  148/538 - Train Accuracy:  0.952, Validation Accuracy:  0.968, Loss:  0.018
Epoch  56 Batch  149/538 - Train Accuracy:  0.985, Validation Accuracy:  0.970, Loss:  0.008
Epoch  56 Batch  150/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.014
Epoch  56 Batch  151/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.014
Epoch  56 Batch  152/538 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.017
Epoch  56 Batch  153/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  154/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  56 Batch  155/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  56 Batch  156/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.011
Epoch  56 Batch  157/538 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.010
Epoch  56 Batch  158/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.010
Epoch  56 Batch  159/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.017
Epoch  56 Batch  160/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  161/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.011
Epoch  56 Batch  162/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.014
Epoch  56 Batch  163/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.019
Epoch  56 Batch  164/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  56 Batch  165/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.007
Epoch  56 Batch  166/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  167/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.019
Epoch  56 Batch  168/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  56 Batch  169/538 - Train Accuracy:  0.984, Validation Accuracy:  0.966, Loss:  0.011
Epoch  56 Batch  170/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.013
Epoch  56 Batch  171/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.014
Epoch  56 Batch  172/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.010
Epoch  56 Batch  173/538 - Train Accuracy:  0.978, Validation Accuracy:  0.954, Loss:  0.014
Epoch  56 Batch  174/538 - Train Accuracy:  0.978, Validation Accuracy:  0.949, Loss:  0.011
Epoch  56 Batch  175/538 - Train Accuracy:  0.966, Validation Accuracy:  0.945, Loss:  0.011
Epoch  56 Batch  176/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.019
Epoch  56 Batch  177/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.014
Epoch  56 Batch  178/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.012
Epoch  56 Batch  179/538 - Train Accuracy:  0.960, Validation Accuracy:  0.954, Loss:  0.015
Epoch  56 Batch  180/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.015
Epoch  56 Batch  181/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.015
Epoch  56 Batch  182/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.008
Epoch  56 Batch  183/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.011
Epoch  56 Batch  184/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  56 Batch  185/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.010
Epoch  56 Batch  186/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.018
Epoch  56 Batch  187/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.014
Epoch  56 Batch  188/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.013
Epoch  56 Batch  189/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.019
Epoch  56 Batch  190/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.020
Epoch  56 Batch  191/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  56 Batch  192/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.013
Epoch  56 Batch  193/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.015
Epoch  56 Batch  194/538 - Train Accuracy:  0.955, Validation Accuracy:  0.963, Loss:  0.022
Epoch  56 Batch  195/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.015
Epoch  56 Batch  196/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch  197/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.012
Epoch  56 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.020
Epoch  56 Batch  199/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  56 Batch  200/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.012
Epoch  56 Batch  201/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.017
Epoch  56 Batch  202/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  56 Batch  203/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.017
Epoch  56 Batch  204/538 - Train Accuracy:  0.957, Validation Accuracy:  0.967, Loss:  0.021
Epoch  56 Batch  205/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.014
Epoch  56 Batch  206/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.011
Epoch  56 Batch  207/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.015
Epoch  56 Batch  208/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.020
Epoch  56 Batch  209/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.012
Epoch  56 Batch  210/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  56 Batch  211/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.017
Epoch  56 Batch  212/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.013
Epoch  56 Batch  213/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.011
Epoch  56 Batch  214/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.015
Epoch  56 Batch  215/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.008
Epoch  56 Batch  216/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.017
Epoch  56 Batch  217/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.016
Epoch  56 Batch  218/538 - Train Accuracy:  0.983, Validation Accuracy:  0.959, Loss:  0.008
Epoch  56 Batch  219/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.017
Epoch  56 Batch  220/538 - Train Accuracy:  0.954, Validation Accuracy:  0.964, Loss:  0.017
Epoch  56 Batch  221/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  56 Batch  222/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.009
Epoch  56 Batch  223/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  56 Batch  224/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.021
Epoch  56 Batch  225/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.013
Epoch  56 Batch  226/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.017
Epoch  56 Batch  227/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.020
Epoch  56 Batch  228/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch  229/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.015
Epoch  56 Batch  230/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  56 Batch  231/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  56 Batch  232/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.018
Epoch  56 Batch  233/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.016
Epoch  56 Batch  234/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  235/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.009
Epoch  56 Batch  236/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.015
Epoch  56 Batch  237/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.011
Epoch  56 Batch  238/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.012
Epoch  56 Batch  239/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.014
Epoch  56 Batch  240/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.014
Epoch  56 Batch  241/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.013
Epoch  56 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  56 Batch  243/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  56 Batch  244/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  245/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.015
Epoch  56 Batch  246/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.011
Epoch  56 Batch  247/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.014
Epoch  56 Batch  248/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.016
Epoch  56 Batch  249/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.010
Epoch  56 Batch  250/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.009
Epoch  56 Batch  251/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.011
Epoch  56 Batch  252/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.014
Epoch  56 Batch  253/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.014
Epoch  56 Batch  254/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.016
Epoch  56 Batch  255/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  56 Batch  256/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.014
Epoch  56 Batch  257/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.013
Epoch  56 Batch  258/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  259/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.016
Epoch  56 Batch  260/538 - Train Accuracy:  0.960, Validation Accuracy:  0.972, Loss:  0.017
Epoch  56 Batch  261/538 - Train Accuracy:  0.968, Validation Accuracy:  0.972, Loss:  0.015
Epoch  56 Batch  262/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.017
Epoch  56 Batch  263/538 - Train Accuracy:  0.963, Validation Accuracy:  0.972, Loss:  0.013
Epoch  56 Batch  264/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.018
Epoch  56 Batch  265/538 - Train Accuracy:  0.957, Validation Accuracy:  0.972, Loss:  0.018
Epoch  56 Batch  266/538 - Train Accuracy:  0.960, Validation Accuracy:  0.973, Loss:  0.013
Epoch  56 Batch  267/538 - Train Accuracy:  0.969, Validation Accuracy:  0.975, Loss:  0.016
Epoch  56 Batch  268/538 - Train Accuracy:  0.975, Validation Accuracy:  0.975, Loss:  0.008
Epoch  56 Batch  269/538 - Train Accuracy:  0.967, Validation Accuracy:  0.978, Loss:  0.014
Epoch  56 Batch  270/538 - Train Accuracy:  0.970, Validation Accuracy:  0.976, Loss:  0.011
Epoch  56 Batch  271/538 - Train Accuracy:  0.974, Validation Accuracy:  0.974, Loss:  0.009
Epoch  56 Batch  272/538 - Train Accuracy:  0.969, Validation Accuracy:  0.972, Loss:  0.014
Epoch  56 Batch  273/538 - Train Accuracy:  0.961, Validation Accuracy:  0.972, Loss:  0.013
Epoch  56 Batch  274/538 - Train Accuracy:  0.939, Validation Accuracy:  0.969, Loss:  0.017
Epoch  56 Batch  275/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.015
Epoch  56 Batch  276/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.019
Epoch  56 Batch  277/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.009
Epoch  56 Batch  278/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.014
Epoch  56 Batch  279/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  280/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.013
Epoch  56 Batch  281/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.019
Epoch  56 Batch  282/538 - Train Accuracy:  0.971, Validation Accuracy:  0.975, Loss:  0.013
Epoch  56 Batch  283/538 - Train Accuracy:  0.972, Validation Accuracy:  0.975, Loss:  0.017
Epoch  56 Batch  284/538 - Train Accuracy:  0.961, Validation Accuracy:  0.973, Loss:  0.019
Epoch  56 Batch  285/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.012
Epoch  56 Batch  286/538 - Train Accuracy:  0.963, Validation Accuracy:  0.973, Loss:  0.022
Epoch  56 Batch  287/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.011
Epoch  56 Batch  288/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.012
Epoch  56 Batch  289/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.012
Epoch  56 Batch  290/538 - Train Accuracy:  0.987, Validation Accuracy:  0.969, Loss:  0.011
Epoch  56 Batch  291/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  56 Batch  292/538 - Train Accuracy:  0.980, Validation Accuracy:  0.972, Loss:  0.009
Epoch  56 Batch  293/538 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.014
Epoch  56 Batch  294/538 - Train Accuracy:  0.971, Validation Accuracy:  0.974, Loss:  0.011
Epoch  56 Batch  295/538 - Train Accuracy:  0.966, Validation Accuracy:  0.975, Loss:  0.014
Epoch  56 Batch  296/538 - Train Accuracy:  0.965, Validation Accuracy:  0.974, Loss:  0.022
Epoch  56 Batch  297/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.013
Epoch  56 Batch  298/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.014
Epoch  56 Batch  299/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.019
Epoch  56 Batch  300/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.015
Epoch  56 Batch  301/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.017
Epoch  56 Batch  302/538 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.018
Epoch  56 Batch  303/538 - Train Accuracy:  0.977, Validation Accuracy:  0.972, Loss:  0.019
Epoch  56 Batch  304/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.016
Epoch  56 Batch  305/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.015
Epoch  56 Batch  306/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.014
Epoch  56 Batch  307/538 - Train Accuracy:  0.986, Validation Accuracy:  0.972, Loss:  0.010
Epoch  56 Batch  308/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.014
Epoch  56 Batch  309/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.012
Epoch  56 Batch  310/538 - Train Accuracy:  0.967, Validation Accuracy:  0.971, Loss:  0.013
Epoch  56 Batch  311/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.018
Epoch  56 Batch  312/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.011
Epoch  56 Batch  313/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.012
Epoch  56 Batch  314/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.013
Epoch  56 Batch  315/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.013
Epoch  56 Batch  316/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.012
Epoch  56 Batch  317/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.013
Epoch  56 Batch  318/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.012
Epoch  56 Batch  319/538 - Train Accuracy:  0.982, Validation Accuracy:  0.968, Loss:  0.012
Epoch  56 Batch  320/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.011
Epoch  56 Batch  321/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.008
Epoch  56 Batch  322/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.010
Epoch  56 Batch  323/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.013
Epoch  56 Batch  324/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  56 Batch  325/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.015
Epoch  56 Batch  326/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  56 Batch  327/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  56 Batch  328/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.011
Epoch  56 Batch  329/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.010
Epoch  56 Batch  330/538 - Train Accuracy:  0.988, Validation Accuracy:  0.965, Loss:  0.012
Epoch  56 Batch  331/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.010
Epoch  56 Batch  332/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.013
Epoch  56 Batch  333/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.009
Epoch  56 Batch  334/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.012
Epoch  56 Batch  335/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.011
Epoch  56 Batch  336/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.013
Epoch  56 Batch  337/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  338/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.010
Epoch  56 Batch  339/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.010
Epoch  56 Batch  340/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.011
Epoch  56 Batch  341/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.011
Epoch  56 Batch  342/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.012
Epoch  56 Batch  343/538 - Train Accuracy:  0.988, Validation Accuracy:  0.962, Loss:  0.012
Epoch  56 Batch  344/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.011
Epoch  56 Batch  345/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.013
Epoch  56 Batch  346/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  56 Batch  347/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  56 Batch  348/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.010
Epoch  56 Batch  349/538 - Train Accuracy:  0.991, Validation Accuracy:  0.967, Loss:  0.008
Epoch  56 Batch  350/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  56 Batch  351/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.019
Epoch  56 Batch  352/538 - Train Accuracy:  0.960, Validation Accuracy:  0.968, Loss:  0.028
Epoch  56 Batch  353/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.014
Epoch  56 Batch  354/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  355/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.013
Epoch  56 Batch  356/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.010
Epoch  56 Batch  357/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  358/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.008
Epoch  56 Batch  359/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.014
Epoch  56 Batch  360/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  56 Batch  361/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.017
Epoch  56 Batch  362/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.014
Epoch  56 Batch  363/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  56 Batch  364/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  56 Batch  365/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.015
Epoch  56 Batch  366/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.014
Epoch  56 Batch  367/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.012
Epoch  56 Batch  368/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.009
Epoch  56 Batch  369/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.011
Epoch  56 Batch  370/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.014
Epoch  56 Batch  371/538 - Train Accuracy:  0.983, Validation Accuracy:  0.958, Loss:  0.013
Epoch  56 Batch  372/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.013
Epoch  56 Batch  373/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.011
Epoch  56 Batch  374/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.011
Epoch  56 Batch  375/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.016
Epoch  56 Batch  376/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.012
Epoch  56 Batch  377/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.017
Epoch  56 Batch  378/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  56 Batch  379/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  56 Batch  380/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.012
Epoch  56 Batch  381/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.013
Epoch  56 Batch  382/538 - Train Accuracy:  0.959, Validation Accuracy:  0.964, Loss:  0.017
Epoch  56 Batch  383/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.010
Epoch  56 Batch  384/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  56 Batch  385/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.013
Epoch  56 Batch  386/538 - Train Accuracy:  0.983, Validation Accuracy:  0.971, Loss:  0.011
Epoch  56 Batch  387/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.012
Epoch  56 Batch  388/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.016
Epoch  56 Batch  389/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  56 Batch  390/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.009
Epoch  56 Batch  391/538 - Train Accuracy:  0.957, Validation Accuracy:  0.965, Loss:  0.013
Epoch  56 Batch  392/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.010
Epoch  56 Batch  393/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.013
Epoch  56 Batch  394/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.012
Epoch  56 Batch  395/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.014
Epoch  56 Batch  396/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.013
Epoch  56 Batch  397/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.011
Epoch  56 Batch  398/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.012
Epoch  56 Batch  399/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.016
Epoch  56 Batch  400/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.011
Epoch  56 Batch  401/538 - Train Accuracy:  0.988, Validation Accuracy:  0.962, Loss:  0.008
Epoch  56 Batch  402/538 - Train Accuracy:  0.983, Validation Accuracy:  0.959, Loss:  0.012
Epoch  56 Batch  403/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.014
Epoch  56 Batch  404/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.011
Epoch  56 Batch  405/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.011
Epoch  56 Batch  406/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.013
Epoch  56 Batch  407/538 - Train Accuracy:  0.974, Validation Accuracy:  0.946, Loss:  0.014
Epoch  56 Batch  408/538 - Train Accuracy:  0.957, Validation Accuracy:  0.949, Loss:  0.016
Epoch  56 Batch  409/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.011
Epoch  56 Batch  410/538 - Train Accuracy:  0.975, Validation Accuracy:  0.951, Loss:  0.011
Epoch  56 Batch  411/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.013
Epoch  56 Batch  412/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.011
Epoch  56 Batch  413/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.012
Epoch  56 Batch  414/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.018
Epoch  56 Batch  415/538 - Train Accuracy:  0.946, Validation Accuracy:  0.956, Loss:  0.013
Epoch  56 Batch  416/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.014
Epoch  56 Batch  417/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.013
Epoch  56 Batch  418/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.017
Epoch  56 Batch  419/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.011
Epoch  56 Batch  420/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.015
Epoch  56 Batch  421/538 - Train Accuracy:  0.986, Validation Accuracy:  0.956, Loss:  0.008
Epoch  56 Batch  422/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  56 Batch  423/538 - Train Accuracy:  0.983, Validation Accuracy:  0.950, Loss:  0.011
Epoch  56 Batch  424/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.022
Epoch  56 Batch  425/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.019
Epoch  56 Batch  426/538 - Train Accuracy:  0.977, Validation Accuracy:  0.955, Loss:  0.013
Epoch  56 Batch  427/538 - Train Accuracy:  0.975, Validation Accuracy:  0.955, Loss:  0.013
Epoch  56 Batch  428/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.010
Epoch  56 Batch  429/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.013
Epoch  56 Batch  430/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.015
Epoch  56 Batch  431/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.016
Epoch  56 Batch  432/538 - Train Accuracy:  0.957, Validation Accuracy:  0.966, Loss:  0.019
Epoch  56 Batch  433/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.024
Epoch  56 Batch  434/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.011
Epoch  56 Batch  435/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.011
Epoch  56 Batch  436/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.014
Epoch  56 Batch  437/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  438/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.011
Epoch  56 Batch  439/538 - Train Accuracy:  0.983, Validation Accuracy:  0.967, Loss:  0.013
Epoch  56 Batch  440/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.016
Epoch  56 Batch  441/538 - Train Accuracy:  0.963, Validation Accuracy:  0.967, Loss:  0.018
Epoch  56 Batch  442/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.010
Epoch  56 Batch  443/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.013
Epoch  56 Batch  444/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  56 Batch  445/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.011
Epoch  56 Batch  446/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.014
Epoch  56 Batch  447/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.010
Epoch  56 Batch  448/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.016
Epoch  56 Batch  449/538 - Train Accuracy:  0.981, Validation Accuracy:  0.968, Loss:  0.014
Epoch  56 Batch  450/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.022
Epoch  56 Batch  451/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.012
Epoch  56 Batch  452/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.011
Epoch  56 Batch  453/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.013
Epoch  56 Batch  454/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.016
Epoch  56 Batch  455/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.015
Epoch  56 Batch  456/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.024
Epoch  56 Batch  457/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.014
Epoch  56 Batch  458/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.012
Epoch  56 Batch  459/538 - Train Accuracy:  0.985, Validation Accuracy:  0.966, Loss:  0.007
Epoch  56 Batch  460/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch  461/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch  462/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.010
Epoch  56 Batch  463/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.015
Epoch  56 Batch  464/538 - Train Accuracy:  0.983, Validation Accuracy:  0.960, Loss:  0.012
Epoch  56 Batch  465/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.014
Epoch  56 Batch  466/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.014
Epoch  56 Batch  467/538 - Train Accuracy:  0.965, Validation Accuracy:  0.970, Loss:  0.015
Epoch  56 Batch  468/538 - Train Accuracy:  0.983, Validation Accuracy:  0.972, Loss:  0.016
Epoch  56 Batch  469/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.014
Epoch  56 Batch  470/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.014
Epoch  56 Batch  471/538 - Train Accuracy:  0.983, Validation Accuracy:  0.970, Loss:  0.013
Epoch  56 Batch  472/538 - Train Accuracy:  0.995, Validation Accuracy:  0.970, Loss:  0.009
Epoch  56 Batch  473/538 - Train Accuracy:  0.973, Validation Accuracy:  0.973, Loss:  0.011
Epoch  56 Batch  474/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.010
Epoch  56 Batch  475/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.009
Epoch  56 Batch  476/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.010
Epoch  56 Batch  477/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.016
Epoch  56 Batch  478/538 - Train Accuracy:  0.988, Validation Accuracy:  0.968, Loss:  0.008
Epoch  56 Batch  479/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.010
Epoch  56 Batch  480/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.015
Epoch  56 Batch  481/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  482/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.012
Epoch  56 Batch  483/538 - Train Accuracy:  0.956, Validation Accuracy:  0.964, Loss:  0.018
Epoch  56 Batch  484/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.013
Epoch  56 Batch  485/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.017
Epoch  56 Batch  486/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.011
Epoch  56 Batch  487/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.009
Epoch  56 Batch  488/538 - Train Accuracy:  0.980, Validation Accuracy:  0.972, Loss:  0.011
Epoch  56 Batch  489/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.012
Epoch  56 Batch  490/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.015
Epoch  56 Batch  491/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.013
Epoch  56 Batch  492/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.010
Epoch  56 Batch  493/538 - Train Accuracy:  0.967, Validation Accuracy:  0.959, Loss:  0.013
Epoch  56 Batch  494/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  56 Batch  495/538 - Train Accuracy:  0.979, Validation Accuracy:  0.957, Loss:  0.011
Epoch  56 Batch  496/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.012
Epoch  56 Batch  497/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.010
Epoch  56 Batch  498/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  56 Batch  499/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.015
Epoch  56 Batch  500/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.008
Epoch  56 Batch  501/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.011
Epoch  56 Batch  502/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.011
Epoch  56 Batch  503/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.016
Epoch  56 Batch  504/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.014
Epoch  56 Batch  505/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.008
Epoch  56 Batch  506/538 - Train Accuracy:  0.977, Validation Accuracy:  0.953, Loss:  0.011
Epoch  56 Batch  507/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.012
Epoch  56 Batch  508/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.012
Epoch  56 Batch  509/538 - Train Accuracy:  0.963, Validation Accuracy:  0.949, Loss:  0.021
Epoch  56 Batch  510/538 - Train Accuracy:  0.976, Validation Accuracy:  0.951, Loss:  0.010
Epoch  56 Batch  511/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.011
Epoch  56 Batch  512/538 - Train Accuracy:  0.978, Validation Accuracy:  0.953, Loss:  0.012
Epoch  56 Batch  513/538 - Train Accuracy:  0.960, Validation Accuracy:  0.951, Loss:  0.011
Epoch  56 Batch  514/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.013
Epoch  56 Batch  515/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.017
Epoch  56 Batch  516/538 - Train Accuracy:  0.960, Validation Accuracy:  0.956, Loss:  0.013
Epoch  56 Batch  517/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.011
Epoch  56 Batch  518/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.014
Epoch  56 Batch  519/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.014
Epoch  56 Batch  520/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.019
Epoch  56 Batch  521/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.017
Epoch  56 Batch  522/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.010
Epoch  56 Batch  523/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.010
Epoch  56 Batch  524/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.008
Epoch  56 Batch  525/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  56 Batch  526/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.013
Epoch  56 Batch  527/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.014
Epoch  56 Batch  528/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.015
Epoch  56 Batch  529/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.012
Epoch  56 Batch  530/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.011
Epoch  56 Batch  531/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.018
Epoch  56 Batch  532/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.014
Epoch  56 Batch  533/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.011
Epoch  56 Batch  534/538 - Train Accuracy:  0.986, Validation Accuracy:  0.965, Loss:  0.009
Epoch  56 Batch  535/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.016
Epoch  56 Batch  536/538 - Train Accuracy:  0.976, Validation Accuracy:  0.970, Loss:  0.016
Epoch  57 Batch    0/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.010
Epoch  57 Batch    1/538 - Train Accuracy:  0.984, Validation Accuracy:  0.962, Loss:  0.010
Epoch  57 Batch    2/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.018
Epoch  57 Batch    3/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.010
Epoch  57 Batch    4/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.012
Epoch  57 Batch    5/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  57 Batch    6/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.012
Epoch  57 Batch    7/538 - Train Accuracy:  0.984, Validation Accuracy:  0.963, Loss:  0.011
Epoch  57 Batch    8/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.011
Epoch  57 Batch    9/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.011
Epoch  57 Batch   10/538 - Train Accuracy:  0.966, Validation Accuracy:  0.969, Loss:  0.016
Epoch  57 Batch   11/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.010
Epoch  57 Batch   12/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.011
Epoch  57 Batch   13/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  57 Batch   14/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.014
Epoch  57 Batch   15/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.015
Epoch  57 Batch   16/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.016
Epoch  57 Batch   17/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  57 Batch   18/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.017
Epoch  57 Batch   19/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.014
Epoch  57 Batch   20/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.013
Epoch  57 Batch   21/538 - Train Accuracy:  0.985, Validation Accuracy:  0.959, Loss:  0.008
Epoch  57 Batch   22/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.011
Epoch  57 Batch   23/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.018
Epoch  57 Batch   24/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.018
Epoch  57 Batch   25/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.012
Epoch  57 Batch   26/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.021
Epoch  57 Batch   27/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.013
Epoch  57 Batch   28/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.011
Epoch  57 Batch   29/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.008
Epoch  57 Batch   30/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.015
Epoch  57 Batch   31/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.010
Epoch  57 Batch   32/538 - Train Accuracy:  0.982, Validation Accuracy:  0.963, Loss:  0.007
Epoch  57 Batch   33/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.013
Epoch  57 Batch   34/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.015
Epoch  57 Batch   35/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.012
Epoch  57 Batch   36/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.012
Epoch  57 Batch   37/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  57 Batch   38/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.015
Epoch  57 Batch   39/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.011
Epoch  57 Batch   40/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.012
Epoch  57 Batch   41/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  57 Batch   42/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.010
Epoch  57 Batch   43/538 - Train Accuracy:  0.955, Validation Accuracy:  0.968, Loss:  0.018
Epoch  57 Batch   44/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.011
Epoch  57 Batch   45/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.011
Epoch  57 Batch   46/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.011
Epoch  57 Batch   47/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.013
Epoch  57 Batch   48/538 - Train Accuracy:  0.957, Validation Accuracy:  0.971, Loss:  0.019
Epoch  57 Batch   49/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.009
Epoch  57 Batch   50/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  57 Batch   51/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.017
Epoch  57 Batch   52/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.014
Epoch  57 Batch   53/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.012
Epoch  57 Batch   54/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.012
Epoch  57 Batch   55/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.017
Epoch  57 Batch   56/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.017
Epoch  57 Batch   57/538 - Train Accuracy:  0.959, Validation Accuracy:  0.965, Loss:  0.017
Epoch  57 Batch   58/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.011
Epoch  57 Batch   59/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch   60/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.015
Epoch  57 Batch   61/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.012
Epoch  57 Batch   62/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.016
Epoch  57 Batch   63/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.013
Epoch  57 Batch   64/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.013
Epoch  57 Batch   65/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.013
Epoch  57 Batch   66/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.010
Epoch  57 Batch   67/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.009
Epoch  57 Batch   68/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.014
Epoch  57 Batch   69/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.011
Epoch  57 Batch   70/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.012
Epoch  57 Batch   71/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.017
Epoch  57 Batch   72/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.026
Epoch  57 Batch   73/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.013
Epoch  57 Batch   74/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.010
Epoch  57 Batch   75/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.018
Epoch  57 Batch   76/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.014
Epoch  57 Batch   77/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch   78/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.012
Epoch  57 Batch   79/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.010
Epoch  57 Batch   80/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  57 Batch   81/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.017
Epoch  57 Batch   82/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.017
Epoch  57 Batch   83/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.013
Epoch  57 Batch   84/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.015
Epoch  57 Batch   85/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.013
Epoch  57 Batch   86/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.010
Epoch  57 Batch   87/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.012
Epoch  57 Batch   88/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.013
Epoch  57 Batch   89/538 - Train Accuracy:  0.980, Validation Accuracy:  0.972, Loss:  0.012
Epoch  57 Batch   90/538 - Train Accuracy:  0.964, Validation Accuracy:  0.972, Loss:  0.016
Epoch  57 Batch   91/538 - Train Accuracy:  0.965, Validation Accuracy:  0.972, Loss:  0.016
Epoch  57 Batch   92/538 - Train Accuracy:  0.972, Validation Accuracy:  0.974, Loss:  0.014
Epoch  57 Batch   93/538 - Train Accuracy:  0.969, Validation Accuracy:  0.974, Loss:  0.011
Epoch  57 Batch   94/538 - Train Accuracy:  0.968, Validation Accuracy:  0.973, Loss:  0.011
Epoch  57 Batch   95/538 - Train Accuracy:  0.977, Validation Accuracy:  0.973, Loss:  0.008
Epoch  57 Batch   96/538 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.007
Epoch  57 Batch   97/538 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.010
Epoch  57 Batch   98/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.015
Epoch  57 Batch   99/538 - Train Accuracy:  0.974, Validation Accuracy:  0.975, Loss:  0.010
Epoch  57 Batch  100/538 - Train Accuracy:  0.986, Validation Accuracy:  0.975, Loss:  0.009
Epoch  57 Batch  101/538 - Train Accuracy:  0.963, Validation Accuracy:  0.976, Loss:  0.014
Epoch  57 Batch  102/538 - Train Accuracy:  0.968, Validation Accuracy:  0.976, Loss:  0.017
Epoch  57 Batch  103/538 - Train Accuracy:  0.968, Validation Accuracy:  0.974, Loss:  0.016
Epoch  57 Batch  104/538 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.014
Epoch  57 Batch  105/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.007
Epoch  57 Batch  106/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.008
Epoch  57 Batch  107/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.014
Epoch  57 Batch  108/538 - Train Accuracy:  0.978, Validation Accuracy:  0.970, Loss:  0.012
Epoch  57 Batch  109/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.014
Epoch  57 Batch  110/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.011
Epoch  57 Batch  111/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.011
Epoch  57 Batch  112/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.015
Epoch  57 Batch  113/538 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.013
Epoch  57 Batch  114/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.008
Epoch  57 Batch  115/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  57 Batch  116/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.013
Epoch  57 Batch  117/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch  118/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  57 Batch  119/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.009
Epoch  57 Batch  120/538 - Train Accuracy:  0.985, Validation Accuracy:  0.962, Loss:  0.009
Epoch  57 Batch  121/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.013
Epoch  57 Batch  122/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  57 Batch  123/538 - Train Accuracy:  0.953, Validation Accuracy:  0.964, Loss:  0.012
Epoch  57 Batch  124/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.015
Epoch  57 Batch  125/538 - Train Accuracy:  0.980, Validation Accuracy:  0.966, Loss:  0.015
Epoch  57 Batch  126/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.014
Epoch  57 Batch  127/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.020
Epoch  57 Batch  128/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch  129/538 - Train Accuracy:  0.985, Validation Accuracy:  0.965, Loss:  0.009
Epoch  57 Batch  130/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.012
Epoch  57 Batch  131/538 - Train Accuracy:  0.975, Validation Accuracy:  0.969, Loss:  0.013
Epoch  57 Batch  132/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  57 Batch  133/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch  134/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.017
Epoch  57 Batch  135/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.018
Epoch  57 Batch  136/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.015
Epoch  57 Batch  137/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.013
Epoch  57 Batch  138/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  57 Batch  139/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.016
Epoch  57 Batch  140/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.017
Epoch  57 Batch  141/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.011
Epoch  57 Batch  142/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.015
Epoch  57 Batch  143/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.026
Epoch  57 Batch  144/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.018
Epoch  57 Batch  145/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.017
Epoch  57 Batch  146/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.013
Epoch  57 Batch  147/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.014
Epoch  57 Batch  148/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.020
Epoch  57 Batch  149/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.008
Epoch  57 Batch  150/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.013
Epoch  57 Batch  151/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  57 Batch  152/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.016
Epoch  57 Batch  153/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.011
Epoch  57 Batch  154/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.013
Epoch  57 Batch  155/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.014
Epoch  57 Batch  156/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.015
Epoch  57 Batch  157/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.014
Epoch  57 Batch  158/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.014
Epoch  57 Batch  159/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.016
Epoch  57 Batch  160/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.014
Epoch  57 Batch  161/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.012
Epoch  57 Batch  162/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.010
Epoch  57 Batch  163/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.015
Epoch  57 Batch  164/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.017
Epoch  57 Batch  165/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.011
Epoch  57 Batch  166/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.012
Epoch  57 Batch  167/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.023
Epoch  57 Batch  168/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  57 Batch  169/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.013
Epoch  57 Batch  170/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.014
Epoch  57 Batch  171/538 - Train Accuracy:  0.955, Validation Accuracy:  0.968, Loss:  0.016
Epoch  57 Batch  172/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.010
Epoch  57 Batch  173/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.011
Epoch  57 Batch  174/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  57 Batch  175/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.010
Epoch  57 Batch  176/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.018
Epoch  57 Batch  177/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  57 Batch  178/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.016
Epoch  57 Batch  179/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.017
Epoch  57 Batch  180/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.016
Epoch  57 Batch  181/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.015
Epoch  57 Batch  182/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.010
Epoch  57 Batch  183/538 - Train Accuracy:  0.985, Validation Accuracy:  0.966, Loss:  0.008
Epoch  57 Batch  184/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  57 Batch  185/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.009
Epoch  57 Batch  186/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.018
Epoch  57 Batch  187/538 - Train Accuracy:  0.985, Validation Accuracy:  0.966, Loss:  0.015
Epoch  57 Batch  188/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.013
Epoch  57 Batch  189/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.020
Epoch  57 Batch  190/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  57 Batch  191/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.016
Epoch  57 Batch  192/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.015
Epoch  57 Batch  193/538 - Train Accuracy:  0.961, Validation Accuracy:  0.954, Loss:  0.016
Epoch  57 Batch  194/538 - Train Accuracy:  0.949, Validation Accuracy:  0.952, Loss:  0.021
Epoch  57 Batch  195/538 - Train Accuracy:  0.977, Validation Accuracy:  0.950, Loss:  0.018
Epoch  57 Batch  196/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.013
Epoch  57 Batch  197/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  57 Batch  198/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.019
Epoch  57 Batch  199/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  57 Batch  200/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.009
Epoch  57 Batch  201/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch  202/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.010
Epoch  57 Batch  203/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.013
Epoch  57 Batch  204/538 - Train Accuracy:  0.956, Validation Accuracy:  0.972, Loss:  0.023
Epoch  57 Batch  205/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.012
Epoch  57 Batch  206/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.013
Epoch  57 Batch  207/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.014
Epoch  57 Batch  208/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.018
Epoch  57 Batch  209/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.011
Epoch  57 Batch  210/538 - Train Accuracy:  0.962, Validation Accuracy:  0.968, Loss:  0.015
Epoch  57 Batch  211/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.015
Epoch  57 Batch  212/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.015
Epoch  57 Batch  213/538 - Train Accuracy:  0.972, Validation Accuracy:  0.966, Loss:  0.011
Epoch  57 Batch  214/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.011
Epoch  57 Batch  215/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.012
Epoch  57 Batch  216/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.017
Epoch  57 Batch  217/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  57 Batch  218/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.010
Epoch  57 Batch  219/538 - Train Accuracy:  0.957, Validation Accuracy:  0.955, Loss:  0.016
Epoch  57 Batch  220/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.013
Epoch  57 Batch  221/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.013
Epoch  57 Batch  222/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.009
Epoch  57 Batch  223/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.013
Epoch  57 Batch  224/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.020
Epoch  57 Batch  225/538 - Train Accuracy:  0.965, Validation Accuracy:  0.953, Loss:  0.015
Epoch  57 Batch  226/538 - Train Accuracy:  0.965, Validation Accuracy:  0.956, Loss:  0.016
Epoch  57 Batch  227/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.013
Epoch  57 Batch  228/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.010
Epoch  57 Batch  229/538 - Train Accuracy:  0.965, Validation Accuracy:  0.952, Loss:  0.013
Epoch  57 Batch  230/538 - Train Accuracy:  0.971, Validation Accuracy:  0.950, Loss:  0.013
Epoch  57 Batch  231/538 - Train Accuracy:  0.961, Validation Accuracy:  0.951, Loss:  0.018
Epoch  57 Batch  232/538 - Train Accuracy:  0.967, Validation Accuracy:  0.952, Loss:  0.017
Epoch  57 Batch  233/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.017
Epoch  57 Batch  234/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.012
Epoch  57 Batch  235/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  57 Batch  236/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.014
Epoch  57 Batch  237/538 - Train Accuracy:  0.962, Validation Accuracy:  0.967, Loss:  0.014
Epoch  57 Batch  238/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.011
Epoch  57 Batch  239/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.016
Epoch  57 Batch  240/538 - Train Accuracy:  0.974, Validation Accuracy:  0.971, Loss:  0.013
Epoch  57 Batch  241/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.014
Epoch  57 Batch  242/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.012
Epoch  57 Batch  243/538 - Train Accuracy:  0.978, Validation Accuracy:  0.962, Loss:  0.014
Epoch  57 Batch  244/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.014
Epoch  57 Batch  245/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.016
Epoch  57 Batch  246/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.010
Epoch  57 Batch  247/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.016
Epoch  57 Batch  248/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.015
Epoch  57 Batch  249/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.008
Epoch  57 Batch  250/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.012
Epoch  57 Batch  251/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.011
Epoch  57 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  57 Batch  253/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.010
Epoch  57 Batch  254/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.018
Epoch  57 Batch  255/538 - Train Accuracy:  0.979, Validation Accuracy:  0.956, Loss:  0.011
Epoch  57 Batch  256/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.012
Epoch  57 Batch  257/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.012
Epoch  57 Batch  258/538 - Train Accuracy:  0.979, Validation Accuracy:  0.947, Loss:  0.012
Epoch  57 Batch  259/538 - Train Accuracy:  0.968, Validation Accuracy:  0.949, Loss:  0.013
Epoch  57 Batch  260/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.017
Epoch  57 Batch  261/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.016
Epoch  57 Batch  262/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  57 Batch  263/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.016
Epoch  57 Batch  264/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.015
Epoch  57 Batch  265/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.015
Epoch  57 Batch  266/538 - Train Accuracy:  0.963, Validation Accuracy:  0.964, Loss:  0.016
Epoch  57 Batch  267/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  57 Batch  268/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.010
Epoch  57 Batch  269/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.013
Epoch  57 Batch  270/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.011
Epoch  57 Batch  271/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.010
Epoch  57 Batch  272/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  57 Batch  273/538 - Train Accuracy:  0.956, Validation Accuracy:  0.965, Loss:  0.018
Epoch  57 Batch  274/538 - Train Accuracy:  0.943, Validation Accuracy:  0.964, Loss:  0.018
Epoch  57 Batch  275/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.012
Epoch  57 Batch  276/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.017
Epoch  57 Batch  277/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.011
Epoch  57 Batch  278/538 - Train Accuracy:  0.965, Validation Accuracy:  0.959, Loss:  0.011
Epoch  57 Batch  279/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.011
Epoch  57 Batch  280/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.011
Epoch  57 Batch  281/538 - Train Accuracy:  0.950, Validation Accuracy:  0.962, Loss:  0.023
Epoch  57 Batch  282/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.014
Epoch  57 Batch  283/538 - Train Accuracy:  0.973, Validation Accuracy:  0.975, Loss:  0.017
Epoch  57 Batch  284/538 - Train Accuracy:  0.962, Validation Accuracy:  0.972, Loss:  0.017
Epoch  57 Batch  285/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.011
Epoch  57 Batch  286/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.024
Epoch  57 Batch  287/538 - Train Accuracy:  0.970, Validation Accuracy:  0.968, Loss:  0.013
Epoch  57 Batch  288/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.010
Epoch  57 Batch  289/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.016
Epoch  57 Batch  290/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.010
Epoch  57 Batch  291/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  57 Batch  292/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.008
Epoch  57 Batch  293/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.015
Epoch  57 Batch  294/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.010
Epoch  57 Batch  295/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.012
Epoch  57 Batch  296/538 - Train Accuracy:  0.959, Validation Accuracy:  0.955, Loss:  0.023
Epoch  57 Batch  297/538 - Train Accuracy:  0.981, Validation Accuracy:  0.955, Loss:  0.016
Epoch  57 Batch  298/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.015
Epoch  57 Batch  299/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.023
Epoch  57 Batch  300/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  57 Batch  301/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.019
Epoch  57 Batch  302/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.017
Epoch  57 Batch  303/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.023
Epoch  57 Batch  304/538 - Train Accuracy:  0.968, Validation Accuracy:  0.963, Loss:  0.019
Epoch  57 Batch  305/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.013
Epoch  57 Batch  306/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  57 Batch  307/538 - Train Accuracy:  0.988, Validation Accuracy:  0.966, Loss:  0.011
Epoch  57 Batch  308/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.012
Epoch  57 Batch  309/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.012
Epoch  57 Batch  310/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.020
Epoch  57 Batch  311/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.020
Epoch  57 Batch  312/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.014
Epoch  57 Batch  313/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.016
Epoch  57 Batch  314/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch  315/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.018
Epoch  57 Batch  316/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.013
Epoch  57 Batch  317/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.018
Epoch  57 Batch  318/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.014
Epoch  57 Batch  319/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.017
Epoch  57 Batch  320/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.014
Epoch  57 Batch  321/538 - Train Accuracy:  0.975, Validation Accuracy:  0.973, Loss:  0.012
Epoch  57 Batch  322/538 - Train Accuracy:  0.981, Validation Accuracy:  0.972, Loss:  0.012
Epoch  57 Batch  323/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.015
Epoch  57 Batch  324/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.013
Epoch  57 Batch  325/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.012
Epoch  57 Batch  326/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.018
Epoch  57 Batch  327/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.014
Epoch  57 Batch  328/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.012
Epoch  57 Batch  329/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.013
Epoch  57 Batch  330/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.017
Epoch  57 Batch  331/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  57 Batch  332/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.014
Epoch  57 Batch  333/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.013
Epoch  57 Batch  334/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.013
Epoch  57 Batch  335/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.014
Epoch  57 Batch  336/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  57 Batch  337/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.018
Epoch  57 Batch  338/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.010
Epoch  57 Batch  339/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.012
Epoch  57 Batch  340/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.013
Epoch  57 Batch  341/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.011
Epoch  57 Batch  342/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.014
Epoch  57 Batch  343/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  57 Batch  344/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.012
Epoch  57 Batch  345/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.014
Epoch  57 Batch  346/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.016
Epoch  57 Batch  347/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.014
Epoch  57 Batch  348/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.012
Epoch  57 Batch  349/538 - Train Accuracy:  0.991, Validation Accuracy:  0.967, Loss:  0.009
Epoch  57 Batch  350/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.016
Epoch  57 Batch  351/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  57 Batch  352/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.025
Epoch  57 Batch  353/538 - Train Accuracy:  0.950, Validation Accuracy:  0.966, Loss:  0.017
Epoch  57 Batch  354/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.009
Epoch  57 Batch  355/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.014
Epoch  57 Batch  356/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.010
Epoch  57 Batch  357/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.012
Epoch  57 Batch  358/538 - Train Accuracy:  0.983, Validation Accuracy:  0.966, Loss:  0.009
Epoch  57 Batch  359/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  57 Batch  360/538 - Train Accuracy:  0.972, Validation Accuracy:  0.961, Loss:  0.016
Epoch  57 Batch  361/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.016
Epoch  57 Batch  362/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.012
Epoch  57 Batch  363/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.014
Epoch  57 Batch  364/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.022
Epoch  57 Batch  365/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.014
Epoch  57 Batch  366/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.014
Epoch  57 Batch  367/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.012
Epoch  57 Batch  368/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.011
Epoch  57 Batch  369/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.014
Epoch  57 Batch  370/538 - Train Accuracy:  0.973, Validation Accuracy:  0.954, Loss:  0.012
Epoch  57 Batch  371/538 - Train Accuracy:  0.984, Validation Accuracy:  0.954, Loss:  0.010
Epoch  57 Batch  372/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.018
Epoch  57 Batch  373/538 - Train Accuracy:  0.971, Validation Accuracy:  0.954, Loss:  0.012
Epoch  57 Batch  374/538 - Train Accuracy:  0.972, Validation Accuracy:  0.952, Loss:  0.012
Epoch  57 Batch  375/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.013
Epoch  57 Batch  376/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.012
Epoch  57 Batch  377/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  57 Batch  378/538 - Train Accuracy:  0.968, Validation Accuracy:  0.953, Loss:  0.012
Epoch  57 Batch  379/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.017
Epoch  57 Batch  380/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.016
Epoch  57 Batch  381/538 - Train Accuracy:  0.984, Validation Accuracy:  0.950, Loss:  0.011
Epoch  57 Batch  382/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.017
Epoch  57 Batch  383/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.014
Epoch  57 Batch  384/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.016
Epoch  57 Batch  385/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.013
Epoch  57 Batch  386/538 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.011
Epoch  57 Batch  387/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.013
Epoch  57 Batch  388/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.012
Epoch  57 Batch  389/538 - Train Accuracy:  0.960, Validation Accuracy:  0.959, Loss:  0.017
Epoch  57 Batch  390/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.013
Epoch  57 Batch  391/538 - Train Accuracy:  0.961, Validation Accuracy:  0.959, Loss:  0.015
Epoch  57 Batch  392/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.009
Epoch  57 Batch  393/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.013
Epoch  57 Batch  394/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.015
Epoch  57 Batch  395/538 - Train Accuracy:  0.975, Validation Accuracy:  0.966, Loss:  0.012
Epoch  57 Batch  396/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  57 Batch  397/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.014
Epoch  57 Batch  398/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.014
Epoch  57 Batch  399/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  57 Batch  400/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.015
Epoch  57 Batch  401/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.011
Epoch  57 Batch  402/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.011
Epoch  57 Batch  403/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.015
Epoch  57 Batch  404/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.017
Epoch  57 Batch  405/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.011
Epoch  57 Batch  406/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.016
Epoch  57 Batch  407/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  57 Batch  408/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.015
Epoch  57 Batch  409/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.012
Epoch  57 Batch  410/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.013
Epoch  57 Batch  411/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  57 Batch  412/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.010
Epoch  57 Batch  413/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.011
Epoch  57 Batch  414/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.018
Epoch  57 Batch  415/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.015
Epoch  57 Batch  416/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  57 Batch  417/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.013
Epoch  57 Batch  418/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.018
Epoch  57 Batch  419/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.013
Epoch  57 Batch  420/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.017
Epoch  57 Batch  421/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.009
Epoch  57 Batch  422/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.011
Epoch  57 Batch  423/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  57 Batch  424/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.016
Epoch  57 Batch  425/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.021
Epoch  57 Batch  426/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.013
Epoch  57 Batch  427/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.014
Epoch  57 Batch  428/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.010
Epoch  57 Batch  429/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  57 Batch  430/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.019
Epoch  57 Batch  431/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.017
Epoch  57 Batch  432/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.020
Epoch  57 Batch  433/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.024
Epoch  57 Batch  434/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  57 Batch  435/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.015
Epoch  57 Batch  436/538 - Train Accuracy:  0.958, Validation Accuracy:  0.971, Loss:  0.016
Epoch  57 Batch  437/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.015
Epoch  57 Batch  438/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.015
Epoch  57 Batch  439/538 - Train Accuracy:  0.987, Validation Accuracy:  0.965, Loss:  0.012
Epoch  57 Batch  440/538 - Train Accuracy:  0.965, Validation Accuracy:  0.965, Loss:  0.016
Epoch  57 Batch  441/538 - Train Accuracy:  0.959, Validation Accuracy:  0.969, Loss:  0.019
Epoch  57 Batch  442/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.014
Epoch  57 Batch  443/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.015
Epoch  57 Batch  444/538 - Train Accuracy:  0.984, Validation Accuracy:  0.972, Loss:  0.011
Epoch  57 Batch  445/538 - Train Accuracy:  0.979, Validation Accuracy:  0.969, Loss:  0.012
Epoch  57 Batch  446/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  57 Batch  447/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.019
Epoch  57 Batch  448/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.017
Epoch  57 Batch  449/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.017
Epoch  57 Batch  450/538 - Train Accuracy:  0.950, Validation Accuracy:  0.967, Loss:  0.023
Epoch  57 Batch  451/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.014
Epoch  57 Batch  452/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.017
Epoch  57 Batch  453/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.016
Epoch  57 Batch  454/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.023
Epoch  57 Batch  455/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.020
Epoch  57 Batch  456/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.031
Epoch  57 Batch  457/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.017
Epoch  57 Batch  458/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.016
Epoch  57 Batch  459/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.012
Epoch  57 Batch  460/538 - Train Accuracy:  0.977, Validation Accuracy:  0.973, Loss:  0.014
Epoch  57 Batch  461/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.018
Epoch  57 Batch  462/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.013
Epoch  57 Batch  463/538 - Train Accuracy:  0.952, Validation Accuracy:  0.972, Loss:  0.020
Epoch  57 Batch  464/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.014
Epoch  57 Batch  465/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.017
Epoch  57 Batch  466/538 - Train Accuracy:  0.966, Validation Accuracy:  0.972, Loss:  0.015
Epoch  57 Batch  467/538 - Train Accuracy:  0.974, Validation Accuracy:  0.972, Loss:  0.017
Epoch  57 Batch  468/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.018
Epoch  57 Batch  469/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.015
Epoch  57 Batch  470/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.020
Epoch  57 Batch  471/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.013
Epoch  57 Batch  472/538 - Train Accuracy:  0.993, Validation Accuracy:  0.967, Loss:  0.011
Epoch  57 Batch  473/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  57 Batch  474/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.012
Epoch  57 Batch  475/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.009
Epoch  57 Batch  476/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.016
Epoch  57 Batch  477/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.018
Epoch  57 Batch  478/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.011
Epoch  57 Batch  479/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.013
Epoch  57 Batch  480/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.019
Epoch  57 Batch  481/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.015
Epoch  57 Batch  482/538 - Train Accuracy:  0.962, Validation Accuracy:  0.953, Loss:  0.017
Epoch  57 Batch  483/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.019
Epoch  57 Batch  484/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.013
Epoch  57 Batch  485/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.019
Epoch  57 Batch  486/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.013
Epoch  57 Batch  487/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  57 Batch  488/538 - Train Accuracy:  0.981, Validation Accuracy:  0.958, Loss:  0.013
Epoch  57 Batch  489/538 - Train Accuracy:  0.970, Validation Accuracy:  0.962, Loss:  0.014
Epoch  57 Batch  490/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.020
Epoch  57 Batch  491/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.017
Epoch  57 Batch  492/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.011
Epoch  57 Batch  493/538 - Train Accuracy:  0.957, Validation Accuracy:  0.962, Loss:  0.019
Epoch  57 Batch  494/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.015
Epoch  57 Batch  495/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.017
Epoch  57 Batch  496/538 - Train Accuracy:  0.963, Validation Accuracy:  0.960, Loss:  0.013
Epoch  57 Batch  497/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.012
Epoch  57 Batch  498/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.014
Epoch  57 Batch  499/538 - Train Accuracy:  0.959, Validation Accuracy:  0.958, Loss:  0.017
Epoch  57 Batch  500/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  57 Batch  501/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.018
Epoch  57 Batch  502/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  57 Batch  503/538 - Train Accuracy:  0.974, Validation Accuracy:  0.957, Loss:  0.015
Epoch  57 Batch  504/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.012
Epoch  57 Batch  505/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.018
Epoch  57 Batch  506/538 - Train Accuracy:  0.965, Validation Accuracy:  0.955, Loss:  0.026
Epoch  57 Batch  507/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.022
Epoch  57 Batch  508/538 - Train Accuracy:  0.953, Validation Accuracy:  0.958, Loss:  0.023
Epoch  57 Batch  509/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.025
Epoch  57 Batch  510/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.021
Epoch  57 Batch  511/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.019
Epoch  57 Batch  512/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.025
Epoch  57 Batch  513/538 - Train Accuracy:  0.962, Validation Accuracy:  0.957, Loss:  0.016
Epoch  57 Batch  514/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.015
Epoch  57 Batch  515/538 - Train Accuracy:  0.969, Validation Accuracy:  0.953, Loss:  0.026
Epoch  57 Batch  516/538 - Train Accuracy:  0.962, Validation Accuracy:  0.955, Loss:  0.021
Epoch  57 Batch  517/538 - Train Accuracy:  0.972, Validation Accuracy:  0.953, Loss:  0.016
Epoch  57 Batch  518/538 - Train Accuracy:  0.962, Validation Accuracy:  0.954, Loss:  0.028
Epoch  57 Batch  519/538 - Train Accuracy:  0.974, Validation Accuracy:  0.953, Loss:  0.018
Epoch  57 Batch  520/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.026
Epoch  57 Batch  521/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  57 Batch  522/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.016
Epoch  57 Batch  523/538 - Train Accuracy:  0.968, Validation Accuracy:  0.952, Loss:  0.018
Epoch  57 Batch  524/538 - Train Accuracy:  0.964, Validation Accuracy:  0.947, Loss:  0.014
Epoch  57 Batch  525/538 - Train Accuracy:  0.970, Validation Accuracy:  0.947, Loss:  0.021
Epoch  57 Batch  526/538 - Train Accuracy:  0.944, Validation Accuracy:  0.946, Loss:  0.029
Epoch  57 Batch  527/538 - Train Accuracy:  0.964, Validation Accuracy:  0.941, Loss:  0.018
Epoch  57 Batch  528/538 - Train Accuracy:  0.955, Validation Accuracy:  0.950, Loss:  0.027
Epoch  57 Batch  529/538 - Train Accuracy:  0.956, Validation Accuracy:  0.950, Loss:  0.022
Epoch  57 Batch  530/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.018
Epoch  57 Batch  531/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.026
Epoch  57 Batch  532/538 - Train Accuracy:  0.956, Validation Accuracy:  0.957, Loss:  0.022
Epoch  57 Batch  533/538 - Train Accuracy:  0.966, Validation Accuracy:  0.949, Loss:  0.016
Epoch  57 Batch  534/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.015
Epoch  57 Batch  535/538 - Train Accuracy:  0.958, Validation Accuracy:  0.953, Loss:  0.020
Epoch  57 Batch  536/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.024
Epoch  58 Batch    0/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.021
Epoch  58 Batch    1/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.018
Epoch  58 Batch    2/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.021
Epoch  58 Batch    3/538 - Train Accuracy:  0.970, Validation Accuracy:  0.949, Loss:  0.017
Epoch  58 Batch    4/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.020
Epoch  58 Batch    5/538 - Train Accuracy:  0.962, Validation Accuracy:  0.951, Loss:  0.019
Epoch  58 Batch    6/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.019
Epoch  58 Batch    7/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.015
Epoch  58 Batch    8/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.019
Epoch  58 Batch    9/538 - Train Accuracy:  0.948, Validation Accuracy:  0.957, Loss:  0.020
Epoch  58 Batch   10/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.026
Epoch  58 Batch   11/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.017
Epoch  58 Batch   12/538 - Train Accuracy:  0.960, Validation Accuracy:  0.955, Loss:  0.024
Epoch  58 Batch   13/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.022
Epoch  58 Batch   14/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.022
Epoch  58 Batch   15/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.020
Epoch  58 Batch   16/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.022
Epoch  58 Batch   17/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.017
Epoch  58 Batch   18/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.022
Epoch  58 Batch   19/538 - Train Accuracy:  0.970, Validation Accuracy:  0.957, Loss:  0.018
Epoch  58 Batch   20/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.019
Epoch  58 Batch   21/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.010
Epoch  58 Batch   22/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.020
Epoch  58 Batch   23/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.024
Epoch  58 Batch   24/538 - Train Accuracy:  0.966, Validation Accuracy:  0.959, Loss:  0.022
Epoch  58 Batch   25/538 - Train Accuracy:  0.963, Validation Accuracy:  0.955, Loss:  0.023
Epoch  58 Batch   26/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.025
Epoch  58 Batch   27/538 - Train Accuracy:  0.973, Validation Accuracy:  0.951, Loss:  0.016
Epoch  58 Batch   28/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.016
Epoch  58 Batch   29/538 - Train Accuracy:  0.976, Validation Accuracy:  0.957, Loss:  0.011
Epoch  58 Batch   30/538 - Train Accuracy:  0.969, Validation Accuracy:  0.959, Loss:  0.016
Epoch  58 Batch   31/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  58 Batch   32/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.012
Epoch  58 Batch   33/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.017
Epoch  58 Batch   34/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.021
Epoch  58 Batch   35/538 - Train Accuracy:  0.962, Validation Accuracy:  0.965, Loss:  0.017
Epoch  58 Batch   36/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.016
Epoch  58 Batch   37/538 - Train Accuracy:  0.957, Validation Accuracy:  0.953, Loss:  0.020
Epoch  58 Batch   38/538 - Train Accuracy:  0.952, Validation Accuracy:  0.953, Loss:  0.020
Epoch  58 Batch   39/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  58 Batch   40/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.014
Epoch  58 Batch   41/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.016
Epoch  58 Batch   42/538 - Train Accuracy:  0.964, Validation Accuracy:  0.954, Loss:  0.019
Epoch  58 Batch   43/538 - Train Accuracy:  0.955, Validation Accuracy:  0.960, Loss:  0.021
Epoch  58 Batch   44/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.014
Epoch  58 Batch   45/538 - Train Accuracy:  0.965, Validation Accuracy:  0.966, Loss:  0.014
Epoch  58 Batch   46/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.015
Epoch  58 Batch   47/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.013
Epoch  58 Batch   48/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.020
Epoch  58 Batch   49/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.017
Epoch  58 Batch   50/538 - Train Accuracy:  0.960, Validation Accuracy:  0.962, Loss:  0.021
Epoch  58 Batch   51/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.026
Epoch  58 Batch   52/538 - Train Accuracy:  0.975, Validation Accuracy:  0.953, Loss:  0.014
Epoch  58 Batch   53/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.015
Epoch  58 Batch   54/538 - Train Accuracy:  0.965, Validation Accuracy:  0.951, Loss:  0.013
Epoch  58 Batch   55/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.022
Epoch  58 Batch   56/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.022
Epoch  58 Batch   57/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.021
Epoch  58 Batch   58/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.014
Epoch  58 Batch   59/538 - Train Accuracy:  0.968, Validation Accuracy:  0.954, Loss:  0.021
Epoch  58 Batch   60/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.020
Epoch  58 Batch   61/538 - Train Accuracy:  0.969, Validation Accuracy:  0.950, Loss:  0.020
Epoch  58 Batch   62/538 - Train Accuracy:  0.964, Validation Accuracy:  0.951, Loss:  0.022
Epoch  58 Batch   63/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.015
Epoch  58 Batch   64/538 - Train Accuracy:  0.959, Validation Accuracy:  0.952, Loss:  0.014
Epoch  58 Batch   65/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.014
Epoch  58 Batch   66/538 - Train Accuracy:  0.981, Validation Accuracy:  0.949, Loss:  0.014
Epoch  58 Batch   67/538 - Train Accuracy:  0.971, Validation Accuracy:  0.948, Loss:  0.015
Epoch  58 Batch   68/538 - Train Accuracy:  0.968, Validation Accuracy:  0.945, Loss:  0.016
Epoch  58 Batch   69/538 - Train Accuracy:  0.981, Validation Accuracy:  0.947, Loss:  0.022
Epoch  58 Batch   70/538 - Train Accuracy:  0.964, Validation Accuracy:  0.953, Loss:  0.016
Epoch  58 Batch   71/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.022
Epoch  58 Batch   72/538 - Train Accuracy:  0.969, Validation Accuracy:  0.952, Loss:  0.033
Epoch  58 Batch   73/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.016
Epoch  58 Batch   74/538 - Train Accuracy:  0.964, Validation Accuracy:  0.950, Loss:  0.015
Epoch  58 Batch   75/538 - Train Accuracy:  0.960, Validation Accuracy:  0.953, Loss:  0.019
Epoch  58 Batch   76/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.020
Epoch  58 Batch   77/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.016
Epoch  58 Batch   78/538 - Train Accuracy:  0.955, Validation Accuracy:  0.953, Loss:  0.019
Epoch  58 Batch   79/538 - Train Accuracy:  0.965, Validation Accuracy:  0.954, Loss:  0.014
Epoch  58 Batch   80/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.015
Epoch  58 Batch   81/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.020
Epoch  58 Batch   82/538 - Train Accuracy:  0.973, Validation Accuracy:  0.957, Loss:  0.021
Epoch  58 Batch   83/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.013
Epoch  58 Batch   84/538 - Train Accuracy:  0.953, Validation Accuracy:  0.959, Loss:  0.019
Epoch  58 Batch   85/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  58 Batch   86/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch   87/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.014
Epoch  58 Batch   88/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.015
Epoch  58 Batch   89/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  58 Batch   90/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.021
Epoch  58 Batch   91/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.014
Epoch  58 Batch   92/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.018
Epoch  58 Batch   93/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.014
Epoch  58 Batch   94/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.015
Epoch  58 Batch   95/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.014
Epoch  58 Batch   96/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.013
Epoch  58 Batch   97/538 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.013
Epoch  58 Batch   98/538 - Train Accuracy:  0.975, Validation Accuracy:  0.974, Loss:  0.020
Epoch  58 Batch   99/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.013
Epoch  58 Batch  100/538 - Train Accuracy:  0.985, Validation Accuracy:  0.968, Loss:  0.011
Epoch  58 Batch  101/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.018
Epoch  58 Batch  102/538 - Train Accuracy:  0.957, Validation Accuracy:  0.969, Loss:  0.023
Epoch  58 Batch  103/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.021
Epoch  58 Batch  104/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.014
Epoch  58 Batch  105/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.014
Epoch  58 Batch  106/538 - Train Accuracy:  0.959, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch  107/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.020
Epoch  58 Batch  108/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.016
Epoch  58 Batch  109/538 - Train Accuracy:  0.968, Validation Accuracy:  0.955, Loss:  0.020
Epoch  58 Batch  110/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.014
Epoch  58 Batch  111/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.016
Epoch  58 Batch  112/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.018
Epoch  58 Batch  113/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.020
Epoch  58 Batch  114/538 - Train Accuracy:  0.978, Validation Accuracy:  0.959, Loss:  0.014
Epoch  58 Batch  115/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.019
Epoch  58 Batch  116/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.022
Epoch  58 Batch  117/538 - Train Accuracy:  0.958, Validation Accuracy:  0.971, Loss:  0.021
Epoch  58 Batch  118/538 - Train Accuracy:  0.973, Validation Accuracy:  0.970, Loss:  0.020
Epoch  58 Batch  119/538 - Train Accuracy:  0.980, Validation Accuracy:  0.970, Loss:  0.013
Epoch  58 Batch  120/538 - Train Accuracy:  0.962, Validation Accuracy:  0.963, Loss:  0.017
Epoch  58 Batch  121/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.018
Epoch  58 Batch  122/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.018
Epoch  58 Batch  123/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.021
Epoch  58 Batch  124/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.015
Epoch  58 Batch  125/538 - Train Accuracy:  0.971, Validation Accuracy:  0.959, Loss:  0.023
Epoch  58 Batch  126/538 - Train Accuracy:  0.957, Validation Accuracy:  0.954, Loss:  0.024
Epoch  58 Batch  127/538 - Train Accuracy:  0.958, Validation Accuracy:  0.956, Loss:  0.023
Epoch  58 Batch  128/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.022
Epoch  58 Batch  129/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.010
Epoch  58 Batch  130/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.012
Epoch  58 Batch  131/538 - Train Accuracy:  0.974, Validation Accuracy:  0.955, Loss:  0.018
Epoch  58 Batch  132/538 - Train Accuracy:  0.950, Validation Accuracy:  0.956, Loss:  0.021
Epoch  58 Batch  133/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.018
Epoch  58 Batch  134/538 - Train Accuracy:  0.958, Validation Accuracy:  0.955, Loss:  0.019
Epoch  58 Batch  135/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.029
Epoch  58 Batch  136/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.019
Epoch  58 Batch  137/538 - Train Accuracy:  0.972, Validation Accuracy:  0.956, Loss:  0.017
Epoch  58 Batch  138/538 - Train Accuracy:  0.967, Validation Accuracy:  0.958, Loss:  0.019
Epoch  58 Batch  139/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.020
Epoch  58 Batch  140/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.025
Epoch  58 Batch  141/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.018
Epoch  58 Batch  142/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.017
Epoch  58 Batch  143/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.033
Epoch  58 Batch  144/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.020
Epoch  58 Batch  145/538 - Train Accuracy:  0.961, Validation Accuracy:  0.966, Loss:  0.024
Epoch  58 Batch  146/538 - Train Accuracy:  0.960, Validation Accuracy:  0.964, Loss:  0.020
Epoch  58 Batch  147/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.016
Epoch  58 Batch  148/538 - Train Accuracy:  0.946, Validation Accuracy:  0.969, Loss:  0.023
Epoch  58 Batch  149/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.012
Epoch  58 Batch  150/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.015
Epoch  58 Batch  151/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.022
Epoch  58 Batch  152/538 - Train Accuracy:  0.980, Validation Accuracy:  0.955, Loss:  0.019
Epoch  58 Batch  153/538 - Train Accuracy:  0.954, Validation Accuracy:  0.954, Loss:  0.019
Epoch  58 Batch  154/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.019
Epoch  58 Batch  155/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.017
Epoch  58 Batch  156/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.016
Epoch  58 Batch  157/538 - Train Accuracy:  0.967, Validation Accuracy:  0.961, Loss:  0.017
Epoch  58 Batch  158/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.016
Epoch  58 Batch  159/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.023
Epoch  58 Batch  160/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.017
Epoch  58 Batch  161/538 - Train Accuracy:  0.965, Validation Accuracy:  0.962, Loss:  0.018
Epoch  58 Batch  162/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.024
Epoch  58 Batch  163/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.021
Epoch  58 Batch  164/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.024
Epoch  58 Batch  165/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  58 Batch  166/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.013
Epoch  58 Batch  167/538 - Train Accuracy:  0.956, Validation Accuracy:  0.956, Loss:  0.023
Epoch  58 Batch  168/538 - Train Accuracy:  0.958, Validation Accuracy:  0.961, Loss:  0.023
Epoch  58 Batch  169/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.018
Epoch  58 Batch  170/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  58 Batch  171/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.017
Epoch  58 Batch  172/538 - Train Accuracy:  0.965, Validation Accuracy:  0.963, Loss:  0.018
Epoch  58 Batch  173/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.017
Epoch  58 Batch  174/538 - Train Accuracy:  0.948, Validation Accuracy:  0.955, Loss:  0.019
Epoch  58 Batch  175/538 - Train Accuracy:  0.972, Validation Accuracy:  0.948, Loss:  0.015
Epoch  58 Batch  176/538 - Train Accuracy:  0.949, Validation Accuracy:  0.946, Loss:  0.027
Epoch  58 Batch  177/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.021
Epoch  58 Batch  178/538 - Train Accuracy:  0.956, Validation Accuracy:  0.940, Loss:  0.020
Epoch  58 Batch  179/538 - Train Accuracy:  0.969, Validation Accuracy:  0.934, Loss:  0.018
Epoch  58 Batch  180/538 - Train Accuracy:  0.959, Validation Accuracy:  0.940, Loss:  0.018
Epoch  58 Batch  181/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.022
Epoch  58 Batch  182/538 - Train Accuracy:  0.971, Validation Accuracy:  0.951, Loss:  0.013
Epoch  58 Batch  183/538 - Train Accuracy:  0.977, Validation Accuracy:  0.957, Loss:  0.013
Epoch  58 Batch  184/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.019
Epoch  58 Batch  185/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.014
Epoch  58 Batch  186/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.016
Epoch  58 Batch  187/538 - Train Accuracy:  0.971, Validation Accuracy:  0.958, Loss:  0.023
Epoch  58 Batch  188/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.020
Epoch  58 Batch  189/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.022
Epoch  58 Batch  190/538 - Train Accuracy:  0.956, Validation Accuracy:  0.953, Loss:  0.021
Epoch  58 Batch  191/538 - Train Accuracy:  0.968, Validation Accuracy:  0.947, Loss:  0.016
Epoch  58 Batch  192/538 - Train Accuracy:  0.978, Validation Accuracy:  0.942, Loss:  0.013
Epoch  58 Batch  193/538 - Train Accuracy:  0.957, Validation Accuracy:  0.946, Loss:  0.021
Epoch  58 Batch  194/538 - Train Accuracy:  0.964, Validation Accuracy:  0.948, Loss:  0.020
Epoch  58 Batch  195/538 - Train Accuracy:  0.964, Validation Accuracy:  0.952, Loss:  0.028
Epoch  58 Batch  196/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.015
Epoch  58 Batch  197/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.017
Epoch  58 Batch  198/538 - Train Accuracy:  0.954, Validation Accuracy:  0.953, Loss:  0.025
Epoch  58 Batch  199/538 - Train Accuracy:  0.965, Validation Accuracy:  0.950, Loss:  0.018
Epoch  58 Batch  200/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.016
Epoch  58 Batch  201/538 - Train Accuracy:  0.967, Validation Accuracy:  0.949, Loss:  0.018
Epoch  58 Batch  202/538 - Train Accuracy:  0.961, Validation Accuracy:  0.944, Loss:  0.016
Epoch  58 Batch  203/538 - Train Accuracy:  0.973, Validation Accuracy:  0.949, Loss:  0.021
Epoch  58 Batch  204/538 - Train Accuracy:  0.966, Validation Accuracy:  0.950, Loss:  0.023
Epoch  58 Batch  205/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.015
Epoch  58 Batch  206/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.020
Epoch  58 Batch  207/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.018
Epoch  58 Batch  208/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.027
Epoch  58 Batch  209/538 - Train Accuracy:  0.966, Validation Accuracy:  0.955, Loss:  0.017
Epoch  58 Batch  210/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.012
Epoch  58 Batch  211/538 - Train Accuracy:  0.961, Validation Accuracy:  0.963, Loss:  0.023
Epoch  58 Batch  212/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.018
Epoch  58 Batch  213/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.013
Epoch  58 Batch  214/538 - Train Accuracy:  0.972, Validation Accuracy:  0.949, Loss:  0.016
Epoch  58 Batch  215/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.014
Epoch  58 Batch  216/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.019
Epoch  58 Batch  217/538 - Train Accuracy:  0.974, Validation Accuracy:  0.951, Loss:  0.019
Epoch  58 Batch  218/538 - Train Accuracy:  0.971, Validation Accuracy:  0.955, Loss:  0.022
Epoch  58 Batch  219/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.024
Epoch  58 Batch  220/538 - Train Accuracy:  0.953, Validation Accuracy:  0.951, Loss:  0.016
Epoch  58 Batch  221/538 - Train Accuracy:  0.962, Validation Accuracy:  0.950, Loss:  0.018
Epoch  58 Batch  222/538 - Train Accuracy:  0.968, Validation Accuracy:  0.943, Loss:  0.013
Epoch  58 Batch  223/538 - Train Accuracy:  0.961, Validation Accuracy:  0.943, Loss:  0.014
Epoch  58 Batch  224/538 - Train Accuracy:  0.962, Validation Accuracy:  0.943, Loss:  0.019
Epoch  58 Batch  225/538 - Train Accuracy:  0.968, Validation Accuracy:  0.945, Loss:  0.015
Epoch  58 Batch  226/538 - Train Accuracy:  0.950, Validation Accuracy:  0.945, Loss:  0.018
Epoch  58 Batch  227/538 - Train Accuracy:  0.961, Validation Accuracy:  0.950, Loss:  0.020
Epoch  58 Batch  228/538 - Train Accuracy:  0.960, Validation Accuracy:  0.952, Loss:  0.014
Epoch  58 Batch  229/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.017
Epoch  58 Batch  230/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.015
Epoch  58 Batch  231/538 - Train Accuracy:  0.958, Validation Accuracy:  0.959, Loss:  0.019
Epoch  58 Batch  232/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.022
Epoch  58 Batch  233/538 - Train Accuracy:  0.977, Validation Accuracy:  0.959, Loss:  0.016
Epoch  58 Batch  234/538 - Train Accuracy:  0.973, Validation Accuracy:  0.956, Loss:  0.016
Epoch  58 Batch  235/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.014
Epoch  58 Batch  236/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  58 Batch  237/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  58 Batch  238/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.017
Epoch  58 Batch  239/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.020
Epoch  58 Batch  240/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.017
Epoch  58 Batch  241/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.019
Epoch  58 Batch  242/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.018
Epoch  58 Batch  243/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.016
Epoch  58 Batch  244/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.012
Epoch  58 Batch  245/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.022
Epoch  58 Batch  246/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.014
Epoch  58 Batch  247/538 - Train Accuracy:  0.961, Validation Accuracy:  0.962, Loss:  0.021
Epoch  58 Batch  248/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.020
Epoch  58 Batch  249/538 - Train Accuracy:  0.975, Validation Accuracy:  0.960, Loss:  0.014
Epoch  58 Batch  250/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.011
Epoch  58 Batch  251/538 - Train Accuracy:  0.967, Validation Accuracy:  0.956, Loss:  0.013
Epoch  58 Batch  252/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.014
Epoch  58 Batch  253/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.016
Epoch  58 Batch  254/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.021
Epoch  58 Batch  255/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  58 Batch  256/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.017
Epoch  58 Batch  257/538 - Train Accuracy:  0.970, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch  258/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.012
Epoch  58 Batch  259/538 - Train Accuracy:  0.980, Validation Accuracy:  0.956, Loss:  0.013
Epoch  58 Batch  260/538 - Train Accuracy:  0.934, Validation Accuracy:  0.962, Loss:  0.021
Epoch  58 Batch  261/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.019
Epoch  58 Batch  262/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.017
Epoch  58 Batch  263/538 - Train Accuracy:  0.962, Validation Accuracy:  0.960, Loss:  0.015
Epoch  58 Batch  264/538 - Train Accuracy:  0.963, Validation Accuracy:  0.965, Loss:  0.018
Epoch  58 Batch  265/538 - Train Accuracy:  0.960, Validation Accuracy:  0.960, Loss:  0.020
Epoch  58 Batch  266/538 - Train Accuracy:  0.957, Validation Accuracy:  0.958, Loss:  0.017
Epoch  58 Batch  267/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.015
Epoch  58 Batch  268/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.012
Epoch  58 Batch  269/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.013
Epoch  58 Batch  270/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.013
Epoch  58 Batch  271/538 - Train Accuracy:  0.964, Validation Accuracy:  0.970, Loss:  0.014
Epoch  58 Batch  272/538 - Train Accuracy:  0.975, Validation Accuracy:  0.971, Loss:  0.014
Epoch  58 Batch  273/538 - Train Accuracy:  0.958, Validation Accuracy:  0.974, Loss:  0.018
Epoch  58 Batch  274/538 - Train Accuracy:  0.950, Validation Accuracy:  0.971, Loss:  0.015
Epoch  58 Batch  275/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.019
Epoch  58 Batch  276/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.019
Epoch  58 Batch  277/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.012
Epoch  58 Batch  278/538 - Train Accuracy:  0.963, Validation Accuracy:  0.961, Loss:  0.014
Epoch  58 Batch  279/538 - Train Accuracy:  0.953, Validation Accuracy:  0.961, Loss:  0.013
Epoch  58 Batch  280/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  58 Batch  281/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.020
Epoch  58 Batch  282/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.014
Epoch  58 Batch  283/538 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.014
Epoch  58 Batch  284/538 - Train Accuracy:  0.964, Validation Accuracy:  0.971, Loss:  0.015
Epoch  58 Batch  285/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.010
Epoch  58 Batch  286/538 - Train Accuracy:  0.970, Validation Accuracy:  0.970, Loss:  0.023
Epoch  58 Batch  287/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.010
Epoch  58 Batch  288/538 - Train Accuracy:  0.961, Validation Accuracy:  0.970, Loss:  0.013
Epoch  58 Batch  289/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.012
Epoch  58 Batch  290/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.013
Epoch  58 Batch  291/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.015
Epoch  58 Batch  292/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.008
Epoch  58 Batch  293/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.015
Epoch  58 Batch  294/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.012
Epoch  58 Batch  295/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.012
Epoch  58 Batch  296/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.020
Epoch  58 Batch  297/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  58 Batch  298/538 - Train Accuracy:  0.966, Validation Accuracy:  0.952, Loss:  0.016
Epoch  58 Batch  299/538 - Train Accuracy:  0.967, Validation Accuracy:  0.953, Loss:  0.021
Epoch  58 Batch  300/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch  301/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.023
Epoch  58 Batch  302/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.014
Epoch  58 Batch  303/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.018
Epoch  58 Batch  304/538 - Train Accuracy:  0.980, Validation Accuracy:  0.968, Loss:  0.015
Epoch  58 Batch  305/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.014
Epoch  58 Batch  306/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.016
Epoch  58 Batch  307/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.014
Epoch  58 Batch  308/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.015
Epoch  58 Batch  309/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.015
Epoch  58 Batch  310/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.016
Epoch  58 Batch  311/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.019
Epoch  58 Batch  312/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.011
Epoch  58 Batch  313/538 - Train Accuracy:  0.955, Validation Accuracy:  0.956, Loss:  0.018
Epoch  58 Batch  314/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.018
Epoch  58 Batch  315/538 - Train Accuracy:  0.975, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch  316/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.012
Epoch  58 Batch  317/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.014
Epoch  58 Batch  318/538 - Train Accuracy:  0.963, Validation Accuracy:  0.956, Loss:  0.015
Epoch  58 Batch  319/538 - Train Accuracy:  0.969, Validation Accuracy:  0.954, Loss:  0.015
Epoch  58 Batch  320/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.010
Epoch  58 Batch  321/538 - Train Accuracy:  0.971, Validation Accuracy:  0.953, Loss:  0.011
Epoch  58 Batch  322/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.016
Epoch  58 Batch  323/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.013
Epoch  58 Batch  324/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.013
Epoch  58 Batch  325/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.012
Epoch  58 Batch  326/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.016
Epoch  58 Batch  327/538 - Train Accuracy:  0.978, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch  328/538 - Train Accuracy:  0.984, Validation Accuracy:  0.956, Loss:  0.010
Epoch  58 Batch  329/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.012
Epoch  58 Batch  330/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.016
Epoch  58 Batch  331/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.014
Epoch  58 Batch  332/538 - Train Accuracy:  0.977, Validation Accuracy:  0.960, Loss:  0.022
Epoch  58 Batch  333/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.013
Epoch  58 Batch  334/538 - Train Accuracy:  0.976, Validation Accuracy:  0.959, Loss:  0.012
Epoch  58 Batch  335/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.012
Epoch  58 Batch  336/538 - Train Accuracy:  0.963, Validation Accuracy:  0.957, Loss:  0.014
Epoch  58 Batch  337/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.014
Epoch  58 Batch  338/538 - Train Accuracy:  0.981, Validation Accuracy:  0.959, Loss:  0.011
Epoch  58 Batch  339/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.014
Epoch  58 Batch  340/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.016
Epoch  58 Batch  341/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.013
Epoch  58 Batch  342/538 - Train Accuracy:  0.954, Validation Accuracy:  0.963, Loss:  0.015
Epoch  58 Batch  343/538 - Train Accuracy:  0.983, Validation Accuracy:  0.964, Loss:  0.014
Epoch  58 Batch  344/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.015
Epoch  58 Batch  345/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.016
Epoch  58 Batch  346/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.016
Epoch  58 Batch  347/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.016
Epoch  58 Batch  348/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.009
Epoch  58 Batch  349/538 - Train Accuracy:  0.983, Validation Accuracy:  0.963, Loss:  0.012
Epoch  58 Batch  350/538 - Train Accuracy:  0.956, Validation Accuracy:  0.958, Loss:  0.021
Epoch  58 Batch  351/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.020
Epoch  58 Batch  352/538 - Train Accuracy:  0.960, Validation Accuracy:  0.963, Loss:  0.030
Epoch  58 Batch  353/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.018
Epoch  58 Batch  354/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.016
Epoch  58 Batch  355/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.014
Epoch  58 Batch  356/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.011
Epoch  58 Batch  357/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.012
Epoch  58 Batch  358/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.013
Epoch  58 Batch  359/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.015
Epoch  58 Batch  360/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.019
Epoch  58 Batch  361/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.019
Epoch  58 Batch  362/538 - Train Accuracy:  0.974, Validation Accuracy:  0.960, Loss:  0.011
Epoch  58 Batch  363/538 - Train Accuracy:  0.963, Validation Accuracy:  0.966, Loss:  0.021
Epoch  58 Batch  364/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.021
Epoch  58 Batch  365/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.015
Epoch  58 Batch  366/538 - Train Accuracy:  0.968, Validation Accuracy:  0.959, Loss:  0.017
Epoch  58 Batch  367/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.014
Epoch  58 Batch  368/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.011
Epoch  58 Batch  369/538 - Train Accuracy:  0.961, Validation Accuracy:  0.956, Loss:  0.015
Epoch  58 Batch  370/538 - Train Accuracy:  0.973, Validation Accuracy:  0.955, Loss:  0.015
Epoch  58 Batch  371/538 - Train Accuracy:  0.976, Validation Accuracy:  0.954, Loss:  0.014
Epoch  58 Batch  372/538 - Train Accuracy:  0.972, Validation Accuracy:  0.954, Loss:  0.016
Epoch  58 Batch  373/538 - Train Accuracy:  0.967, Validation Accuracy:  0.957, Loss:  0.012
Epoch  58 Batch  374/538 - Train Accuracy:  0.966, Validation Accuracy:  0.957, Loss:  0.012
Epoch  58 Batch  375/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.016
Epoch  58 Batch  376/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  58 Batch  377/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.020
Epoch  58 Batch  378/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.010
Epoch  58 Batch  379/538 - Train Accuracy:  0.974, Validation Accuracy:  0.965, Loss:  0.014
Epoch  58 Batch  380/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.019
Epoch  58 Batch  381/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  58 Batch  382/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.016
Epoch  58 Batch  383/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.015
Epoch  58 Batch  384/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.016
Epoch  58 Batch  385/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.017
Epoch  58 Batch  386/538 - Train Accuracy:  0.983, Validation Accuracy:  0.953, Loss:  0.012
Epoch  58 Batch  387/538 - Train Accuracy:  0.967, Validation Accuracy:  0.954, Loss:  0.012
Epoch  58 Batch  388/538 - Train Accuracy:  0.977, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch  389/538 - Train Accuracy:  0.961, Validation Accuracy:  0.958, Loss:  0.016
Epoch  58 Batch  390/538 - Train Accuracy:  0.966, Validation Accuracy:  0.961, Loss:  0.015
Epoch  58 Batch  391/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.016
Epoch  58 Batch  392/538 - Train Accuracy:  0.965, Validation Accuracy:  0.964, Loss:  0.014
Epoch  58 Batch  393/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.015
Epoch  58 Batch  394/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.020
Epoch  58 Batch  395/538 - Train Accuracy:  0.969, Validation Accuracy:  0.960, Loss:  0.013
Epoch  58 Batch  396/538 - Train Accuracy:  0.974, Validation Accuracy:  0.954, Loss:  0.016
Epoch  58 Batch  397/538 - Train Accuracy:  0.963, Validation Accuracy:  0.954, Loss:  0.019
Epoch  58 Batch  398/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.012
Epoch  58 Batch  399/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.017
Epoch  58 Batch  400/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.015
Epoch  58 Batch  401/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.012
Epoch  58 Batch  402/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.014
Epoch  58 Batch  403/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.018
Epoch  58 Batch  404/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.023
Epoch  58 Batch  405/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  58 Batch  406/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.016
Epoch  58 Batch  407/538 - Train Accuracy:  0.978, Validation Accuracy:  0.955, Loss:  0.018
Epoch  58 Batch  408/538 - Train Accuracy:  0.970, Validation Accuracy:  0.952, Loss:  0.016
Epoch  58 Batch  409/538 - Train Accuracy:  0.963, Validation Accuracy:  0.952, Loss:  0.012
Epoch  58 Batch  410/538 - Train Accuracy:  0.978, Validation Accuracy:  0.950, Loss:  0.009
Epoch  58 Batch  411/538 - Train Accuracy:  0.974, Validation Accuracy:  0.949, Loss:  0.014
Epoch  58 Batch  412/538 - Train Accuracy:  0.974, Validation Accuracy:  0.952, Loss:  0.010
Epoch  58 Batch  413/538 - Train Accuracy:  0.980, Validation Accuracy:  0.953, Loss:  0.011
Epoch  58 Batch  414/538 - Train Accuracy:  0.949, Validation Accuracy:  0.953, Loss:  0.022
Epoch  58 Batch  415/538 - Train Accuracy:  0.966, Validation Accuracy:  0.953, Loss:  0.016
Epoch  58 Batch  416/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.012
Epoch  58 Batch  417/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.013
Epoch  58 Batch  418/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.018
Epoch  58 Batch  419/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.012
Epoch  58 Batch  420/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.018
Epoch  58 Batch  421/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  58 Batch  422/538 - Train Accuracy:  0.964, Validation Accuracy:  0.964, Loss:  0.017
Epoch  58 Batch  423/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.015
Epoch  58 Batch  424/538 - Train Accuracy:  0.970, Validation Accuracy:  0.961, Loss:  0.025
Epoch  58 Batch  425/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.022
Epoch  58 Batch  426/538 - Train Accuracy:  0.978, Validation Accuracy:  0.961, Loss:  0.011
Epoch  58 Batch  427/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.017
Epoch  58 Batch  428/538 - Train Accuracy:  0.964, Validation Accuracy:  0.956, Loss:  0.012
Epoch  58 Batch  429/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.020
Epoch  58 Batch  430/538 - Train Accuracy:  0.974, Validation Accuracy:  0.956, Loss:  0.015
Epoch  58 Batch  431/538 - Train Accuracy:  0.966, Validation Accuracy:  0.956, Loss:  0.014
Epoch  58 Batch  432/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.019
Epoch  58 Batch  433/538 - Train Accuracy:  0.951, Validation Accuracy:  0.953, Loss:  0.029
Epoch  58 Batch  434/538 - Train Accuracy:  0.970, Validation Accuracy:  0.955, Loss:  0.011
Epoch  58 Batch  435/538 - Train Accuracy:  0.964, Validation Accuracy:  0.957, Loss:  0.014
Epoch  58 Batch  436/538 - Train Accuracy:  0.965, Validation Accuracy:  0.957, Loss:  0.018
Epoch  58 Batch  437/538 - Train Accuracy:  0.976, Validation Accuracy:  0.956, Loss:  0.015
Epoch  58 Batch  438/538 - Train Accuracy:  0.976, Validation Accuracy:  0.955, Loss:  0.011
Epoch  58 Batch  439/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.013
Epoch  58 Batch  440/538 - Train Accuracy:  0.962, Validation Accuracy:  0.959, Loss:  0.019
Epoch  58 Batch  441/538 - Train Accuracy:  0.954, Validation Accuracy:  0.958, Loss:  0.021
Epoch  58 Batch  442/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.012
Epoch  58 Batch  443/538 - Train Accuracy:  0.961, Validation Accuracy:  0.960, Loss:  0.016
Epoch  58 Batch  444/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.013
Epoch  58 Batch  445/538 - Train Accuracy:  0.980, Validation Accuracy:  0.965, Loss:  0.011
Epoch  58 Batch  446/538 - Train Accuracy:  0.980, Validation Accuracy:  0.962, Loss:  0.010
Epoch  58 Batch  447/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.016
Epoch  58 Batch  448/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.015
Epoch  58 Batch  449/538 - Train Accuracy:  0.974, Validation Accuracy:  0.969, Loss:  0.019
Epoch  58 Batch  450/538 - Train Accuracy:  0.952, Validation Accuracy:  0.966, Loss:  0.026
Epoch  58 Batch  451/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.017
Epoch  58 Batch  452/538 - Train Accuracy:  0.975, Validation Accuracy:  0.958, Loss:  0.016
Epoch  58 Batch  453/538 - Train Accuracy:  0.974, Validation Accuracy:  0.958, Loss:  0.015
Epoch  58 Batch  454/538 - Train Accuracy:  0.975, Validation Accuracy:  0.952, Loss:  0.014
Epoch  58 Batch  455/538 - Train Accuracy:  0.963, Validation Accuracy:  0.953, Loss:  0.015
Epoch  58 Batch  456/538 - Train Accuracy:  0.961, Validation Accuracy:  0.955, Loss:  0.029
Epoch  58 Batch  457/538 - Train Accuracy:  0.964, Validation Accuracy:  0.962, Loss:  0.015
Epoch  58 Batch  458/538 - Train Accuracy:  0.981, Validation Accuracy:  0.961, Loss:  0.018
Epoch  58 Batch  459/538 - Train Accuracy:  0.990, Validation Accuracy:  0.968, Loss:  0.010
Epoch  58 Batch  460/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.015
Epoch  58 Batch  461/538 - Train Accuracy:  0.974, Validation Accuracy:  0.966, Loss:  0.017
Epoch  58 Batch  462/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.017
Epoch  58 Batch  463/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.017
Epoch  58 Batch  464/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.015
Epoch  58 Batch  465/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.012
Epoch  58 Batch  466/538 - Train Accuracy:  0.957, Validation Accuracy:  0.963, Loss:  0.019
Epoch  58 Batch  467/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.015
Epoch  58 Batch  468/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.017
Epoch  58 Batch  469/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.017
Epoch  58 Batch  470/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.016
Epoch  58 Batch  471/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.012
Epoch  58 Batch  472/538 - Train Accuracy:  0.993, Validation Accuracy:  0.962, Loss:  0.010
Epoch  58 Batch  473/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.013
Epoch  58 Batch  474/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.011
Epoch  58 Batch  475/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.009
Epoch  58 Batch  476/538 - Train Accuracy:  0.979, Validation Accuracy:  0.971, Loss:  0.012
Epoch  58 Batch  477/538 - Train Accuracy:  0.972, Validation Accuracy:  0.972, Loss:  0.019
Epoch  58 Batch  478/538 - Train Accuracy:  0.982, Validation Accuracy:  0.972, Loss:  0.010
Epoch  58 Batch  479/538 - Train Accuracy:  0.974, Validation Accuracy:  0.971, Loss:  0.013
Epoch  58 Batch  480/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.018
Epoch  58 Batch  481/538 - Train Accuracy:  0.980, Validation Accuracy:  0.967, Loss:  0.013
Epoch  58 Batch  482/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.015
Epoch  58 Batch  483/538 - Train Accuracy:  0.952, Validation Accuracy:  0.958, Loss:  0.018
Epoch  58 Batch  484/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.020
Epoch  58 Batch  485/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.017
Epoch  58 Batch  486/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.010
Epoch  58 Batch  487/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.011
Epoch  58 Batch  488/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.014
Epoch  58 Batch  489/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.013
Epoch  58 Batch  490/538 - Train Accuracy:  0.959, Validation Accuracy:  0.967, Loss:  0.018
Epoch  58 Batch  491/538 - Train Accuracy:  0.951, Validation Accuracy:  0.969, Loss:  0.017
Epoch  58 Batch  492/538 - Train Accuracy:  0.978, Validation Accuracy:  0.973, Loss:  0.013
Epoch  58 Batch  493/538 - Train Accuracy:  0.965, Validation Accuracy:  0.975, Loss:  0.017
Epoch  58 Batch  494/538 - Train Accuracy:  0.967, Validation Accuracy:  0.973, Loss:  0.016
Epoch  58 Batch  495/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.014
Epoch  58 Batch  496/538 - Train Accuracy:  0.973, Validation Accuracy:  0.971, Loss:  0.012
Epoch  58 Batch  497/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.016
Epoch  58 Batch  498/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.013
Epoch  58 Batch  499/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.015
Epoch  58 Batch  500/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.009
Epoch  58 Batch  501/538 - Train Accuracy:  0.974, Validation Accuracy:  0.962, Loss:  0.015
Epoch  58 Batch  502/538 - Train Accuracy:  0.963, Validation Accuracy:  0.959, Loss:  0.014
Epoch  58 Batch  503/538 - Train Accuracy:  0.972, Validation Accuracy:  0.957, Loss:  0.017
Epoch  58 Batch  504/538 - Train Accuracy:  0.985, Validation Accuracy:  0.958, Loss:  0.011
Epoch  58 Batch  505/538 - Train Accuracy:  0.973, Validation Accuracy:  0.958, Loss:  0.011
Epoch  58 Batch  506/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.016
Epoch  58 Batch  507/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.014
Epoch  58 Batch  508/538 - Train Accuracy:  0.971, Validation Accuracy:  0.956, Loss:  0.015
Epoch  58 Batch  509/538 - Train Accuracy:  0.953, Validation Accuracy:  0.955, Loss:  0.023
Epoch  58 Batch  510/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.012
Epoch  58 Batch  511/538 - Train Accuracy:  0.966, Validation Accuracy:  0.962, Loss:  0.015
Epoch  58 Batch  512/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  58 Batch  513/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.015
Epoch  58 Batch  514/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.013
Epoch  58 Batch  515/538 - Train Accuracy:  0.949, Validation Accuracy:  0.967, Loss:  0.019
Epoch  58 Batch  516/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.010
Epoch  58 Batch  517/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.013
Epoch  58 Batch  518/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.020
Epoch  58 Batch  519/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.014
Epoch  58 Batch  520/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.020
Epoch  58 Batch  521/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.018
Epoch  58 Batch  522/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.010
Epoch  58 Batch  523/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.015
Epoch  58 Batch  524/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.009
Epoch  58 Batch  525/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.014
Epoch  58 Batch  526/538 - Train Accuracy:  0.954, Validation Accuracy:  0.962, Loss:  0.015
Epoch  58 Batch  527/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.015
Epoch  58 Batch  528/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.018
Epoch  58 Batch  529/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.013
Epoch  58 Batch  530/538 - Train Accuracy:  0.960, Validation Accuracy:  0.967, Loss:  0.014
Epoch  58 Batch  531/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.017
Epoch  58 Batch  532/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.010
Epoch  58 Batch  533/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.010
Epoch  58 Batch  534/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.012
Epoch  58 Batch  535/538 - Train Accuracy:  0.975, Validation Accuracy:  0.970, Loss:  0.015
Epoch  58 Batch  536/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.015
Epoch  59 Batch    0/538 - Train Accuracy:  0.978, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch    1/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.012
Epoch  59 Batch    2/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.018
Epoch  59 Batch    3/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.014
Epoch  59 Batch    4/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.011
Epoch  59 Batch    5/538 - Train Accuracy:  0.962, Validation Accuracy:  0.958, Loss:  0.018
Epoch  59 Batch    6/538 - Train Accuracy:  0.960, Validation Accuracy:  0.958, Loss:  0.012
Epoch  59 Batch    7/538 - Train Accuracy:  0.979, Validation Accuracy:  0.955, Loss:  0.014
Epoch  59 Batch    8/538 - Train Accuracy:  0.969, Validation Accuracy:  0.956, Loss:  0.011
Epoch  59 Batch    9/538 - Train Accuracy:  0.962, Validation Accuracy:  0.956, Loss:  0.016
Epoch  59 Batch   10/538 - Train Accuracy:  0.965, Validation Accuracy:  0.958, Loss:  0.017
Epoch  59 Batch   11/538 - Train Accuracy:  0.972, Validation Accuracy:  0.959, Loss:  0.015
Epoch  59 Batch   12/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.016
Epoch  59 Batch   13/538 - Train Accuracy:  0.984, Validation Accuracy:  0.960, Loss:  0.012
Epoch  59 Batch   14/538 - Train Accuracy:  0.972, Validation Accuracy:  0.962, Loss:  0.017
Epoch  59 Batch   15/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.014
Epoch  59 Batch   16/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.014
Epoch  59 Batch   17/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.018
Epoch  59 Batch   18/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.024
Epoch  59 Batch   19/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.015
Epoch  59 Batch   20/538 - Train Accuracy:  0.977, Validation Accuracy:  0.965, Loss:  0.018
Epoch  59 Batch   21/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.008
Epoch  59 Batch   22/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch   23/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.017
Epoch  59 Batch   24/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.017
Epoch  59 Batch   25/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.016
Epoch  59 Batch   26/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.023
Epoch  59 Batch   27/538 - Train Accuracy:  0.979, Validation Accuracy:  0.960, Loss:  0.011
Epoch  59 Batch   28/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.012
Epoch  59 Batch   29/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.009
Epoch  59 Batch   30/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  59 Batch   31/538 - Train Accuracy:  0.975, Validation Accuracy:  0.959, Loss:  0.009
Epoch  59 Batch   32/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.007
Epoch  59 Batch   33/538 - Train Accuracy:  0.959, Validation Accuracy:  0.963, Loss:  0.016
Epoch  59 Batch   34/538 - Train Accuracy:  0.967, Validation Accuracy:  0.962, Loss:  0.017
Epoch  59 Batch   35/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.014
Epoch  59 Batch   36/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.017
Epoch  59 Batch   37/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  59 Batch   38/538 - Train Accuracy:  0.964, Validation Accuracy:  0.961, Loss:  0.018
Epoch  59 Batch   39/538 - Train Accuracy:  0.981, Validation Accuracy:  0.963, Loss:  0.015
Epoch  59 Batch   40/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.015
Epoch  59 Batch   41/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.014
Epoch  59 Batch   42/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.016
Epoch  59 Batch   43/538 - Train Accuracy:  0.958, Validation Accuracy:  0.967, Loss:  0.017
Epoch  59 Batch   44/538 - Train Accuracy:  0.969, Validation Accuracy:  0.968, Loss:  0.011
Epoch  59 Batch   45/538 - Train Accuracy:  0.977, Validation Accuracy:  0.967, Loss:  0.016
Epoch  59 Batch   46/538 - Train Accuracy:  0.976, Validation Accuracy:  0.967, Loss:  0.017
Epoch  59 Batch   47/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.012
Epoch  59 Batch   48/538 - Train Accuracy:  0.962, Validation Accuracy:  0.966, Loss:  0.018
Epoch  59 Batch   49/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch   50/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.018
Epoch  59 Batch   51/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.018
Epoch  59 Batch   52/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.013
Epoch  59 Batch   53/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.015
Epoch  59 Batch   54/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.011
Epoch  59 Batch   55/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.017
Epoch  59 Batch   56/538 - Train Accuracy:  0.964, Validation Accuracy:  0.968, Loss:  0.018
Epoch  59 Batch   57/538 - Train Accuracy:  0.959, Validation Accuracy:  0.968, Loss:  0.017
Epoch  59 Batch   58/538 - Train Accuracy:  0.954, Validation Accuracy:  0.970, Loss:  0.015
Epoch  59 Batch   59/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.013
Epoch  59 Batch   60/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.017
Epoch  59 Batch   61/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.015
Epoch  59 Batch   62/538 - Train Accuracy:  0.961, Validation Accuracy:  0.961, Loss:  0.024
Epoch  59 Batch   63/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.012
Epoch  59 Batch   64/538 - Train Accuracy:  0.961, Validation Accuracy:  0.967, Loss:  0.016
Epoch  59 Batch   65/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.013
Epoch  59 Batch   66/538 - Train Accuracy:  0.983, Validation Accuracy:  0.965, Loss:  0.008
Epoch  59 Batch   67/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.015
Epoch  59 Batch   68/538 - Train Accuracy:  0.968, Validation Accuracy:  0.961, Loss:  0.014
Epoch  59 Batch   69/538 - Train Accuracy:  0.982, Validation Accuracy:  0.961, Loss:  0.011
Epoch  59 Batch   70/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch   71/538 - Train Accuracy:  0.958, Validation Accuracy:  0.965, Loss:  0.016
Epoch  59 Batch   72/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.030
Epoch  59 Batch   73/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.015
Epoch  59 Batch   74/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch   75/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.017
Epoch  59 Batch   76/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.014
Epoch  59 Batch   77/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.018
Epoch  59 Batch   78/538 - Train Accuracy:  0.968, Validation Accuracy:  0.967, Loss:  0.014
Epoch  59 Batch   79/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.012
Epoch  59 Batch   80/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch   81/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.018
Epoch  59 Batch   82/538 - Train Accuracy:  0.972, Validation Accuracy:  0.955, Loss:  0.015
Epoch  59 Batch   83/538 - Train Accuracy:  0.963, Validation Accuracy:  0.958, Loss:  0.014
Epoch  59 Batch   84/538 - Train Accuracy:  0.957, Validation Accuracy:  0.960, Loss:  0.017
Epoch  59 Batch   85/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  59 Batch   86/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.010
Epoch  59 Batch   87/538 - Train Accuracy:  0.951, Validation Accuracy:  0.963, Loss:  0.016
Epoch  59 Batch   88/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.013
Epoch  59 Batch   89/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.013
Epoch  59 Batch   90/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.018
Epoch  59 Batch   91/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.015
Epoch  59 Batch   92/538 - Train Accuracy:  0.967, Validation Accuracy:  0.969, Loss:  0.014
Epoch  59 Batch   93/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.010
Epoch  59 Batch   94/538 - Train Accuracy:  0.979, Validation Accuracy:  0.967, Loss:  0.011
Epoch  59 Batch   95/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.012
Epoch  59 Batch   96/538 - Train Accuracy:  0.980, Validation Accuracy:  0.969, Loss:  0.011
Epoch  59 Batch   97/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.010
Epoch  59 Batch   98/538 - Train Accuracy:  0.976, Validation Accuracy:  0.969, Loss:  0.016
Epoch  59 Batch   99/538 - Train Accuracy:  0.968, Validation Accuracy:  0.970, Loss:  0.014
Epoch  59 Batch  100/538 - Train Accuracy:  0.982, Validation Accuracy:  0.970, Loss:  0.011
Epoch  59 Batch  101/538 - Train Accuracy:  0.961, Validation Accuracy:  0.971, Loss:  0.017
Epoch  59 Batch  102/538 - Train Accuracy:  0.959, Validation Accuracy:  0.971, Loss:  0.018
Epoch  59 Batch  103/538 - Train Accuracy:  0.962, Validation Accuracy:  0.971, Loss:  0.016
Epoch  59 Batch  104/538 - Train Accuracy:  0.973, Validation Accuracy:  0.974, Loss:  0.013
Epoch  59 Batch  105/538 - Train Accuracy:  0.980, Validation Accuracy:  0.971, Loss:  0.010
Epoch  59 Batch  106/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.011
Epoch  59 Batch  107/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.016
Epoch  59 Batch  108/538 - Train Accuracy:  0.982, Validation Accuracy:  0.966, Loss:  0.014
Epoch  59 Batch  109/538 - Train Accuracy:  0.977, Validation Accuracy:  0.962, Loss:  0.018
Epoch  59 Batch  110/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.012
Epoch  59 Batch  111/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.011
Epoch  59 Batch  112/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.015
Epoch  59 Batch  113/538 - Train Accuracy:  0.960, Validation Accuracy:  0.965, Loss:  0.014
Epoch  59 Batch  114/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  59 Batch  115/538 - Train Accuracy:  0.984, Validation Accuracy:  0.966, Loss:  0.016
Epoch  59 Batch  116/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.014
Epoch  59 Batch  117/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.014
Epoch  59 Batch  118/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.015
Epoch  59 Batch  119/538 - Train Accuracy:  0.982, Validation Accuracy:  0.969, Loss:  0.010
Epoch  59 Batch  120/538 - Train Accuracy:  0.983, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  121/538 - Train Accuracy:  0.977, Validation Accuracy:  0.971, Loss:  0.016
Epoch  59 Batch  122/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.014
Epoch  59 Batch  123/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.014
Epoch  59 Batch  124/538 - Train Accuracy:  0.966, Validation Accuracy:  0.965, Loss:  0.014
Epoch  59 Batch  125/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.016
Epoch  59 Batch  126/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.018
Epoch  59 Batch  127/538 - Train Accuracy:  0.953, Validation Accuracy:  0.962, Loss:  0.022
Epoch  59 Batch  128/538 - Train Accuracy:  0.975, Validation Accuracy:  0.962, Loss:  0.014
Epoch  59 Batch  129/538 - Train Accuracy:  0.976, Validation Accuracy:  0.963, Loss:  0.011
Epoch  59 Batch  130/538 - Train Accuracy:  0.962, Validation Accuracy:  0.961, Loss:  0.012
Epoch  59 Batch  131/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.013
Epoch  59 Batch  132/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  59 Batch  133/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.015
Epoch  59 Batch  134/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.019
Epoch  59 Batch  135/538 - Train Accuracy:  0.968, Validation Accuracy:  0.957, Loss:  0.021
Epoch  59 Batch  136/538 - Train Accuracy:  0.968, Validation Accuracy:  0.958, Loss:  0.014
Epoch  59 Batch  137/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.016
Epoch  59 Batch  138/538 - Train Accuracy:  0.975, Validation Accuracy:  0.957, Loss:  0.012
Epoch  59 Batch  139/538 - Train Accuracy:  0.957, Validation Accuracy:  0.956, Loss:  0.021
Epoch  59 Batch  140/538 - Train Accuracy:  0.965, Validation Accuracy:  0.960, Loss:  0.018
Epoch  59 Batch  141/538 - Train Accuracy:  0.976, Validation Accuracy:  0.962, Loss:  0.011
Epoch  59 Batch  142/538 - Train Accuracy:  0.985, Validation Accuracy:  0.961, Loss:  0.013
Epoch  59 Batch  143/538 - Train Accuracy:  0.958, Validation Accuracy:  0.957, Loss:  0.026
Epoch  59 Batch  144/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.021
Epoch  59 Batch  145/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.019
Epoch  59 Batch  146/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.013
Epoch  59 Batch  147/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.016
Epoch  59 Batch  148/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.020
Epoch  59 Batch  149/538 - Train Accuracy:  0.969, Validation Accuracy:  0.967, Loss:  0.013
Epoch  59 Batch  150/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.013
Epoch  59 Batch  151/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.018
Epoch  59 Batch  152/538 - Train Accuracy:  0.973, Validation Accuracy:  0.965, Loss:  0.020
Epoch  59 Batch  153/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.013
Epoch  59 Batch  154/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.013
Epoch  59 Batch  155/538 - Train Accuracy:  0.963, Validation Accuracy:  0.963, Loss:  0.017
Epoch  59 Batch  156/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.015
Epoch  59 Batch  157/538 - Train Accuracy:  0.980, Validation Accuracy:  0.964, Loss:  0.013
Epoch  59 Batch  158/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.014
Epoch  59 Batch  159/538 - Train Accuracy:  0.968, Validation Accuracy:  0.966, Loss:  0.019
Epoch  59 Batch  160/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.013
Epoch  59 Batch  161/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  59 Batch  162/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.015
Epoch  59 Batch  163/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.020
Epoch  59 Batch  164/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.013
Epoch  59 Batch  165/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.012
Epoch  59 Batch  166/538 - Train Accuracy:  0.978, Validation Accuracy:  0.972, Loss:  0.011
Epoch  59 Batch  167/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.019
Epoch  59 Batch  168/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.021
Epoch  59 Batch  169/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  170/538 - Train Accuracy:  0.967, Validation Accuracy:  0.968, Loss:  0.015
Epoch  59 Batch  171/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.015
Epoch  59 Batch  172/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.012
Epoch  59 Batch  173/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.007
Epoch  59 Batch  174/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  59 Batch  175/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.009
Epoch  59 Batch  176/538 - Train Accuracy:  0.959, Validation Accuracy:  0.960, Loss:  0.015
Epoch  59 Batch  177/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.014
Epoch  59 Batch  178/538 - Train Accuracy:  0.964, Validation Accuracy:  0.965, Loss:  0.015
Epoch  59 Batch  179/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  180/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.013
Epoch  59 Batch  181/538 - Train Accuracy:  0.955, Validation Accuracy:  0.962, Loss:  0.015
Epoch  59 Batch  182/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.010
Epoch  59 Batch  183/538 - Train Accuracy:  0.984, Validation Accuracy:  0.968, Loss:  0.011
Epoch  59 Batch  184/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  59 Batch  185/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.009
Epoch  59 Batch  186/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  187/538 - Train Accuracy:  0.979, Validation Accuracy:  0.970, Loss:  0.012
Epoch  59 Batch  188/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.013
Epoch  59 Batch  189/538 - Train Accuracy:  0.958, Validation Accuracy:  0.968, Loss:  0.020
Epoch  59 Batch  190/538 - Train Accuracy:  0.979, Validation Accuracy:  0.968, Loss:  0.016
Epoch  59 Batch  191/538 - Train Accuracy:  0.982, Validation Accuracy:  0.964, Loss:  0.012
Epoch  59 Batch  192/538 - Train Accuracy:  0.978, Validation Accuracy:  0.960, Loss:  0.010
Epoch  59 Batch  193/538 - Train Accuracy:  0.969, Validation Accuracy:  0.961, Loss:  0.014
Epoch  59 Batch  194/538 - Train Accuracy:  0.961, Validation Accuracy:  0.965, Loss:  0.018
Epoch  59 Batch  195/538 - Train Accuracy:  0.971, Validation Accuracy:  0.960, Loss:  0.016
Epoch  59 Batch  196/538 - Train Accuracy:  0.960, Validation Accuracy:  0.957, Loss:  0.011
Epoch  59 Batch  197/538 - Train Accuracy:  0.985, Validation Accuracy:  0.955, Loss:  0.013
Epoch  59 Batch  198/538 - Train Accuracy:  0.959, Validation Accuracy:  0.953, Loss:  0.017
Epoch  59 Batch  199/538 - Train Accuracy:  0.971, Validation Accuracy:  0.957, Loss:  0.013
Epoch  59 Batch  200/538 - Train Accuracy:  0.982, Validation Accuracy:  0.959, Loss:  0.008
Epoch  59 Batch  201/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.016
Epoch  59 Batch  202/538 - Train Accuracy:  0.966, Validation Accuracy:  0.967, Loss:  0.014
Epoch  59 Batch  203/538 - Train Accuracy:  0.974, Validation Accuracy:  0.967, Loss:  0.019
Epoch  59 Batch  204/538 - Train Accuracy:  0.964, Validation Accuracy:  0.967, Loss:  0.020
Epoch  59 Batch  205/538 - Train Accuracy:  0.972, Validation Accuracy:  0.967, Loss:  0.011
Epoch  59 Batch  206/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  59 Batch  207/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.012
Epoch  59 Batch  208/538 - Train Accuracy:  0.966, Validation Accuracy:  0.963, Loss:  0.018
Epoch  59 Batch  209/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch  210/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.014
Epoch  59 Batch  211/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.014
Epoch  59 Batch  212/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.015
Epoch  59 Batch  213/538 - Train Accuracy:  0.968, Validation Accuracy:  0.969, Loss:  0.012
Epoch  59 Batch  214/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  215/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.009
Epoch  59 Batch  216/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.017
Epoch  59 Batch  217/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.016
Epoch  59 Batch  218/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.011
Epoch  59 Batch  219/538 - Train Accuracy:  0.967, Validation Accuracy:  0.965, Loss:  0.015
Epoch  59 Batch  220/538 - Train Accuracy:  0.968, Validation Accuracy:  0.962, Loss:  0.013
Epoch  59 Batch  221/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.011
Epoch  59 Batch  222/538 - Train Accuracy:  0.973, Validation Accuracy:  0.960, Loss:  0.009
Epoch  59 Batch  223/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.012
Epoch  59 Batch  224/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.018
Epoch  59 Batch  225/538 - Train Accuracy:  0.973, Validation Accuracy:  0.963, Loss:  0.013
Epoch  59 Batch  226/538 - Train Accuracy:  0.951, Validation Accuracy:  0.964, Loss:  0.018
Epoch  59 Batch  227/538 - Train Accuracy:  0.971, Validation Accuracy:  0.967, Loss:  0.014
Epoch  59 Batch  228/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.012
Epoch  59 Batch  229/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.018
Epoch  59 Batch  230/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.013
Epoch  59 Batch  231/538 - Train Accuracy:  0.967, Validation Accuracy:  0.955, Loss:  0.017
Epoch  59 Batch  232/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.017
Epoch  59 Batch  233/538 - Train Accuracy:  0.984, Validation Accuracy:  0.965, Loss:  0.012
Epoch  59 Batch  234/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.019
Epoch  59 Batch  235/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.012
Epoch  59 Batch  236/538 - Train Accuracy:  0.964, Validation Accuracy:  0.959, Loss:  0.013
Epoch  59 Batch  237/538 - Train Accuracy:  0.977, Validation Accuracy:  0.958, Loss:  0.008
Epoch  59 Batch  238/538 - Train Accuracy:  0.972, Validation Accuracy:  0.958, Loss:  0.013
Epoch  59 Batch  239/538 - Train Accuracy:  0.976, Validation Accuracy:  0.958, Loss:  0.013
Epoch  59 Batch  240/538 - Train Accuracy:  0.966, Validation Accuracy:  0.958, Loss:  0.015
Epoch  59 Batch  241/538 - Train Accuracy:  0.958, Validation Accuracy:  0.958, Loss:  0.016
Epoch  59 Batch  242/538 - Train Accuracy:  0.979, Validation Accuracy:  0.959, Loss:  0.012
Epoch  59 Batch  243/538 - Train Accuracy:  0.975, Validation Accuracy:  0.961, Loss:  0.013
Epoch  59 Batch  244/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.013
Epoch  59 Batch  245/538 - Train Accuracy:  0.953, Validation Accuracy:  0.960, Loss:  0.018
Epoch  59 Batch  246/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.016
Epoch  59 Batch  247/538 - Train Accuracy:  0.966, Validation Accuracy:  0.964, Loss:  0.016
Epoch  59 Batch  248/538 - Train Accuracy:  0.961, Validation Accuracy:  0.964, Loss:  0.022
Epoch  59 Batch  249/538 - Train Accuracy:  0.978, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch  250/538 - Train Accuracy:  0.979, Validation Accuracy:  0.962, Loss:  0.012
Epoch  59 Batch  251/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.011
Epoch  59 Batch  252/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.016
Epoch  59 Batch  253/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.012
Epoch  59 Batch  254/538 - Train Accuracy:  0.956, Validation Accuracy:  0.966, Loss:  0.021
Epoch  59 Batch  255/538 - Train Accuracy:  0.981, Validation Accuracy:  0.966, Loss:  0.010
Epoch  59 Batch  256/538 - Train Accuracy:  0.969, Validation Accuracy:  0.964, Loss:  0.016
Epoch  59 Batch  257/538 - Train Accuracy:  0.956, Validation Accuracy:  0.959, Loss:  0.016
Epoch  59 Batch  258/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.018
Epoch  59 Batch  259/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  59 Batch  260/538 - Train Accuracy:  0.956, Validation Accuracy:  0.967, Loss:  0.018
Epoch  59 Batch  261/538 - Train Accuracy:  0.969, Validation Accuracy:  0.970, Loss:  0.015
Epoch  59 Batch  262/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.015
Epoch  59 Batch  263/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.016
Epoch  59 Batch  264/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.021
Epoch  59 Batch  265/538 - Train Accuracy:  0.948, Validation Accuracy:  0.966, Loss:  0.019
Epoch  59 Batch  266/538 - Train Accuracy:  0.952, Validation Accuracy:  0.963, Loss:  0.019
Epoch  59 Batch  267/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.015
Epoch  59 Batch  268/538 - Train Accuracy:  0.971, Validation Accuracy:  0.969, Loss:  0.014
Epoch  59 Batch  269/538 - Train Accuracy:  0.957, Validation Accuracy:  0.968, Loss:  0.016
Epoch  59 Batch  270/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.017
Epoch  59 Batch  271/538 - Train Accuracy:  0.955, Validation Accuracy:  0.967, Loss:  0.013
Epoch  59 Batch  272/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.016
Epoch  59 Batch  273/538 - Train Accuracy:  0.960, Validation Accuracy:  0.961, Loss:  0.016
Epoch  59 Batch  274/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.016
Epoch  59 Batch  275/538 - Train Accuracy:  0.954, Validation Accuracy:  0.961, Loss:  0.017
Epoch  59 Batch  276/538 - Train Accuracy:  0.959, Validation Accuracy:  0.961, Loss:  0.021
Epoch  59 Batch  277/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.011
Epoch  59 Batch  278/538 - Train Accuracy:  0.964, Validation Accuracy:  0.963, Loss:  0.011
Epoch  59 Batch  279/538 - Train Accuracy:  0.969, Validation Accuracy:  0.955, Loss:  0.011
Epoch  59 Batch  280/538 - Train Accuracy:  0.969, Validation Accuracy:  0.958, Loss:  0.013
Epoch  59 Batch  281/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.019
Epoch  59 Batch  282/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.015
Epoch  59 Batch  283/538 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.014
Epoch  59 Batch  284/538 - Train Accuracy:  0.962, Validation Accuracy:  0.974, Loss:  0.015
Epoch  59 Batch  285/538 - Train Accuracy:  0.970, Validation Accuracy:  0.974, Loss:  0.011
Epoch  59 Batch  286/538 - Train Accuracy:  0.956, Validation Accuracy:  0.973, Loss:  0.022
Epoch  59 Batch  287/538 - Train Accuracy:  0.969, Validation Accuracy:  0.973, Loss:  0.011
Epoch  59 Batch  288/538 - Train Accuracy:  0.965, Validation Accuracy:  0.971, Loss:  0.012
Epoch  59 Batch  289/538 - Train Accuracy:  0.972, Validation Accuracy:  0.971, Loss:  0.013
Epoch  59 Batch  290/538 - Train Accuracy:  0.980, Validation Accuracy:  0.973, Loss:  0.012
Epoch  59 Batch  291/538 - Train Accuracy:  0.970, Validation Accuracy:  0.972, Loss:  0.015
Epoch  59 Batch  292/538 - Train Accuracy:  0.971, Validation Accuracy:  0.972, Loss:  0.011
Epoch  59 Batch  293/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.013
Epoch  59 Batch  294/538 - Train Accuracy:  0.971, Validation Accuracy:  0.971, Loss:  0.013
Epoch  59 Batch  295/538 - Train Accuracy:  0.972, Validation Accuracy:  0.970, Loss:  0.012
Epoch  59 Batch  296/538 - Train Accuracy:  0.964, Validation Accuracy:  0.969, Loss:  0.019
Epoch  59 Batch  297/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.018
Epoch  59 Batch  298/538 - Train Accuracy:  0.963, Validation Accuracy:  0.968, Loss:  0.014
Epoch  59 Batch  299/538 - Train Accuracy:  0.962, Validation Accuracy:  0.969, Loss:  0.022
Epoch  59 Batch  300/538 - Train Accuracy:  0.965, Validation Accuracy:  0.969, Loss:  0.016
Epoch  59 Batch  301/538 - Train Accuracy:  0.939, Validation Accuracy:  0.965, Loss:  0.023
Epoch  59 Batch  302/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.018
Epoch  59 Batch  303/538 - Train Accuracy:  0.982, Validation Accuracy:  0.965, Loss:  0.018
Epoch  59 Batch  304/538 - Train Accuracy:  0.979, Validation Accuracy:  0.963, Loss:  0.014
Epoch  59 Batch  305/538 - Train Accuracy:  0.971, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch  306/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.013
Epoch  59 Batch  307/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch  308/538 - Train Accuracy:  0.975, Validation Accuracy:  0.968, Loss:  0.013
Epoch  59 Batch  309/538 - Train Accuracy:  0.977, Validation Accuracy:  0.968, Loss:  0.010
Epoch  59 Batch  310/538 - Train Accuracy:  0.968, Validation Accuracy:  0.968, Loss:  0.017
Epoch  59 Batch  311/538 - Train Accuracy:  0.971, Validation Accuracy:  0.970, Loss:  0.018
Epoch  59 Batch  312/538 - Train Accuracy:  0.965, Validation Accuracy:  0.968, Loss:  0.014
Epoch  59 Batch  313/538 - Train Accuracy:  0.967, Validation Accuracy:  0.967, Loss:  0.012
Epoch  59 Batch  314/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.018
Epoch  59 Batch  315/538 - Train Accuracy:  0.972, Validation Accuracy:  0.969, Loss:  0.014
Epoch  59 Batch  316/538 - Train Accuracy:  0.969, Validation Accuracy:  0.969, Loss:  0.011
Epoch  59 Batch  317/538 - Train Accuracy:  0.964, Validation Accuracy:  0.966, Loss:  0.017
Epoch  59 Batch  318/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.012
Epoch  59 Batch  319/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.014
Epoch  59 Batch  320/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch  321/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.010
Epoch  59 Batch  322/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.012
Epoch  59 Batch  323/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.013
Epoch  59 Batch  324/538 - Train Accuracy:  0.976, Validation Accuracy:  0.964, Loss:  0.015
Epoch  59 Batch  325/538 - Train Accuracy:  0.969, Validation Accuracy:  0.963, Loss:  0.011
Epoch  59 Batch  326/538 - Train Accuracy:  0.971, Validation Accuracy:  0.962, Loss:  0.017
Epoch  59 Batch  327/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.018
Epoch  59 Batch  328/538 - Train Accuracy:  0.979, Validation Accuracy:  0.965, Loss:  0.013
Epoch  59 Batch  329/538 - Train Accuracy:  0.979, Validation Accuracy:  0.961, Loss:  0.010
Epoch  59 Batch  330/538 - Train Accuracy:  0.978, Validation Accuracy:  0.958, Loss:  0.013
Epoch  59 Batch  331/538 - Train Accuracy:  0.977, Validation Accuracy:  0.961, Loss:  0.012
Epoch  59 Batch  332/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  59 Batch  333/538 - Train Accuracy:  0.976, Validation Accuracy:  0.960, Loss:  0.011
Epoch  59 Batch  334/538 - Train Accuracy:  0.968, Validation Accuracy:  0.960, Loss:  0.012
Epoch  59 Batch  335/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.015
Epoch  59 Batch  336/538 - Train Accuracy:  0.969, Validation Accuracy:  0.962, Loss:  0.013
Epoch  59 Batch  337/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.011
Epoch  59 Batch  338/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.013
Epoch  59 Batch  339/538 - Train Accuracy:  0.972, Validation Accuracy:  0.963, Loss:  0.011
Epoch  59 Batch  340/538 - Train Accuracy:  0.975, Validation Accuracy:  0.965, Loss:  0.011
Epoch  59 Batch  341/538 - Train Accuracy:  0.968, Validation Accuracy:  0.965, Loss:  0.013
Epoch  59 Batch  342/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.015
Epoch  59 Batch  343/538 - Train Accuracy:  0.984, Validation Accuracy:  0.964, Loss:  0.009
Epoch  59 Batch  344/538 - Train Accuracy:  0.975, Validation Accuracy:  0.967, Loss:  0.011
Epoch  59 Batch  345/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.014
Epoch  59 Batch  346/538 - Train Accuracy:  0.966, Validation Accuracy:  0.960, Loss:  0.019
Epoch  59 Batch  347/538 - Train Accuracy:  0.981, Validation Accuracy:  0.960, Loss:  0.012
Epoch  59 Batch  348/538 - Train Accuracy:  0.956, Validation Accuracy:  0.962, Loss:  0.012
Epoch  59 Batch  349/538 - Train Accuracy:  0.984, Validation Accuracy:  0.959, Loss:  0.009
Epoch  59 Batch  350/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.015
Epoch  59 Batch  351/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  59 Batch  352/538 - Train Accuracy:  0.958, Validation Accuracy:  0.963, Loss:  0.026
Epoch  59 Batch  353/538 - Train Accuracy:  0.959, Validation Accuracy:  0.959, Loss:  0.018
Epoch  59 Batch  354/538 - Train Accuracy:  0.971, Validation Accuracy:  0.961, Loss:  0.013
Epoch  59 Batch  355/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.013
Epoch  59 Batch  356/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.011
Epoch  59 Batch  357/538 - Train Accuracy:  0.973, Validation Accuracy:  0.967, Loss:  0.010
Epoch  59 Batch  358/538 - Train Accuracy:  0.979, Validation Accuracy:  0.973, Loss:  0.009
Epoch  59 Batch  359/538 - Train Accuracy:  0.976, Validation Accuracy:  0.972, Loss:  0.012
Epoch  59 Batch  360/538 - Train Accuracy:  0.973, Validation Accuracy:  0.969, Loss:  0.014
Epoch  59 Batch  361/538 - Train Accuracy:  0.978, Validation Accuracy:  0.969, Loss:  0.014
Epoch  59 Batch  362/538 - Train Accuracy:  0.982, Validation Accuracy:  0.971, Loss:  0.012
Epoch  59 Batch  363/538 - Train Accuracy:  0.976, Validation Accuracy:  0.971, Loss:  0.010
Epoch  59 Batch  364/538 - Train Accuracy:  0.967, Validation Accuracy:  0.970, Loss:  0.018
Epoch  59 Batch  365/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.012
Epoch  59 Batch  366/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.015
Epoch  59 Batch  367/538 - Train Accuracy:  0.973, Validation Accuracy:  0.966, Loss:  0.011
Epoch  59 Batch  368/538 - Train Accuracy:  0.978, Validation Accuracy:  0.966, Loss:  0.010
Epoch  59 Batch  369/538 - Train Accuracy:  0.974, Validation Accuracy:  0.964, Loss:  0.011
Epoch  59 Batch  370/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.010
Epoch  59 Batch  371/538 - Train Accuracy:  0.981, Validation Accuracy:  0.964, Loss:  0.015
Epoch  59 Batch  372/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.013
Epoch  59 Batch  373/538 - Train Accuracy:  0.964, Validation Accuracy:  0.960, Loss:  0.012
Epoch  59 Batch  374/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.011
Epoch  59 Batch  375/538 - Train Accuracy:  0.974, Validation Accuracy:  0.959, Loss:  0.013
Epoch  59 Batch  376/538 - Train Accuracy:  0.969, Validation Accuracy:  0.957, Loss:  0.012
Epoch  59 Batch  377/538 - Train Accuracy:  0.970, Validation Accuracy:  0.958, Loss:  0.020
Epoch  59 Batch  378/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.009
Epoch  59 Batch  379/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.013
Epoch  59 Batch  380/538 - Train Accuracy:  0.977, Validation Accuracy:  0.964, Loss:  0.012
Epoch  59 Batch  381/538 - Train Accuracy:  0.983, Validation Accuracy:  0.961, Loss:  0.008
Epoch  59 Batch  382/538 - Train Accuracy:  0.973, Validation Accuracy:  0.961, Loss:  0.014
Epoch  59 Batch  383/538 - Train Accuracy:  0.980, Validation Accuracy:  0.961, Loss:  0.009
Epoch  59 Batch  384/538 - Train Accuracy:  0.957, Validation Accuracy:  0.961, Loss:  0.017
Epoch  59 Batch  385/538 - Train Accuracy:  0.972, Validation Accuracy:  0.964, Loss:  0.010
Epoch  59 Batch  386/538 - Train Accuracy:  0.977, Validation Accuracy:  0.969, Loss:  0.012
Epoch  59 Batch  387/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.010
Epoch  59 Batch  388/538 - Train Accuracy:  0.973, Validation Accuracy:  0.962, Loss:  0.013
Epoch  59 Batch  389/538 - Train Accuracy:  0.973, Validation Accuracy:  0.959, Loss:  0.014
Epoch  59 Batch  390/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.011
Epoch  59 Batch  391/538 - Train Accuracy:  0.972, Validation Accuracy:  0.960, Loss:  0.011
Epoch  59 Batch  392/538 - Train Accuracy:  0.970, Validation Accuracy:  0.960, Loss:  0.009
Epoch  59 Batch  393/538 - Train Accuracy:  0.975, Validation Accuracy:  0.963, Loss:  0.014
Epoch  59 Batch  394/538 - Train Accuracy:  0.964, Validation Accuracy:  0.958, Loss:  0.013
Epoch  59 Batch  395/538 - Train Accuracy:  0.976, Validation Accuracy:  0.961, Loss:  0.012
Epoch  59 Batch  396/538 - Train Accuracy:  0.974, Validation Accuracy:  0.963, Loss:  0.012
Epoch  59 Batch  397/538 - Train Accuracy:  0.976, Validation Accuracy:  0.966, Loss:  0.012
Epoch  59 Batch  398/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.012
Epoch  59 Batch  399/538 - Train Accuracy:  0.970, Validation Accuracy:  0.965, Loss:  0.011
Epoch  59 Batch  400/538 - Train Accuracy:  0.974, Validation Accuracy:  0.961, Loss:  0.014
Epoch  59 Batch  401/538 - Train Accuracy:  0.984, Validation Accuracy:  0.961, Loss:  0.009
Epoch  59 Batch  402/538 - Train Accuracy:  0.978, Validation Accuracy:  0.964, Loss:  0.009
Epoch  59 Batch  403/538 - Train Accuracy:  0.973, Validation Accuracy:  0.964, Loss:  0.019
Epoch  59 Batch  404/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.014
Epoch  59 Batch  405/538 - Train Accuracy:  0.972, Validation Accuracy:  0.968, Loss:  0.010
Epoch  59 Batch  406/538 - Train Accuracy:  0.971, Validation Accuracy:  0.968, Loss:  0.014
Epoch  59 Batch  407/538 - Train Accuracy:  0.981, Validation Accuracy:  0.970, Loss:  0.012
Epoch  59 Batch  408/538 - Train Accuracy:  0.957, Validation Accuracy:  0.970, Loss:  0.017
Epoch  59 Batch  409/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  410/538 - Train Accuracy:  0.980, Validation Accuracy:  0.963, Loss:  0.009
Epoch  59 Batch  411/538 - Train Accuracy:  0.970, Validation Accuracy:  0.959, Loss:  0.013
Epoch  59 Batch  412/538 - Train Accuracy:  0.982, Validation Accuracy:  0.962, Loss:  0.007
Epoch  59 Batch  413/538 - Train Accuracy:  0.979, Validation Accuracy:  0.964, Loss:  0.011
Epoch  59 Batch  414/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.017
Epoch  59 Batch  415/538 - Train Accuracy:  0.965, Validation Accuracy:  0.961, Loss:  0.012
Epoch  59 Batch  416/538 - Train Accuracy:  0.980, Validation Accuracy:  0.959, Loss:  0.009
Epoch  59 Batch  417/538 - Train Accuracy:  0.971, Validation Accuracy:  0.964, Loss:  0.014
Epoch  59 Batch  418/538 - Train Accuracy:  0.972, Validation Accuracy:  0.965, Loss:  0.017
Epoch  59 Batch  419/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.011
Epoch  59 Batch  420/538 - Train Accuracy:  0.965, Validation Accuracy:  0.967, Loss:  0.014
Epoch  59 Batch  421/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.010
Epoch  59 Batch  422/538 - Train Accuracy:  0.966, Validation Accuracy:  0.966, Loss:  0.014
Epoch  59 Batch  423/538 - Train Accuracy:  0.968, Validation Accuracy:  0.964, Loss:  0.016
Epoch  59 Batch  424/538 - Train Accuracy:  0.967, Validation Accuracy:  0.963, Loss:  0.023
Epoch  59 Batch  425/538 - Train Accuracy:  0.967, Validation Accuracy:  0.964, Loss:  0.017
Epoch  59 Batch  426/538 - Train Accuracy:  0.981, Validation Accuracy:  0.967, Loss:  0.012
Epoch  59 Batch  427/538 - Train Accuracy:  0.974, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  428/538 - Train Accuracy:  0.971, Validation Accuracy:  0.965, Loss:  0.008
Epoch  59 Batch  429/538 - Train Accuracy:  0.969, Validation Accuracy:  0.965, Loss:  0.013
Epoch  59 Batch  430/538 - Train Accuracy:  0.970, Validation Accuracy:  0.963, Loss:  0.015
Epoch  59 Batch  431/538 - Train Accuracy:  0.970, Validation Accuracy:  0.964, Loss:  0.019
Epoch  59 Batch  432/538 - Train Accuracy:  0.952, Validation Accuracy:  0.964, Loss:  0.018
Epoch  59 Batch  433/538 - Train Accuracy:  0.963, Validation Accuracy:  0.962, Loss:  0.024
Epoch  59 Batch  434/538 - Train Accuracy:  0.977, Validation Accuracy:  0.966, Loss:  0.012
Epoch  59 Batch  435/538 - Train Accuracy:  0.971, Validation Accuracy:  0.966, Loss:  0.013
Epoch  59 Batch  436/538 - Train Accuracy:  0.967, Validation Accuracy:  0.966, Loss:  0.018
Epoch  59 Batch  437/538 - Train Accuracy:  0.976, Validation Accuracy:  0.965, Loss:  0.014
Epoch  59 Batch  438/538 - Train Accuracy:  0.973, Validation Accuracy:  0.968, Loss:  0.011
Epoch  59 Batch  439/538 - Train Accuracy:  0.981, Validation Accuracy:  0.969, Loss:  0.011
Epoch  59 Batch  440/538 - Train Accuracy:  0.968, Validation Accuracy:  0.971, Loss:  0.015
Epoch  59 Batch  441/538 - Train Accuracy:  0.950, Validation Accuracy:  0.969, Loss:  0.021
Epoch  59 Batch  442/538 - Train Accuracy:  0.963, Validation Accuracy:  0.969, Loss:  0.014
Epoch  59 Batch  443/538 - Train Accuracy:  0.969, Validation Accuracy:  0.966, Loss:  0.014
Epoch  59 Batch  444/538 - Train Accuracy:  0.981, Validation Accuracy:  0.962, Loss:  0.009
Epoch  59 Batch  445/538 - Train Accuracy:  0.977, Validation Accuracy:  0.963, Loss:  0.010
Epoch  59 Batch  446/538 - Train Accuracy:  0.978, Validation Accuracy:  0.965, Loss:  0.010
Epoch  59 Batch  447/538 - Train Accuracy:  0.954, Validation Accuracy:  0.968, Loss:  0.013
Epoch  59 Batch  448/538 - Train Accuracy:  0.976, Validation Accuracy:  0.968, Loss:  0.012
Epoch  59 Batch  449/538 - Train Accuracy:  0.977, Validation Accuracy:  0.970, Loss:  0.015
Epoch  59 Batch  450/538 - Train Accuracy:  0.956, Validation Accuracy:  0.971, Loss:  0.019
Epoch  59 Batch  451/538 - Train Accuracy:  0.966, Validation Accuracy:  0.968, Loss:  0.013
Epoch  59 Batch  452/538 - Train Accuracy:  0.970, Validation Accuracy:  0.967, Loss:  0.013
Epoch  59 Batch  453/538 - Train Accuracy:  0.970, Validation Accuracy:  0.966, Loss:  0.013
Epoch  59 Batch  454/538 - Train Accuracy:  0.975, Validation Accuracy:  0.964, Loss:  0.017
Epoch  59 Batch  455/538 - Train Accuracy:  0.962, Validation Accuracy:  0.964, Loss:  0.014
Epoch  59 Batch  456/538 - Train Accuracy:  0.970, Validation Accuracy:  0.969, Loss:  0.028
Epoch  59 Batch  457/538 - Train Accuracy:  0.970, Validation Accuracy:  0.971, Loss:  0.013
Epoch  59 Batch  458/538 - Train Accuracy:  0.969, Validation Accuracy:  0.971, Loss:  0.013
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Epoch  59 Batch  478/538 - Train Accuracy:  0.974, Validation Accuracy:  0.970, Loss:  0.009
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Epoch  59 Batch  536/538 - Train Accuracy:  0.979, Validation Accuracy:  0.966, Loss:  0.017
Model Trained and Saved

Save Parameters

Save the batch_size and save_path parameters for inference.



In [25]:

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

Checkpoint



In [26]:

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

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

Sentence to Sequence

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

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



In [27]:

    
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
    # Convert the sentence to lower case
    sentence = sentence.lower()
    ids = [vocab_to_int.get(each, vocab_to_int['<UNK>']) for each in sentence.split()]
    return ids


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









    



Tests Passed

Translate

This will translate translate_sentence from English to French.



In [28]:

    
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:      [126, 191, 122, 24, 74, 27, 177]
  English Words: ['he', 'saw', 'a', 'old', 'yellow', 'truck', '.']

Prediction
  Word Ids:      [5, 158, 232, 305, 332, 95, 299, 81, 1]
  French Words: ['il', 'a', 'vu', 'un', 'vieux', 'camion', 'jaune', '.', '<EOS>']

Imperfect Translation

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

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

Submitting This Project

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