In this notebook, we'll build a model that takes in a sequence of letters, and outputs a sorted version of that sequence. We'll do that using what we've learned so far about Sequence to Sequence models.
The dataset lives in the /data/ folder. At the moment, it is made up of the following files:
In [1]:
import helper
source_path = 'data/letters_source.txt'
target_path = 'data/letters_target.txt'
source_sentences = helper.load_data(source_path)
target_sentences = helper.load_data(target_path)
Let's start by examining the current state of the dataset. source_sentences contains the entire input sequence file as text delimited by newline symbols.
In [2]:
source_sentences[:50].split('\n')
Out[2]:
['bsaqq',
'npy',
'lbwuj',
'bqv',
'kial',
'tddam',
'edxpjpg',
'nspv',
'huloz',
'']
target_sentences contains the entire output sequence file as text delimited by newline symbols. Each line corresponds to the line from source_sentences. target_sentences contains a sorted characters of the line.
In [3]:
target_sentences[:50].split('\n')
Out[3]:
['abqqs',
'npy',
'bjluw',
'bqv',
'aikl',
'addmt',
'degjppx',
'npsv',
'hlouz',
'']
In [4]:
def extract_character_vocab(data):
special_words = ['<pad>', '<unk>', '<s>', '<\s>']
set_words = set([character for line in data.split('\n') for character in line])
int_to_vocab = {word_i: word for word_i, word in enumerate(special_words + list(set_words))}
vocab_to_int = {word: word_i for word_i, word in int_to_vocab.items()}
return int_to_vocab, vocab_to_int
# Build int2letter and letter2int dicts
source_int_to_letter, source_letter_to_int = extract_character_vocab(source_sentences)
target_int_to_letter, target_letter_to_int = extract_character_vocab(target_sentences)
# Convert characters to ids
source_letter_ids = [[source_letter_to_int.get(letter, source_letter_to_int['<unk>']) for letter in line] for line in source_sentences.split('\n')]
target_letter_ids = [[target_letter_to_int.get(letter, target_letter_to_int['<unk>']) for letter in line] for line in target_sentences.split('\n')]
print("Example source sequence")
print(source_letter_ids[:3])
print("\n")
print("Example target sequence")
print(target_letter_ids[:3])
Example source sequence
[[14, 4, 5, 26, 26], [22, 6, 17], [28, 14, 11, 27, 19]]
Example target sequence
[[5, 14, 26, 26, 4], [22, 6, 17], [14, 19, 28, 27, 11]]
The last step in the preprocessing stage is to determine the the longest sequence size in the dataset we'll be using, then pad all the sequences to that length.
In [5]:
def pad_id_sequences(source_ids, source_letter_to_int, target_ids, target_letter_to_int, sequence_length):
new_source_ids = [sentence + [source_letter_to_int['<pad>']] * (sequence_length - len(sentence)) \
for sentence in source_ids]
new_target_ids = [sentence + [target_letter_to_int['<pad>']] * (sequence_length - len(sentence)) \
for sentence in target_ids]
return new_source_ids, new_target_ids
# Use the longest sequence as sequence length
sequence_length = max(
[len(sentence) for sentence in source_letter_ids] + [len(sentence) for sentence in target_letter_ids])
# Pad all sequences up to sequence length
source_ids, target_ids = pad_id_sequences(source_letter_ids, source_letter_to_int,
target_letter_ids, target_letter_to_int, sequence_length)
print("Sequence Length")
print(sequence_length)
print("\n")
print("Input sequence example")
print(source_ids[:3])
print("\n")
print("Target sequence example")
print(target_ids[:3])
Sequence Length
7
Input sequence example
[[14, 4, 5, 26, 26, 0, 0], [22, 6, 17, 0, 0, 0, 0], [28, 14, 11, 27, 19, 0, 0]]
Target sequence example
[[5, 14, 26, 26, 4, 0, 0], [22, 6, 17, 0, 0, 0, 0], [14, 19, 28, 27, 11, 0, 0]]
This is the final shape we need them to be in. We can now proceed to building the model.
In [6]:
from distutils.version import LooseVersion
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer'
print('TensorFlow Version: {}'.format(tf.__version__))
TensorFlow Version: 1.0.0
In [7]:
# Number of Epochs
epochs = 60
# Batch Size
batch_size = 128
# RNN Size
rnn_size = 50
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 13
decoding_embedding_size = 13
# Learning Rate
learning_rate = 0.001
In [8]:
input_data = tf.placeholder(tf.int32, [batch_size, sequence_length])
targets = tf.placeholder(tf.int32, [batch_size, sequence_length])
lr = tf.placeholder(tf.float32)
The decoder is probably the most complex part of this model. We need to declare a decoder for the training phase, and a decoder for the inference/prediction phase. These two decoders will share their parameters (so that all the weights and biases that are set during the training phase can be used when we deploy the model).
First, we'll need to define the type of cell we'll be using for our decoder RNNs. We opted for LSTM.
Then, we'll need to hookup a fully connected layer to the output of decoder. The output of this layer tells us which word the RNN is choosing to output at each time step.
Let's first look at the inference/prediction decoder. It is the one we'll use when we deploy our chatbot to the wild (even though it comes second in the actual code).
We'll hand our encoder hidden state to the inference decoder and have it process its output. TensorFlow handles most of the logic for us. We just have to use tf.contrib.seq2seq.simple_decoder_fn_inference and tf.contrib.seq2seq.dynamic_rnn_decoder and supply them with the appropriate inputs.
Notice that the inference decoder feeds the output of each time step as an input to the next.
As for the training decoder, we can think of it as looking like this:
The training decoder does not feed the output of each time step to the next. Rather, the inputs to the decoder time steps are the target sequence from the training dataset (the orange letters).
tf.contrib.layers.embed_sequence
In [9]:
source_vocab_size = len(source_letter_to_int)
# Encoder embedding
enc_embed_input = tf.contrib.layers.embed_sequence(input_data, source_vocab_size, encoding_embedding_size)
# Encoder
enc_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
_, enc_state = tf.nn.dynamic_rnn(enc_cell, enc_embed_input, dtype=tf.float32)
In [10]:
import numpy as np
# Process the input we'll feed to the decoder
ending = tf.strided_slice(targets, [0, 0], [batch_size, -1], [1, 1])
dec_input = tf.concat([tf.fill([batch_size, 1], target_letter_to_int['<s>']), ending], 1)
demonstration_outputs = np.reshape(range(batch_size * sequence_length), (batch_size, sequence_length))
sess = tf.InteractiveSession()
print("Targets")
print(demonstration_outputs[:2])
print("\n")
print("Processed Decoding Input")
print(sess.run(dec_input, {targets: demonstration_outputs})[:2])
Targets
[[ 0 1 2 3 4 5 6]
[ 7 8 9 10 11 12 13]]
Processed Decoding Input
[[ 2 0 1 2 3 4 5]
[ 2 7 8 9 10 11 12]]
In [11]:
target_vocab_size = len(target_letter_to_int)
# Decoder Embedding
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)
# Decoder RNNs
dec_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
with tf.variable_scope("decoding") as decoding_scope:
# Output Layer
output_fn = lambda x: tf.contrib.layers.fully_connected(x, target_vocab_size, None, scope=decoding_scope)
tf.contrib.seq2seq.simple_decoder_fn_train and tf.contrib.seq2seq.dynamic_rnn_decoder.
In [12]:
with tf.variable_scope("decoding") as decoding_scope:
# Training Decoder
train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(enc_state)
train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(
dec_cell, train_decoder_fn, dec_embed_input, sequence_length, scope=decoding_scope)
# Apply output function
train_logits = output_fn(train_pred)
tf.variable_scope("decoding", reuse=True)tf.contrib.seq2seq.simple_decoder_fn_inference and tf.contrib.seq2seq.dynamic_rnn_decoder.
In [13]:
with tf.variable_scope("decoding", reuse=True) as decoding_scope:
# Inference Decoder
infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
output_fn, enc_state, dec_embeddings, target_letter_to_int['<s>'], target_letter_to_int['<\s>'],
sequence_length - 1, target_vocab_size)
inference_logits, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(dec_cell, infer_decoder_fn, scope=decoding_scope)
Our loss function is tf.contrib.seq2seq.sequence_loss provided by the tensor flow seq2seq module. It calculates a weighted cross-entropy loss for the output logits.
In [14]:
# Loss function
cost = tf.contrib.seq2seq.sequence_loss(
train_logits,
targets,
tf.ones([batch_size, sequence_length]))
# Optimizer
optimizer = tf.train.AdamOptimizer(lr)
# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]
train_op = optimizer.apply_gradients(capped_gradients)
In [15]:
import numpy as np
train_source = source_ids[batch_size:]
train_target = target_ids[batch_size:]
valid_source = source_ids[:batch_size]
valid_target = target_ids[:batch_size]
sess.run(tf.global_variables_initializer())
for epoch_i in range(epochs):
for batch_i, (source_batch, target_batch) in enumerate(
helper.batch_data(train_source, train_target, batch_size)):
_, loss = sess.run(
[train_op, cost],
{input_data: source_batch, targets: target_batch, lr: learning_rate})
batch_train_logits = sess.run(
inference_logits,
{input_data: source_batch})
batch_valid_logits = sess.run(
inference_logits,
{input_data: valid_source})
train_acc = np.mean(np.equal(target_batch, np.argmax(batch_train_logits, 2)))
valid_acc = np.mean(np.equal(valid_target, np.argmax(batch_valid_logits, 2)))
print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.3f}, Validation Accuracy: {:>6.3f}, Loss: {:>6.3f}'
.format(epoch_i, batch_i, len(source_ids) // batch_size, train_acc, valid_acc, loss))
Epoch 0 Batch 0/78 - Train Accuracy: 0.018, Validation Accuracy: 0.018, Loss: 3.415
Epoch 0 Batch 1/78 - Train Accuracy: 0.374, Validation Accuracy: 0.398, Loss: 3.387
Epoch 0 Batch 2/78 - Train Accuracy: 0.461, Validation Accuracy: 0.449, Loss: 3.356
Epoch 0 Batch 3/78 - Train Accuracy: 0.450, Validation Accuracy: 0.449, Loss: 3.327
Epoch 0 Batch 4/78 - Train Accuracy: 0.446, Validation Accuracy: 0.449, Loss: 3.297
Epoch 0 Batch 5/78 - Train Accuracy: 0.445, Validation Accuracy: 0.449, Loss: 3.267
Epoch 0 Batch 6/78 - Train Accuracy: 0.432, Validation Accuracy: 0.449, Loss: 3.238
Epoch 0 Batch 7/78 - Train Accuracy: 0.432, Validation Accuracy: 0.449, Loss: 3.197
Epoch 0 Batch 8/78 - Train Accuracy: 0.417, Validation Accuracy: 0.449, Loss: 3.165
Epoch 0 Batch 9/78 - Train Accuracy: 0.451, Validation Accuracy: 0.449, Loss: 3.093
Epoch 0 Batch 10/78 - Train Accuracy: 0.402, Validation Accuracy: 0.449, Loss: 3.078
Epoch 0 Batch 11/78 - Train Accuracy: 0.392, Validation Accuracy: 0.449, Loss: 3.032
Epoch 0 Batch 12/78 - Train Accuracy: 0.403, Validation Accuracy: 0.449, Loss: 2.969
Epoch 0 Batch 13/78 - Train Accuracy: 0.406, Validation Accuracy: 0.449, Loss: 2.894
Epoch 0 Batch 14/78 - Train Accuracy: 0.481, Validation Accuracy: 0.449, Loss: 2.722
Epoch 0 Batch 15/78 - Train Accuracy: 0.402, Validation Accuracy: 0.449, Loss: 2.773
Epoch 0 Batch 16/78 - Train Accuracy: 0.452, Validation Accuracy: 0.449, Loss: 2.598
Epoch 0 Batch 17/78 - Train Accuracy: 0.464, Validation Accuracy: 0.449, Loss: 2.498
Epoch 0 Batch 18/78 - Train Accuracy: 0.417, Validation Accuracy: 0.449, Loss: 2.539
Epoch 0 Batch 19/78 - Train Accuracy: 0.445, Validation Accuracy: 0.449, Loss: 2.399
Epoch 0 Batch 20/78 - Train Accuracy: 0.478, Validation Accuracy: 0.449, Loss: 2.247
Epoch 0 Batch 21/78 - Train Accuracy: 0.398, Validation Accuracy: 0.449, Loss: 2.483
Epoch 0 Batch 22/78 - Train Accuracy: 0.426, Validation Accuracy: 0.449, Loss: 2.397
Epoch 0 Batch 23/78 - Train Accuracy: 0.472, Validation Accuracy: 0.449, Loss: 2.249
Epoch 0 Batch 24/78 - Train Accuracy: 0.438, Validation Accuracy: 0.449, Loss: 2.387
Epoch 0 Batch 25/78 - Train Accuracy: 0.424, Validation Accuracy: 0.449, Loss: 2.454
Epoch 0 Batch 26/78 - Train Accuracy: 0.392, Validation Accuracy: 0.449, Loss: 2.586
Epoch 0 Batch 27/78 - Train Accuracy: 0.414, Validation Accuracy: 0.449, Loss: 2.456
Epoch 0 Batch 28/78 - Train Accuracy: 0.413, Validation Accuracy: 0.449, Loss: 2.461
Epoch 0 Batch 29/78 - Train Accuracy: 0.451, Validation Accuracy: 0.449, Loss: 2.316
Epoch 0 Batch 30/78 - Train Accuracy: 0.442, Validation Accuracy: 0.449, Loss: 2.324
Epoch 0 Batch 31/78 - Train Accuracy: 0.461, Validation Accuracy: 0.449, Loss: 2.235
Epoch 0 Batch 32/78 - Train Accuracy: 0.433, Validation Accuracy: 0.449, Loss: 2.330
Epoch 0 Batch 33/78 - Train Accuracy: 0.404, Validation Accuracy: 0.449, Loss: 2.406
Epoch 0 Batch 34/78 - Train Accuracy: 0.440, Validation Accuracy: 0.449, Loss: 2.265
Epoch 0 Batch 35/78 - Train Accuracy: 0.430, Validation Accuracy: 0.449, Loss: 2.285
Epoch 0 Batch 36/78 - Train Accuracy: 0.412, Validation Accuracy: 0.449, Loss: 2.337
Epoch 0 Batch 37/78 - Train Accuracy: 0.420, Validation Accuracy: 0.449, Loss: 2.321
Epoch 0 Batch 38/78 - Train Accuracy: 0.425, Validation Accuracy: 0.449, Loss: 2.269
Epoch 0 Batch 39/78 - Train Accuracy: 0.402, Validation Accuracy: 0.449, Loss: 2.376
Epoch 0 Batch 40/78 - Train Accuracy: 0.434, Validation Accuracy: 0.449, Loss: 2.254
Epoch 0 Batch 41/78 - Train Accuracy: 0.393, Validation Accuracy: 0.449, Loss: 2.379
Epoch 0 Batch 42/78 - Train Accuracy: 0.431, Validation Accuracy: 0.449, Loss: 2.255
Epoch 0 Batch 43/78 - Train Accuracy: 0.384, Validation Accuracy: 0.449, Loss: 2.398
Epoch 0 Batch 44/78 - Train Accuracy: 0.434, Validation Accuracy: 0.449, Loss: 2.226
Epoch 0 Batch 45/78 - Train Accuracy: 0.424, Validation Accuracy: 0.450, Loss: 2.250
Epoch 0 Batch 46/78 - Train Accuracy: 0.413, Validation Accuracy: 0.450, Loss: 2.276
Epoch 0 Batch 47/78 - Train Accuracy: 0.468, Validation Accuracy: 0.451, Loss: 2.100
Epoch 0 Batch 48/78 - Train Accuracy: 0.467, Validation Accuracy: 0.452, Loss: 2.086
Epoch 0 Batch 49/78 - Train Accuracy: 0.408, Validation Accuracy: 0.453, Loss: 2.244
Epoch 0 Batch 50/78 - Train Accuracy: 0.365, Validation Accuracy: 0.453, Loss: 2.385
Epoch 0 Batch 51/78 - Train Accuracy: 0.434, Validation Accuracy: 0.453, Loss: 2.146
Epoch 0 Batch 52/78 - Train Accuracy: 0.436, Validation Accuracy: 0.453, Loss: 2.142
Epoch 0 Batch 53/78 - Train Accuracy: 0.430, Validation Accuracy: 0.453, Loss: 2.159
Epoch 0 Batch 54/78 - Train Accuracy: 0.408, Validation Accuracy: 0.454, Loss: 2.221
Epoch 0 Batch 55/78 - Train Accuracy: 0.403, Validation Accuracy: 0.455, Loss: 2.237
Epoch 0 Batch 56/78 - Train Accuracy: 0.427, Validation Accuracy: 0.456, Loss: 2.145
Epoch 0 Batch 57/78 - Train Accuracy: 0.401, Validation Accuracy: 0.458, Loss: 2.219
Epoch 0 Batch 58/78 - Train Accuracy: 0.395, Validation Accuracy: 0.458, Loss: 2.245
Epoch 0 Batch 59/78 - Train Accuracy: 0.411, Validation Accuracy: 0.459, Loss: 2.180
Epoch 0 Batch 60/78 - Train Accuracy: 0.475, Validation Accuracy: 0.461, Loss: 1.952
Epoch 0 Batch 61/78 - Train Accuracy: 0.423, Validation Accuracy: 0.462, Loss: 2.188
Epoch 0 Batch 62/78 - Train Accuracy: 0.448, Validation Accuracy: 0.462, Loss: 2.085
Epoch 0 Batch 63/78 - Train Accuracy: 0.465, Validation Accuracy: 0.462, Loss: 2.008
Epoch 0 Batch 64/78 - Train Accuracy: 0.444, Validation Accuracy: 0.462, Loss: 2.034
Epoch 0 Batch 65/78 - Train Accuracy: 0.454, Validation Accuracy: 0.462, Loss: 2.002
Epoch 0 Batch 66/78 - Train Accuracy: 0.461, Validation Accuracy: 0.462, Loss: 2.006
Epoch 0 Batch 67/78 - Train Accuracy: 0.465, Validation Accuracy: 0.462, Loss: 1.988
Epoch 0 Batch 68/78 - Train Accuracy: 0.436, Validation Accuracy: 0.462, Loss: 2.077
Epoch 0 Batch 69/78 - Train Accuracy: 0.499, Validation Accuracy: 0.462, Loss: 1.844
Epoch 0 Batch 70/78 - Train Accuracy: 0.445, Validation Accuracy: 0.462, Loss: 2.044
Epoch 0 Batch 71/78 - Train Accuracy: 0.463, Validation Accuracy: 0.463, Loss: 1.955
Epoch 0 Batch 72/78 - Train Accuracy: 0.422, Validation Accuracy: 0.463, Loss: 2.098
Epoch 0 Batch 73/78 - Train Accuracy: 0.392, Validation Accuracy: 0.463, Loss: 2.214
Epoch 0 Batch 74/78 - Train Accuracy: 0.445, Validation Accuracy: 0.465, Loss: 1.988
Epoch 0 Batch 75/78 - Train Accuracy: 0.444, Validation Accuracy: 0.465, Loss: 1.985
Epoch 0 Batch 76/78 - Train Accuracy: 0.407, Validation Accuracy: 0.467, Loss: 2.099
Epoch 1 Batch 0/78 - Train Accuracy: 0.427, Validation Accuracy: 0.467, Loss: 2.057
Epoch 1 Batch 1/78 - Train Accuracy: 0.442, Validation Accuracy: 0.467, Loss: 2.003
Epoch 1 Batch 2/78 - Train Accuracy: 0.474, Validation Accuracy: 0.467, Loss: 1.877
Epoch 1 Batch 3/78 - Train Accuracy: 0.464, Validation Accuracy: 0.467, Loss: 1.901
Epoch 1 Batch 4/78 - Train Accuracy: 0.472, Validation Accuracy: 0.467, Loss: 1.905
Epoch 1 Batch 5/78 - Train Accuracy: 0.460, Validation Accuracy: 0.467, Loss: 1.899
Epoch 1 Batch 6/78 - Train Accuracy: 0.458, Validation Accuracy: 0.467, Loss: 1.940
Epoch 1 Batch 7/78 - Train Accuracy: 0.448, Validation Accuracy: 0.467, Loss: 1.938
Epoch 1 Batch 8/78 - Train Accuracy: 0.432, Validation Accuracy: 0.468, Loss: 1.979
Epoch 1 Batch 9/78 - Train Accuracy: 0.467, Validation Accuracy: 0.468, Loss: 1.870
Epoch 1 Batch 10/78 - Train Accuracy: 0.432, Validation Accuracy: 0.468, Loss: 2.013
Epoch 1 Batch 11/78 - Train Accuracy: 0.417, Validation Accuracy: 0.468, Loss: 2.032
Epoch 1 Batch 12/78 - Train Accuracy: 0.433, Validation Accuracy: 0.468, Loss: 2.002
Epoch 1 Batch 13/78 - Train Accuracy: 0.435, Validation Accuracy: 0.469, Loss: 1.979
Epoch 1 Batch 14/78 - Train Accuracy: 0.497, Validation Accuracy: 0.468, Loss: 1.748
Epoch 1 Batch 15/78 - Train Accuracy: 0.420, Validation Accuracy: 0.469, Loss: 1.990
Epoch 1 Batch 16/78 - Train Accuracy: 0.465, Validation Accuracy: 0.468, Loss: 1.826
Epoch 1 Batch 17/78 - Train Accuracy: 0.483, Validation Accuracy: 0.468, Loss: 1.782
Epoch 1 Batch 18/78 - Train Accuracy: 0.441, Validation Accuracy: 0.468, Loss: 1.905
Epoch 1 Batch 19/78 - Train Accuracy: 0.470, Validation Accuracy: 0.468, Loss: 1.824
Epoch 1 Batch 20/78 - Train Accuracy: 0.496, Validation Accuracy: 0.469, Loss: 1.718
Epoch 1 Batch 21/78 - Train Accuracy: 0.426, Validation Accuracy: 0.470, Loss: 1.948
Epoch 1 Batch 22/78 - Train Accuracy: 0.442, Validation Accuracy: 0.473, Loss: 1.853
Epoch 1 Batch 23/78 - Train Accuracy: 0.497, Validation Accuracy: 0.472, Loss: 1.717
Epoch 1 Batch 24/78 - Train Accuracy: 0.462, Validation Accuracy: 0.472, Loss: 1.809
Epoch 1 Batch 25/78 - Train Accuracy: 0.450, Validation Accuracy: 0.475, Loss: 1.855
Epoch 1 Batch 26/78 - Train Accuracy: 0.434, Validation Accuracy: 0.481, Loss: 1.920
Epoch 1 Batch 27/78 - Train Accuracy: 0.442, Validation Accuracy: 0.482, Loss: 1.876
Epoch 1 Batch 28/78 - Train Accuracy: 0.446, Validation Accuracy: 0.484, Loss: 1.861
Epoch 1 Batch 29/78 - Train Accuracy: 0.484, Validation Accuracy: 0.488, Loss: 1.736
Epoch 1 Batch 30/78 - Train Accuracy: 0.475, Validation Accuracy: 0.487, Loss: 1.761
Epoch 1 Batch 31/78 - Train Accuracy: 0.489, Validation Accuracy: 0.489, Loss: 1.693
Epoch 1 Batch 32/78 - Train Accuracy: 0.467, Validation Accuracy: 0.488, Loss: 1.783
Epoch 1 Batch 33/78 - Train Accuracy: 0.444, Validation Accuracy: 0.489, Loss: 1.845
Epoch 1 Batch 34/78 - Train Accuracy: 0.475, Validation Accuracy: 0.492, Loss: 1.746
Epoch 1 Batch 35/78 - Train Accuracy: 0.479, Validation Accuracy: 0.490, Loss: 1.761
Epoch 1 Batch 36/78 - Train Accuracy: 0.465, Validation Accuracy: 0.490, Loss: 1.795
Epoch 1 Batch 37/78 - Train Accuracy: 0.470, Validation Accuracy: 0.488, Loss: 1.785
Epoch 1 Batch 38/78 - Train Accuracy: 0.460, Validation Accuracy: 0.487, Loss: 1.761
Epoch 1 Batch 39/78 - Train Accuracy: 0.444, Validation Accuracy: 0.488, Loss: 1.827
Epoch 1 Batch 40/78 - Train Accuracy: 0.475, Validation Accuracy: 0.485, Loss: 1.720
Epoch 1 Batch 41/78 - Train Accuracy: 0.445, Validation Accuracy: 0.485, Loss: 1.833
Epoch 1 Batch 42/78 - Train Accuracy: 0.490, Validation Accuracy: 0.483, Loss: 1.704
Epoch 1 Batch 43/78 - Train Accuracy: 0.433, Validation Accuracy: 0.485, Loss: 1.832
Epoch 1 Batch 44/78 - Train Accuracy: 0.488, Validation Accuracy: 0.488, Loss: 1.689
Epoch 1 Batch 45/78 - Train Accuracy: 0.478, Validation Accuracy: 0.490, Loss: 1.692
Epoch 1 Batch 46/78 - Train Accuracy: 0.456, Validation Accuracy: 0.489, Loss: 1.751
Epoch 1 Batch 47/78 - Train Accuracy: 0.515, Validation Accuracy: 0.489, Loss: 1.585
Epoch 1 Batch 48/78 - Train Accuracy: 0.502, Validation Accuracy: 0.489, Loss: 1.593
Epoch 1 Batch 49/78 - Train Accuracy: 0.451, Validation Accuracy: 0.488, Loss: 1.736
Epoch 1 Batch 50/78 - Train Accuracy: 0.423, Validation Accuracy: 0.490, Loss: 1.837
Epoch 1 Batch 51/78 - Train Accuracy: 0.477, Validation Accuracy: 0.492, Loss: 1.646
Epoch 1 Batch 52/78 - Train Accuracy: 0.485, Validation Accuracy: 0.497, Loss: 1.644
Epoch 1 Batch 53/78 - Train Accuracy: 0.483, Validation Accuracy: 0.494, Loss: 1.660
Epoch 1 Batch 54/78 - Train Accuracy: 0.458, Validation Accuracy: 0.498, Loss: 1.724
Epoch 1 Batch 55/78 - Train Accuracy: 0.449, Validation Accuracy: 0.499, Loss: 1.738
Epoch 1 Batch 56/78 - Train Accuracy: 0.474, Validation Accuracy: 0.499, Loss: 1.668
Epoch 1 Batch 57/78 - Train Accuracy: 0.453, Validation Accuracy: 0.499, Loss: 1.725
Epoch 1 Batch 58/78 - Train Accuracy: 0.452, Validation Accuracy: 0.504, Loss: 1.762
Epoch 1 Batch 59/78 - Train Accuracy: 0.463, Validation Accuracy: 0.507, Loss: 1.713
Epoch 1 Batch 60/78 - Train Accuracy: 0.522, Validation Accuracy: 0.509, Loss: 1.532
Epoch 1 Batch 61/78 - Train Accuracy: 0.453, Validation Accuracy: 0.510, Loss: 1.717
Epoch 1 Batch 62/78 - Train Accuracy: 0.481, Validation Accuracy: 0.510, Loss: 1.632
Epoch 1 Batch 63/78 - Train Accuracy: 0.509, Validation Accuracy: 0.513, Loss: 1.550
Epoch 1 Batch 64/78 - Train Accuracy: 0.497, Validation Accuracy: 0.512, Loss: 1.565
Epoch 1 Batch 65/78 - Train Accuracy: 0.502, Validation Accuracy: 0.521, Loss: 1.561
Epoch 1 Batch 66/78 - Train Accuracy: 0.519, Validation Accuracy: 0.523, Loss: 1.551
Epoch 1 Batch 67/78 - Train Accuracy: 0.520, Validation Accuracy: 0.523, Loss: 1.523
Epoch 1 Batch 68/78 - Train Accuracy: 0.497, Validation Accuracy: 0.526, Loss: 1.611
Epoch 1 Batch 69/78 - Train Accuracy: 0.565, Validation Accuracy: 0.529, Loss: 1.415
Epoch 1 Batch 70/78 - Train Accuracy: 0.498, Validation Accuracy: 0.530, Loss: 1.578
Epoch 1 Batch 71/78 - Train Accuracy: 0.537, Validation Accuracy: 0.526, Loss: 1.494
Epoch 1 Batch 72/78 - Train Accuracy: 0.478, Validation Accuracy: 0.520, Loss: 1.617
Epoch 1 Batch 73/78 - Train Accuracy: 0.465, Validation Accuracy: 0.518, Loss: 1.697
Epoch 1 Batch 74/78 - Train Accuracy: 0.512, Validation Accuracy: 0.521, Loss: 1.537
Epoch 1 Batch 75/78 - Train Accuracy: 0.512, Validation Accuracy: 0.523, Loss: 1.530
Epoch 1 Batch 76/78 - Train Accuracy: 0.497, Validation Accuracy: 0.527, Loss: 1.581
Epoch 2 Batch 0/78 - Train Accuracy: 0.516, Validation Accuracy: 0.529, Loss: 1.571
Epoch 2 Batch 1/78 - Train Accuracy: 0.521, Validation Accuracy: 0.531, Loss: 1.520
Epoch 2 Batch 2/78 - Train Accuracy: 0.552, Validation Accuracy: 0.530, Loss: 1.422
Epoch 2 Batch 3/78 - Train Accuracy: 0.549, Validation Accuracy: 0.537, Loss: 1.438
Epoch 2 Batch 4/78 - Train Accuracy: 0.546, Validation Accuracy: 0.539, Loss: 1.442
Epoch 2 Batch 5/78 - Train Accuracy: 0.550, Validation Accuracy: 0.536, Loss: 1.434
Epoch 2 Batch 6/78 - Train Accuracy: 0.547, Validation Accuracy: 0.539, Loss: 1.454
Epoch 2 Batch 7/78 - Train Accuracy: 0.547, Validation Accuracy: 0.548, Loss: 1.445
Epoch 2 Batch 8/78 - Train Accuracy: 0.530, Validation Accuracy: 0.542, Loss: 1.487
Epoch 2 Batch 9/78 - Train Accuracy: 0.554, Validation Accuracy: 0.546, Loss: 1.390
Epoch 2 Batch 10/78 - Train Accuracy: 0.533, Validation Accuracy: 0.540, Loss: 1.491
Epoch 2 Batch 11/78 - Train Accuracy: 0.525, Validation Accuracy: 0.549, Loss: 1.534
Epoch 2 Batch 12/78 - Train Accuracy: 0.517, Validation Accuracy: 0.554, Loss: 1.494
Epoch 2 Batch 13/78 - Train Accuracy: 0.527, Validation Accuracy: 0.556, Loss: 1.479
Epoch 2 Batch 14/78 - Train Accuracy: 0.594, Validation Accuracy: 0.551, Loss: 1.294
Epoch 2 Batch 15/78 - Train Accuracy: 0.529, Validation Accuracy: 0.552, Loss: 1.479
Epoch 2 Batch 16/78 - Train Accuracy: 0.565, Validation Accuracy: 0.557, Loss: 1.379
Epoch 2 Batch 17/78 - Train Accuracy: 0.574, Validation Accuracy: 0.561, Loss: 1.334
Epoch 2 Batch 18/78 - Train Accuracy: 0.560, Validation Accuracy: 0.555, Loss: 1.414
Epoch 2 Batch 19/78 - Train Accuracy: 0.576, Validation Accuracy: 0.556, Loss: 1.343
Epoch 2 Batch 20/78 - Train Accuracy: 0.597, Validation Accuracy: 0.565, Loss: 1.300
Epoch 2 Batch 21/78 - Train Accuracy: 0.539, Validation Accuracy: 0.561, Loss: 1.453
Epoch 2 Batch 22/78 - Train Accuracy: 0.536, Validation Accuracy: 0.558, Loss: 1.395
Epoch 2 Batch 23/78 - Train Accuracy: 0.584, Validation Accuracy: 0.561, Loss: 1.280
Epoch 2 Batch 24/78 - Train Accuracy: 0.565, Validation Accuracy: 0.565, Loss: 1.345
Epoch 2 Batch 25/78 - Train Accuracy: 0.567, Validation Accuracy: 0.561, Loss: 1.383
Epoch 2 Batch 26/78 - Train Accuracy: 0.533, Validation Accuracy: 0.560, Loss: 1.454
Epoch 2 Batch 27/78 - Train Accuracy: 0.566, Validation Accuracy: 0.579, Loss: 1.386
Epoch 2 Batch 28/78 - Train Accuracy: 0.557, Validation Accuracy: 0.580, Loss: 1.401
Epoch 2 Batch 29/78 - Train Accuracy: 0.584, Validation Accuracy: 0.576, Loss: 1.317
Epoch 2 Batch 30/78 - Train Accuracy: 0.568, Validation Accuracy: 0.573, Loss: 1.328
Epoch 2 Batch 31/78 - Train Accuracy: 0.603, Validation Accuracy: 0.584, Loss: 1.266
Epoch 2 Batch 32/78 - Train Accuracy: 0.575, Validation Accuracy: 0.578, Loss: 1.329
Epoch 2 Batch 33/78 - Train Accuracy: 0.542, Validation Accuracy: 0.571, Loss: 1.399
Epoch 2 Batch 34/78 - Train Accuracy: 0.575, Validation Accuracy: 0.577, Loss: 1.312
Epoch 2 Batch 35/78 - Train Accuracy: 0.597, Validation Accuracy: 0.585, Loss: 1.340
Epoch 2 Batch 36/78 - Train Accuracy: 0.573, Validation Accuracy: 0.585, Loss: 1.366
Epoch 2 Batch 37/78 - Train Accuracy: 0.569, Validation Accuracy: 0.584, Loss: 1.361
Epoch 2 Batch 38/78 - Train Accuracy: 0.573, Validation Accuracy: 0.587, Loss: 1.336
Epoch 2 Batch 39/78 - Train Accuracy: 0.576, Validation Accuracy: 0.595, Loss: 1.379
Epoch 2 Batch 40/78 - Train Accuracy: 0.597, Validation Accuracy: 0.583, Loss: 1.316
Epoch 2 Batch 41/78 - Train Accuracy: 0.544, Validation Accuracy: 0.580, Loss: 1.382
Epoch 2 Batch 42/78 - Train Accuracy: 0.584, Validation Accuracy: 0.587, Loss: 1.302
Epoch 2 Batch 43/78 - Train Accuracy: 0.547, Validation Accuracy: 0.598, Loss: 1.396
Epoch 2 Batch 44/78 - Train Accuracy: 0.596, Validation Accuracy: 0.590, Loss: 1.284
Epoch 2 Batch 45/78 - Train Accuracy: 0.604, Validation Accuracy: 0.592, Loss: 1.282
Epoch 2 Batch 46/78 - Train Accuracy: 0.581, Validation Accuracy: 0.602, Loss: 1.365
Epoch 2 Batch 47/78 - Train Accuracy: 0.632, Validation Accuracy: 0.603, Loss: 1.205
Epoch 2 Batch 48/78 - Train Accuracy: 0.629, Validation Accuracy: 0.606, Loss: 1.212
Epoch 2 Batch 49/78 - Train Accuracy: 0.573, Validation Accuracy: 0.604, Loss: 1.359
Epoch 2 Batch 50/78 - Train Accuracy: 0.558, Validation Accuracy: 0.604, Loss: 1.421
Epoch 2 Batch 51/78 - Train Accuracy: 0.604, Validation Accuracy: 0.606, Loss: 1.268
Epoch 2 Batch 52/78 - Train Accuracy: 0.612, Validation Accuracy: 0.623, Loss: 1.265
Epoch 2 Batch 53/78 - Train Accuracy: 0.597, Validation Accuracy: 0.621, Loss: 1.273
Epoch 2 Batch 54/78 - Train Accuracy: 0.603, Validation Accuracy: 0.606, Loss: 1.308
Epoch 2 Batch 55/78 - Train Accuracy: 0.574, Validation Accuracy: 0.615, Loss: 1.337
Epoch 2 Batch 56/78 - Train Accuracy: 0.599, Validation Accuracy: 0.627, Loss: 1.280
Epoch 2 Batch 57/78 - Train Accuracy: 0.571, Validation Accuracy: 0.613, Loss: 1.330
Epoch 2 Batch 58/78 - Train Accuracy: 0.586, Validation Accuracy: 0.622, Loss: 1.353
Epoch 2 Batch 59/78 - Train Accuracy: 0.570, Validation Accuracy: 0.631, Loss: 1.326
Epoch 2 Batch 60/78 - Train Accuracy: 0.642, Validation Accuracy: 0.635, Loss: 1.167
Epoch 2 Batch 61/78 - Train Accuracy: 0.566, Validation Accuracy: 0.622, Loss: 1.335
Epoch 2 Batch 62/78 - Train Accuracy: 0.586, Validation Accuracy: 0.629, Loss: 1.253
Epoch 2 Batch 63/78 - Train Accuracy: 0.637, Validation Accuracy: 0.632, Loss: 1.179
Epoch 2 Batch 64/78 - Train Accuracy: 0.617, Validation Accuracy: 0.634, Loss: 1.207
Epoch 2 Batch 65/78 - Train Accuracy: 0.606, Validation Accuracy: 0.616, Loss: 1.204
Epoch 2 Batch 66/78 - Train Accuracy: 0.633, Validation Accuracy: 0.615, Loss: 1.165
Epoch 2 Batch 67/78 - Train Accuracy: 0.623, Validation Accuracy: 0.632, Loss: 1.176
Epoch 2 Batch 68/78 - Train Accuracy: 0.608, Validation Accuracy: 0.632, Loss: 1.261
Epoch 2 Batch 69/78 - Train Accuracy: 0.666, Validation Accuracy: 0.627, Loss: 1.084
Epoch 2 Batch 70/78 - Train Accuracy: 0.613, Validation Accuracy: 0.631, Loss: 1.232
Epoch 2 Batch 71/78 - Train Accuracy: 0.650, Validation Accuracy: 0.642, Loss: 1.156
Epoch 2 Batch 72/78 - Train Accuracy: 0.597, Validation Accuracy: 0.641, Loss: 1.266
Epoch 2 Batch 73/78 - Train Accuracy: 0.565, Validation Accuracy: 0.636, Loss: 1.344
Epoch 2 Batch 74/78 - Train Accuracy: 0.622, Validation Accuracy: 0.629, Loss: 1.192
Epoch 2 Batch 75/78 - Train Accuracy: 0.612, Validation Accuracy: 0.645, Loss: 1.206
Epoch 2 Batch 76/78 - Train Accuracy: 0.602, Validation Accuracy: 0.645, Loss: 1.243
Epoch 3 Batch 0/78 - Train Accuracy: 0.622, Validation Accuracy: 0.640, Loss: 1.234
Epoch 3 Batch 1/78 - Train Accuracy: 0.638, Validation Accuracy: 0.645, Loss: 1.189
Epoch 3 Batch 2/78 - Train Accuracy: 0.655, Validation Accuracy: 0.652, Loss: 1.099
Epoch 3 Batch 3/78 - Train Accuracy: 0.656, Validation Accuracy: 0.653, Loss: 1.131
Epoch 3 Batch 4/78 - Train Accuracy: 0.642, Validation Accuracy: 0.647, Loss: 1.137
Epoch 3 Batch 5/78 - Train Accuracy: 0.643, Validation Accuracy: 0.643, Loss: 1.143
Epoch 3 Batch 6/78 - Train Accuracy: 0.656, Validation Accuracy: 0.650, Loss: 1.148
Epoch 3 Batch 7/78 - Train Accuracy: 0.654, Validation Accuracy: 0.651, Loss: 1.134
Epoch 3 Batch 8/78 - Train Accuracy: 0.617, Validation Accuracy: 0.655, Loss: 1.190
Epoch 3 Batch 9/78 - Train Accuracy: 0.676, Validation Accuracy: 0.657, Loss: 1.081
Epoch 3 Batch 10/78 - Train Accuracy: 0.654, Validation Accuracy: 0.658, Loss: 1.163
Epoch 3 Batch 11/78 - Train Accuracy: 0.622, Validation Accuracy: 0.660, Loss: 1.222
Epoch 3 Batch 12/78 - Train Accuracy: 0.638, Validation Accuracy: 0.654, Loss: 1.180
Epoch 3 Batch 13/78 - Train Accuracy: 0.638, Validation Accuracy: 0.660, Loss: 1.174
Epoch 3 Batch 14/78 - Train Accuracy: 0.681, Validation Accuracy: 0.665, Loss: 1.019
Epoch 3 Batch 15/78 - Train Accuracy: 0.627, Validation Accuracy: 0.655, Loss: 1.181
Epoch 3 Batch 16/78 - Train Accuracy: 0.674, Validation Accuracy: 0.667, Loss: 1.069
Epoch 3 Batch 17/78 - Train Accuracy: 0.679, Validation Accuracy: 0.664, Loss: 1.047
Epoch 3 Batch 18/78 - Train Accuracy: 0.641, Validation Accuracy: 0.662, Loss: 1.145
Epoch 3 Batch 19/78 - Train Accuracy: 0.681, Validation Accuracy: 0.652, Loss: 1.059
Epoch 3 Batch 20/78 - Train Accuracy: 0.689, Validation Accuracy: 0.661, Loss: 1.028
Epoch 3 Batch 21/78 - Train Accuracy: 0.628, Validation Accuracy: 0.665, Loss: 1.166
Epoch 3 Batch 22/78 - Train Accuracy: 0.642, Validation Accuracy: 0.662, Loss: 1.132
Epoch 3 Batch 23/78 - Train Accuracy: 0.688, Validation Accuracy: 0.661, Loss: 0.999
Epoch 3 Batch 24/78 - Train Accuracy: 0.669, Validation Accuracy: 0.674, Loss: 1.077
Epoch 3 Batch 25/78 - Train Accuracy: 0.655, Validation Accuracy: 0.675, Loss: 1.096
Epoch 3 Batch 26/78 - Train Accuracy: 0.646, Validation Accuracy: 0.670, Loss: 1.164
Epoch 3 Batch 27/78 - Train Accuracy: 0.664, Validation Accuracy: 0.670, Loss: 1.106
Epoch 3 Batch 28/78 - Train Accuracy: 0.666, Validation Accuracy: 0.673, Loss: 1.121
Epoch 3 Batch 29/78 - Train Accuracy: 0.674, Validation Accuracy: 0.677, Loss: 1.048
Epoch 3 Batch 30/78 - Train Accuracy: 0.670, Validation Accuracy: 0.675, Loss: 1.058
Epoch 3 Batch 31/78 - Train Accuracy: 0.684, Validation Accuracy: 0.674, Loss: 1.003
Epoch 3 Batch 32/78 - Train Accuracy: 0.673, Validation Accuracy: 0.679, Loss: 1.040
Epoch 3 Batch 33/78 - Train Accuracy: 0.661, Validation Accuracy: 0.682, Loss: 1.117
Epoch 3 Batch 34/78 - Train Accuracy: 0.665, Validation Accuracy: 0.683, Loss: 1.054
Epoch 3 Batch 35/78 - Train Accuracy: 0.674, Validation Accuracy: 0.686, Loss: 1.062
Epoch 3 Batch 36/78 - Train Accuracy: 0.657, Validation Accuracy: 0.682, Loss: 1.100
Epoch 3 Batch 37/78 - Train Accuracy: 0.658, Validation Accuracy: 0.680, Loss: 1.090
Epoch 3 Batch 38/78 - Train Accuracy: 0.654, Validation Accuracy: 0.681, Loss: 1.070
Epoch 3 Batch 39/78 - Train Accuracy: 0.650, Validation Accuracy: 0.682, Loss: 1.099
Epoch 3 Batch 40/78 - Train Accuracy: 0.679, Validation Accuracy: 0.679, Loss: 1.042
Epoch 3 Batch 41/78 - Train Accuracy: 0.637, Validation Accuracy: 0.682, Loss: 1.123
Epoch 3 Batch 42/78 - Train Accuracy: 0.665, Validation Accuracy: 0.679, Loss: 1.041
Epoch 3 Batch 43/78 - Train Accuracy: 0.648, Validation Accuracy: 0.681, Loss: 1.127
Epoch 3 Batch 44/78 - Train Accuracy: 0.680, Validation Accuracy: 0.683, Loss: 1.025
Epoch 3 Batch 45/78 - Train Accuracy: 0.682, Validation Accuracy: 0.683, Loss: 1.028
Epoch 3 Batch 46/78 - Train Accuracy: 0.644, Validation Accuracy: 0.689, Loss: 1.105
Epoch 3 Batch 47/78 - Train Accuracy: 0.696, Validation Accuracy: 0.682, Loss: 0.960
Epoch 3 Batch 48/78 - Train Accuracy: 0.695, Validation Accuracy: 0.685, Loss: 0.960
Epoch 3 Batch 49/78 - Train Accuracy: 0.669, Validation Accuracy: 0.686, Loss: 1.081
Epoch 3 Batch 50/78 - Train Accuracy: 0.650, Validation Accuracy: 0.696, Loss: 1.163
Epoch 3 Batch 51/78 - Train Accuracy: 0.676, Validation Accuracy: 0.691, Loss: 1.018
Epoch 3 Batch 52/78 - Train Accuracy: 0.686, Validation Accuracy: 0.694, Loss: 1.009
Epoch 3 Batch 53/78 - Train Accuracy: 0.679, Validation Accuracy: 0.693, Loss: 1.011
Epoch 3 Batch 54/78 - Train Accuracy: 0.688, Validation Accuracy: 0.691, Loss: 1.046
Epoch 3 Batch 55/78 - Train Accuracy: 0.664, Validation Accuracy: 0.690, Loss: 1.070
Epoch 3 Batch 56/78 - Train Accuracy: 0.688, Validation Accuracy: 0.698, Loss: 1.020
Epoch 3 Batch 57/78 - Train Accuracy: 0.671, Validation Accuracy: 0.703, Loss: 1.072
Epoch 3 Batch 58/78 - Train Accuracy: 0.673, Validation Accuracy: 0.704, Loss: 1.085
Epoch 3 Batch 59/78 - Train Accuracy: 0.632, Validation Accuracy: 0.705, Loss: 1.072
Epoch 3 Batch 60/78 - Train Accuracy: 0.722, Validation Accuracy: 0.711, Loss: 0.917
Epoch 3 Batch 61/78 - Train Accuracy: 0.661, Validation Accuracy: 0.709, Loss: 1.065
Epoch 3 Batch 62/78 - Train Accuracy: 0.680, Validation Accuracy: 0.704, Loss: 1.002
Epoch 3 Batch 63/78 - Train Accuracy: 0.709, Validation Accuracy: 0.708, Loss: 0.944
Epoch 3 Batch 64/78 - Train Accuracy: 0.696, Validation Accuracy: 0.711, Loss: 0.973
Epoch 3 Batch 65/78 - Train Accuracy: 0.702, Validation Accuracy: 0.706, Loss: 0.958
Epoch 3 Batch 66/78 - Train Accuracy: 0.734, Validation Accuracy: 0.709, Loss: 0.906
Epoch 3 Batch 67/78 - Train Accuracy: 0.704, Validation Accuracy: 0.718, Loss: 0.936
Epoch 3 Batch 68/78 - Train Accuracy: 0.694, Validation Accuracy: 0.721, Loss: 1.005
Epoch 3 Batch 69/78 - Train Accuracy: 0.734, Validation Accuracy: 0.717, Loss: 0.859
Epoch 3 Batch 70/78 - Train Accuracy: 0.686, Validation Accuracy: 0.711, Loss: 0.989
Epoch 3 Batch 71/78 - Train Accuracy: 0.723, Validation Accuracy: 0.718, Loss: 0.928
Epoch 3 Batch 72/78 - Train Accuracy: 0.690, Validation Accuracy: 0.725, Loss: 1.006
Epoch 3 Batch 73/78 - Train Accuracy: 0.642, Validation Accuracy: 0.708, Loss: 1.106
Epoch 3 Batch 74/78 - Train Accuracy: 0.692, Validation Accuracy: 0.715, Loss: 0.970
Epoch 3 Batch 75/78 - Train Accuracy: 0.720, Validation Accuracy: 0.725, Loss: 0.979
Epoch 3 Batch 76/78 - Train Accuracy: 0.703, Validation Accuracy: 0.728, Loss: 1.006
Epoch 4 Batch 0/78 - Train Accuracy: 0.680, Validation Accuracy: 0.713, Loss: 1.002
Epoch 4 Batch 1/78 - Train Accuracy: 0.711, Validation Accuracy: 0.712, Loss: 0.946
Epoch 4 Batch 2/78 - Train Accuracy: 0.729, Validation Accuracy: 0.725, Loss: 0.879
Epoch 4 Batch 3/78 - Train Accuracy: 0.734, Validation Accuracy: 0.722, Loss: 0.910
Epoch 4 Batch 4/78 - Train Accuracy: 0.708, Validation Accuracy: 0.724, Loss: 0.918
Epoch 4 Batch 5/78 - Train Accuracy: 0.708, Validation Accuracy: 0.723, Loss: 0.920
Epoch 4 Batch 6/78 - Train Accuracy: 0.729, Validation Accuracy: 0.738, Loss: 0.934
Epoch 4 Batch 7/78 - Train Accuracy: 0.725, Validation Accuracy: 0.738, Loss: 0.915
Epoch 4 Batch 8/78 - Train Accuracy: 0.709, Validation Accuracy: 0.737, Loss: 0.957
Epoch 4 Batch 9/78 - Train Accuracy: 0.737, Validation Accuracy: 0.733, Loss: 0.856
Epoch 4 Batch 10/78 - Train Accuracy: 0.715, Validation Accuracy: 0.734, Loss: 0.944
Epoch 4 Batch 11/78 - Train Accuracy: 0.695, Validation Accuracy: 0.741, Loss: 0.984
Epoch 4 Batch 12/78 - Train Accuracy: 0.708, Validation Accuracy: 0.739, Loss: 0.960
Epoch 4 Batch 13/78 - Train Accuracy: 0.702, Validation Accuracy: 0.731, Loss: 0.955
Epoch 4 Batch 14/78 - Train Accuracy: 0.754, Validation Accuracy: 0.737, Loss: 0.817
Epoch 4 Batch 15/78 - Train Accuracy: 0.709, Validation Accuracy: 0.739, Loss: 0.953
Epoch 4 Batch 16/78 - Train Accuracy: 0.744, Validation Accuracy: 0.734, Loss: 0.852
Epoch 4 Batch 17/78 - Train Accuracy: 0.741, Validation Accuracy: 0.737, Loss: 0.853
Epoch 4 Batch 18/78 - Train Accuracy: 0.720, Validation Accuracy: 0.735, Loss: 0.928
Epoch 4 Batch 19/78 - Train Accuracy: 0.749, Validation Accuracy: 0.737, Loss: 0.856
Epoch 4 Batch 20/78 - Train Accuracy: 0.759, Validation Accuracy: 0.742, Loss: 0.811
Epoch 4 Batch 21/78 - Train Accuracy: 0.709, Validation Accuracy: 0.743, Loss: 0.955
Epoch 4 Batch 22/78 - Train Accuracy: 0.703, Validation Accuracy: 0.735, Loss: 0.914
Epoch 4 Batch 23/78 - Train Accuracy: 0.783, Validation Accuracy: 0.733, Loss: 0.796
Epoch 4 Batch 24/78 - Train Accuracy: 0.748, Validation Accuracy: 0.740, Loss: 0.862
Epoch 4 Batch 25/78 - Train Accuracy: 0.720, Validation Accuracy: 0.740, Loss: 0.889
Epoch 4 Batch 26/78 - Train Accuracy: 0.723, Validation Accuracy: 0.737, Loss: 0.937
Epoch 4 Batch 27/78 - Train Accuracy: 0.738, Validation Accuracy: 0.749, Loss: 0.889
Epoch 4 Batch 28/78 - Train Accuracy: 0.720, Validation Accuracy: 0.748, Loss: 0.906
Epoch 4 Batch 29/78 - Train Accuracy: 0.735, Validation Accuracy: 0.746, Loss: 0.832
Epoch 4 Batch 30/78 - Train Accuracy: 0.737, Validation Accuracy: 0.741, Loss: 0.856
Epoch 4 Batch 31/78 - Train Accuracy: 0.753, Validation Accuracy: 0.742, Loss: 0.799
Epoch 4 Batch 32/78 - Train Accuracy: 0.739, Validation Accuracy: 0.740, Loss: 0.835
Epoch 4 Batch 33/78 - Train Accuracy: 0.740, Validation Accuracy: 0.743, Loss: 0.884
Epoch 4 Batch 34/78 - Train Accuracy: 0.738, Validation Accuracy: 0.744, Loss: 0.853
Epoch 4 Batch 35/78 - Train Accuracy: 0.742, Validation Accuracy: 0.747, Loss: 0.853
Epoch 4 Batch 36/78 - Train Accuracy: 0.729, Validation Accuracy: 0.747, Loss: 0.886
Epoch 4 Batch 37/78 - Train Accuracy: 0.720, Validation Accuracy: 0.748, Loss: 0.890
Epoch 4 Batch 38/78 - Train Accuracy: 0.744, Validation Accuracy: 0.746, Loss: 0.847
Epoch 4 Batch 39/78 - Train Accuracy: 0.728, Validation Accuracy: 0.748, Loss: 0.895
Epoch 4 Batch 40/78 - Train Accuracy: 0.752, Validation Accuracy: 0.754, Loss: 0.834
Epoch 4 Batch 41/78 - Train Accuracy: 0.718, Validation Accuracy: 0.756, Loss: 0.908
Epoch 4 Batch 42/78 - Train Accuracy: 0.746, Validation Accuracy: 0.758, Loss: 0.839
Epoch 4 Batch 43/78 - Train Accuracy: 0.721, Validation Accuracy: 0.749, Loss: 0.917
Epoch 4 Batch 44/78 - Train Accuracy: 0.729, Validation Accuracy: 0.749, Loss: 0.828
Epoch 4 Batch 45/78 - Train Accuracy: 0.763, Validation Accuracy: 0.750, Loss: 0.839
Epoch 4 Batch 46/78 - Train Accuracy: 0.731, Validation Accuracy: 0.753, Loss: 0.904
Epoch 4 Batch 47/78 - Train Accuracy: 0.751, Validation Accuracy: 0.752, Loss: 0.777
Epoch 4 Batch 48/78 - Train Accuracy: 0.771, Validation Accuracy: 0.753, Loss: 0.765
Epoch 4 Batch 49/78 - Train Accuracy: 0.751, Validation Accuracy: 0.756, Loss: 0.871
Epoch 4 Batch 50/78 - Train Accuracy: 0.720, Validation Accuracy: 0.761, Loss: 0.959
Epoch 4 Batch 51/78 - Train Accuracy: 0.752, Validation Accuracy: 0.759, Loss: 0.822
Epoch 4 Batch 52/78 - Train Accuracy: 0.741, Validation Accuracy: 0.759, Loss: 0.818
Epoch 4 Batch 53/78 - Train Accuracy: 0.751, Validation Accuracy: 0.758, Loss: 0.816
Epoch 4 Batch 54/78 - Train Accuracy: 0.766, Validation Accuracy: 0.757, Loss: 0.841
Epoch 4 Batch 55/78 - Train Accuracy: 0.718, Validation Accuracy: 0.754, Loss: 0.870
Epoch 4 Batch 56/78 - Train Accuracy: 0.737, Validation Accuracy: 0.762, Loss: 0.836
Epoch 4 Batch 57/78 - Train Accuracy: 0.715, Validation Accuracy: 0.762, Loss: 0.875
Epoch 4 Batch 58/78 - Train Accuracy: 0.732, Validation Accuracy: 0.768, Loss: 0.904
Epoch 4 Batch 59/78 - Train Accuracy: 0.718, Validation Accuracy: 0.768, Loss: 0.867
Epoch 4 Batch 60/78 - Train Accuracy: 0.786, Validation Accuracy: 0.768, Loss: 0.747
Epoch 4 Batch 61/78 - Train Accuracy: 0.743, Validation Accuracy: 0.772, Loss: 0.863
Epoch 4 Batch 62/78 - Train Accuracy: 0.749, Validation Accuracy: 0.766, Loss: 0.809
Epoch 4 Batch 63/78 - Train Accuracy: 0.767, Validation Accuracy: 0.769, Loss: 0.766
Epoch 4 Batch 64/78 - Train Accuracy: 0.746, Validation Accuracy: 0.771, Loss: 0.798
Epoch 4 Batch 65/78 - Train Accuracy: 0.757, Validation Accuracy: 0.769, Loss: 0.785
Epoch 4 Batch 66/78 - Train Accuracy: 0.785, Validation Accuracy: 0.773, Loss: 0.733
Epoch 4 Batch 67/78 - Train Accuracy: 0.753, Validation Accuracy: 0.769, Loss: 0.766
Epoch 4 Batch 68/78 - Train Accuracy: 0.762, Validation Accuracy: 0.773, Loss: 0.830
Epoch 4 Batch 69/78 - Train Accuracy: 0.795, Validation Accuracy: 0.770, Loss: 0.691
Epoch 4 Batch 70/78 - Train Accuracy: 0.746, Validation Accuracy: 0.767, Loss: 0.809
Epoch 4 Batch 71/78 - Train Accuracy: 0.779, Validation Accuracy: 0.768, Loss: 0.746
Epoch 4 Batch 72/78 - Train Accuracy: 0.740, Validation Accuracy: 0.767, Loss: 0.822
Epoch 4 Batch 73/78 - Train Accuracy: 0.712, Validation Accuracy: 0.769, Loss: 0.913
Epoch 4 Batch 74/78 - Train Accuracy: 0.758, Validation Accuracy: 0.768, Loss: 0.795
Epoch 4 Batch 75/78 - Train Accuracy: 0.749, Validation Accuracy: 0.766, Loss: 0.811
Epoch 4 Batch 76/78 - Train Accuracy: 0.756, Validation Accuracy: 0.775, Loss: 0.809
Epoch 5 Batch 0/78 - Train Accuracy: 0.758, Validation Accuracy: 0.777, Loss: 0.819
Epoch 5 Batch 1/78 - Train Accuracy: 0.766, Validation Accuracy: 0.768, Loss: 0.776
Epoch 5 Batch 2/78 - Train Accuracy: 0.773, Validation Accuracy: 0.765, Loss: 0.726
Epoch 5 Batch 3/78 - Train Accuracy: 0.767, Validation Accuracy: 0.768, Loss: 0.756
Epoch 5 Batch 4/78 - Train Accuracy: 0.775, Validation Accuracy: 0.767, Loss: 0.761
Epoch 5 Batch 5/78 - Train Accuracy: 0.772, Validation Accuracy: 0.769, Loss: 0.751
Epoch 5 Batch 6/78 - Train Accuracy: 0.772, Validation Accuracy: 0.767, Loss: 0.769
Epoch 5 Batch 7/78 - Train Accuracy: 0.770, Validation Accuracy: 0.768, Loss: 0.753
Epoch 5 Batch 8/78 - Train Accuracy: 0.778, Validation Accuracy: 0.769, Loss: 0.785
Epoch 5 Batch 9/78 - Train Accuracy: 0.788, Validation Accuracy: 0.769, Loss: 0.706
Epoch 5 Batch 10/78 - Train Accuracy: 0.759, Validation Accuracy: 0.759, Loss: 0.788
Epoch 5 Batch 11/78 - Train Accuracy: 0.759, Validation Accuracy: 0.767, Loss: 0.824
Epoch 5 Batch 12/78 - Train Accuracy: 0.759, Validation Accuracy: 0.768, Loss: 0.805
Epoch 5 Batch 13/78 - Train Accuracy: 0.740, Validation Accuracy: 0.767, Loss: 0.809
Epoch 5 Batch 14/78 - Train Accuracy: 0.794, Validation Accuracy: 0.765, Loss: 0.673
Epoch 5 Batch 15/78 - Train Accuracy: 0.762, Validation Accuracy: 0.772, Loss: 0.789
Epoch 5 Batch 16/78 - Train Accuracy: 0.786, Validation Accuracy: 0.778, Loss: 0.716
Epoch 5 Batch 17/78 - Train Accuracy: 0.780, Validation Accuracy: 0.771, Loss: 0.711
Epoch 5 Batch 18/78 - Train Accuracy: 0.757, Validation Accuracy: 0.769, Loss: 0.779
Epoch 5 Batch 19/78 - Train Accuracy: 0.785, Validation Accuracy: 0.773, Loss: 0.718
Epoch 5 Batch 20/78 - Train Accuracy: 0.802, Validation Accuracy: 0.780, Loss: 0.671
Epoch 5 Batch 21/78 - Train Accuracy: 0.762, Validation Accuracy: 0.781, Loss: 0.815
Epoch 5 Batch 22/78 - Train Accuracy: 0.758, Validation Accuracy: 0.778, Loss: 0.778
Epoch 5 Batch 23/78 - Train Accuracy: 0.806, Validation Accuracy: 0.779, Loss: 0.664
Epoch 5 Batch 24/78 - Train Accuracy: 0.777, Validation Accuracy: 0.773, Loss: 0.730
Epoch 5 Batch 25/78 - Train Accuracy: 0.771, Validation Accuracy: 0.780, Loss: 0.748
Epoch 5 Batch 26/78 - Train Accuracy: 0.775, Validation Accuracy: 0.773, Loss: 0.795
Epoch 5 Batch 27/78 - Train Accuracy: 0.772, Validation Accuracy: 0.782, Loss: 0.749
Epoch 5 Batch 28/78 - Train Accuracy: 0.763, Validation Accuracy: 0.779, Loss: 0.769
Epoch 5 Batch 29/78 - Train Accuracy: 0.781, Validation Accuracy: 0.775, Loss: 0.702
Epoch 5 Batch 30/78 - Train Accuracy: 0.763, Validation Accuracy: 0.770, Loss: 0.735
Epoch 5 Batch 31/78 - Train Accuracy: 0.782, Validation Accuracy: 0.771, Loss: 0.672
Epoch 5 Batch 32/78 - Train Accuracy: 0.757, Validation Accuracy: 0.776, Loss: 0.713
Epoch 5 Batch 33/78 - Train Accuracy: 0.767, Validation Accuracy: 0.783, Loss: 0.749
Epoch 5 Batch 34/78 - Train Accuracy: 0.780, Validation Accuracy: 0.794, Loss: 0.723
Epoch 5 Batch 35/78 - Train Accuracy: 0.767, Validation Accuracy: 0.789, Loss: 0.735
Epoch 5 Batch 36/78 - Train Accuracy: 0.760, Validation Accuracy: 0.781, Loss: 0.755
Epoch 5 Batch 37/78 - Train Accuracy: 0.767, Validation Accuracy: 0.778, Loss: 0.757
Epoch 5 Batch 38/78 - Train Accuracy: 0.792, Validation Accuracy: 0.778, Loss: 0.710
Epoch 5 Batch 39/78 - Train Accuracy: 0.763, Validation Accuracy: 0.772, Loss: 0.765
Epoch 5 Batch 40/78 - Train Accuracy: 0.792, Validation Accuracy: 0.776, Loss: 0.705
Epoch 5 Batch 41/78 - Train Accuracy: 0.748, Validation Accuracy: 0.773, Loss: 0.788
Epoch 5 Batch 42/78 - Train Accuracy: 0.777, Validation Accuracy: 0.778, Loss: 0.716
Epoch 5 Batch 43/78 - Train Accuracy: 0.753, Validation Accuracy: 0.777, Loss: 0.798
Epoch 5 Batch 44/78 - Train Accuracy: 0.771, Validation Accuracy: 0.777, Loss: 0.710
Epoch 5 Batch 45/78 - Train Accuracy: 0.789, Validation Accuracy: 0.789, Loss: 0.723
Epoch 5 Batch 46/78 - Train Accuracy: 0.766, Validation Accuracy: 0.786, Loss: 0.767
Epoch 5 Batch 47/78 - Train Accuracy: 0.781, Validation Accuracy: 0.790, Loss: 0.682
Epoch 5 Batch 48/78 - Train Accuracy: 0.798, Validation Accuracy: 0.785, Loss: 0.647
Epoch 5 Batch 49/78 - Train Accuracy: 0.785, Validation Accuracy: 0.789, Loss: 0.757
Epoch 5 Batch 50/78 - Train Accuracy: 0.754, Validation Accuracy: 0.788, Loss: 0.822
Epoch 5 Batch 51/78 - Train Accuracy: 0.777, Validation Accuracy: 0.787, Loss: 0.713
Epoch 5 Batch 52/78 - Train Accuracy: 0.768, Validation Accuracy: 0.785, Loss: 0.697
Epoch 5 Batch 53/78 - Train Accuracy: 0.781, Validation Accuracy: 0.787, Loss: 0.704
Epoch 5 Batch 54/78 - Train Accuracy: 0.800, Validation Accuracy: 0.791, Loss: 0.713
Epoch 5 Batch 55/78 - Train Accuracy: 0.761, Validation Accuracy: 0.791, Loss: 0.757
Epoch 5 Batch 56/78 - Train Accuracy: 0.776, Validation Accuracy: 0.795, Loss: 0.704
Epoch 5 Batch 57/78 - Train Accuracy: 0.773, Validation Accuracy: 0.799, Loss: 0.756
Epoch 5 Batch 58/78 - Train Accuracy: 0.769, Validation Accuracy: 0.794, Loss: 0.779
Epoch 5 Batch 59/78 - Train Accuracy: 0.761, Validation Accuracy: 0.798, Loss: 0.750
Epoch 5 Batch 60/78 - Train Accuracy: 0.824, Validation Accuracy: 0.802, Loss: 0.639
Epoch 5 Batch 61/78 - Train Accuracy: 0.772, Validation Accuracy: 0.808, Loss: 0.738
Epoch 5 Batch 62/78 - Train Accuracy: 0.798, Validation Accuracy: 0.800, Loss: 0.690
Epoch 5 Batch 63/78 - Train Accuracy: 0.808, Validation Accuracy: 0.798, Loss: 0.655
Epoch 5 Batch 64/78 - Train Accuracy: 0.788, Validation Accuracy: 0.799, Loss: 0.684
Epoch 5 Batch 65/78 - Train Accuracy: 0.782, Validation Accuracy: 0.802, Loss: 0.677
Epoch 5 Batch 66/78 - Train Accuracy: 0.802, Validation Accuracy: 0.800, Loss: 0.620
Epoch 5 Batch 67/78 - Train Accuracy: 0.795, Validation Accuracy: 0.799, Loss: 0.658
Epoch 5 Batch 68/78 - Train Accuracy: 0.789, Validation Accuracy: 0.797, Loss: 0.714
Epoch 5 Batch 69/78 - Train Accuracy: 0.819, Validation Accuracy: 0.804, Loss: 0.590
Epoch 5 Batch 70/78 - Train Accuracy: 0.792, Validation Accuracy: 0.807, Loss: 0.699
Epoch 5 Batch 71/78 - Train Accuracy: 0.818, Validation Accuracy: 0.802, Loss: 0.633
Epoch 5 Batch 72/78 - Train Accuracy: 0.768, Validation Accuracy: 0.799, Loss: 0.707
Epoch 5 Batch 73/78 - Train Accuracy: 0.753, Validation Accuracy: 0.799, Loss: 0.790
Epoch 5 Batch 74/78 - Train Accuracy: 0.787, Validation Accuracy: 0.804, Loss: 0.686
Epoch 5 Batch 75/78 - Train Accuracy: 0.781, Validation Accuracy: 0.808, Loss: 0.698
Epoch 5 Batch 76/78 - Train Accuracy: 0.790, Validation Accuracy: 0.810, Loss: 0.691
Epoch 6 Batch 0/78 - Train Accuracy: 0.783, Validation Accuracy: 0.805, Loss: 0.702
Epoch 6 Batch 1/78 - Train Accuracy: 0.807, Validation Accuracy: 0.802, Loss: 0.665
Epoch 6 Batch 2/78 - Train Accuracy: 0.802, Validation Accuracy: 0.805, Loss: 0.627
Epoch 6 Batch 3/78 - Train Accuracy: 0.799, Validation Accuracy: 0.802, Loss: 0.659
Epoch 6 Batch 4/78 - Train Accuracy: 0.805, Validation Accuracy: 0.805, Loss: 0.654
Epoch 6 Batch 5/78 - Train Accuracy: 0.815, Validation Accuracy: 0.801, Loss: 0.632
Epoch 6 Batch 6/78 - Train Accuracy: 0.815, Validation Accuracy: 0.800, Loss: 0.663
Epoch 6 Batch 7/78 - Train Accuracy: 0.809, Validation Accuracy: 0.799, Loss: 0.641
Epoch 6 Batch 8/78 - Train Accuracy: 0.796, Validation Accuracy: 0.799, Loss: 0.664
Epoch 6 Batch 9/78 - Train Accuracy: 0.825, Validation Accuracy: 0.800, Loss: 0.605
Epoch 6 Batch 10/78 - Train Accuracy: 0.786, Validation Accuracy: 0.797, Loss: 0.676
Epoch 6 Batch 11/78 - Train Accuracy: 0.777, Validation Accuracy: 0.806, Loss: 0.713
Epoch 6 Batch 12/78 - Train Accuracy: 0.800, Validation Accuracy: 0.801, Loss: 0.700
Epoch 6 Batch 13/78 - Train Accuracy: 0.773, Validation Accuracy: 0.798, Loss: 0.705
Epoch 6 Batch 14/78 - Train Accuracy: 0.830, Validation Accuracy: 0.802, Loss: 0.573
Epoch 6 Batch 15/78 - Train Accuracy: 0.791, Validation Accuracy: 0.808, Loss: 0.683
Epoch 6 Batch 16/78 - Train Accuracy: 0.819, Validation Accuracy: 0.806, Loss: 0.619
Epoch 6 Batch 17/78 - Train Accuracy: 0.809, Validation Accuracy: 0.801, Loss: 0.615
Epoch 6 Batch 18/78 - Train Accuracy: 0.792, Validation Accuracy: 0.799, Loss: 0.669
Epoch 6 Batch 19/78 - Train Accuracy: 0.810, Validation Accuracy: 0.799, Loss: 0.622
Epoch 6 Batch 20/78 - Train Accuracy: 0.844, Validation Accuracy: 0.806, Loss: 0.570
Epoch 6 Batch 21/78 - Train Accuracy: 0.792, Validation Accuracy: 0.812, Loss: 0.707
Epoch 6 Batch 22/78 - Train Accuracy: 0.779, Validation Accuracy: 0.811, Loss: 0.677
Epoch 6 Batch 23/78 - Train Accuracy: 0.824, Validation Accuracy: 0.809, Loss: 0.574
Epoch 6 Batch 24/78 - Train Accuracy: 0.805, Validation Accuracy: 0.812, Loss: 0.633
Epoch 6 Batch 25/78 - Train Accuracy: 0.801, Validation Accuracy: 0.808, Loss: 0.645
Epoch 6 Batch 26/78 - Train Accuracy: 0.791, Validation Accuracy: 0.805, Loss: 0.688
Epoch 6 Batch 27/78 - Train Accuracy: 0.799, Validation Accuracy: 0.808, Loss: 0.650
Epoch 6 Batch 28/78 - Train Accuracy: 0.794, Validation Accuracy: 0.806, Loss: 0.658
Epoch 6 Batch 29/78 - Train Accuracy: 0.809, Validation Accuracy: 0.804, Loss: 0.613
Epoch 6 Batch 30/78 - Train Accuracy: 0.799, Validation Accuracy: 0.808, Loss: 0.636
Epoch 6 Batch 31/78 - Train Accuracy: 0.820, Validation Accuracy: 0.808, Loss: 0.582
Epoch 6 Batch 32/78 - Train Accuracy: 0.795, Validation Accuracy: 0.811, Loss: 0.615
Epoch 6 Batch 33/78 - Train Accuracy: 0.789, Validation Accuracy: 0.815, Loss: 0.656
Epoch 6 Batch 34/78 - Train Accuracy: 0.807, Validation Accuracy: 0.816, Loss: 0.622
Epoch 6 Batch 35/78 - Train Accuracy: 0.801, Validation Accuracy: 0.811, Loss: 0.645
Epoch 6 Batch 36/78 - Train Accuracy: 0.787, Validation Accuracy: 0.811, Loss: 0.664
Epoch 6 Batch 37/78 - Train Accuracy: 0.782, Validation Accuracy: 0.810, Loss: 0.660
Epoch 6 Batch 38/78 - Train Accuracy: 0.819, Validation Accuracy: 0.808, Loss: 0.616
Epoch 6 Batch 39/78 - Train Accuracy: 0.782, Validation Accuracy: 0.807, Loss: 0.663
Epoch 6 Batch 40/78 - Train Accuracy: 0.817, Validation Accuracy: 0.815, Loss: 0.616
Epoch 6 Batch 41/78 - Train Accuracy: 0.787, Validation Accuracy: 0.810, Loss: 0.691
Epoch 6 Batch 42/78 - Train Accuracy: 0.798, Validation Accuracy: 0.815, Loss: 0.625
Epoch 6 Batch 43/78 - Train Accuracy: 0.778, Validation Accuracy: 0.807, Loss: 0.700
Epoch 6 Batch 44/78 - Train Accuracy: 0.796, Validation Accuracy: 0.812, Loss: 0.625
Epoch 6 Batch 45/78 - Train Accuracy: 0.818, Validation Accuracy: 0.814, Loss: 0.632
Epoch 6 Batch 46/78 - Train Accuracy: 0.786, Validation Accuracy: 0.817, Loss: 0.673
Epoch 6 Batch 47/78 - Train Accuracy: 0.806, Validation Accuracy: 0.815, Loss: 0.599
Epoch 6 Batch 48/78 - Train Accuracy: 0.826, Validation Accuracy: 0.809, Loss: 0.566
Epoch 6 Batch 49/78 - Train Accuracy: 0.801, Validation Accuracy: 0.815, Loss: 0.664
Epoch 6 Batch 50/78 - Train Accuracy: 0.769, Validation Accuracy: 0.816, Loss: 0.731
Epoch 6 Batch 51/78 - Train Accuracy: 0.804, Validation Accuracy: 0.814, Loss: 0.626
Epoch 6 Batch 52/78 - Train Accuracy: 0.808, Validation Accuracy: 0.815, Loss: 0.606
Epoch 6 Batch 53/78 - Train Accuracy: 0.808, Validation Accuracy: 0.814, Loss: 0.615
Epoch 6 Batch 54/78 - Train Accuracy: 0.830, Validation Accuracy: 0.815, Loss: 0.625
Epoch 6 Batch 55/78 - Train Accuracy: 0.775, Validation Accuracy: 0.807, Loss: 0.671
Epoch 6 Batch 56/78 - Train Accuracy: 0.801, Validation Accuracy: 0.810, Loss: 0.613
Epoch 6 Batch 57/78 - Train Accuracy: 0.795, Validation Accuracy: 0.815, Loss: 0.662
Epoch 6 Batch 58/78 - Train Accuracy: 0.799, Validation Accuracy: 0.821, Loss: 0.686
Epoch 6 Batch 59/78 - Train Accuracy: 0.776, Validation Accuracy: 0.825, Loss: 0.660
Epoch 6 Batch 60/78 - Train Accuracy: 0.834, Validation Accuracy: 0.821, Loss: 0.558
Epoch 6 Batch 61/78 - Train Accuracy: 0.814, Validation Accuracy: 0.817, Loss: 0.650
Epoch 6 Batch 62/78 - Train Accuracy: 0.814, Validation Accuracy: 0.820, Loss: 0.602
Epoch 6 Batch 63/78 - Train Accuracy: 0.825, Validation Accuracy: 0.823, Loss: 0.577
Epoch 6 Batch 64/78 - Train Accuracy: 0.807, Validation Accuracy: 0.823, Loss: 0.603
Epoch 6 Batch 65/78 - Train Accuracy: 0.810, Validation Accuracy: 0.823, Loss: 0.598
Epoch 6 Batch 66/78 - Train Accuracy: 0.827, Validation Accuracy: 0.821, Loss: 0.542
Epoch 6 Batch 67/78 - Train Accuracy: 0.811, Validation Accuracy: 0.821, Loss: 0.581
Epoch 6 Batch 68/78 - Train Accuracy: 0.810, Validation Accuracy: 0.820, Loss: 0.632
Epoch 6 Batch 69/78 - Train Accuracy: 0.850, Validation Accuracy: 0.821, Loss: 0.516
Epoch 6 Batch 70/78 - Train Accuracy: 0.815, Validation Accuracy: 0.824, Loss: 0.621
Epoch 6 Batch 71/78 - Train Accuracy: 0.836, Validation Accuracy: 0.826, Loss: 0.552
Epoch 6 Batch 72/78 - Train Accuracy: 0.789, Validation Accuracy: 0.819, Loss: 0.629
Epoch 6 Batch 73/78 - Train Accuracy: 0.773, Validation Accuracy: 0.819, Loss: 0.697
Epoch 6 Batch 74/78 - Train Accuracy: 0.809, Validation Accuracy: 0.821, Loss: 0.606
Epoch 6 Batch 75/78 - Train Accuracy: 0.812, Validation Accuracy: 0.824, Loss: 0.616
Epoch 6 Batch 76/78 - Train Accuracy: 0.802, Validation Accuracy: 0.823, Loss: 0.605
Epoch 7 Batch 0/78 - Train Accuracy: 0.799, Validation Accuracy: 0.818, Loss: 0.620
Epoch 7 Batch 1/78 - Train Accuracy: 0.825, Validation Accuracy: 0.825, Loss: 0.589
Epoch 7 Batch 2/78 - Train Accuracy: 0.824, Validation Accuracy: 0.823, Loss: 0.553
Epoch 7 Batch 3/78 - Train Accuracy: 0.817, Validation Accuracy: 0.821, Loss: 0.590
Epoch 7 Batch 4/78 - Train Accuracy: 0.821, Validation Accuracy: 0.820, Loss: 0.575
Epoch 7 Batch 5/78 - Train Accuracy: 0.836, Validation Accuracy: 0.825, Loss: 0.557
Epoch 7 Batch 6/78 - Train Accuracy: 0.825, Validation Accuracy: 0.821, Loss: 0.584
Epoch 7 Batch 7/78 - Train Accuracy: 0.829, Validation Accuracy: 0.823, Loss: 0.566
Epoch 7 Batch 8/78 - Train Accuracy: 0.821, Validation Accuracy: 0.825, Loss: 0.578
Epoch 7 Batch 9/78 - Train Accuracy: 0.847, Validation Accuracy: 0.827, Loss: 0.532
Epoch 7 Batch 10/78 - Train Accuracy: 0.824, Validation Accuracy: 0.827, Loss: 0.593
Epoch 7 Batch 11/78 - Train Accuracy: 0.797, Validation Accuracy: 0.829, Loss: 0.630
Epoch 7 Batch 12/78 - Train Accuracy: 0.814, Validation Accuracy: 0.827, Loss: 0.627
Epoch 7 Batch 13/78 - Train Accuracy: 0.798, Validation Accuracy: 0.823, Loss: 0.625
Epoch 7 Batch 14/78 - Train Accuracy: 0.842, Validation Accuracy: 0.828, Loss: 0.506
Epoch 7 Batch 15/78 - Train Accuracy: 0.806, Validation Accuracy: 0.824, Loss: 0.603
Epoch 7 Batch 16/78 - Train Accuracy: 0.834, Validation Accuracy: 0.831, Loss: 0.542
Epoch 7 Batch 17/78 - Train Accuracy: 0.821, Validation Accuracy: 0.827, Loss: 0.542
Epoch 7 Batch 18/78 - Train Accuracy: 0.817, Validation Accuracy: 0.833, Loss: 0.590
Epoch 7 Batch 19/78 - Train Accuracy: 0.835, Validation Accuracy: 0.829, Loss: 0.549
Epoch 7 Batch 20/78 - Train Accuracy: 0.856, Validation Accuracy: 0.828, Loss: 0.495
Epoch 7 Batch 21/78 - Train Accuracy: 0.812, Validation Accuracy: 0.827, Loss: 0.626
Epoch 7 Batch 22/78 - Train Accuracy: 0.806, Validation Accuracy: 0.830, Loss: 0.599
Epoch 7 Batch 23/78 - Train Accuracy: 0.830, Validation Accuracy: 0.831, Loss: 0.511
Epoch 7 Batch 24/78 - Train Accuracy: 0.837, Validation Accuracy: 0.836, Loss: 0.554
Epoch 7 Batch 25/78 - Train Accuracy: 0.815, Validation Accuracy: 0.835, Loss: 0.570
Epoch 7 Batch 26/78 - Train Accuracy: 0.809, Validation Accuracy: 0.833, Loss: 0.609
Epoch 7 Batch 27/78 - Train Accuracy: 0.818, Validation Accuracy: 0.833, Loss: 0.577
Epoch 7 Batch 28/78 - Train Accuracy: 0.811, Validation Accuracy: 0.834, Loss: 0.577
Epoch 7 Batch 29/78 - Train Accuracy: 0.828, Validation Accuracy: 0.835, Loss: 0.544
Epoch 7 Batch 30/78 - Train Accuracy: 0.826, Validation Accuracy: 0.834, Loss: 0.560
Epoch 7 Batch 31/78 - Train Accuracy: 0.843, Validation Accuracy: 0.835, Loss: 0.516
Epoch 7 Batch 32/78 - Train Accuracy: 0.821, Validation Accuracy: 0.829, Loss: 0.540
Epoch 7 Batch 33/78 - Train Accuracy: 0.824, Validation Accuracy: 0.831, Loss: 0.584
Epoch 7 Batch 34/78 - Train Accuracy: 0.830, Validation Accuracy: 0.827, Loss: 0.548
Epoch 7 Batch 35/78 - Train Accuracy: 0.815, Validation Accuracy: 0.835, Loss: 0.572
Epoch 7 Batch 36/78 - Train Accuracy: 0.808, Validation Accuracy: 0.826, Loss: 0.589
Epoch 7 Batch 37/78 - Train Accuracy: 0.811, Validation Accuracy: 0.827, Loss: 0.585
Epoch 7 Batch 38/78 - Train Accuracy: 0.839, Validation Accuracy: 0.828, Loss: 0.543
Epoch 7 Batch 39/78 - Train Accuracy: 0.802, Validation Accuracy: 0.828, Loss: 0.585
Epoch 7 Batch 40/78 - Train Accuracy: 0.840, Validation Accuracy: 0.828, Loss: 0.543
Epoch 7 Batch 41/78 - Train Accuracy: 0.796, Validation Accuracy: 0.828, Loss: 0.610
Epoch 7 Batch 42/78 - Train Accuracy: 0.820, Validation Accuracy: 0.829, Loss: 0.549
Epoch 7 Batch 43/78 - Train Accuracy: 0.802, Validation Accuracy: 0.833, Loss: 0.617
Epoch 7 Batch 44/78 - Train Accuracy: 0.810, Validation Accuracy: 0.829, Loss: 0.554
Epoch 7 Batch 45/78 - Train Accuracy: 0.836, Validation Accuracy: 0.836, Loss: 0.560
Epoch 7 Batch 46/78 - Train Accuracy: 0.801, Validation Accuracy: 0.836, Loss: 0.597
Epoch 7 Batch 47/78 - Train Accuracy: 0.834, Validation Accuracy: 0.835, Loss: 0.525
Epoch 7 Batch 48/78 - Train Accuracy: 0.856, Validation Accuracy: 0.833, Loss: 0.497
Epoch 7 Batch 49/78 - Train Accuracy: 0.821, Validation Accuracy: 0.837, Loss: 0.581
Epoch 7 Batch 50/78 - Train Accuracy: 0.792, Validation Accuracy: 0.839, Loss: 0.654
Epoch 7 Batch 51/78 - Train Accuracy: 0.828, Validation Accuracy: 0.846, Loss: 0.554
Epoch 7 Batch 52/78 - Train Accuracy: 0.838, Validation Accuracy: 0.840, Loss: 0.527
Epoch 7 Batch 53/78 - Train Accuracy: 0.825, Validation Accuracy: 0.845, Loss: 0.541
Epoch 7 Batch 54/78 - Train Accuracy: 0.847, Validation Accuracy: 0.839, Loss: 0.556
Epoch 7 Batch 55/78 - Train Accuracy: 0.814, Validation Accuracy: 0.839, Loss: 0.589
Epoch 7 Batch 56/78 - Train Accuracy: 0.830, Validation Accuracy: 0.842, Loss: 0.536
Epoch 7 Batch 57/78 - Train Accuracy: 0.818, Validation Accuracy: 0.846, Loss: 0.586
Epoch 7 Batch 58/78 - Train Accuracy: 0.823, Validation Accuracy: 0.847, Loss: 0.607
Epoch 7 Batch 59/78 - Train Accuracy: 0.804, Validation Accuracy: 0.843, Loss: 0.581
Epoch 7 Batch 60/78 - Train Accuracy: 0.855, Validation Accuracy: 0.843, Loss: 0.491
Epoch 7 Batch 61/78 - Train Accuracy: 0.843, Validation Accuracy: 0.844, Loss: 0.573
Epoch 7 Batch 62/78 - Train Accuracy: 0.837, Validation Accuracy: 0.845, Loss: 0.532
Epoch 7 Batch 63/78 - Train Accuracy: 0.837, Validation Accuracy: 0.842, Loss: 0.507
Epoch 7 Batch 64/78 - Train Accuracy: 0.835, Validation Accuracy: 0.840, Loss: 0.534
Epoch 7 Batch 65/78 - Train Accuracy: 0.833, Validation Accuracy: 0.845, Loss: 0.531
Epoch 7 Batch 66/78 - Train Accuracy: 0.854, Validation Accuracy: 0.848, Loss: 0.479
Epoch 7 Batch 67/78 - Train Accuracy: 0.845, Validation Accuracy: 0.847, Loss: 0.516
Epoch 7 Batch 68/78 - Train Accuracy: 0.824, Validation Accuracy: 0.842, Loss: 0.564
Epoch 7 Batch 69/78 - Train Accuracy: 0.853, Validation Accuracy: 0.844, Loss: 0.452
Epoch 7 Batch 70/78 - Train Accuracy: 0.831, Validation Accuracy: 0.846, Loss: 0.552
Epoch 7 Batch 71/78 - Train Accuracy: 0.858, Validation Accuracy: 0.846, Loss: 0.482
Epoch 7 Batch 72/78 - Train Accuracy: 0.808, Validation Accuracy: 0.850, Loss: 0.561
Epoch 7 Batch 73/78 - Train Accuracy: 0.802, Validation Accuracy: 0.848, Loss: 0.615
Epoch 7 Batch 74/78 - Train Accuracy: 0.835, Validation Accuracy: 0.847, Loss: 0.543
Epoch 7 Batch 75/78 - Train Accuracy: 0.828, Validation Accuracy: 0.850, Loss: 0.543
Epoch 7 Batch 76/78 - Train Accuracy: 0.818, Validation Accuracy: 0.846, Loss: 0.533
Epoch 8 Batch 0/78 - Train Accuracy: 0.812, Validation Accuracy: 0.846, Loss: 0.548
Epoch 8 Batch 1/78 - Train Accuracy: 0.852, Validation Accuracy: 0.846, Loss: 0.519
Epoch 8 Batch 2/78 - Train Accuracy: 0.839, Validation Accuracy: 0.845, Loss: 0.487
Epoch 8 Batch 3/78 - Train Accuracy: 0.826, Validation Accuracy: 0.846, Loss: 0.527
Epoch 8 Batch 4/78 - Train Accuracy: 0.837, Validation Accuracy: 0.845, Loss: 0.509
Epoch 8 Batch 5/78 - Train Accuracy: 0.856, Validation Accuracy: 0.845, Loss: 0.494
Epoch 8 Batch 6/78 - Train Accuracy: 0.834, Validation Accuracy: 0.845, Loss: 0.515
Epoch 8 Batch 7/78 - Train Accuracy: 0.858, Validation Accuracy: 0.850, Loss: 0.506
Epoch 8 Batch 8/78 - Train Accuracy: 0.847, Validation Accuracy: 0.846, Loss: 0.507
Epoch 8 Batch 9/78 - Train Accuracy: 0.867, Validation Accuracy: 0.845, Loss: 0.469
Epoch 8 Batch 10/78 - Train Accuracy: 0.844, Validation Accuracy: 0.847, Loss: 0.520
Epoch 8 Batch 11/78 - Train Accuracy: 0.824, Validation Accuracy: 0.850, Loss: 0.561
Epoch 8 Batch 12/78 - Train Accuracy: 0.827, Validation Accuracy: 0.838, Loss: 0.558
Epoch 8 Batch 13/78 - Train Accuracy: 0.814, Validation Accuracy: 0.846, Loss: 0.556
Epoch 8 Batch 14/78 - Train Accuracy: 0.856, Validation Accuracy: 0.849, Loss: 0.445
Epoch 8 Batch 15/78 - Train Accuracy: 0.820, Validation Accuracy: 0.848, Loss: 0.537
Epoch 8 Batch 16/78 - Train Accuracy: 0.849, Validation Accuracy: 0.853, Loss: 0.475
Epoch 8 Batch 17/78 - Train Accuracy: 0.843, Validation Accuracy: 0.847, Loss: 0.482
Epoch 8 Batch 18/78 - Train Accuracy: 0.834, Validation Accuracy: 0.849, Loss: 0.523
Epoch 8 Batch 19/78 - Train Accuracy: 0.850, Validation Accuracy: 0.847, Loss: 0.486
Epoch 8 Batch 20/78 - Train Accuracy: 0.871, Validation Accuracy: 0.854, Loss: 0.432
Epoch 8 Batch 21/78 - Train Accuracy: 0.843, Validation Accuracy: 0.852, Loss: 0.551
Epoch 8 Batch 22/78 - Train Accuracy: 0.827, Validation Accuracy: 0.852, Loss: 0.529
Epoch 8 Batch 23/78 - Train Accuracy: 0.848, Validation Accuracy: 0.854, Loss: 0.454
Epoch 8 Batch 24/78 - Train Accuracy: 0.847, Validation Accuracy: 0.854, Loss: 0.484
Epoch 8 Batch 25/78 - Train Accuracy: 0.834, Validation Accuracy: 0.855, Loss: 0.506
Epoch 8 Batch 26/78 - Train Accuracy: 0.821, Validation Accuracy: 0.853, Loss: 0.541
Epoch 8 Batch 27/78 - Train Accuracy: 0.846, Validation Accuracy: 0.854, Loss: 0.512
Epoch 8 Batch 28/78 - Train Accuracy: 0.823, Validation Accuracy: 0.857, Loss: 0.508
Epoch 8 Batch 29/78 - Train Accuracy: 0.839, Validation Accuracy: 0.863, Loss: 0.484
Epoch 8 Batch 30/78 - Train Accuracy: 0.845, Validation Accuracy: 0.860, Loss: 0.500
Epoch 8 Batch 31/78 - Train Accuracy: 0.862, Validation Accuracy: 0.858, Loss: 0.458
Epoch 8 Batch 32/78 - Train Accuracy: 0.829, Validation Accuracy: 0.856, Loss: 0.477
Epoch 8 Batch 33/78 - Train Accuracy: 0.838, Validation Accuracy: 0.849, Loss: 0.520
Epoch 8 Batch 34/78 - Train Accuracy: 0.853, Validation Accuracy: 0.855, Loss: 0.484
Epoch 8 Batch 35/78 - Train Accuracy: 0.846, Validation Accuracy: 0.853, Loss: 0.507
Epoch 8 Batch 36/78 - Train Accuracy: 0.830, Validation Accuracy: 0.852, Loss: 0.523
Epoch 8 Batch 37/78 - Train Accuracy: 0.837, Validation Accuracy: 0.849, Loss: 0.516
Epoch 8 Batch 38/78 - Train Accuracy: 0.854, Validation Accuracy: 0.852, Loss: 0.479
Epoch 8 Batch 39/78 - Train Accuracy: 0.836, Validation Accuracy: 0.848, Loss: 0.517
Epoch 8 Batch 40/78 - Train Accuracy: 0.864, Validation Accuracy: 0.846, Loss: 0.478
Epoch 8 Batch 41/78 - Train Accuracy: 0.826, Validation Accuracy: 0.844, Loss: 0.541
Epoch 8 Batch 42/78 - Train Accuracy: 0.835, Validation Accuracy: 0.844, Loss: 0.485
Epoch 8 Batch 43/78 - Train Accuracy: 0.817, Validation Accuracy: 0.848, Loss: 0.551
Epoch 8 Batch 44/78 - Train Accuracy: 0.831, Validation Accuracy: 0.855, Loss: 0.493
Epoch 8 Batch 45/78 - Train Accuracy: 0.846, Validation Accuracy: 0.848, Loss: 0.500
Epoch 8 Batch 46/78 - Train Accuracy: 0.817, Validation Accuracy: 0.854, Loss: 0.532
Epoch 8 Batch 47/78 - Train Accuracy: 0.843, Validation Accuracy: 0.857, Loss: 0.467
Epoch 8 Batch 48/78 - Train Accuracy: 0.866, Validation Accuracy: 0.863, Loss: 0.436
Epoch 8 Batch 49/78 - Train Accuracy: 0.839, Validation Accuracy: 0.857, Loss: 0.515
Epoch 8 Batch 50/78 - Train Accuracy: 0.802, Validation Accuracy: 0.860, Loss: 0.588
Epoch 8 Batch 51/78 - Train Accuracy: 0.850, Validation Accuracy: 0.869, Loss: 0.495
Epoch 8 Batch 52/78 - Train Accuracy: 0.857, Validation Accuracy: 0.871, Loss: 0.464
Epoch 8 Batch 53/78 - Train Accuracy: 0.838, Validation Accuracy: 0.866, Loss: 0.486
Epoch 8 Batch 54/78 - Train Accuracy: 0.856, Validation Accuracy: 0.871, Loss: 0.496
Epoch 8 Batch 55/78 - Train Accuracy: 0.834, Validation Accuracy: 0.867, Loss: 0.525
Epoch 8 Batch 56/78 - Train Accuracy: 0.844, Validation Accuracy: 0.868, Loss: 0.472
Epoch 8 Batch 57/78 - Train Accuracy: 0.845, Validation Accuracy: 0.859, Loss: 0.527
Epoch 8 Batch 58/78 - Train Accuracy: 0.836, Validation Accuracy: 0.860, Loss: 0.539
Epoch 8 Batch 59/78 - Train Accuracy: 0.825, Validation Accuracy: 0.862, Loss: 0.520
Epoch 8 Batch 60/78 - Train Accuracy: 0.865, Validation Accuracy: 0.864, Loss: 0.435
Epoch 8 Batch 61/78 - Train Accuracy: 0.856, Validation Accuracy: 0.860, Loss: 0.513
Epoch 8 Batch 62/78 - Train Accuracy: 0.853, Validation Accuracy: 0.869, Loss: 0.471
Epoch 8 Batch 63/78 - Train Accuracy: 0.854, Validation Accuracy: 0.875, Loss: 0.452
Epoch 8 Batch 64/78 - Train Accuracy: 0.846, Validation Accuracy: 0.866, Loss: 0.479
Epoch 8 Batch 65/78 - Train Accuracy: 0.845, Validation Accuracy: 0.872, Loss: 0.476
Epoch 8 Batch 66/78 - Train Accuracy: 0.865, Validation Accuracy: 0.874, Loss: 0.431
Epoch 8 Batch 67/78 - Train Accuracy: 0.857, Validation Accuracy: 0.868, Loss: 0.459
Epoch 8 Batch 68/78 - Train Accuracy: 0.837, Validation Accuracy: 0.866, Loss: 0.512
Epoch 8 Batch 69/78 - Train Accuracy: 0.869, Validation Accuracy: 0.863, Loss: 0.399
Epoch 8 Batch 70/78 - Train Accuracy: 0.847, Validation Accuracy: 0.867, Loss: 0.496
Epoch 8 Batch 71/78 - Train Accuracy: 0.877, Validation Accuracy: 0.862, Loss: 0.422
Epoch 8 Batch 72/78 - Train Accuracy: 0.831, Validation Accuracy: 0.868, Loss: 0.501
Epoch 8 Batch 73/78 - Train Accuracy: 0.811, Validation Accuracy: 0.866, Loss: 0.543
Epoch 8 Batch 74/78 - Train Accuracy: 0.847, Validation Accuracy: 0.867, Loss: 0.493
Epoch 8 Batch 75/78 - Train Accuracy: 0.845, Validation Accuracy: 0.865, Loss: 0.474
Epoch 8 Batch 76/78 - Train Accuracy: 0.853, Validation Accuracy: 0.863, Loss: 0.479
Epoch 9 Batch 0/78 - Train Accuracy: 0.831, Validation Accuracy: 0.868, Loss: 0.483
Epoch 9 Batch 1/78 - Train Accuracy: 0.860, Validation Accuracy: 0.867, Loss: 0.458
Epoch 9 Batch 2/78 - Train Accuracy: 0.864, Validation Accuracy: 0.866, Loss: 0.430
Epoch 9 Batch 3/78 - Train Accuracy: 0.842, Validation Accuracy: 0.860, Loss: 0.465
Epoch 9 Batch 4/78 - Train Accuracy: 0.862, Validation Accuracy: 0.866, Loss: 0.451
Epoch 9 Batch 5/78 - Train Accuracy: 0.873, Validation Accuracy: 0.871, Loss: 0.432
Epoch 9 Batch 6/78 - Train Accuracy: 0.865, Validation Accuracy: 0.866, Loss: 0.460
Epoch 9 Batch 7/78 - Train Accuracy: 0.866, Validation Accuracy: 0.868, Loss: 0.448
Epoch 9 Batch 8/78 - Train Accuracy: 0.872, Validation Accuracy: 0.866, Loss: 0.451
Epoch 9 Batch 9/78 - Train Accuracy: 0.875, Validation Accuracy: 0.864, Loss: 0.419
Epoch 9 Batch 10/78 - Train Accuracy: 0.865, Validation Accuracy: 0.862, Loss: 0.458
Epoch 9 Batch 11/78 - Train Accuracy: 0.839, Validation Accuracy: 0.863, Loss: 0.505
Epoch 9 Batch 12/78 - Train Accuracy: 0.843, Validation Accuracy: 0.866, Loss: 0.495
Epoch 9 Batch 13/78 - Train Accuracy: 0.848, Validation Accuracy: 0.866, Loss: 0.502
Epoch 9 Batch 14/78 - Train Accuracy: 0.882, Validation Accuracy: 0.869, Loss: 0.392
Epoch 9 Batch 15/78 - Train Accuracy: 0.838, Validation Accuracy: 0.869, Loss: 0.486
Epoch 9 Batch 16/78 - Train Accuracy: 0.868, Validation Accuracy: 0.871, Loss: 0.419
Epoch 9 Batch 17/78 - Train Accuracy: 0.867, Validation Accuracy: 0.874, Loss: 0.434
Epoch 9 Batch 18/78 - Train Accuracy: 0.838, Validation Accuracy: 0.873, Loss: 0.469
Epoch 9 Batch 19/78 - Train Accuracy: 0.864, Validation Accuracy: 0.871, Loss: 0.432
Epoch 9 Batch 20/78 - Train Accuracy: 0.883, Validation Accuracy: 0.873, Loss: 0.386
Epoch 9 Batch 21/78 - Train Accuracy: 0.849, Validation Accuracy: 0.872, Loss: 0.486
Epoch 9 Batch 22/78 - Train Accuracy: 0.846, Validation Accuracy: 0.869, Loss: 0.469
Epoch 9 Batch 23/78 - Train Accuracy: 0.867, Validation Accuracy: 0.874, Loss: 0.408
Epoch 9 Batch 24/78 - Train Accuracy: 0.862, Validation Accuracy: 0.871, Loss: 0.427
Epoch 9 Batch 25/78 - Train Accuracy: 0.843, Validation Accuracy: 0.868, Loss: 0.451
Epoch 9 Batch 26/78 - Train Accuracy: 0.835, Validation Accuracy: 0.869, Loss: 0.483
Epoch 9 Batch 27/78 - Train Accuracy: 0.859, Validation Accuracy: 0.876, Loss: 0.456
Epoch 9 Batch 28/78 - Train Accuracy: 0.848, Validation Accuracy: 0.876, Loss: 0.450
Epoch 9 Batch 29/78 - Train Accuracy: 0.855, Validation Accuracy: 0.881, Loss: 0.436
Epoch 9 Batch 30/78 - Train Accuracy: 0.850, Validation Accuracy: 0.885, Loss: 0.447
Epoch 9 Batch 31/78 - Train Accuracy: 0.873, Validation Accuracy: 0.883, Loss: 0.411
Epoch 9 Batch 32/78 - Train Accuracy: 0.843, Validation Accuracy: 0.879, Loss: 0.427
Epoch 9 Batch 33/78 - Train Accuracy: 0.845, Validation Accuracy: 0.874, Loss: 0.464
Epoch 9 Batch 34/78 - Train Accuracy: 0.869, Validation Accuracy: 0.876, Loss: 0.434
Epoch 9 Batch 35/78 - Train Accuracy: 0.860, Validation Accuracy: 0.875, Loss: 0.453
Epoch 9 Batch 36/78 - Train Accuracy: 0.849, Validation Accuracy: 0.867, Loss: 0.463
Epoch 9 Batch 37/78 - Train Accuracy: 0.857, Validation Accuracy: 0.876, Loss: 0.457
Epoch 9 Batch 38/78 - Train Accuracy: 0.865, Validation Accuracy: 0.874, Loss: 0.427
Epoch 9 Batch 39/78 - Train Accuracy: 0.865, Validation Accuracy: 0.875, Loss: 0.459
Epoch 9 Batch 40/78 - Train Accuracy: 0.871, Validation Accuracy: 0.875, Loss: 0.424
Epoch 9 Batch 41/78 - Train Accuracy: 0.846, Validation Accuracy: 0.875, Loss: 0.485
Epoch 9 Batch 42/78 - Train Accuracy: 0.860, Validation Accuracy: 0.871, Loss: 0.432
Epoch 9 Batch 43/78 - Train Accuracy: 0.828, Validation Accuracy: 0.862, Loss: 0.493
Epoch 9 Batch 44/78 - Train Accuracy: 0.843, Validation Accuracy: 0.867, Loss: 0.440
Epoch 9 Batch 45/78 - Train Accuracy: 0.860, Validation Accuracy: 0.867, Loss: 0.449
Epoch 9 Batch 46/78 - Train Accuracy: 0.836, Validation Accuracy: 0.872, Loss: 0.474
Epoch 9 Batch 47/78 - Train Accuracy: 0.859, Validation Accuracy: 0.877, Loss: 0.420
Epoch 9 Batch 48/78 - Train Accuracy: 0.875, Validation Accuracy: 0.874, Loss: 0.381
Epoch 9 Batch 49/78 - Train Accuracy: 0.853, Validation Accuracy: 0.875, Loss: 0.458
Epoch 9 Batch 50/78 - Train Accuracy: 0.827, Validation Accuracy: 0.867, Loss: 0.522
Epoch 9 Batch 51/78 - Train Accuracy: 0.865, Validation Accuracy: 0.876, Loss: 0.444
Epoch 9 Batch 52/78 - Train Accuracy: 0.866, Validation Accuracy: 0.877, Loss: 0.405
Epoch 9 Batch 53/78 - Train Accuracy: 0.859, Validation Accuracy: 0.879, Loss: 0.433
Epoch 9 Batch 54/78 - Train Accuracy: 0.863, Validation Accuracy: 0.885, Loss: 0.444
Epoch 9 Batch 55/78 - Train Accuracy: 0.860, Validation Accuracy: 0.884, Loss: 0.466
Epoch 9 Batch 56/78 - Train Accuracy: 0.869, Validation Accuracy: 0.877, Loss: 0.414
Epoch 9 Batch 57/78 - Train Accuracy: 0.859, Validation Accuracy: 0.881, Loss: 0.466
Epoch 9 Batch 58/78 - Train Accuracy: 0.857, Validation Accuracy: 0.877, Loss: 0.481
Epoch 9 Batch 59/78 - Train Accuracy: 0.847, Validation Accuracy: 0.878, Loss: 0.455
Epoch 9 Batch 60/78 - Train Accuracy: 0.886, Validation Accuracy: 0.879, Loss: 0.390
Epoch 9 Batch 61/78 - Train Accuracy: 0.868, Validation Accuracy: 0.876, Loss: 0.453
Epoch 9 Batch 62/78 - Train Accuracy: 0.872, Validation Accuracy: 0.885, Loss: 0.427
Epoch 9 Batch 63/78 - Train Accuracy: 0.863, Validation Accuracy: 0.883, Loss: 0.395
Epoch 9 Batch 64/78 - Train Accuracy: 0.863, Validation Accuracy: 0.886, Loss: 0.433
Epoch 9 Batch 65/78 - Train Accuracy: 0.856, Validation Accuracy: 0.882, Loss: 0.419
Epoch 9 Batch 66/78 - Train Accuracy: 0.884, Validation Accuracy: 0.879, Loss: 0.379
Epoch 9 Batch 67/78 - Train Accuracy: 0.882, Validation Accuracy: 0.876, Loss: 0.404
Epoch 9 Batch 68/78 - Train Accuracy: 0.852, Validation Accuracy: 0.874, Loss: 0.452
Epoch 9 Batch 69/78 - Train Accuracy: 0.885, Validation Accuracy: 0.878, Loss: 0.353
Epoch 9 Batch 70/78 - Train Accuracy: 0.865, Validation Accuracy: 0.875, Loss: 0.434
Epoch 9 Batch 71/78 - Train Accuracy: 0.885, Validation Accuracy: 0.876, Loss: 0.372
Epoch 9 Batch 72/78 - Train Accuracy: 0.848, Validation Accuracy: 0.876, Loss: 0.433
Epoch 9 Batch 73/78 - Train Accuracy: 0.844, Validation Accuracy: 0.879, Loss: 0.480
Epoch 9 Batch 74/78 - Train Accuracy: 0.867, Validation Accuracy: 0.882, Loss: 0.426
Epoch 9 Batch 75/78 - Train Accuracy: 0.865, Validation Accuracy: 0.876, Loss: 0.415
Epoch 9 Batch 76/78 - Train Accuracy: 0.874, Validation Accuracy: 0.875, Loss: 0.415
Epoch 10 Batch 0/78 - Train Accuracy: 0.864, Validation Accuracy: 0.874, Loss: 0.425
Epoch 10 Batch 1/78 - Train Accuracy: 0.883, Validation Accuracy: 0.876, Loss: 0.397
Epoch 10 Batch 2/78 - Train Accuracy: 0.885, Validation Accuracy: 0.869, Loss: 0.377
Epoch 10 Batch 3/78 - Train Accuracy: 0.864, Validation Accuracy: 0.871, Loss: 0.413
Epoch 10 Batch 4/78 - Train Accuracy: 0.868, Validation Accuracy: 0.875, Loss: 0.392
Epoch 10 Batch 5/78 - Train Accuracy: 0.884, Validation Accuracy: 0.882, Loss: 0.381
Epoch 10 Batch 6/78 - Train Accuracy: 0.875, Validation Accuracy: 0.878, Loss: 0.397
Epoch 10 Batch 7/78 - Train Accuracy: 0.878, Validation Accuracy: 0.879, Loss: 0.400
Epoch 10 Batch 8/78 - Train Accuracy: 0.885, Validation Accuracy: 0.877, Loss: 0.396
Epoch 10 Batch 9/78 - Train Accuracy: 0.890, Validation Accuracy: 0.876, Loss: 0.370
Epoch 10 Batch 10/78 - Train Accuracy: 0.878, Validation Accuracy: 0.879, Loss: 0.402
Epoch 10 Batch 11/78 - Train Accuracy: 0.856, Validation Accuracy: 0.878, Loss: 0.447
Epoch 10 Batch 12/78 - Train Accuracy: 0.865, Validation Accuracy: 0.877, Loss: 0.437
Epoch 10 Batch 13/78 - Train Accuracy: 0.867, Validation Accuracy: 0.878, Loss: 0.442
Epoch 10 Batch 14/78 - Train Accuracy: 0.888, Validation Accuracy: 0.883, Loss: 0.344
Epoch 10 Batch 15/78 - Train Accuracy: 0.867, Validation Accuracy: 0.883, Loss: 0.429
Epoch 10 Batch 16/78 - Train Accuracy: 0.879, Validation Accuracy: 0.884, Loss: 0.370
Epoch 10 Batch 17/78 - Train Accuracy: 0.878, Validation Accuracy: 0.884, Loss: 0.379
Epoch 10 Batch 18/78 - Train Accuracy: 0.863, Validation Accuracy: 0.882, Loss: 0.417
Epoch 10 Batch 19/78 - Train Accuracy: 0.872, Validation Accuracy: 0.887, Loss: 0.377
Epoch 10 Batch 20/78 - Train Accuracy: 0.892, Validation Accuracy: 0.886, Loss: 0.338
Epoch 10 Batch 21/78 - Train Accuracy: 0.866, Validation Accuracy: 0.882, Loss: 0.427
Epoch 10 Batch 22/78 - Train Accuracy: 0.884, Validation Accuracy: 0.881, Loss: 0.411
Epoch 10 Batch 23/78 - Train Accuracy: 0.888, Validation Accuracy: 0.878, Loss: 0.364
Epoch 10 Batch 24/78 - Train Accuracy: 0.890, Validation Accuracy: 0.881, Loss: 0.371
Epoch 10 Batch 25/78 - Train Accuracy: 0.863, Validation Accuracy: 0.877, Loss: 0.400
Epoch 10 Batch 26/78 - Train Accuracy: 0.865, Validation Accuracy: 0.884, Loss: 0.428
Epoch 10 Batch 27/78 - Train Accuracy: 0.871, Validation Accuracy: 0.888, Loss: 0.405
Epoch 10 Batch 28/78 - Train Accuracy: 0.856, Validation Accuracy: 0.887, Loss: 0.397
Epoch 10 Batch 29/78 - Train Accuracy: 0.868, Validation Accuracy: 0.886, Loss: 0.389
Epoch 10 Batch 30/78 - Train Accuracy: 0.865, Validation Accuracy: 0.879, Loss: 0.400
Epoch 10 Batch 31/78 - Train Accuracy: 0.878, Validation Accuracy: 0.884, Loss: 0.365
Epoch 10 Batch 32/78 - Train Accuracy: 0.855, Validation Accuracy: 0.882, Loss: 0.383
Epoch 10 Batch 33/78 - Train Accuracy: 0.864, Validation Accuracy: 0.882, Loss: 0.412
Epoch 10 Batch 34/78 - Train Accuracy: 0.878, Validation Accuracy: 0.882, Loss: 0.390
Epoch 10 Batch 35/78 - Train Accuracy: 0.873, Validation Accuracy: 0.883, Loss: 0.405
Epoch 10 Batch 36/78 - Train Accuracy: 0.864, Validation Accuracy: 0.878, Loss: 0.406
Epoch 10 Batch 37/78 - Train Accuracy: 0.876, Validation Accuracy: 0.882, Loss: 0.406
Epoch 10 Batch 38/78 - Train Accuracy: 0.884, Validation Accuracy: 0.886, Loss: 0.381
Epoch 10 Batch 39/78 - Train Accuracy: 0.875, Validation Accuracy: 0.885, Loss: 0.406
Epoch 10 Batch 40/78 - Train Accuracy: 0.891, Validation Accuracy: 0.881, Loss: 0.372
Epoch 10 Batch 41/78 - Train Accuracy: 0.854, Validation Accuracy: 0.882, Loss: 0.439
Epoch 10 Batch 42/78 - Train Accuracy: 0.876, Validation Accuracy: 0.881, Loss: 0.383
Epoch 10 Batch 43/78 - Train Accuracy: 0.849, Validation Accuracy: 0.881, Loss: 0.441
Epoch 10 Batch 44/78 - Train Accuracy: 0.858, Validation Accuracy: 0.874, Loss: 0.392
Epoch 10 Batch 45/78 - Train Accuracy: 0.873, Validation Accuracy: 0.881, Loss: 0.406
Epoch 10 Batch 46/78 - Train Accuracy: 0.849, Validation Accuracy: 0.886, Loss: 0.423
Epoch 10 Batch 47/78 - Train Accuracy: 0.879, Validation Accuracy: 0.885, Loss: 0.379
Epoch 10 Batch 48/78 - Train Accuracy: 0.900, Validation Accuracy: 0.879, Loss: 0.335
Epoch 10 Batch 49/78 - Train Accuracy: 0.874, Validation Accuracy: 0.888, Loss: 0.409
Epoch 10 Batch 50/78 - Train Accuracy: 0.836, Validation Accuracy: 0.882, Loss: 0.467
Epoch 10 Batch 51/78 - Train Accuracy: 0.882, Validation Accuracy: 0.886, Loss: 0.394
Epoch 10 Batch 52/78 - Train Accuracy: 0.875, Validation Accuracy: 0.888, Loss: 0.358
Epoch 10 Batch 53/78 - Train Accuracy: 0.875, Validation Accuracy: 0.894, Loss: 0.382
Epoch 10 Batch 54/78 - Train Accuracy: 0.875, Validation Accuracy: 0.891, Loss: 0.397
Epoch 10 Batch 55/78 - Train Accuracy: 0.882, Validation Accuracy: 0.888, Loss: 0.410
Epoch 10 Batch 56/78 - Train Accuracy: 0.881, Validation Accuracy: 0.888, Loss: 0.369
Epoch 10 Batch 57/78 - Train Accuracy: 0.874, Validation Accuracy: 0.878, Loss: 0.409
Epoch 10 Batch 58/78 - Train Accuracy: 0.869, Validation Accuracy: 0.885, Loss: 0.427
Epoch 10 Batch 59/78 - Train Accuracy: 0.862, Validation Accuracy: 0.883, Loss: 0.399
Epoch 10 Batch 60/78 - Train Accuracy: 0.888, Validation Accuracy: 0.879, Loss: 0.349
Epoch 10 Batch 61/78 - Train Accuracy: 0.873, Validation Accuracy: 0.884, Loss: 0.408
Epoch 10 Batch 62/78 - Train Accuracy: 0.885, Validation Accuracy: 0.883, Loss: 0.382
Epoch 10 Batch 63/78 - Train Accuracy: 0.888, Validation Accuracy: 0.893, Loss: 0.350
Epoch 10 Batch 64/78 - Train Accuracy: 0.882, Validation Accuracy: 0.891, Loss: 0.381
Epoch 10 Batch 65/78 - Train Accuracy: 0.876, Validation Accuracy: 0.893, Loss: 0.371
Epoch 10 Batch 66/78 - Train Accuracy: 0.894, Validation Accuracy: 0.894, Loss: 0.331
Epoch 10 Batch 67/78 - Train Accuracy: 0.897, Validation Accuracy: 0.894, Loss: 0.356
Epoch 10 Batch 68/78 - Train Accuracy: 0.872, Validation Accuracy: 0.885, Loss: 0.405
Epoch 10 Batch 69/78 - Train Accuracy: 0.895, Validation Accuracy: 0.885, Loss: 0.309
Epoch 10 Batch 70/78 - Train Accuracy: 0.881, Validation Accuracy: 0.888, Loss: 0.385
Epoch 10 Batch 71/78 - Train Accuracy: 0.897, Validation Accuracy: 0.884, Loss: 0.326
Epoch 10 Batch 72/78 - Train Accuracy: 0.874, Validation Accuracy: 0.881, Loss: 0.383
Epoch 10 Batch 73/78 - Train Accuracy: 0.865, Validation Accuracy: 0.885, Loss: 0.429
Epoch 10 Batch 74/78 - Train Accuracy: 0.868, Validation Accuracy: 0.881, Loss: 0.381
Epoch 10 Batch 75/78 - Train Accuracy: 0.873, Validation Accuracy: 0.884, Loss: 0.365
Epoch 10 Batch 76/78 - Train Accuracy: 0.874, Validation Accuracy: 0.882, Loss: 0.369
Epoch 11 Batch 0/78 - Train Accuracy: 0.876, Validation Accuracy: 0.884, Loss: 0.377
Epoch 11 Batch 1/78 - Train Accuracy: 0.898, Validation Accuracy: 0.879, Loss: 0.349
Epoch 11 Batch 2/78 - Train Accuracy: 0.892, Validation Accuracy: 0.877, Loss: 0.330
Epoch 11 Batch 3/78 - Train Accuracy: 0.873, Validation Accuracy: 0.878, Loss: 0.371
Epoch 11 Batch 4/78 - Train Accuracy: 0.879, Validation Accuracy: 0.879, Loss: 0.342
Epoch 11 Batch 5/78 - Train Accuracy: 0.903, Validation Accuracy: 0.881, Loss: 0.337
Epoch 11 Batch 6/78 - Train Accuracy: 0.898, Validation Accuracy: 0.885, Loss: 0.347
Epoch 11 Batch 7/78 - Train Accuracy: 0.882, Validation Accuracy: 0.883, Loss: 0.358
Epoch 11 Batch 8/78 - Train Accuracy: 0.895, Validation Accuracy: 0.886, Loss: 0.352
Epoch 11 Batch 9/78 - Train Accuracy: 0.895, Validation Accuracy: 0.884, Loss: 0.327
Epoch 11 Batch 10/78 - Train Accuracy: 0.891, Validation Accuracy: 0.883, Loss: 0.353
Epoch 11 Batch 11/78 - Train Accuracy: 0.864, Validation Accuracy: 0.890, Loss: 0.395
Epoch 11 Batch 12/78 - Train Accuracy: 0.871, Validation Accuracy: 0.893, Loss: 0.386
Epoch 11 Batch 13/78 - Train Accuracy: 0.883, Validation Accuracy: 0.888, Loss: 0.389
Epoch 11 Batch 14/78 - Train Accuracy: 0.894, Validation Accuracy: 0.891, Loss: 0.302
Epoch 11 Batch 15/78 - Train Accuracy: 0.879, Validation Accuracy: 0.885, Loss: 0.382
Epoch 11 Batch 16/78 - Train Accuracy: 0.890, Validation Accuracy: 0.888, Loss: 0.325
Epoch 11 Batch 17/78 - Train Accuracy: 0.891, Validation Accuracy: 0.893, Loss: 0.336
Epoch 11 Batch 18/78 - Train Accuracy: 0.882, Validation Accuracy: 0.888, Loss: 0.368
Epoch 11 Batch 19/78 - Train Accuracy: 0.892, Validation Accuracy: 0.891, Loss: 0.331
Epoch 11 Batch 20/78 - Train Accuracy: 0.906, Validation Accuracy: 0.891, Loss: 0.296
Epoch 11 Batch 21/78 - Train Accuracy: 0.881, Validation Accuracy: 0.892, Loss: 0.376
Epoch 11 Batch 22/78 - Train Accuracy: 0.888, Validation Accuracy: 0.894, Loss: 0.362
Epoch 11 Batch 23/78 - Train Accuracy: 0.908, Validation Accuracy: 0.893, Loss: 0.321
Epoch 11 Batch 24/78 - Train Accuracy: 0.901, Validation Accuracy: 0.893, Loss: 0.325
Epoch 11 Batch 25/78 - Train Accuracy: 0.881, Validation Accuracy: 0.893, Loss: 0.350
Epoch 11 Batch 26/78 - Train Accuracy: 0.877, Validation Accuracy: 0.895, Loss: 0.381
Epoch 11 Batch 27/78 - Train Accuracy: 0.883, Validation Accuracy: 0.896, Loss: 0.358
Epoch 11 Batch 28/78 - Train Accuracy: 0.875, Validation Accuracy: 0.891, Loss: 0.351
Epoch 11 Batch 29/78 - Train Accuracy: 0.882, Validation Accuracy: 0.891, Loss: 0.346
Epoch 11 Batch 30/78 - Train Accuracy: 0.881, Validation Accuracy: 0.890, Loss: 0.356
Epoch 11 Batch 31/78 - Train Accuracy: 0.894, Validation Accuracy: 0.888, Loss: 0.324
Epoch 11 Batch 32/78 - Train Accuracy: 0.875, Validation Accuracy: 0.892, Loss: 0.340
Epoch 11 Batch 33/78 - Train Accuracy: 0.878, Validation Accuracy: 0.888, Loss: 0.366
Epoch 11 Batch 34/78 - Train Accuracy: 0.890, Validation Accuracy: 0.888, Loss: 0.347
Epoch 11 Batch 35/78 - Train Accuracy: 0.876, Validation Accuracy: 0.894, Loss: 0.364
Epoch 11 Batch 36/78 - Train Accuracy: 0.893, Validation Accuracy: 0.894, Loss: 0.357
Epoch 11 Batch 37/78 - Train Accuracy: 0.892, Validation Accuracy: 0.891, Loss: 0.361
Epoch 11 Batch 38/78 - Train Accuracy: 0.901, Validation Accuracy: 0.892, Loss: 0.340
Epoch 11 Batch 39/78 - Train Accuracy: 0.888, Validation Accuracy: 0.888, Loss: 0.362
Epoch 11 Batch 40/78 - Train Accuracy: 0.900, Validation Accuracy: 0.890, Loss: 0.329
Epoch 11 Batch 41/78 - Train Accuracy: 0.859, Validation Accuracy: 0.887, Loss: 0.403
Epoch 11 Batch 42/78 - Train Accuracy: 0.881, Validation Accuracy: 0.884, Loss: 0.348
Epoch 11 Batch 43/78 - Train Accuracy: 0.855, Validation Accuracy: 0.894, Loss: 0.402
Epoch 11 Batch 44/78 - Train Accuracy: 0.869, Validation Accuracy: 0.886, Loss: 0.352
Epoch 11 Batch 45/78 - Train Accuracy: 0.879, Validation Accuracy: 0.892, Loss: 0.377
Epoch 11 Batch 46/78 - Train Accuracy: 0.873, Validation Accuracy: 0.890, Loss: 0.378
Epoch 11 Batch 47/78 - Train Accuracy: 0.890, Validation Accuracy: 0.895, Loss: 0.352
Epoch 11 Batch 48/78 - Train Accuracy: 0.905, Validation Accuracy: 0.884, Loss: 0.295
Epoch 11 Batch 49/78 - Train Accuracy: 0.886, Validation Accuracy: 0.888, Loss: 0.372
Epoch 11 Batch 50/78 - Train Accuracy: 0.845, Validation Accuracy: 0.886, Loss: 0.421
Epoch 11 Batch 51/78 - Train Accuracy: 0.894, Validation Accuracy: 0.896, Loss: 0.355
Epoch 11 Batch 52/78 - Train Accuracy: 0.895, Validation Accuracy: 0.901, Loss: 0.323
Epoch 11 Batch 53/78 - Train Accuracy: 0.882, Validation Accuracy: 0.901, Loss: 0.334
Epoch 11 Batch 54/78 - Train Accuracy: 0.875, Validation Accuracy: 0.903, Loss: 0.363
Epoch 11 Batch 55/78 - Train Accuracy: 0.881, Validation Accuracy: 0.894, Loss: 0.361
Epoch 11 Batch 56/78 - Train Accuracy: 0.900, Validation Accuracy: 0.895, Loss: 0.338
Epoch 11 Batch 57/78 - Train Accuracy: 0.885, Validation Accuracy: 0.898, Loss: 0.362
Epoch 11 Batch 58/78 - Train Accuracy: 0.878, Validation Accuracy: 0.897, Loss: 0.383
Epoch 11 Batch 59/78 - Train Accuracy: 0.884, Validation Accuracy: 0.891, Loss: 0.359
Epoch 11 Batch 60/78 - Train Accuracy: 0.893, Validation Accuracy: 0.896, Loss: 0.313
Epoch 11 Batch 61/78 - Train Accuracy: 0.881, Validation Accuracy: 0.891, Loss: 0.377
Epoch 11 Batch 62/78 - Train Accuracy: 0.881, Validation Accuracy: 0.887, Loss: 0.337
Epoch 11 Batch 63/78 - Train Accuracy: 0.888, Validation Accuracy: 0.897, Loss: 0.316
Epoch 11 Batch 64/78 - Train Accuracy: 0.893, Validation Accuracy: 0.897, Loss: 0.339
Epoch 11 Batch 65/78 - Train Accuracy: 0.888, Validation Accuracy: 0.895, Loss: 0.331
Epoch 11 Batch 66/78 - Train Accuracy: 0.903, Validation Accuracy: 0.900, Loss: 0.301
Epoch 11 Batch 67/78 - Train Accuracy: 0.895, Validation Accuracy: 0.897, Loss: 0.318
Epoch 11 Batch 68/78 - Train Accuracy: 0.876, Validation Accuracy: 0.900, Loss: 0.369
Epoch 11 Batch 69/78 - Train Accuracy: 0.908, Validation Accuracy: 0.892, Loss: 0.276
Epoch 11 Batch 70/78 - Train Accuracy: 0.895, Validation Accuracy: 0.893, Loss: 0.342
Epoch 11 Batch 71/78 - Train Accuracy: 0.908, Validation Accuracy: 0.888, Loss: 0.293
Epoch 11 Batch 72/78 - Train Accuracy: 0.877, Validation Accuracy: 0.884, Loss: 0.339
Epoch 11 Batch 73/78 - Train Accuracy: 0.871, Validation Accuracy: 0.886, Loss: 0.387
Epoch 11 Batch 74/78 - Train Accuracy: 0.878, Validation Accuracy: 0.892, Loss: 0.342
Epoch 11 Batch 75/78 - Train Accuracy: 0.881, Validation Accuracy: 0.891, Loss: 0.327
Epoch 11 Batch 76/78 - Train Accuracy: 0.883, Validation Accuracy: 0.891, Loss: 0.335
Epoch 12 Batch 0/78 - Train Accuracy: 0.871, Validation Accuracy: 0.895, Loss: 0.336
Epoch 12 Batch 1/78 - Train Accuracy: 0.901, Validation Accuracy: 0.897, Loss: 0.315
Epoch 12 Batch 2/78 - Train Accuracy: 0.895, Validation Accuracy: 0.892, Loss: 0.293
Epoch 12 Batch 3/78 - Train Accuracy: 0.882, Validation Accuracy: 0.890, Loss: 0.334
Epoch 12 Batch 4/78 - Train Accuracy: 0.901, Validation Accuracy: 0.895, Loss: 0.304
Epoch 12 Batch 5/78 - Train Accuracy: 0.905, Validation Accuracy: 0.892, Loss: 0.301
Epoch 12 Batch 6/78 - Train Accuracy: 0.904, Validation Accuracy: 0.890, Loss: 0.315
Epoch 12 Batch 7/78 - Train Accuracy: 0.894, Validation Accuracy: 0.890, Loss: 0.325
Epoch 12 Batch 8/78 - Train Accuracy: 0.901, Validation Accuracy: 0.897, Loss: 0.317
Epoch 12 Batch 9/78 - Train Accuracy: 0.904, Validation Accuracy: 0.898, Loss: 0.294
Epoch 12 Batch 10/78 - Train Accuracy: 0.892, Validation Accuracy: 0.897, Loss: 0.314
Epoch 12 Batch 11/78 - Train Accuracy: 0.873, Validation Accuracy: 0.898, Loss: 0.356
Epoch 12 Batch 12/78 - Train Accuracy: 0.879, Validation Accuracy: 0.901, Loss: 0.343
Epoch 12 Batch 13/78 - Train Accuracy: 0.885, Validation Accuracy: 0.897, Loss: 0.347
Epoch 12 Batch 14/78 - Train Accuracy: 0.912, Validation Accuracy: 0.898, Loss: 0.271
Epoch 12 Batch 15/78 - Train Accuracy: 0.888, Validation Accuracy: 0.901, Loss: 0.344
Epoch 12 Batch 16/78 - Train Accuracy: 0.900, Validation Accuracy: 0.892, Loss: 0.291
Epoch 12 Batch 17/78 - Train Accuracy: 0.897, Validation Accuracy: 0.892, Loss: 0.300
Epoch 12 Batch 18/78 - Train Accuracy: 0.894, Validation Accuracy: 0.894, Loss: 0.328
Epoch 12 Batch 19/78 - Train Accuracy: 0.905, Validation Accuracy: 0.905, Loss: 0.298
Epoch 12 Batch 20/78 - Train Accuracy: 0.919, Validation Accuracy: 0.902, Loss: 0.261
Epoch 12 Batch 21/78 - Train Accuracy: 0.882, Validation Accuracy: 0.901, Loss: 0.333
Epoch 12 Batch 22/78 - Train Accuracy: 0.898, Validation Accuracy: 0.904, Loss: 0.324
Epoch 12 Batch 23/78 - Train Accuracy: 0.914, Validation Accuracy: 0.904, Loss: 0.285
Epoch 12 Batch 24/78 - Train Accuracy: 0.914, Validation Accuracy: 0.903, Loss: 0.288
Epoch 12 Batch 25/78 - Train Accuracy: 0.897, Validation Accuracy: 0.900, Loss: 0.308
Epoch 12 Batch 26/78 - Train Accuracy: 0.879, Validation Accuracy: 0.902, Loss: 0.343
Epoch 12 Batch 27/78 - Train Accuracy: 0.903, Validation Accuracy: 0.902, Loss: 0.316
Epoch 12 Batch 28/78 - Train Accuracy: 0.887, Validation Accuracy: 0.902, Loss: 0.313
Epoch 12 Batch 29/78 - Train Accuracy: 0.887, Validation Accuracy: 0.900, Loss: 0.312
Epoch 12 Batch 30/78 - Train Accuracy: 0.897, Validation Accuracy: 0.904, Loss: 0.317
Epoch 12 Batch 31/78 - Train Accuracy: 0.906, Validation Accuracy: 0.902, Loss: 0.293
Epoch 12 Batch 32/78 - Train Accuracy: 0.894, Validation Accuracy: 0.897, Loss: 0.303
Epoch 12 Batch 33/78 - Train Accuracy: 0.888, Validation Accuracy: 0.901, Loss: 0.329
Epoch 12 Batch 34/78 - Train Accuracy: 0.898, Validation Accuracy: 0.901, Loss: 0.311
Epoch 12 Batch 35/78 - Train Accuracy: 0.896, Validation Accuracy: 0.897, Loss: 0.325
Epoch 12 Batch 36/78 - Train Accuracy: 0.890, Validation Accuracy: 0.903, Loss: 0.320
Epoch 12 Batch 37/78 - Train Accuracy: 0.898, Validation Accuracy: 0.902, Loss: 0.320
Epoch 12 Batch 38/78 - Train Accuracy: 0.907, Validation Accuracy: 0.901, Loss: 0.309
Epoch 12 Batch 39/78 - Train Accuracy: 0.894, Validation Accuracy: 0.894, Loss: 0.329
Epoch 12 Batch 40/78 - Train Accuracy: 0.908, Validation Accuracy: 0.887, Loss: 0.293
Epoch 12 Batch 41/78 - Train Accuracy: 0.874, Validation Accuracy: 0.901, Loss: 0.384
Epoch 12 Batch 42/78 - Train Accuracy: 0.876, Validation Accuracy: 0.886, Loss: 0.311
Epoch 12 Batch 43/78 - Train Accuracy: 0.866, Validation Accuracy: 0.902, Loss: 0.376
Epoch 12 Batch 44/78 - Train Accuracy: 0.882, Validation Accuracy: 0.893, Loss: 0.313
Epoch 12 Batch 45/78 - Train Accuracy: 0.876, Validation Accuracy: 0.900, Loss: 0.345
Epoch 12 Batch 46/78 - Train Accuracy: 0.881, Validation Accuracy: 0.895, Loss: 0.342
Epoch 12 Batch 47/78 - Train Accuracy: 0.893, Validation Accuracy: 0.894, Loss: 0.311
Epoch 12 Batch 48/78 - Train Accuracy: 0.916, Validation Accuracy: 0.893, Loss: 0.264
Epoch 12 Batch 49/78 - Train Accuracy: 0.888, Validation Accuracy: 0.901, Loss: 0.317
Epoch 12 Batch 50/78 - Train Accuracy: 0.867, Validation Accuracy: 0.894, Loss: 0.379
Epoch 12 Batch 51/78 - Train Accuracy: 0.904, Validation Accuracy: 0.900, Loss: 0.307
Epoch 12 Batch 52/78 - Train Accuracy: 0.905, Validation Accuracy: 0.897, Loss: 0.286
Epoch 12 Batch 53/78 - Train Accuracy: 0.901, Validation Accuracy: 0.898, Loss: 0.298
Epoch 12 Batch 54/78 - Train Accuracy: 0.885, Validation Accuracy: 0.904, Loss: 0.316
Epoch 12 Batch 55/78 - Train Accuracy: 0.893, Validation Accuracy: 0.908, Loss: 0.328
Epoch 12 Batch 56/78 - Train Accuracy: 0.907, Validation Accuracy: 0.901, Loss: 0.293
Epoch 12 Batch 57/78 - Train Accuracy: 0.895, Validation Accuracy: 0.900, Loss: 0.330
Epoch 12 Batch 58/78 - Train Accuracy: 0.890, Validation Accuracy: 0.896, Loss: 0.344
Epoch 12 Batch 59/78 - Train Accuracy: 0.893, Validation Accuracy: 0.890, Loss: 0.317
Epoch 12 Batch 60/78 - Train Accuracy: 0.904, Validation Accuracy: 0.891, Loss: 0.285
Epoch 12 Batch 61/78 - Train Accuracy: 0.895, Validation Accuracy: 0.902, Loss: 0.327
Epoch 12 Batch 62/78 - Train Accuracy: 0.895, Validation Accuracy: 0.906, Loss: 0.303
Epoch 12 Batch 63/78 - Train Accuracy: 0.900, Validation Accuracy: 0.910, Loss: 0.275
Epoch 12 Batch 64/78 - Train Accuracy: 0.894, Validation Accuracy: 0.910, Loss: 0.299
Epoch 12 Batch 65/78 - Train Accuracy: 0.895, Validation Accuracy: 0.905, Loss: 0.292
Epoch 12 Batch 66/78 - Train Accuracy: 0.908, Validation Accuracy: 0.897, Loss: 0.265
Epoch 12 Batch 67/78 - Train Accuracy: 0.904, Validation Accuracy: 0.897, Loss: 0.286
Epoch 12 Batch 68/78 - Train Accuracy: 0.890, Validation Accuracy: 0.896, Loss: 0.328
Epoch 12 Batch 69/78 - Train Accuracy: 0.920, Validation Accuracy: 0.892, Loss: 0.245
Epoch 12 Batch 70/78 - Train Accuracy: 0.904, Validation Accuracy: 0.894, Loss: 0.302
Epoch 12 Batch 71/78 - Train Accuracy: 0.923, Validation Accuracy: 0.893, Loss: 0.259
Epoch 12 Batch 72/78 - Train Accuracy: 0.884, Validation Accuracy: 0.900, Loss: 0.304
Epoch 12 Batch 73/78 - Train Accuracy: 0.888, Validation Accuracy: 0.902, Loss: 0.340
Epoch 12 Batch 74/78 - Train Accuracy: 0.886, Validation Accuracy: 0.894, Loss: 0.307
Epoch 12 Batch 75/78 - Train Accuracy: 0.893, Validation Accuracy: 0.898, Loss: 0.286
Epoch 12 Batch 76/78 - Train Accuracy: 0.887, Validation Accuracy: 0.900, Loss: 0.300
Epoch 13 Batch 0/78 - Train Accuracy: 0.886, Validation Accuracy: 0.898, Loss: 0.297
Epoch 13 Batch 1/78 - Train Accuracy: 0.905, Validation Accuracy: 0.897, Loss: 0.274
Epoch 13 Batch 2/78 - Train Accuracy: 0.908, Validation Accuracy: 0.894, Loss: 0.259
Epoch 13 Batch 3/78 - Train Accuracy: 0.898, Validation Accuracy: 0.894, Loss: 0.294
Epoch 13 Batch 4/78 - Train Accuracy: 0.912, Validation Accuracy: 0.898, Loss: 0.262
Epoch 13 Batch 5/78 - Train Accuracy: 0.915, Validation Accuracy: 0.892, Loss: 0.270
Epoch 13 Batch 6/78 - Train Accuracy: 0.913, Validation Accuracy: 0.895, Loss: 0.273
Epoch 13 Batch 7/78 - Train Accuracy: 0.896, Validation Accuracy: 0.898, Loss: 0.291
Epoch 13 Batch 8/78 - Train Accuracy: 0.913, Validation Accuracy: 0.902, Loss: 0.284
Epoch 13 Batch 9/78 - Train Accuracy: 0.923, Validation Accuracy: 0.901, Loss: 0.264
Epoch 13 Batch 10/78 - Train Accuracy: 0.897, Validation Accuracy: 0.903, Loss: 0.283
Epoch 13 Batch 11/78 - Train Accuracy: 0.886, Validation Accuracy: 0.898, Loss: 0.313
Epoch 13 Batch 12/78 - Train Accuracy: 0.895, Validation Accuracy: 0.903, Loss: 0.310
Epoch 13 Batch 13/78 - Train Accuracy: 0.891, Validation Accuracy: 0.906, Loss: 0.302
Epoch 13 Batch 14/78 - Train Accuracy: 0.911, Validation Accuracy: 0.901, Loss: 0.240
Epoch 13 Batch 15/78 - Train Accuracy: 0.894, Validation Accuracy: 0.903, Loss: 0.314
Epoch 13 Batch 16/78 - Train Accuracy: 0.908, Validation Accuracy: 0.900, Loss: 0.257
Epoch 13 Batch 17/78 - Train Accuracy: 0.907, Validation Accuracy: 0.904, Loss: 0.270
Epoch 13 Batch 18/78 - Train Accuracy: 0.906, Validation Accuracy: 0.903, Loss: 0.296
Epoch 13 Batch 19/78 - Train Accuracy: 0.913, Validation Accuracy: 0.897, Loss: 0.265
Epoch 13 Batch 20/78 - Train Accuracy: 0.930, Validation Accuracy: 0.902, Loss: 0.233
Epoch 13 Batch 21/78 - Train Accuracy: 0.896, Validation Accuracy: 0.904, Loss: 0.295
Epoch 13 Batch 22/78 - Train Accuracy: 0.907, Validation Accuracy: 0.902, Loss: 0.292
Epoch 13 Batch 23/78 - Train Accuracy: 0.916, Validation Accuracy: 0.902, Loss: 0.250
Epoch 13 Batch 24/78 - Train Accuracy: 0.922, Validation Accuracy: 0.903, Loss: 0.253
Epoch 13 Batch 25/78 - Train Accuracy: 0.904, Validation Accuracy: 0.905, Loss: 0.276
Epoch 13 Batch 26/78 - Train Accuracy: 0.888, Validation Accuracy: 0.905, Loss: 0.305
Epoch 13 Batch 27/78 - Train Accuracy: 0.910, Validation Accuracy: 0.903, Loss: 0.283
Epoch 13 Batch 28/78 - Train Accuracy: 0.896, Validation Accuracy: 0.905, Loss: 0.280
Epoch 13 Batch 29/78 - Train Accuracy: 0.910, Validation Accuracy: 0.910, Loss: 0.284
Epoch 13 Batch 30/78 - Train Accuracy: 0.905, Validation Accuracy: 0.912, Loss: 0.281
Epoch 13 Batch 31/78 - Train Accuracy: 0.905, Validation Accuracy: 0.908, Loss: 0.265
Epoch 13 Batch 32/78 - Train Accuracy: 0.908, Validation Accuracy: 0.902, Loss: 0.273
Epoch 13 Batch 33/78 - Train Accuracy: 0.901, Validation Accuracy: 0.901, Loss: 0.294
Epoch 13 Batch 34/78 - Train Accuracy: 0.908, Validation Accuracy: 0.904, Loss: 0.278
Epoch 13 Batch 35/78 - Train Accuracy: 0.911, Validation Accuracy: 0.905, Loss: 0.293
Epoch 13 Batch 36/78 - Train Accuracy: 0.906, Validation Accuracy: 0.905, Loss: 0.279
Epoch 13 Batch 37/78 - Train Accuracy: 0.900, Validation Accuracy: 0.904, Loss: 0.288
Epoch 13 Batch 38/78 - Train Accuracy: 0.913, Validation Accuracy: 0.905, Loss: 0.275
Epoch 13 Batch 39/78 - Train Accuracy: 0.900, Validation Accuracy: 0.900, Loss: 0.297
Epoch 13 Batch 40/78 - Train Accuracy: 0.915, Validation Accuracy: 0.894, Loss: 0.261
Epoch 13 Batch 41/78 - Train Accuracy: 0.871, Validation Accuracy: 0.898, Loss: 0.343
Epoch 13 Batch 42/78 - Train Accuracy: 0.883, Validation Accuracy: 0.890, Loss: 0.280
Epoch 13 Batch 43/78 - Train Accuracy: 0.881, Validation Accuracy: 0.897, Loss: 0.329
Epoch 13 Batch 44/78 - Train Accuracy: 0.886, Validation Accuracy: 0.910, Loss: 0.283
Epoch 13 Batch 45/78 - Train Accuracy: 0.878, Validation Accuracy: 0.910, Loss: 0.302
Epoch 13 Batch 46/78 - Train Accuracy: 0.900, Validation Accuracy: 0.898, Loss: 0.307
Epoch 13 Batch 47/78 - Train Accuracy: 0.901, Validation Accuracy: 0.901, Loss: 0.268
Epoch 13 Batch 48/78 - Train Accuracy: 0.927, Validation Accuracy: 0.908, Loss: 0.233
Epoch 13 Batch 49/78 - Train Accuracy: 0.898, Validation Accuracy: 0.905, Loss: 0.281
Epoch 13 Batch 50/78 - Train Accuracy: 0.877, Validation Accuracy: 0.908, Loss: 0.333
Epoch 13 Batch 51/78 - Train Accuracy: 0.913, Validation Accuracy: 0.908, Loss: 0.271
Epoch 13 Batch 52/78 - Train Accuracy: 0.919, Validation Accuracy: 0.908, Loss: 0.252
Epoch 13 Batch 53/78 - Train Accuracy: 0.904, Validation Accuracy: 0.904, Loss: 0.262
Epoch 13 Batch 54/78 - Train Accuracy: 0.892, Validation Accuracy: 0.902, Loss: 0.282
Epoch 13 Batch 55/78 - Train Accuracy: 0.903, Validation Accuracy: 0.905, Loss: 0.290
Epoch 13 Batch 56/78 - Train Accuracy: 0.921, Validation Accuracy: 0.915, Loss: 0.262
Epoch 13 Batch 57/78 - Train Accuracy: 0.895, Validation Accuracy: 0.914, Loss: 0.294
Epoch 13 Batch 58/78 - Train Accuracy: 0.905, Validation Accuracy: 0.908, Loss: 0.305
Epoch 13 Batch 59/78 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.280
Epoch 13 Batch 60/78 - Train Accuracy: 0.910, Validation Accuracy: 0.903, Loss: 0.255
Epoch 13 Batch 61/78 - Train Accuracy: 0.900, Validation Accuracy: 0.907, Loss: 0.293
Epoch 13 Batch 62/78 - Train Accuracy: 0.903, Validation Accuracy: 0.912, Loss: 0.273
Epoch 13 Batch 63/78 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.244
Epoch 13 Batch 64/78 - Train Accuracy: 0.910, Validation Accuracy: 0.912, Loss: 0.264
Epoch 13 Batch 65/78 - Train Accuracy: 0.911, Validation Accuracy: 0.906, Loss: 0.258
Epoch 13 Batch 66/78 - Train Accuracy: 0.914, Validation Accuracy: 0.906, Loss: 0.238
Epoch 13 Batch 67/78 - Train Accuracy: 0.914, Validation Accuracy: 0.913, Loss: 0.256
Epoch 13 Batch 68/78 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.291
Epoch 13 Batch 69/78 - Train Accuracy: 0.922, Validation Accuracy: 0.906, Loss: 0.221
Epoch 13 Batch 70/78 - Train Accuracy: 0.906, Validation Accuracy: 0.897, Loss: 0.269
Epoch 13 Batch 71/78 - Train Accuracy: 0.920, Validation Accuracy: 0.901, Loss: 0.230
Epoch 13 Batch 72/78 - Train Accuracy: 0.893, Validation Accuracy: 0.900, Loss: 0.273
Epoch 13 Batch 73/78 - Train Accuracy: 0.906, Validation Accuracy: 0.897, Loss: 0.300
Epoch 13 Batch 74/78 - Train Accuracy: 0.894, Validation Accuracy: 0.897, Loss: 0.278
Epoch 13 Batch 75/78 - Train Accuracy: 0.902, Validation Accuracy: 0.897, Loss: 0.255
Epoch 13 Batch 76/78 - Train Accuracy: 0.897, Validation Accuracy: 0.902, Loss: 0.267
Epoch 14 Batch 0/78 - Train Accuracy: 0.902, Validation Accuracy: 0.903, Loss: 0.268
Epoch 14 Batch 1/78 - Train Accuracy: 0.906, Validation Accuracy: 0.904, Loss: 0.244
Epoch 14 Batch 2/78 - Train Accuracy: 0.913, Validation Accuracy: 0.902, Loss: 0.227
Epoch 14 Batch 3/78 - Train Accuracy: 0.907, Validation Accuracy: 0.898, Loss: 0.263
Epoch 14 Batch 4/78 - Train Accuracy: 0.919, Validation Accuracy: 0.904, Loss: 0.231
Epoch 14 Batch 5/78 - Train Accuracy: 0.925, Validation Accuracy: 0.902, Loss: 0.241
Epoch 14 Batch 6/78 - Train Accuracy: 0.919, Validation Accuracy: 0.902, Loss: 0.244
Epoch 14 Batch 7/78 - Train Accuracy: 0.896, Validation Accuracy: 0.904, Loss: 0.264
Epoch 14 Batch 8/78 - Train Accuracy: 0.921, Validation Accuracy: 0.913, Loss: 0.252
Epoch 14 Batch 9/78 - Train Accuracy: 0.925, Validation Accuracy: 0.913, Loss: 0.239
Epoch 14 Batch 10/78 - Train Accuracy: 0.914, Validation Accuracy: 0.910, Loss: 0.246
Epoch 14 Batch 11/78 - Train Accuracy: 0.902, Validation Accuracy: 0.908, Loss: 0.280
Epoch 14 Batch 12/78 - Train Accuracy: 0.900, Validation Accuracy: 0.910, Loss: 0.274
Epoch 14 Batch 13/78 - Train Accuracy: 0.890, Validation Accuracy: 0.914, Loss: 0.268
Epoch 14 Batch 14/78 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.210
Epoch 14 Batch 15/78 - Train Accuracy: 0.906, Validation Accuracy: 0.912, Loss: 0.281
Epoch 14 Batch 16/78 - Train Accuracy: 0.917, Validation Accuracy: 0.904, Loss: 0.228
Epoch 14 Batch 17/78 - Train Accuracy: 0.907, Validation Accuracy: 0.905, Loss: 0.241
Epoch 14 Batch 18/78 - Train Accuracy: 0.915, Validation Accuracy: 0.911, Loss: 0.265
Epoch 14 Batch 19/78 - Train Accuracy: 0.924, Validation Accuracy: 0.911, Loss: 0.236
Epoch 14 Batch 20/78 - Train Accuracy: 0.935, Validation Accuracy: 0.913, Loss: 0.203
Epoch 14 Batch 21/78 - Train Accuracy: 0.908, Validation Accuracy: 0.912, Loss: 0.264
Epoch 14 Batch 22/78 - Train Accuracy: 0.908, Validation Accuracy: 0.911, Loss: 0.257
Epoch 14 Batch 23/78 - Train Accuracy: 0.922, Validation Accuracy: 0.908, Loss: 0.224
Epoch 14 Batch 24/78 - Train Accuracy: 0.929, Validation Accuracy: 0.907, Loss: 0.224
Epoch 14 Batch 25/78 - Train Accuracy: 0.910, Validation Accuracy: 0.904, Loss: 0.244
Epoch 14 Batch 26/78 - Train Accuracy: 0.898, Validation Accuracy: 0.903, Loss: 0.273
Epoch 14 Batch 27/78 - Train Accuracy: 0.910, Validation Accuracy: 0.905, Loss: 0.254
Epoch 14 Batch 28/78 - Train Accuracy: 0.900, Validation Accuracy: 0.908, Loss: 0.250
Epoch 14 Batch 29/78 - Train Accuracy: 0.916, Validation Accuracy: 0.912, Loss: 0.259
Epoch 14 Batch 30/78 - Train Accuracy: 0.910, Validation Accuracy: 0.906, Loss: 0.249
Epoch 14 Batch 31/78 - Train Accuracy: 0.913, Validation Accuracy: 0.903, Loss: 0.241
Epoch 14 Batch 32/78 - Train Accuracy: 0.917, Validation Accuracy: 0.910, Loss: 0.246
Epoch 14 Batch 33/78 - Train Accuracy: 0.903, Validation Accuracy: 0.908, Loss: 0.263
Epoch 14 Batch 34/78 - Train Accuracy: 0.914, Validation Accuracy: 0.902, Loss: 0.247
Epoch 14 Batch 35/78 - Train Accuracy: 0.902, Validation Accuracy: 0.906, Loss: 0.263
Epoch 14 Batch 36/78 - Train Accuracy: 0.912, Validation Accuracy: 0.904, Loss: 0.247
Epoch 14 Batch 37/78 - Train Accuracy: 0.905, Validation Accuracy: 0.904, Loss: 0.261
Epoch 14 Batch 38/78 - Train Accuracy: 0.915, Validation Accuracy: 0.910, Loss: 0.246
Epoch 14 Batch 39/78 - Train Accuracy: 0.905, Validation Accuracy: 0.906, Loss: 0.265
Epoch 14 Batch 40/78 - Train Accuracy: 0.925, Validation Accuracy: 0.904, Loss: 0.235
Epoch 14 Batch 41/78 - Train Accuracy: 0.881, Validation Accuracy: 0.903, Loss: 0.305
Epoch 14 Batch 42/78 - Train Accuracy: 0.890, Validation Accuracy: 0.904, Loss: 0.252
Epoch 14 Batch 43/78 - Train Accuracy: 0.883, Validation Accuracy: 0.911, Loss: 0.294
Epoch 14 Batch 44/78 - Train Accuracy: 0.891, Validation Accuracy: 0.915, Loss: 0.255
Epoch 14 Batch 45/78 - Train Accuracy: 0.878, Validation Accuracy: 0.911, Loss: 0.272
Epoch 14 Batch 46/78 - Train Accuracy: 0.905, Validation Accuracy: 0.907, Loss: 0.272
Epoch 14 Batch 47/78 - Train Accuracy: 0.908, Validation Accuracy: 0.910, Loss: 0.238
Epoch 14 Batch 48/78 - Train Accuracy: 0.938, Validation Accuracy: 0.921, Loss: 0.208
Epoch 14 Batch 49/78 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.252
Epoch 14 Batch 50/78 - Train Accuracy: 0.878, Validation Accuracy: 0.917, Loss: 0.295
Epoch 14 Batch 51/78 - Train Accuracy: 0.925, Validation Accuracy: 0.911, Loss: 0.241
Epoch 14 Batch 52/78 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.223
Epoch 14 Batch 53/78 - Train Accuracy: 0.903, Validation Accuracy: 0.913, Loss: 0.231
Epoch 14 Batch 54/78 - Train Accuracy: 0.896, Validation Accuracy: 0.915, Loss: 0.255
Epoch 14 Batch 55/78 - Train Accuracy: 0.915, Validation Accuracy: 0.917, Loss: 0.260
Epoch 14 Batch 56/78 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.235
Epoch 14 Batch 57/78 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.266
Epoch 14 Batch 58/78 - Train Accuracy: 0.908, Validation Accuracy: 0.914, Loss: 0.272
Epoch 14 Batch 59/78 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.250
Epoch 14 Batch 60/78 - Train Accuracy: 0.904, Validation Accuracy: 0.920, Loss: 0.230
Epoch 14 Batch 61/78 - Train Accuracy: 0.910, Validation Accuracy: 0.921, Loss: 0.263
Epoch 14 Batch 62/78 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.246
Epoch 14 Batch 63/78 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.218
Epoch 14 Batch 64/78 - Train Accuracy: 0.919, Validation Accuracy: 0.919, Loss: 0.234
Epoch 14 Batch 65/78 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.230
Epoch 14 Batch 66/78 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.214
Epoch 14 Batch 67/78 - Train Accuracy: 0.913, Validation Accuracy: 0.922, Loss: 0.229
Epoch 14 Batch 68/78 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.259
Epoch 14 Batch 69/78 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.200
Epoch 14 Batch 70/78 - Train Accuracy: 0.912, Validation Accuracy: 0.917, Loss: 0.239
Epoch 14 Batch 71/78 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.204
Epoch 14 Batch 72/78 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.246
Epoch 14 Batch 73/78 - Train Accuracy: 0.912, Validation Accuracy: 0.907, Loss: 0.265
Epoch 14 Batch 74/78 - Train Accuracy: 0.896, Validation Accuracy: 0.911, Loss: 0.253
Epoch 14 Batch 75/78 - Train Accuracy: 0.904, Validation Accuracy: 0.916, Loss: 0.228
Epoch 14 Batch 76/78 - Train Accuracy: 0.907, Validation Accuracy: 0.912, Loss: 0.238
Epoch 15 Batch 0/78 - Train Accuracy: 0.911, Validation Accuracy: 0.913, Loss: 0.240
Epoch 15 Batch 1/78 - Train Accuracy: 0.919, Validation Accuracy: 0.917, Loss: 0.220
Epoch 15 Batch 2/78 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.201
Epoch 15 Batch 3/78 - Train Accuracy: 0.915, Validation Accuracy: 0.914, Loss: 0.236
Epoch 15 Batch 4/78 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.204
Epoch 15 Batch 5/78 - Train Accuracy: 0.926, Validation Accuracy: 0.910, Loss: 0.215
Epoch 15 Batch 6/78 - Train Accuracy: 0.925, Validation Accuracy: 0.916, Loss: 0.217
Epoch 15 Batch 7/78 - Train Accuracy: 0.902, Validation Accuracy: 0.919, Loss: 0.241
Epoch 15 Batch 8/78 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.224
Epoch 15 Batch 9/78 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.218
Epoch 15 Batch 10/78 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.219
Epoch 15 Batch 11/78 - Train Accuracy: 0.908, Validation Accuracy: 0.920, Loss: 0.249
Epoch 15 Batch 12/78 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.247
Epoch 15 Batch 13/78 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.240
Epoch 15 Batch 14/78 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.185
Epoch 15 Batch 15/78 - Train Accuracy: 0.908, Validation Accuracy: 0.916, Loss: 0.254
Epoch 15 Batch 16/78 - Train Accuracy: 0.927, Validation Accuracy: 0.914, Loss: 0.204
Epoch 15 Batch 17/78 - Train Accuracy: 0.913, Validation Accuracy: 0.914, Loss: 0.217
Epoch 15 Batch 18/78 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.239
Epoch 15 Batch 19/78 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.211
Epoch 15 Batch 20/78 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.180
Epoch 15 Batch 21/78 - Train Accuracy: 0.924, Validation Accuracy: 0.919, Loss: 0.236
Epoch 15 Batch 22/78 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.229
Epoch 15 Batch 23/78 - Train Accuracy: 0.929, Validation Accuracy: 0.917, Loss: 0.201
Epoch 15 Batch 24/78 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.200
Epoch 15 Batch 25/78 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.219
Epoch 15 Batch 26/78 - Train Accuracy: 0.907, Validation Accuracy: 0.925, Loss: 0.245
Epoch 15 Batch 27/78 - Train Accuracy: 0.914, Validation Accuracy: 0.922, Loss: 0.227
Epoch 15 Batch 28/78 - Train Accuracy: 0.908, Validation Accuracy: 0.931, Loss: 0.227
Epoch 15 Batch 29/78 - Train Accuracy: 0.901, Validation Accuracy: 0.921, Loss: 0.236
Epoch 15 Batch 30/78 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.222
Epoch 15 Batch 31/78 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.218
Epoch 15 Batch 32/78 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.223
Epoch 15 Batch 33/78 - Train Accuracy: 0.905, Validation Accuracy: 0.920, Loss: 0.236
Epoch 15 Batch 34/78 - Train Accuracy: 0.916, Validation Accuracy: 0.916, Loss: 0.220
Epoch 15 Batch 35/78 - Train Accuracy: 0.905, Validation Accuracy: 0.912, Loss: 0.236
Epoch 15 Batch 36/78 - Train Accuracy: 0.924, Validation Accuracy: 0.910, Loss: 0.220
Epoch 15 Batch 37/78 - Train Accuracy: 0.913, Validation Accuracy: 0.910, Loss: 0.235
Epoch 15 Batch 38/78 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.220
Epoch 15 Batch 39/78 - Train Accuracy: 0.907, Validation Accuracy: 0.919, Loss: 0.239
Epoch 15 Batch 40/78 - Train Accuracy: 0.932, Validation Accuracy: 0.921, Loss: 0.211
Epoch 15 Batch 41/78 - Train Accuracy: 0.893, Validation Accuracy: 0.923, Loss: 0.272
Epoch 15 Batch 42/78 - Train Accuracy: 0.900, Validation Accuracy: 0.914, Loss: 0.225
Epoch 15 Batch 43/78 - Train Accuracy: 0.893, Validation Accuracy: 0.917, Loss: 0.263
Epoch 15 Batch 44/78 - Train Accuracy: 0.900, Validation Accuracy: 0.926, Loss: 0.229
Epoch 15 Batch 45/78 - Train Accuracy: 0.881, Validation Accuracy: 0.917, Loss: 0.242
Epoch 15 Batch 46/78 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.241
Epoch 15 Batch 47/78 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.210
Epoch 15 Batch 48/78 - Train Accuracy: 0.940, Validation Accuracy: 0.924, Loss: 0.187
Epoch 15 Batch 49/78 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.227
Epoch 15 Batch 50/78 - Train Accuracy: 0.883, Validation Accuracy: 0.930, Loss: 0.261
Epoch 15 Batch 51/78 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.215
Epoch 15 Batch 52/78 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.200
Epoch 15 Batch 53/78 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.205
Epoch 15 Batch 54/78 - Train Accuracy: 0.903, Validation Accuracy: 0.926, Loss: 0.229
Epoch 15 Batch 55/78 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.236
Epoch 15 Batch 56/78 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.211
Epoch 15 Batch 57/78 - Train Accuracy: 0.905, Validation Accuracy: 0.920, Loss: 0.242
Epoch 15 Batch 58/78 - Train Accuracy: 0.912, Validation Accuracy: 0.912, Loss: 0.244
Epoch 15 Batch 59/78 - Train Accuracy: 0.910, Validation Accuracy: 0.916, Loss: 0.225
Epoch 15 Batch 60/78 - Train Accuracy: 0.912, Validation Accuracy: 0.913, Loss: 0.208
Epoch 15 Batch 61/78 - Train Accuracy: 0.916, Validation Accuracy: 0.915, Loss: 0.239
Epoch 15 Batch 62/78 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.223
Epoch 15 Batch 63/78 - Train Accuracy: 0.919, Validation Accuracy: 0.917, Loss: 0.195
Epoch 15 Batch 64/78 - Train Accuracy: 0.929, Validation Accuracy: 0.916, Loss: 0.208
Epoch 15 Batch 65/78 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.206
Epoch 15 Batch 66/78 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.193
Epoch 15 Batch 67/78 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.206
Epoch 15 Batch 68/78 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.232
Epoch 15 Batch 69/78 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.181
Epoch 15 Batch 70/78 - Train Accuracy: 0.920, Validation Accuracy: 0.916, Loss: 0.215
Epoch 15 Batch 71/78 - Train Accuracy: 0.935, Validation Accuracy: 0.916, Loss: 0.180
Epoch 15 Batch 72/78 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.221
Epoch 15 Batch 73/78 - Train Accuracy: 0.914, Validation Accuracy: 0.917, Loss: 0.235
Epoch 15 Batch 74/78 - Train Accuracy: 0.913, Validation Accuracy: 0.917, Loss: 0.231
Epoch 15 Batch 75/78 - Train Accuracy: 0.910, Validation Accuracy: 0.923, Loss: 0.204
Epoch 15 Batch 76/78 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.214
Epoch 16 Batch 0/78 - Train Accuracy: 0.915, Validation Accuracy: 0.919, Loss: 0.215
Epoch 16 Batch 1/78 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.198
Epoch 16 Batch 2/78 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.178
Epoch 16 Batch 3/78 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.211
Epoch 16 Batch 4/78 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.182
Epoch 16 Batch 5/78 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.192
Epoch 16 Batch 6/78 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.192
Epoch 16 Batch 7/78 - Train Accuracy: 0.908, Validation Accuracy: 0.930, Loss: 0.220
Epoch 16 Batch 8/78 - Train Accuracy: 0.936, Validation Accuracy: 0.917, Loss: 0.199
Epoch 16 Batch 9/78 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.198
Epoch 16 Batch 10/78 - Train Accuracy: 0.926, Validation Accuracy: 0.921, Loss: 0.194
Epoch 16 Batch 11/78 - Train Accuracy: 0.919, Validation Accuracy: 0.922, Loss: 0.224
Epoch 16 Batch 12/78 - Train Accuracy: 0.908, Validation Accuracy: 0.925, Loss: 0.223
Epoch 16 Batch 13/78 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.215
Epoch 16 Batch 14/78 - Train Accuracy: 0.939, Validation Accuracy: 0.925, Loss: 0.163
Epoch 16 Batch 15/78 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.230
Epoch 16 Batch 16/78 - Train Accuracy: 0.941, Validation Accuracy: 0.919, Loss: 0.184
Epoch 16 Batch 17/78 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.198
Epoch 16 Batch 18/78 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.214
Epoch 16 Batch 19/78 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.191
Epoch 16 Batch 20/78 - Train Accuracy: 0.949, Validation Accuracy: 0.921, Loss: 0.159
Epoch 16 Batch 21/78 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.211
Epoch 16 Batch 22/78 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.205
Epoch 16 Batch 23/78 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.182
Epoch 16 Batch 24/78 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.180
Epoch 16 Batch 25/78 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.197
Epoch 16 Batch 26/78 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.220
Epoch 16 Batch 27/78 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.203
Epoch 16 Batch 28/78 - Train Accuracy: 0.913, Validation Accuracy: 0.938, Loss: 0.206
Epoch 16 Batch 29/78 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.215
Epoch 16 Batch 30/78 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.199
Epoch 16 Batch 31/78 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.197
Epoch 16 Batch 32/78 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.202
Epoch 16 Batch 33/78 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.213
Epoch 16 Batch 34/78 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.196
Epoch 16 Batch 35/78 - Train Accuracy: 0.900, Validation Accuracy: 0.916, Loss: 0.215
Epoch 16 Batch 36/78 - Train Accuracy: 0.934, Validation Accuracy: 0.914, Loss: 0.200
Epoch 16 Batch 37/78 - Train Accuracy: 0.914, Validation Accuracy: 0.913, Loss: 0.211
Epoch 16 Batch 38/78 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.196
Epoch 16 Batch 39/78 - Train Accuracy: 0.919, Validation Accuracy: 0.916, Loss: 0.217
Epoch 16 Batch 40/78 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.190
Epoch 16 Batch 41/78 - Train Accuracy: 0.900, Validation Accuracy: 0.929, Loss: 0.245
Epoch 16 Batch 42/78 - Train Accuracy: 0.896, Validation Accuracy: 0.926, Loss: 0.203
Epoch 16 Batch 43/78 - Train Accuracy: 0.903, Validation Accuracy: 0.923, Loss: 0.237
Epoch 16 Batch 44/78 - Train Accuracy: 0.895, Validation Accuracy: 0.915, Loss: 0.204
Epoch 16 Batch 45/78 - Train Accuracy: 0.890, Validation Accuracy: 0.924, Loss: 0.215
Epoch 16 Batch 46/78 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.215
Epoch 16 Batch 47/78 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.184
Epoch 16 Batch 48/78 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.169
Epoch 16 Batch 49/78 - Train Accuracy: 0.903, Validation Accuracy: 0.934, Loss: 0.206
Epoch 16 Batch 50/78 - Train Accuracy: 0.901, Validation Accuracy: 0.932, Loss: 0.230
Epoch 16 Batch 51/78 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.192
Epoch 16 Batch 52/78 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.180
Epoch 16 Batch 53/78 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.183
Epoch 16 Batch 54/78 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.206
Epoch 16 Batch 55/78 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.215
Epoch 16 Batch 56/78 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.190
Epoch 16 Batch 57/78 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.217
Epoch 16 Batch 58/78 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.219
Epoch 16 Batch 59/78 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.200
Epoch 16 Batch 60/78 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.187
Epoch 16 Batch 61/78 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.215
Epoch 16 Batch 62/78 - Train Accuracy: 0.911, Validation Accuracy: 0.917, Loss: 0.203
Epoch 16 Batch 63/78 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.175
Epoch 16 Batch 64/78 - Train Accuracy: 0.932, Validation Accuracy: 0.919, Loss: 0.183
Epoch 16 Batch 65/78 - Train Accuracy: 0.925, Validation Accuracy: 0.917, Loss: 0.187
Epoch 16 Batch 66/78 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.172
Epoch 16 Batch 67/78 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.183
Epoch 16 Batch 68/78 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.207
Epoch 16 Batch 69/78 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.159
Epoch 16 Batch 70/78 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.192
Epoch 16 Batch 71/78 - Train Accuracy: 0.943, Validation Accuracy: 0.913, Loss: 0.157
Epoch 16 Batch 72/78 - Train Accuracy: 0.906, Validation Accuracy: 0.912, Loss: 0.197
Epoch 16 Batch 73/78 - Train Accuracy: 0.913, Validation Accuracy: 0.911, Loss: 0.210
Epoch 16 Batch 74/78 - Train Accuracy: 0.915, Validation Accuracy: 0.913, Loss: 0.206
Epoch 16 Batch 75/78 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.182
Epoch 16 Batch 76/78 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.191
Epoch 17 Batch 0/78 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.196
Epoch 17 Batch 1/78 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.171
Epoch 17 Batch 2/78 - Train Accuracy: 0.948, Validation Accuracy: 0.922, Loss: 0.156
Epoch 17 Batch 3/78 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.188
Epoch 17 Batch 4/78 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.159
Epoch 17 Batch 5/78 - Train Accuracy: 0.936, Validation Accuracy: 0.921, Loss: 0.172
Epoch 17 Batch 6/78 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.170
Epoch 17 Batch 7/78 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.198
Epoch 17 Batch 8/78 - Train Accuracy: 0.942, Validation Accuracy: 0.914, Loss: 0.173
Epoch 17 Batch 9/78 - Train Accuracy: 0.941, Validation Accuracy: 0.917, Loss: 0.178
Epoch 17 Batch 10/78 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.171
Epoch 17 Batch 11/78 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.202
Epoch 17 Batch 12/78 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.201
Epoch 17 Batch 13/78 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.194
Epoch 17 Batch 14/78 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.144
Epoch 17 Batch 15/78 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.207
Epoch 17 Batch 16/78 - Train Accuracy: 0.948, Validation Accuracy: 0.927, Loss: 0.164
Epoch 17 Batch 17/78 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.179
Epoch 17 Batch 18/78 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.192
Epoch 17 Batch 19/78 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.170
Epoch 17 Batch 20/78 - Train Accuracy: 0.951, Validation Accuracy: 0.921, Loss: 0.142
Epoch 17 Batch 21/78 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.189
Epoch 17 Batch 22/78 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.184
Epoch 17 Batch 23/78 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.168
Epoch 17 Batch 24/78 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.157
Epoch 17 Batch 25/78 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.177
Epoch 17 Batch 26/78 - Train Accuracy: 0.914, Validation Accuracy: 0.931, Loss: 0.199
Epoch 17 Batch 27/78 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.183
Epoch 17 Batch 28/78 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.188
Epoch 17 Batch 29/78 - Train Accuracy: 0.908, Validation Accuracy: 0.924, Loss: 0.192
Epoch 17 Batch 30/78 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.179
Epoch 17 Batch 31/78 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.177
Epoch 17 Batch 32/78 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.178
Epoch 17 Batch 33/78 - Train Accuracy: 0.911, Validation Accuracy: 0.920, Loss: 0.198
Epoch 17 Batch 34/78 - Train Accuracy: 0.939, Validation Accuracy: 0.911, Loss: 0.174
Epoch 17 Batch 35/78 - Train Accuracy: 0.914, Validation Accuracy: 0.914, Loss: 0.197
Epoch 17 Batch 36/78 - Train Accuracy: 0.944, Validation Accuracy: 0.919, Loss: 0.184
Epoch 17 Batch 37/78 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.189
Epoch 17 Batch 38/78 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.178
Epoch 17 Batch 39/78 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.196
Epoch 17 Batch 40/78 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.170
Epoch 17 Batch 41/78 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.227
Epoch 17 Batch 42/78 - Train Accuracy: 0.902, Validation Accuracy: 0.933, Loss: 0.184
Epoch 17 Batch 43/78 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.220
Epoch 17 Batch 44/78 - Train Accuracy: 0.910, Validation Accuracy: 0.929, Loss: 0.185
Epoch 17 Batch 45/78 - Train Accuracy: 0.906, Validation Accuracy: 0.927, Loss: 0.193
Epoch 17 Batch 46/78 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.196
Epoch 17 Batch 47/78 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.163
Epoch 17 Batch 48/78 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.153
Epoch 17 Batch 49/78 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.187
Epoch 17 Batch 50/78 - Train Accuracy: 0.908, Validation Accuracy: 0.933, Loss: 0.203
Epoch 17 Batch 51/78 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.169
Epoch 17 Batch 52/78 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.162
Epoch 17 Batch 53/78 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.163
Epoch 17 Batch 54/78 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.184
Epoch 17 Batch 55/78 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.191
Epoch 17 Batch 56/78 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.174
Epoch 17 Batch 57/78 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.194
Epoch 17 Batch 58/78 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.197
Epoch 17 Batch 59/78 - Train Accuracy: 0.927, Validation Accuracy: 0.914, Loss: 0.177
Epoch 17 Batch 60/78 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.168
Epoch 17 Batch 61/78 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.190
Epoch 17 Batch 62/78 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.188
Epoch 17 Batch 63/78 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.159
Epoch 17 Batch 64/78 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.162
Epoch 17 Batch 65/78 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.169
Epoch 17 Batch 66/78 - Train Accuracy: 0.940, Validation Accuracy: 0.927, Loss: 0.154
Epoch 17 Batch 67/78 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.162
Epoch 17 Batch 68/78 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.184
Epoch 17 Batch 69/78 - Train Accuracy: 0.949, Validation Accuracy: 0.927, Loss: 0.140
Epoch 17 Batch 70/78 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.170
Epoch 17 Batch 71/78 - Train Accuracy: 0.955, Validation Accuracy: 0.929, Loss: 0.138
Epoch 17 Batch 72/78 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.176
Epoch 17 Batch 73/78 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.187
Epoch 17 Batch 74/78 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.183
Epoch 17 Batch 75/78 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.161
Epoch 17 Batch 76/78 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.176
Epoch 18 Batch 0/78 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.175
Epoch 18 Batch 1/78 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.148
Epoch 18 Batch 2/78 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.138
Epoch 18 Batch 3/78 - Train Accuracy: 0.913, Validation Accuracy: 0.929, Loss: 0.168
Epoch 18 Batch 4/78 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.140
Epoch 18 Batch 5/78 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.151
Epoch 18 Batch 6/78 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.150
Epoch 18 Batch 7/78 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.177
Epoch 18 Batch 8/78 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.151
Epoch 18 Batch 9/78 - Train Accuracy: 0.949, Validation Accuracy: 0.920, Loss: 0.160
Epoch 18 Batch 10/78 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.152
Epoch 18 Batch 11/78 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.180
Epoch 18 Batch 12/78 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.178
Epoch 18 Batch 13/78 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.171
Epoch 18 Batch 14/78 - Train Accuracy: 0.970, Validation Accuracy: 0.936, Loss: 0.126
Epoch 18 Batch 15/78 - Train Accuracy: 0.917, Validation Accuracy: 0.939, Loss: 0.183
Epoch 18 Batch 16/78 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.146
Epoch 18 Batch 17/78 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.155
Epoch 18 Batch 18/78 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.172
Epoch 18 Batch 19/78 - Train Accuracy: 0.939, Validation Accuracy: 0.925, Loss: 0.152
Epoch 18 Batch 20/78 - Train Accuracy: 0.962, Validation Accuracy: 0.920, Loss: 0.120
Epoch 18 Batch 21/78 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.168
Epoch 18 Batch 22/78 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.162
Epoch 18 Batch 23/78 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.147
Epoch 18 Batch 24/78 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.137
Epoch 18 Batch 25/78 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.155
Epoch 18 Batch 26/78 - Train Accuracy: 0.915, Validation Accuracy: 0.931, Loss: 0.180
Epoch 18 Batch 27/78 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.160
Epoch 18 Batch 28/78 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.168
Epoch 18 Batch 29/78 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.172
Epoch 18 Batch 30/78 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.157
Epoch 18 Batch 31/78 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.158
Epoch 18 Batch 32/78 - Train Accuracy: 0.932, Validation Accuracy: 0.921, Loss: 0.159
Epoch 18 Batch 33/78 - Train Accuracy: 0.917, Validation Accuracy: 0.911, Loss: 0.176
Epoch 18 Batch 34/78 - Train Accuracy: 0.941, Validation Accuracy: 0.908, Loss: 0.155
Epoch 18 Batch 35/78 - Train Accuracy: 0.927, Validation Accuracy: 0.906, Loss: 0.173
Epoch 18 Batch 36/78 - Train Accuracy: 0.945, Validation Accuracy: 0.922, Loss: 0.166
Epoch 18 Batch 37/78 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.167
Epoch 18 Batch 38/78 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.155
Epoch 18 Batch 39/78 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.177
Epoch 18 Batch 40/78 - Train Accuracy: 0.951, Validation Accuracy: 0.925, Loss: 0.151
Epoch 18 Batch 41/78 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.201
Epoch 18 Batch 42/78 - Train Accuracy: 0.902, Validation Accuracy: 0.932, Loss: 0.164
Epoch 18 Batch 43/78 - Train Accuracy: 0.920, Validation Accuracy: 0.934, Loss: 0.196
Epoch 18 Batch 44/78 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.169
Epoch 18 Batch 45/78 - Train Accuracy: 0.912, Validation Accuracy: 0.932, Loss: 0.171
Epoch 18 Batch 46/78 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.175
Epoch 18 Batch 47/78 - Train Accuracy: 0.943, Validation Accuracy: 0.921, Loss: 0.146
Epoch 18 Batch 48/78 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.137
Epoch 18 Batch 49/78 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.168
Epoch 18 Batch 50/78 - Train Accuracy: 0.911, Validation Accuracy: 0.934, Loss: 0.182
Epoch 18 Batch 51/78 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.148
Epoch 18 Batch 52/78 - Train Accuracy: 0.951, Validation Accuracy: 0.934, Loss: 0.144
Epoch 18 Batch 53/78 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.147
Epoch 18 Batch 54/78 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.164
Epoch 18 Batch 55/78 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.172
Epoch 18 Batch 56/78 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.159
Epoch 18 Batch 57/78 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.173
Epoch 18 Batch 58/78 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.176
Epoch 18 Batch 59/78 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.158
Epoch 18 Batch 60/78 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.152
Epoch 18 Batch 61/78 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.168
Epoch 18 Batch 62/78 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.173
Epoch 18 Batch 63/78 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.145
Epoch 18 Batch 64/78 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.143
Epoch 18 Batch 65/78 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.153
Epoch 18 Batch 66/78 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.139
Epoch 18 Batch 67/78 - Train Accuracy: 0.953, Validation Accuracy: 0.931, Loss: 0.146
Epoch 18 Batch 68/78 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.163
Epoch 18 Batch 69/78 - Train Accuracy: 0.951, Validation Accuracy: 0.926, Loss: 0.126
Epoch 18 Batch 70/78 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.155
Epoch 18 Batch 71/78 - Train Accuracy: 0.962, Validation Accuracy: 0.934, Loss: 0.122
Epoch 18 Batch 72/78 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.157
Epoch 18 Batch 73/78 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.168
Epoch 18 Batch 74/78 - Train Accuracy: 0.925, Validation Accuracy: 0.942, Loss: 0.167
Epoch 18 Batch 75/78 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.142
Epoch 18 Batch 76/78 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.157
Epoch 19 Batch 0/78 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.156
Epoch 19 Batch 1/78 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.130
Epoch 19 Batch 2/78 - Train Accuracy: 0.955, Validation Accuracy: 0.941, Loss: 0.122
Epoch 19 Batch 3/78 - Train Accuracy: 0.919, Validation Accuracy: 0.941, Loss: 0.149
Epoch 19 Batch 4/78 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.125
Epoch 19 Batch 5/78 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.134
Epoch 19 Batch 6/78 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.132
Epoch 19 Batch 7/78 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.160
Epoch 19 Batch 8/78 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.133
Epoch 19 Batch 9/78 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.142
Epoch 19 Batch 10/78 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.135
Epoch 19 Batch 11/78 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.161
Epoch 19 Batch 12/78 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.160
Epoch 19 Batch 13/78 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.151
Epoch 19 Batch 14/78 - Train Accuracy: 0.969, Validation Accuracy: 0.934, Loss: 0.112
Epoch 19 Batch 15/78 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.165
Epoch 19 Batch 16/78 - Train Accuracy: 0.956, Validation Accuracy: 0.936, Loss: 0.130
Epoch 19 Batch 17/78 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.139
Epoch 19 Batch 18/78 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.155
Epoch 19 Batch 19/78 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.138
Epoch 19 Batch 20/78 - Train Accuracy: 0.964, Validation Accuracy: 0.929, Loss: 0.105
Epoch 19 Batch 21/78 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.150
Epoch 19 Batch 22/78 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.145
Epoch 19 Batch 23/78 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.133
Epoch 19 Batch 24/78 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.121
Epoch 19 Batch 25/78 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.138
Epoch 19 Batch 26/78 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.163
Epoch 19 Batch 27/78 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.143
Epoch 19 Batch 28/78 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.151
Epoch 19 Batch 29/78 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.157
Epoch 19 Batch 30/78 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.142
Epoch 19 Batch 31/78 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.142
Epoch 19 Batch 32/78 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.142
Epoch 19 Batch 33/78 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.163
Epoch 19 Batch 34/78 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.139
Epoch 19 Batch 35/78 - Train Accuracy: 0.936, Validation Accuracy: 0.911, Loss: 0.155
Epoch 19 Batch 36/78 - Train Accuracy: 0.949, Validation Accuracy: 0.924, Loss: 0.155
Epoch 19 Batch 37/78 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.148
Epoch 19 Batch 38/78 - Train Accuracy: 0.950, Validation Accuracy: 0.932, Loss: 0.139
Epoch 19 Batch 39/78 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.161
Epoch 19 Batch 40/78 - Train Accuracy: 0.955, Validation Accuracy: 0.929, Loss: 0.140
Epoch 19 Batch 41/78 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.180
Epoch 19 Batch 42/78 - Train Accuracy: 0.914, Validation Accuracy: 0.936, Loss: 0.148
Epoch 19 Batch 43/78 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.177
Epoch 19 Batch 44/78 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.153
Epoch 19 Batch 45/78 - Train Accuracy: 0.917, Validation Accuracy: 0.942, Loss: 0.153
Epoch 19 Batch 46/78 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.156
Epoch 19 Batch 47/78 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.132
Epoch 19 Batch 48/78 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.121
Epoch 19 Batch 49/78 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.152
Epoch 19 Batch 50/78 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.167
Epoch 19 Batch 51/78 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.130
Epoch 19 Batch 52/78 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.131
Epoch 19 Batch 53/78 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.135
Epoch 19 Batch 54/78 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.147
Epoch 19 Batch 55/78 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.152
Epoch 19 Batch 56/78 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.148
Epoch 19 Batch 57/78 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.157
Epoch 19 Batch 58/78 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.157
Epoch 19 Batch 59/78 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.140
Epoch 19 Batch 60/78 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.142
Epoch 19 Batch 61/78 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.149
Epoch 19 Batch 62/78 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.157
Epoch 19 Batch 63/78 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.133
Epoch 19 Batch 64/78 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.131
Epoch 19 Batch 65/78 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.139
Epoch 19 Batch 66/78 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.124
Epoch 19 Batch 67/78 - Train Accuracy: 0.958, Validation Accuracy: 0.936, Loss: 0.134
Epoch 19 Batch 68/78 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.147
Epoch 19 Batch 69/78 - Train Accuracy: 0.949, Validation Accuracy: 0.932, Loss: 0.113
Epoch 19 Batch 70/78 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.142
Epoch 19 Batch 71/78 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.113
Epoch 19 Batch 72/78 - Train Accuracy: 0.939, Validation Accuracy: 0.946, Loss: 0.144
Epoch 19 Batch 73/78 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.147
Epoch 19 Batch 74/78 - Train Accuracy: 0.934, Validation Accuracy: 0.944, Loss: 0.154
Epoch 19 Batch 75/78 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.128
Epoch 19 Batch 76/78 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.139
Epoch 20 Batch 0/78 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.143
Epoch 20 Batch 1/78 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.121
Epoch 20 Batch 2/78 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.113
Epoch 20 Batch 3/78 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.135
Epoch 20 Batch 4/78 - Train Accuracy: 0.962, Validation Accuracy: 0.942, Loss: 0.113
Epoch 20 Batch 5/78 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.126
Epoch 20 Batch 6/78 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.120
Epoch 20 Batch 7/78 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.144
Epoch 20 Batch 8/78 - Train Accuracy: 0.975, Validation Accuracy: 0.939, Loss: 0.121
Epoch 20 Batch 9/78 - Train Accuracy: 0.960, Validation Accuracy: 0.942, Loss: 0.130
Epoch 20 Batch 10/78 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.122
Epoch 20 Batch 11/78 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.142
Epoch 20 Batch 12/78 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.147
Epoch 20 Batch 13/78 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.133
Epoch 20 Batch 14/78 - Train Accuracy: 0.969, Validation Accuracy: 0.942, Loss: 0.101
Epoch 20 Batch 15/78 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.151
Epoch 20 Batch 16/78 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.118
Epoch 20 Batch 17/78 - Train Accuracy: 0.931, Validation Accuracy: 0.948, Loss: 0.129
Epoch 20 Batch 18/78 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.140
Epoch 20 Batch 19/78 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.129
Epoch 20 Batch 20/78 - Train Accuracy: 0.974, Validation Accuracy: 0.941, Loss: 0.095
Epoch 20 Batch 21/78 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.135
Epoch 20 Batch 22/78 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.131
Epoch 20 Batch 23/78 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.124
Epoch 20 Batch 24/78 - Train Accuracy: 0.973, Validation Accuracy: 0.944, Loss: 0.108
Epoch 20 Batch 25/78 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.126
Epoch 20 Batch 26/78 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.150
Epoch 20 Batch 27/78 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.131
Epoch 20 Batch 28/78 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.139
Epoch 20 Batch 29/78 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.145
Epoch 20 Batch 30/78 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.134
Epoch 20 Batch 31/78 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.133
Epoch 20 Batch 32/78 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.126
Epoch 20 Batch 33/78 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.156
Epoch 20 Batch 34/78 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.130
Epoch 20 Batch 35/78 - Train Accuracy: 0.939, Validation Accuracy: 0.917, Loss: 0.137
Epoch 20 Batch 36/78 - Train Accuracy: 0.954, Validation Accuracy: 0.925, Loss: 0.147
Epoch 20 Batch 37/78 - Train Accuracy: 0.958, Validation Accuracy: 0.933, Loss: 0.137
Epoch 20 Batch 38/78 - Train Accuracy: 0.952, Validation Accuracy: 0.930, Loss: 0.124
Epoch 20 Batch 39/78 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.144
Epoch 20 Batch 40/78 - Train Accuracy: 0.951, Validation Accuracy: 0.929, Loss: 0.131
Epoch 20 Batch 41/78 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.161
Epoch 20 Batch 42/78 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.131
Epoch 20 Batch 43/78 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.155
Epoch 20 Batch 44/78 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.147
Epoch 20 Batch 45/78 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.138
Epoch 20 Batch 46/78 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.135
Epoch 20 Batch 47/78 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.120
Epoch 20 Batch 48/78 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.108
Epoch 20 Batch 49/78 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.137
Epoch 20 Batch 50/78 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.156
Epoch 20 Batch 51/78 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.117
Epoch 20 Batch 52/78 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.119
Epoch 20 Batch 53/78 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.120
Epoch 20 Batch 54/78 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.134
Epoch 20 Batch 55/78 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.132
Epoch 20 Batch 56/78 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.136
Epoch 20 Batch 57/78 - Train Accuracy: 0.921, Validation Accuracy: 0.952, Loss: 0.143
Epoch 20 Batch 58/78 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.144
Epoch 20 Batch 59/78 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.122
Epoch 20 Batch 60/78 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.130
Epoch 20 Batch 61/78 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.136
Epoch 20 Batch 62/78 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.139
Epoch 20 Batch 63/78 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.119
Epoch 20 Batch 64/78 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.123
Epoch 20 Batch 65/78 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.129
Epoch 20 Batch 66/78 - Train Accuracy: 0.955, Validation Accuracy: 0.941, Loss: 0.109
Epoch 20 Batch 67/78 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.118
Epoch 20 Batch 68/78 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.138
Epoch 20 Batch 69/78 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.105
Epoch 20 Batch 70/78 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.128
Epoch 20 Batch 71/78 - Train Accuracy: 0.963, Validation Accuracy: 0.932, Loss: 0.100
Epoch 20 Batch 72/78 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.136
Epoch 20 Batch 73/78 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.132
Epoch 20 Batch 74/78 - Train Accuracy: 0.929, Validation Accuracy: 0.944, Loss: 0.134
Epoch 20 Batch 75/78 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.117
Epoch 20 Batch 76/78 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.131
Epoch 21 Batch 0/78 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.126
Epoch 21 Batch 1/78 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.108
Epoch 21 Batch 2/78 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.102
Epoch 21 Batch 3/78 - Train Accuracy: 0.923, Validation Accuracy: 0.946, Loss: 0.127
Epoch 21 Batch 4/78 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.102
Epoch 21 Batch 5/78 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.110
Epoch 21 Batch 6/78 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.111
Epoch 21 Batch 7/78 - Train Accuracy: 0.943, Validation Accuracy: 0.951, Loss: 0.133
Epoch 21 Batch 8/78 - Train Accuracy: 0.975, Validation Accuracy: 0.942, Loss: 0.104
Epoch 21 Batch 9/78 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.115
Epoch 21 Batch 10/78 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.113
Epoch 21 Batch 11/78 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.129
Epoch 21 Batch 12/78 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.130
Epoch 21 Batch 13/78 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.123
Epoch 21 Batch 14/78 - Train Accuracy: 0.974, Validation Accuracy: 0.948, Loss: 0.096
Epoch 21 Batch 15/78 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.136
Epoch 21 Batch 16/78 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.105
Epoch 21 Batch 17/78 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.112
Epoch 21 Batch 18/78 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.130
Epoch 21 Batch 19/78 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.113
Epoch 21 Batch 20/78 - Train Accuracy: 0.974, Validation Accuracy: 0.946, Loss: 0.084
Epoch 21 Batch 21/78 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.123
Epoch 21 Batch 22/78 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.118
Epoch 21 Batch 23/78 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.108
Epoch 21 Batch 24/78 - Train Accuracy: 0.974, Validation Accuracy: 0.943, Loss: 0.096
Epoch 21 Batch 25/78 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.110
Epoch 21 Batch 26/78 - Train Accuracy: 0.935, Validation Accuracy: 0.950, Loss: 0.131
Epoch 21 Batch 27/78 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.114
Epoch 21 Batch 28/78 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.121
Epoch 21 Batch 29/78 - Train Accuracy: 0.939, Validation Accuracy: 0.951, Loss: 0.126
Epoch 21 Batch 30/78 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.116
Epoch 21 Batch 31/78 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.112
Epoch 21 Batch 32/78 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.113
Epoch 21 Batch 33/78 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.131
Epoch 21 Batch 34/78 - Train Accuracy: 0.963, Validation Accuracy: 0.945, Loss: 0.111
Epoch 21 Batch 35/78 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.123
Epoch 21 Batch 36/78 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.115
Epoch 21 Batch 37/78 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.120
Epoch 21 Batch 38/78 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.105
Epoch 21 Batch 39/78 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.122
Epoch 21 Batch 40/78 - Train Accuracy: 0.968, Validation Accuracy: 0.942, Loss: 0.111
Epoch 21 Batch 41/78 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.134
Epoch 21 Batch 42/78 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.115
Epoch 21 Batch 43/78 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.139
Epoch 21 Batch 44/78 - Train Accuracy: 0.972, Validation Accuracy: 0.944, Loss: 0.122
Epoch 21 Batch 45/78 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.126
Epoch 21 Batch 46/78 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.117
Epoch 21 Batch 47/78 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.101
Epoch 21 Batch 48/78 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.099
Epoch 21 Batch 49/78 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.127
Epoch 21 Batch 50/78 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.136
Epoch 21 Batch 51/78 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.109
Epoch 21 Batch 52/78 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.108
Epoch 21 Batch 53/78 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.098
Epoch 21 Batch 54/78 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.121
Epoch 21 Batch 55/78 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.117
Epoch 21 Batch 56/78 - Train Accuracy: 0.964, Validation Accuracy: 0.951, Loss: 0.119
Epoch 21 Batch 57/78 - Train Accuracy: 0.932, Validation Accuracy: 0.954, Loss: 0.129
Epoch 21 Batch 58/78 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.125
Epoch 21 Batch 59/78 - Train Accuracy: 0.968, Validation Accuracy: 0.949, Loss: 0.108
Epoch 21 Batch 60/78 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.114
Epoch 21 Batch 61/78 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.119
Epoch 21 Batch 62/78 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.127
Epoch 21 Batch 63/78 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.111
Epoch 21 Batch 64/78 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.108
Epoch 21 Batch 65/78 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.116
Epoch 21 Batch 66/78 - Train Accuracy: 0.958, Validation Accuracy: 0.941, Loss: 0.102
Epoch 21 Batch 67/78 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.101
Epoch 21 Batch 68/78 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.124
Epoch 21 Batch 69/78 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.091
Epoch 21 Batch 70/78 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.114
Epoch 21 Batch 71/78 - Train Accuracy: 0.964, Validation Accuracy: 0.944, Loss: 0.090
Epoch 21 Batch 72/78 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.114
Epoch 21 Batch 73/78 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.117
Epoch 21 Batch 74/78 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.123
Epoch 21 Batch 75/78 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.098
Epoch 21 Batch 76/78 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.114
Epoch 22 Batch 0/78 - Train Accuracy: 0.941, Validation Accuracy: 0.954, Loss: 0.112
Epoch 22 Batch 1/78 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.089
Epoch 22 Batch 2/78 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.090
Epoch 22 Batch 3/78 - Train Accuracy: 0.923, Validation Accuracy: 0.954, Loss: 0.112
Epoch 22 Batch 4/78 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.089
Epoch 22 Batch 5/78 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.097
Epoch 22 Batch 6/78 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.098
Epoch 22 Batch 7/78 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.117
Epoch 22 Batch 8/78 - Train Accuracy: 0.981, Validation Accuracy: 0.953, Loss: 0.095
Epoch 22 Batch 9/78 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.102
Epoch 22 Batch 10/78 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.097
Epoch 22 Batch 11/78 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.119
Epoch 22 Batch 12/78 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.115
Epoch 22 Batch 13/78 - Train Accuracy: 0.939, Validation Accuracy: 0.954, Loss: 0.108
Epoch 22 Batch 14/78 - Train Accuracy: 0.978, Validation Accuracy: 0.955, Loss: 0.084
Epoch 22 Batch 15/78 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.123
Epoch 22 Batch 16/78 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.094
Epoch 22 Batch 17/78 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.101
Epoch 22 Batch 18/78 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.115
Epoch 22 Batch 19/78 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.100
Epoch 22 Batch 20/78 - Train Accuracy: 0.973, Validation Accuracy: 0.951, Loss: 0.078
Epoch 22 Batch 21/78 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.110
Epoch 22 Batch 22/78 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.105
Epoch 22 Batch 23/78 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.097
Epoch 22 Batch 24/78 - Train Accuracy: 0.975, Validation Accuracy: 0.952, Loss: 0.086
Epoch 22 Batch 25/78 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.096
Epoch 22 Batch 26/78 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.121
Epoch 22 Batch 27/78 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.104
Epoch 22 Batch 28/78 - Train Accuracy: 0.943, Validation Accuracy: 0.951, Loss: 0.109
Epoch 22 Batch 29/78 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.118
Epoch 22 Batch 30/78 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.103
Epoch 22 Batch 31/78 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.102
Epoch 22 Batch 32/78 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.104
Epoch 22 Batch 33/78 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.119
Epoch 22 Batch 34/78 - Train Accuracy: 0.963, Validation Accuracy: 0.944, Loss: 0.100
Epoch 22 Batch 35/78 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.114
Epoch 22 Batch 36/78 - Train Accuracy: 0.960, Validation Accuracy: 0.944, Loss: 0.106
Epoch 22 Batch 37/78 - Train Accuracy: 0.970, Validation Accuracy: 0.946, Loss: 0.108
Epoch 22 Batch 38/78 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.099
Epoch 22 Batch 39/78 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.112
Epoch 22 Batch 40/78 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.099
Epoch 22 Batch 41/78 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.122
Epoch 22 Batch 42/78 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.103
Epoch 22 Batch 43/78 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.126
Epoch 22 Batch 44/78 - Train Accuracy: 0.973, Validation Accuracy: 0.946, Loss: 0.109
Epoch 22 Batch 45/78 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.115
Epoch 22 Batch 46/78 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.105
Epoch 22 Batch 47/78 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.091
Epoch 22 Batch 48/78 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.093
Epoch 22 Batch 49/78 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.116
Epoch 22 Batch 50/78 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.125
Epoch 22 Batch 51/78 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.099
Epoch 22 Batch 52/78 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.099
Epoch 22 Batch 53/78 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.087
Epoch 22 Batch 54/78 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.109
Epoch 22 Batch 55/78 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.107
Epoch 22 Batch 56/78 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.107
Epoch 22 Batch 57/78 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.116
Epoch 22 Batch 58/78 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.114
Epoch 22 Batch 59/78 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.097
Epoch 22 Batch 60/78 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.104
Epoch 22 Batch 61/78 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.110
Epoch 22 Batch 62/78 - Train Accuracy: 0.935, Validation Accuracy: 0.941, Loss: 0.114
Epoch 22 Batch 63/78 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.102
Epoch 22 Batch 64/78 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.098
Epoch 22 Batch 65/78 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.103
Epoch 22 Batch 66/78 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.092
Epoch 22 Batch 67/78 - Train Accuracy: 0.962, Validation Accuracy: 0.942, Loss: 0.091
Epoch 22 Batch 68/78 - Train Accuracy: 0.963, Validation Accuracy: 0.943, Loss: 0.106
Epoch 22 Batch 69/78 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.083
Epoch 22 Batch 70/78 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.103
Epoch 22 Batch 71/78 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.078
Epoch 22 Batch 72/78 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.103
Epoch 22 Batch 73/78 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.106
Epoch 22 Batch 74/78 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.110
Epoch 22 Batch 75/78 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.088
Epoch 22 Batch 76/78 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.101
Epoch 23 Batch 0/78 - Train Accuracy: 0.951, Validation Accuracy: 0.963, Loss: 0.100
Epoch 23 Batch 1/78 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.078
Epoch 23 Batch 2/78 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.083
Epoch 23 Batch 3/78 - Train Accuracy: 0.936, Validation Accuracy: 0.961, Loss: 0.102
Epoch 23 Batch 4/78 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.081
Epoch 23 Batch 5/78 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.087
Epoch 23 Batch 6/78 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.086
Epoch 23 Batch 7/78 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.106
Epoch 23 Batch 8/78 - Train Accuracy: 0.990, Validation Accuracy: 0.954, Loss: 0.084
Epoch 23 Batch 9/78 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.090
Epoch 23 Batch 10/78 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.087
Epoch 23 Batch 11/78 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.104
Epoch 23 Batch 12/78 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.104
Epoch 23 Batch 13/78 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.096
Epoch 23 Batch 14/78 - Train Accuracy: 0.980, Validation Accuracy: 0.959, Loss: 0.074
Epoch 23 Batch 15/78 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.112
Epoch 23 Batch 16/78 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.085
Epoch 23 Batch 17/78 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.089
Epoch 23 Batch 18/78 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.103
Epoch 23 Batch 19/78 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.090
Epoch 23 Batch 20/78 - Train Accuracy: 0.978, Validation Accuracy: 0.952, Loss: 0.067
Epoch 23 Batch 21/78 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.098
Epoch 23 Batch 22/78 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.095
Epoch 23 Batch 23/78 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.086
Epoch 23 Batch 24/78 - Train Accuracy: 0.984, Validation Accuracy: 0.956, Loss: 0.077
Epoch 23 Batch 25/78 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.084
Epoch 23 Batch 26/78 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.108
Epoch 23 Batch 27/78 - Train Accuracy: 0.972, Validation Accuracy: 0.951, Loss: 0.092
Epoch 23 Batch 28/78 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.098
Epoch 23 Batch 29/78 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.105
Epoch 23 Batch 30/78 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.093
Epoch 23 Batch 31/78 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.091
Epoch 23 Batch 32/78 - Train Accuracy: 0.960, Validation Accuracy: 0.944, Loss: 0.093
Epoch 23 Batch 33/78 - Train Accuracy: 0.949, Validation Accuracy: 0.946, Loss: 0.109
Epoch 23 Batch 34/78 - Train Accuracy: 0.977, Validation Accuracy: 0.943, Loss: 0.089
Epoch 23 Batch 35/78 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.100
Epoch 23 Batch 36/78 - Train Accuracy: 0.964, Validation Accuracy: 0.939, Loss: 0.098
Epoch 23 Batch 37/78 - Train Accuracy: 0.969, Validation Accuracy: 0.946, Loss: 0.100
Epoch 23 Batch 38/78 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.087
Epoch 23 Batch 39/78 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.105
Epoch 23 Batch 40/78 - Train Accuracy: 0.970, Validation Accuracy: 0.943, Loss: 0.091
Epoch 23 Batch 41/78 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.108
Epoch 23 Batch 42/78 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.093
Epoch 23 Batch 43/78 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.117
Epoch 23 Batch 44/78 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.099
Epoch 23 Batch 45/78 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.108
Epoch 23 Batch 46/78 - Train Accuracy: 0.968, Validation Accuracy: 0.949, Loss: 0.093
Epoch 23 Batch 47/78 - Train Accuracy: 0.970, Validation Accuracy: 0.946, Loss: 0.082
Epoch 23 Batch 48/78 - Train Accuracy: 0.979, Validation Accuracy: 0.949, Loss: 0.089
Epoch 23 Batch 49/78 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.107
Epoch 23 Batch 50/78 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.115
Epoch 23 Batch 51/78 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.091
Epoch 23 Batch 52/78 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.090
Epoch 23 Batch 53/78 - Train Accuracy: 0.974, Validation Accuracy: 0.954, Loss: 0.079
Epoch 23 Batch 54/78 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.100
Epoch 23 Batch 55/78 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.096
Epoch 23 Batch 56/78 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.097
Epoch 23 Batch 57/78 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.105
Epoch 23 Batch 58/78 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.105
Epoch 23 Batch 59/78 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.086
Epoch 23 Batch 60/78 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.095
Epoch 23 Batch 61/78 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.101
Epoch 23 Batch 62/78 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.103
Epoch 23 Batch 63/78 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.092
Epoch 23 Batch 64/78 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.089
Epoch 23 Batch 65/78 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.095
Epoch 23 Batch 66/78 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.082
Epoch 23 Batch 67/78 - Train Accuracy: 0.973, Validation Accuracy: 0.950, Loss: 0.083
Epoch 23 Batch 68/78 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.096
Epoch 23 Batch 69/78 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.076
Epoch 23 Batch 70/78 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.095
Epoch 23 Batch 71/78 - Train Accuracy: 0.978, Validation Accuracy: 0.954, Loss: 0.069
Epoch 23 Batch 72/78 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.095
Epoch 23 Batch 73/78 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.095
Epoch 23 Batch 74/78 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.101
Epoch 23 Batch 75/78 - Train Accuracy: 0.978, Validation Accuracy: 0.954, Loss: 0.078
Epoch 23 Batch 76/78 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.093
Epoch 24 Batch 0/78 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.092
Epoch 24 Batch 1/78 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.069
Epoch 24 Batch 2/78 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.074
Epoch 24 Batch 3/78 - Train Accuracy: 0.938, Validation Accuracy: 0.963, Loss: 0.095
Epoch 24 Batch 4/78 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.075
Epoch 24 Batch 5/78 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.079
Epoch 24 Batch 6/78 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.077
Epoch 24 Batch 7/78 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.096
Epoch 24 Batch 8/78 - Train Accuracy: 0.990, Validation Accuracy: 0.958, Loss: 0.076
Epoch 24 Batch 9/78 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.082
Epoch 24 Batch 10/78 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.078
Epoch 24 Batch 11/78 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.095
Epoch 24 Batch 12/78 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.095
Epoch 24 Batch 13/78 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.087
Epoch 24 Batch 14/78 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.066
Epoch 24 Batch 15/78 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.102
Epoch 24 Batch 16/78 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.077
Epoch 24 Batch 17/78 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.080
Epoch 24 Batch 18/78 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.093
Epoch 24 Batch 19/78 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.081
Epoch 24 Batch 20/78 - Train Accuracy: 0.980, Validation Accuracy: 0.953, Loss: 0.060
Epoch 24 Batch 21/78 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.088
Epoch 24 Batch 22/78 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.086
Epoch 24 Batch 23/78 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.078
Epoch 24 Batch 24/78 - Train Accuracy: 0.987, Validation Accuracy: 0.954, Loss: 0.070
Epoch 24 Batch 25/78 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.075
Epoch 24 Batch 26/78 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.097
Epoch 24 Batch 27/78 - Train Accuracy: 0.981, Validation Accuracy: 0.952, Loss: 0.082
Epoch 24 Batch 28/78 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.089
Epoch 24 Batch 29/78 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.096
Epoch 24 Batch 30/78 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.083
Epoch 24 Batch 31/78 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.082
Epoch 24 Batch 32/78 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.084
Epoch 24 Batch 33/78 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.100
Epoch 24 Batch 34/78 - Train Accuracy: 0.981, Validation Accuracy: 0.950, Loss: 0.080
Epoch 24 Batch 35/78 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.090
Epoch 24 Batch 36/78 - Train Accuracy: 0.969, Validation Accuracy: 0.944, Loss: 0.088
Epoch 24 Batch 37/78 - Train Accuracy: 0.965, Validation Accuracy: 0.946, Loss: 0.090
Epoch 24 Batch 38/78 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.078
Epoch 24 Batch 39/78 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.094
Epoch 24 Batch 40/78 - Train Accuracy: 0.974, Validation Accuracy: 0.951, Loss: 0.083
Epoch 24 Batch 41/78 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.096
Epoch 24 Batch 42/78 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.081
Epoch 24 Batch 43/78 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.110
Epoch 24 Batch 44/78 - Train Accuracy: 0.973, Validation Accuracy: 0.953, Loss: 0.087
Epoch 24 Batch 45/78 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.096
Epoch 24 Batch 46/78 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.087
Epoch 24 Batch 47/78 - Train Accuracy: 0.971, Validation Accuracy: 0.948, Loss: 0.072
Epoch 24 Batch 48/78 - Train Accuracy: 0.979, Validation Accuracy: 0.945, Loss: 0.078
Epoch 24 Batch 49/78 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.104
Epoch 24 Batch 50/78 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.103
Epoch 24 Batch 51/78 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.085
Epoch 24 Batch 52/78 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.089
Epoch 24 Batch 53/78 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.069
Epoch 24 Batch 54/78 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.091
Epoch 24 Batch 55/78 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.092
Epoch 24 Batch 56/78 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.088
Epoch 24 Batch 57/78 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.096
Epoch 24 Batch 58/78 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.100
Epoch 24 Batch 59/78 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.078
Epoch 24 Batch 60/78 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.086
Epoch 24 Batch 61/78 - Train Accuracy: 0.953, Validation Accuracy: 0.970, Loss: 0.096
Epoch 24 Batch 62/78 - Train Accuracy: 0.945, Validation Accuracy: 0.963, Loss: 0.095
Epoch 24 Batch 63/78 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.086
Epoch 24 Batch 64/78 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.083
Epoch 24 Batch 65/78 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.088
Epoch 24 Batch 66/78 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.074
Epoch 24 Batch 67/78 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.075
Epoch 24 Batch 68/78 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.089
Epoch 24 Batch 69/78 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.070
Epoch 24 Batch 70/78 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.089
Epoch 24 Batch 71/78 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.062
Epoch 24 Batch 72/78 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.086
Epoch 24 Batch 73/78 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.087
Epoch 24 Batch 74/78 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.092
Epoch 24 Batch 75/78 - Train Accuracy: 0.984, Validation Accuracy: 0.959, Loss: 0.070
Epoch 24 Batch 76/78 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.085
Epoch 25 Batch 0/78 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.083
Epoch 25 Batch 1/78 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.064
Epoch 25 Batch 2/78 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.068
Epoch 25 Batch 3/78 - Train Accuracy: 0.946, Validation Accuracy: 0.964, Loss: 0.088
Epoch 25 Batch 4/78 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.070
Epoch 25 Batch 5/78 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.073
Epoch 25 Batch 6/78 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.069
Epoch 25 Batch 7/78 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.085
Epoch 25 Batch 8/78 - Train Accuracy: 0.992, Validation Accuracy: 0.959, Loss: 0.069
Epoch 25 Batch 9/78 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.077
Epoch 25 Batch 10/78 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.071
Epoch 25 Batch 11/78 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.088
Epoch 25 Batch 12/78 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.088
Epoch 25 Batch 13/78 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.080
Epoch 25 Batch 14/78 - Train Accuracy: 0.983, Validation Accuracy: 0.960, Loss: 0.060
Epoch 25 Batch 15/78 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.097
Epoch 25 Batch 16/78 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.071
Epoch 25 Batch 17/78 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.073
Epoch 25 Batch 18/78 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.089
Epoch 25 Batch 19/78 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.074
Epoch 25 Batch 20/78 - Train Accuracy: 0.983, Validation Accuracy: 0.956, Loss: 0.056
Epoch 25 Batch 21/78 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.083
Epoch 25 Batch 22/78 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.079
Epoch 25 Batch 23/78 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.071
Epoch 25 Batch 24/78 - Train Accuracy: 0.985, Validation Accuracy: 0.961, Loss: 0.065
Epoch 25 Batch 25/78 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.068
Epoch 25 Batch 26/78 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.089
Epoch 25 Batch 27/78 - Train Accuracy: 0.984, Validation Accuracy: 0.959, Loss: 0.074
Epoch 25 Batch 28/78 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.083
Epoch 25 Batch 29/78 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.087
Epoch 25 Batch 30/78 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.075
Epoch 25 Batch 31/78 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.075
Epoch 25 Batch 32/78 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.076
Epoch 25 Batch 33/78 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.091
Epoch 25 Batch 34/78 - Train Accuracy: 0.988, Validation Accuracy: 0.956, Loss: 0.074
Epoch 25 Batch 35/78 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.082
Epoch 25 Batch 36/78 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.078
Epoch 25 Batch 37/78 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.081
Epoch 25 Batch 38/78 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.071
Epoch 25 Batch 39/78 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.083
Epoch 25 Batch 40/78 - Train Accuracy: 0.979, Validation Accuracy: 0.951, Loss: 0.074
Epoch 25 Batch 41/78 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.088
Epoch 25 Batch 42/78 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.072
Epoch 25 Batch 43/78 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.099
Epoch 25 Batch 44/78 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.077
Epoch 25 Batch 45/78 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.083
Epoch 25 Batch 46/78 - Train Accuracy: 0.983, Validation Accuracy: 0.954, Loss: 0.079
Epoch 25 Batch 47/78 - Train Accuracy: 0.981, Validation Accuracy: 0.954, Loss: 0.068
Epoch 25 Batch 48/78 - Train Accuracy: 0.983, Validation Accuracy: 0.953, Loss: 0.065
Epoch 25 Batch 49/78 - Train Accuracy: 0.960, Validation Accuracy: 0.951, Loss: 0.093
Epoch 25 Batch 50/78 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.095
Epoch 25 Batch 51/78 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.071
Epoch 25 Batch 52/78 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.083
Epoch 25 Batch 53/78 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.063
Epoch 25 Batch 54/78 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.075
Epoch 25 Batch 55/78 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.080
Epoch 25 Batch 56/78 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.083
Epoch 25 Batch 57/78 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.083
Epoch 25 Batch 58/78 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.086
Epoch 25 Batch 59/78 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.079
Epoch 25 Batch 60/78 - Train Accuracy: 0.956, Validation Accuracy: 0.970, Loss: 0.076
Epoch 25 Batch 61/78 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.083
Epoch 25 Batch 62/78 - Train Accuracy: 0.953, Validation Accuracy: 0.973, Loss: 0.091
Epoch 25 Batch 63/78 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.080
Epoch 25 Batch 64/78 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.069
Epoch 25 Batch 65/78 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.088
Epoch 25 Batch 66/78 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.066
Epoch 25 Batch 67/78 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.065
Epoch 25 Batch 68/78 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.082
Epoch 25 Batch 69/78 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.067
Epoch 25 Batch 70/78 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.079
Epoch 25 Batch 71/78 - Train Accuracy: 0.989, Validation Accuracy: 0.960, Loss: 0.056
Epoch 25 Batch 72/78 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.082
Epoch 25 Batch 73/78 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.079
Epoch 25 Batch 74/78 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.085
Epoch 25 Batch 75/78 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.066
Epoch 25 Batch 76/78 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.086
Epoch 26 Batch 0/78 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.073
Epoch 26 Batch 1/78 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.059
Epoch 26 Batch 2/78 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.069
Epoch 26 Batch 3/78 - Train Accuracy: 0.943, Validation Accuracy: 0.965, Loss: 0.083
Epoch 26 Batch 4/78 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.064
Epoch 26 Batch 5/78 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.072
Epoch 26 Batch 6/78 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.065
Epoch 26 Batch 7/78 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.076
Epoch 26 Batch 8/78 - Train Accuracy: 0.990, Validation Accuracy: 0.961, Loss: 0.062
Epoch 26 Batch 9/78 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.074
Epoch 26 Batch 10/78 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.067
Epoch 26 Batch 11/78 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.076
Epoch 26 Batch 12/78 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.081
Epoch 26 Batch 13/78 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.074
Epoch 26 Batch 14/78 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.054
Epoch 26 Batch 15/78 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.091
Epoch 26 Batch 16/78 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.064
Epoch 26 Batch 17/78 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.067
Epoch 26 Batch 18/78 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.082
Epoch 26 Batch 19/78 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.070
Epoch 26 Batch 20/78 - Train Accuracy: 0.988, Validation Accuracy: 0.953, Loss: 0.048
Epoch 26 Batch 21/78 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.075
Epoch 26 Batch 22/78 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.075
Epoch 26 Batch 23/78 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.067
Epoch 26 Batch 24/78 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.057
Epoch 26 Batch 25/78 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.063
Epoch 26 Batch 26/78 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.083
Epoch 26 Batch 27/78 - Train Accuracy: 0.984, Validation Accuracy: 0.962, Loss: 0.067
Epoch 26 Batch 28/78 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.077
Epoch 26 Batch 29/78 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.079
Epoch 26 Batch 30/78 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.069
Epoch 26 Batch 31/78 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.068
Epoch 26 Batch 32/78 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.070
Epoch 26 Batch 33/78 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.086
Epoch 26 Batch 34/78 - Train Accuracy: 0.991, Validation Accuracy: 0.956, Loss: 0.066
Epoch 26 Batch 35/78 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.075
Epoch 26 Batch 36/78 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.071
Epoch 26 Batch 37/78 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.074
Epoch 26 Batch 38/78 - Train Accuracy: 0.971, Validation Accuracy: 0.946, Loss: 0.065
Epoch 26 Batch 39/78 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.076
Epoch 26 Batch 40/78 - Train Accuracy: 0.984, Validation Accuracy: 0.958, Loss: 0.068
Epoch 26 Batch 41/78 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.079
Epoch 26 Batch 42/78 - Train Accuracy: 0.985, Validation Accuracy: 0.963, Loss: 0.065
Epoch 26 Batch 43/78 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.087
Epoch 26 Batch 44/78 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.072
Epoch 26 Batch 45/78 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.077
Epoch 26 Batch 46/78 - Train Accuracy: 0.980, Validation Accuracy: 0.956, Loss: 0.069
Epoch 26 Batch 47/78 - Train Accuracy: 0.989, Validation Accuracy: 0.958, Loss: 0.065
Epoch 26 Batch 48/78 - Train Accuracy: 0.988, Validation Accuracy: 0.954, Loss: 0.059
Epoch 26 Batch 49/78 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.078
Epoch 26 Batch 50/78 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.083
Epoch 26 Batch 51/78 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.062
Epoch 26 Batch 52/78 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.068
Epoch 26 Batch 53/78 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.058
Epoch 26 Batch 54/78 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.070
Epoch 26 Batch 55/78 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.070
Epoch 26 Batch 56/78 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.073
Epoch 26 Batch 57/78 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.076
Epoch 26 Batch 58/78 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.081
Epoch 26 Batch 59/78 - Train Accuracy: 0.987, Validation Accuracy: 0.965, Loss: 0.064
Epoch 26 Batch 60/78 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.070
Epoch 26 Batch 61/78 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.076
Epoch 26 Batch 62/78 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.081
Epoch 26 Batch 63/78 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.075
Epoch 26 Batch 64/78 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.066
Epoch 26 Batch 65/78 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.072
Epoch 26 Batch 66/78 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.064
Epoch 26 Batch 67/78 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.063
Epoch 26 Batch 68/78 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.075
Epoch 26 Batch 69/78 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.061
Epoch 26 Batch 70/78 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.080
Epoch 26 Batch 71/78 - Train Accuracy: 0.990, Validation Accuracy: 0.964, Loss: 0.055
Epoch 26 Batch 72/78 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.074
Epoch 26 Batch 73/78 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.072
Epoch 26 Batch 74/78 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.079
Epoch 26 Batch 75/78 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.058
Epoch 26 Batch 76/78 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.079
Epoch 27 Batch 0/78 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.070
Epoch 27 Batch 1/78 - Train Accuracy: 0.978, Validation Accuracy: 0.959, Loss: 0.052
Epoch 27 Batch 2/78 - Train Accuracy: 0.984, Validation Accuracy: 0.959, Loss: 0.056
Epoch 27 Batch 3/78 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.077
Epoch 27 Batch 4/78 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.061
Epoch 27 Batch 5/78 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.059
Epoch 27 Batch 6/78 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.059
Epoch 27 Batch 7/78 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.072
Epoch 27 Batch 8/78 - Train Accuracy: 0.991, Validation Accuracy: 0.959, Loss: 0.058
Epoch 27 Batch 9/78 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.063
Epoch 27 Batch 10/78 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.066
Epoch 27 Batch 11/78 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.069
Epoch 27 Batch 12/78 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.071
Epoch 27 Batch 13/78 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.072
Epoch 27 Batch 14/78 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.049
Epoch 27 Batch 15/78 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.076
Epoch 27 Batch 16/78 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.065
Epoch 27 Batch 17/78 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.061
Epoch 27 Batch 18/78 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.069
Epoch 27 Batch 19/78 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.063
Epoch 27 Batch 20/78 - Train Accuracy: 0.989, Validation Accuracy: 0.960, Loss: 0.044
Epoch 27 Batch 21/78 - Train Accuracy: 0.974, Validation Accuracy: 0.953, Loss: 0.067
Epoch 27 Batch 22/78 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.064
Epoch 27 Batch 23/78 - Train Accuracy: 0.980, Validation Accuracy: 0.954, Loss: 0.065
Epoch 27 Batch 24/78 - Train Accuracy: 0.989, Validation Accuracy: 0.956, Loss: 0.052
Epoch 27 Batch 25/78 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.055
Epoch 27 Batch 26/78 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.073
Epoch 27 Batch 27/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.061
Epoch 27 Batch 28/78 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.070
Epoch 27 Batch 29/78 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.074
Epoch 27 Batch 30/78 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.065
Epoch 27 Batch 31/78 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.061
Epoch 27 Batch 32/78 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.065
Epoch 27 Batch 33/78 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.082
Epoch 27 Batch 34/78 - Train Accuracy: 0.991, Validation Accuracy: 0.964, Loss: 0.059
Epoch 27 Batch 35/78 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.067
Epoch 27 Batch 36/78 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.064
Epoch 27 Batch 37/78 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.069
Epoch 27 Batch 38/78 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.060
Epoch 27 Batch 39/78 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.069
Epoch 27 Batch 40/78 - Train Accuracy: 0.983, Validation Accuracy: 0.951, Loss: 0.062
Epoch 27 Batch 41/78 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.073
Epoch 27 Batch 42/78 - Train Accuracy: 0.990, Validation Accuracy: 0.959, Loss: 0.060
Epoch 27 Batch 43/78 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.079
Epoch 27 Batch 44/78 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.068
Epoch 27 Batch 45/78 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.071
Epoch 27 Batch 46/78 - Train Accuracy: 0.993, Validation Accuracy: 0.958, Loss: 0.062
Epoch 27 Batch 47/78 - Train Accuracy: 0.989, Validation Accuracy: 0.956, Loss: 0.057
Epoch 27 Batch 48/78 - Train Accuracy: 0.988, Validation Accuracy: 0.955, Loss: 0.054
Epoch 27 Batch 49/78 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.074
Epoch 27 Batch 50/78 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.075
Epoch 27 Batch 51/78 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.054
Epoch 27 Batch 52/78 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.063
Epoch 27 Batch 53/78 - Train Accuracy: 0.987, Validation Accuracy: 0.963, Loss: 0.054
Epoch 27 Batch 54/78 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.066
Epoch 27 Batch 55/78 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.062
Epoch 27 Batch 56/78 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.066
Epoch 27 Batch 57/78 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.071
Epoch 27 Batch 58/78 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.077
Epoch 27 Batch 59/78 - Train Accuracy: 0.989, Validation Accuracy: 0.969, Loss: 0.057
Epoch 27 Batch 60/78 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.063
Epoch 27 Batch 61/78 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.067
Epoch 27 Batch 62/78 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.075
Epoch 27 Batch 63/78 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.066
Epoch 27 Batch 64/78 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.060
Epoch 27 Batch 65/78 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.066
Epoch 27 Batch 66/78 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.053
Epoch 27 Batch 67/78 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.058
Epoch 27 Batch 68/78 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.067
Epoch 27 Batch 69/78 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.053
Epoch 27 Batch 70/78 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.070
Epoch 27 Batch 71/78 - Train Accuracy: 0.992, Validation Accuracy: 0.969, Loss: 0.050
Epoch 27 Batch 72/78 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.064
Epoch 27 Batch 73/78 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.063
Epoch 27 Batch 74/78 - Train Accuracy: 0.987, Validation Accuracy: 0.968, Loss: 0.071
Epoch 27 Batch 75/78 - Train Accuracy: 0.987, Validation Accuracy: 0.969, Loss: 0.052
Epoch 27 Batch 76/78 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.065
Epoch 28 Batch 0/78 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.062
Epoch 28 Batch 1/78 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.048
Epoch 28 Batch 2/78 - Train Accuracy: 0.984, Validation Accuracy: 0.962, Loss: 0.049
Epoch 28 Batch 3/78 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.064
Epoch 28 Batch 4/78 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.055
Epoch 28 Batch 5/78 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.055
Epoch 28 Batch 6/78 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.053
Epoch 28 Batch 7/78 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.062
Epoch 28 Batch 8/78 - Train Accuracy: 0.994, Validation Accuracy: 0.963, Loss: 0.049
Epoch 28 Batch 9/78 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.057
Epoch 28 Batch 10/78 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.055
Epoch 28 Batch 11/78 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.066
Epoch 28 Batch 12/78 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.062
Epoch 28 Batch 13/78 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.060
Epoch 28 Batch 14/78 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.046
Epoch 28 Batch 15/78 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.072
Epoch 28 Batch 16/78 - Train Accuracy: 0.989, Validation Accuracy: 0.967, Loss: 0.053
Epoch 28 Batch 17/78 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.054
Epoch 28 Batch 18/78 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.062
Epoch 28 Batch 19/78 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.059
Epoch 28 Batch 20/78 - Train Accuracy: 0.989, Validation Accuracy: 0.971, Loss: 0.041
Epoch 28 Batch 21/78 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.063
Epoch 28 Batch 22/78 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.057
Epoch 28 Batch 23/78 - Train Accuracy: 0.984, Validation Accuracy: 0.962, Loss: 0.059
Epoch 28 Batch 24/78 - Train Accuracy: 0.988, Validation Accuracy: 0.967, Loss: 0.047
Epoch 28 Batch 25/78 - Train Accuracy: 0.993, Validation Accuracy: 0.970, Loss: 0.052
Epoch 28 Batch 26/78 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.070
Epoch 28 Batch 27/78 - Train Accuracy: 0.991, Validation Accuracy: 0.961, Loss: 0.057
Epoch 28 Batch 28/78 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.064
Epoch 28 Batch 29/78 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.069
Epoch 28 Batch 30/78 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.061
Epoch 28 Batch 31/78 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.055
Epoch 28 Batch 32/78 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.059
Epoch 28 Batch 33/78 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.079
Epoch 28 Batch 34/78 - Train Accuracy: 0.989, Validation Accuracy: 0.965, Loss: 0.057
Epoch 28 Batch 35/78 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.063
Epoch 28 Batch 36/78 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.058
Epoch 28 Batch 37/78 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.062
Epoch 28 Batch 38/78 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.059
Epoch 28 Batch 39/78 - Train Accuracy: 0.978, Validation Accuracy: 0.954, Loss: 0.065
Epoch 28 Batch 40/78 - Train Accuracy: 0.991, Validation Accuracy: 0.955, Loss: 0.053
Epoch 28 Batch 41/78 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.067
Epoch 28 Batch 42/78 - Train Accuracy: 0.988, Validation Accuracy: 0.956, Loss: 0.057
Epoch 28 Batch 43/78 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.073
Epoch 28 Batch 44/78 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.062
Epoch 28 Batch 45/78 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.066
Epoch 28 Batch 46/78 - Train Accuracy: 0.996, Validation Accuracy: 0.961, Loss: 0.057
Epoch 28 Batch 47/78 - Train Accuracy: 0.993, Validation Accuracy: 0.956, Loss: 0.050
Epoch 28 Batch 48/78 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.050
Epoch 28 Batch 49/78 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.070
Epoch 28 Batch 50/78 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.070
Epoch 28 Batch 51/78 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.048
Epoch 28 Batch 52/78 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.058
Epoch 28 Batch 53/78 - Train Accuracy: 0.990, Validation Accuracy: 0.967, Loss: 0.050
Epoch 28 Batch 54/78 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.062
Epoch 28 Batch 55/78 - Train Accuracy: 0.988, Validation Accuracy: 0.971, Loss: 0.058
Epoch 28 Batch 56/78 - Train Accuracy: 0.987, Validation Accuracy: 0.970, Loss: 0.060
Epoch 28 Batch 57/78 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.065
Epoch 28 Batch 58/78 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.070
Epoch 28 Batch 59/78 - Train Accuracy: 0.990, Validation Accuracy: 0.973, Loss: 0.053
Epoch 28 Batch 60/78 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.058
Epoch 28 Batch 61/78 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.060
Epoch 28 Batch 62/78 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.067
Epoch 28 Batch 63/78 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.061
Epoch 28 Batch 64/78 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.057
Epoch 28 Batch 65/78 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.060
Epoch 28 Batch 66/78 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.047
Epoch 28 Batch 67/78 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.052
Epoch 28 Batch 68/78 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.063
Epoch 28 Batch 69/78 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.049
Epoch 28 Batch 70/78 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.064
Epoch 28 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.969, Loss: 0.044
Epoch 28 Batch 72/78 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.059
Epoch 28 Batch 73/78 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.059
Epoch 28 Batch 74/78 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.065
Epoch 28 Batch 75/78 - Train Accuracy: 0.987, Validation Accuracy: 0.969, Loss: 0.047
Epoch 28 Batch 76/78 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.059
Epoch 29 Batch 0/78 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.056
Epoch 29 Batch 1/78 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.044
Epoch 29 Batch 2/78 - Train Accuracy: 0.983, Validation Accuracy: 0.962, Loss: 0.045
Epoch 29 Batch 3/78 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.058
Epoch 29 Batch 4/78 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.050
Epoch 29 Batch 5/78 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.049
Epoch 29 Batch 6/78 - Train Accuracy: 0.991, Validation Accuracy: 0.971, Loss: 0.050
Epoch 29 Batch 7/78 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.055
Epoch 29 Batch 8/78 - Train Accuracy: 0.997, Validation Accuracy: 0.969, Loss: 0.044
Epoch 29 Batch 9/78 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.051
Epoch 29 Batch 10/78 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.051
Epoch 29 Batch 11/78 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.063
Epoch 29 Batch 12/78 - Train Accuracy: 0.987, Validation Accuracy: 0.962, Loss: 0.058
Epoch 29 Batch 13/78 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.054
Epoch 29 Batch 14/78 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.042
Epoch 29 Batch 15/78 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.068
Epoch 29 Batch 16/78 - Train Accuracy: 0.988, Validation Accuracy: 0.968, Loss: 0.051
Epoch 29 Batch 17/78 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.049
Epoch 29 Batch 18/78 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.058
Epoch 29 Batch 19/78 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.054
Epoch 29 Batch 20/78 - Train Accuracy: 0.992, Validation Accuracy: 0.965, Loss: 0.039
Epoch 29 Batch 21/78 - Train Accuracy: 0.987, Validation Accuracy: 0.971, Loss: 0.057
Epoch 29 Batch 22/78 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.054
Epoch 29 Batch 23/78 - Train Accuracy: 0.985, Validation Accuracy: 0.962, Loss: 0.053
Epoch 29 Batch 24/78 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.044
Epoch 29 Batch 25/78 - Train Accuracy: 0.993, Validation Accuracy: 0.969, Loss: 0.048
Epoch 29 Batch 26/78 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.066
Epoch 29 Batch 27/78 - Train Accuracy: 0.992, Validation Accuracy: 0.964, Loss: 0.051
Epoch 29 Batch 28/78 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.058
Epoch 29 Batch 29/78 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.064
Epoch 29 Batch 30/78 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.058
Epoch 29 Batch 31/78 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.051
Epoch 29 Batch 32/78 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.052
Epoch 29 Batch 33/78 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.070
Epoch 29 Batch 34/78 - Train Accuracy: 0.989, Validation Accuracy: 0.963, Loss: 0.054
Epoch 29 Batch 35/78 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.059
Epoch 29 Batch 36/78 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.054
Epoch 29 Batch 37/78 - Train Accuracy: 0.975, Validation Accuracy: 0.954, Loss: 0.054
Epoch 29 Batch 38/78 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.055
Epoch 29 Batch 39/78 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.063
Epoch 29 Batch 40/78 - Train Accuracy: 0.990, Validation Accuracy: 0.956, Loss: 0.050
Epoch 29 Batch 41/78 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.061
Epoch 29 Batch 42/78 - Train Accuracy: 0.987, Validation Accuracy: 0.956, Loss: 0.052
Epoch 29 Batch 43/78 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.068
Epoch 29 Batch 44/78 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.057
Epoch 29 Batch 45/78 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.062
Epoch 29 Batch 46/78 - Train Accuracy: 0.997, Validation Accuracy: 0.964, Loss: 0.055
Epoch 29 Batch 47/78 - Train Accuracy: 0.993, Validation Accuracy: 0.965, Loss: 0.046
Epoch 29 Batch 48/78 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.046
Epoch 29 Batch 49/78 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.066
Epoch 29 Batch 50/78 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.068
Epoch 29 Batch 51/78 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.044
Epoch 29 Batch 52/78 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.053
Epoch 29 Batch 53/78 - Train Accuracy: 0.994, Validation Accuracy: 0.965, Loss: 0.047
Epoch 29 Batch 54/78 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.060
Epoch 29 Batch 55/78 - Train Accuracy: 0.987, Validation Accuracy: 0.968, Loss: 0.057
Epoch 29 Batch 56/78 - Train Accuracy: 0.990, Validation Accuracy: 0.965, Loss: 0.056
Epoch 29 Batch 57/78 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.059
Epoch 29 Batch 58/78 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.066
Epoch 29 Batch 59/78 - Train Accuracy: 0.990, Validation Accuracy: 0.974, Loss: 0.052
Epoch 29 Batch 60/78 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.055
Epoch 29 Batch 61/78 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.056
Epoch 29 Batch 62/78 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.061
Epoch 29 Batch 63/78 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.058
Epoch 29 Batch 64/78 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.056
Epoch 29 Batch 65/78 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.057
Epoch 29 Batch 66/78 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.043
Epoch 29 Batch 67/78 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.048
Epoch 29 Batch 68/78 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.059
Epoch 29 Batch 69/78 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.047
Epoch 29 Batch 70/78 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.063
Epoch 29 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.970, Loss: 0.038
Epoch 29 Batch 72/78 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.053
Epoch 29 Batch 73/78 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.055
Epoch 29 Batch 74/78 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.061
Epoch 29 Batch 75/78 - Train Accuracy: 0.989, Validation Accuracy: 0.965, Loss: 0.045
Epoch 29 Batch 76/78 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.053
Epoch 30 Batch 0/78 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.051
Epoch 30 Batch 1/78 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.041
Epoch 30 Batch 2/78 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.043
Epoch 30 Batch 3/78 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.055
Epoch 30 Batch 4/78 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.045
Epoch 30 Batch 5/78 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.044
Epoch 30 Batch 6/78 - Train Accuracy: 0.990, Validation Accuracy: 0.969, Loss: 0.047
Epoch 30 Batch 7/78 - Train Accuracy: 0.987, Validation Accuracy: 0.972, Loss: 0.052
Epoch 30 Batch 8/78 - Train Accuracy: 0.998, Validation Accuracy: 0.969, Loss: 0.042
Epoch 30 Batch 9/78 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.046
Epoch 30 Batch 10/78 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.047
Epoch 30 Batch 11/78 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.057
Epoch 30 Batch 12/78 - Train Accuracy: 0.987, Validation Accuracy: 0.968, Loss: 0.055
Epoch 30 Batch 13/78 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.050
Epoch 30 Batch 14/78 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.037
Epoch 30 Batch 15/78 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.061
Epoch 30 Batch 16/78 - Train Accuracy: 0.987, Validation Accuracy: 0.967, Loss: 0.048
Epoch 30 Batch 17/78 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.045
Epoch 30 Batch 18/78 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.053
Epoch 30 Batch 19/78 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.047
Epoch 30 Batch 20/78 - Train Accuracy: 0.994, Validation Accuracy: 0.962, Loss: 0.035
Epoch 30 Batch 21/78 - Train Accuracy: 0.987, Validation Accuracy: 0.967, Loss: 0.052
Epoch 30 Batch 22/78 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.052
Epoch 30 Batch 23/78 - Train Accuracy: 0.988, Validation Accuracy: 0.965, Loss: 0.047
Epoch 30 Batch 24/78 - Train Accuracy: 0.991, Validation Accuracy: 0.970, Loss: 0.039
Epoch 30 Batch 25/78 - Train Accuracy: 0.993, Validation Accuracy: 0.962, Loss: 0.042
Epoch 30 Batch 26/78 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.061
Epoch 30 Batch 27/78 - Train Accuracy: 0.993, Validation Accuracy: 0.973, Loss: 0.046
Epoch 30 Batch 28/78 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.051
Epoch 30 Batch 29/78 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.054
Epoch 30 Batch 30/78 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.051
Epoch 30 Batch 31/78 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.047
Epoch 30 Batch 32/78 - Train Accuracy: 0.987, Validation Accuracy: 0.969, Loss: 0.048
Epoch 30 Batch 33/78 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.061
Epoch 30 Batch 34/78 - Train Accuracy: 0.990, Validation Accuracy: 0.967, Loss: 0.045
Epoch 30 Batch 35/78 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.055
Epoch 30 Batch 36/78 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.051
Epoch 30 Batch 37/78 - Train Accuracy: 0.985, Validation Accuracy: 0.962, Loss: 0.049
Epoch 30 Batch 38/78 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.047
Epoch 30 Batch 39/78 - Train Accuracy: 0.988, Validation Accuracy: 0.963, Loss: 0.056
Epoch 30 Batch 40/78 - Train Accuracy: 0.990, Validation Accuracy: 0.962, Loss: 0.045
Epoch 30 Batch 41/78 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.057
Epoch 30 Batch 42/78 - Train Accuracy: 0.992, Validation Accuracy: 0.960, Loss: 0.046
Epoch 30 Batch 43/78 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.062
Epoch 30 Batch 44/78 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.050
Epoch 30 Batch 45/78 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.056
Epoch 30 Batch 46/78 - Train Accuracy: 0.997, Validation Accuracy: 0.962, Loss: 0.052
Epoch 30 Batch 47/78 - Train Accuracy: 0.998, Validation Accuracy: 0.971, Loss: 0.042
Epoch 30 Batch 48/78 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.041
Epoch 30 Batch 49/78 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.057
Epoch 30 Batch 50/78 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.065
Epoch 30 Batch 51/78 - Train Accuracy: 0.985, Validation Accuracy: 0.955, Loss: 0.040
Epoch 30 Batch 52/78 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.047
Epoch 30 Batch 53/78 - Train Accuracy: 0.994, Validation Accuracy: 0.967, Loss: 0.041
Epoch 30 Batch 54/78 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.052
Epoch 30 Batch 55/78 - Train Accuracy: 0.987, Validation Accuracy: 0.963, Loss: 0.053
Epoch 30 Batch 56/78 - Train Accuracy: 0.988, Validation Accuracy: 0.970, Loss: 0.055
Epoch 30 Batch 57/78 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.055
Epoch 30 Batch 58/78 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.055
Epoch 30 Batch 59/78 - Train Accuracy: 0.990, Validation Accuracy: 0.970, Loss: 0.047
Epoch 30 Batch 60/78 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.053
Epoch 30 Batch 61/78 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.054
Epoch 30 Batch 62/78 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.055
Epoch 30 Batch 63/78 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.053
Epoch 30 Batch 64/78 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.051
Epoch 30 Batch 65/78 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.057
Epoch 30 Batch 66/78 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.040
Epoch 30 Batch 67/78 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.042
Epoch 30 Batch 68/78 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.054
Epoch 30 Batch 69/78 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.043
Epoch 30 Batch 70/78 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.063
Epoch 30 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.968, Loss: 0.036
Epoch 30 Batch 72/78 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.048
Epoch 30 Batch 73/78 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.049
Epoch 30 Batch 74/78 - Train Accuracy: 0.988, Validation Accuracy: 0.967, Loss: 0.055
Epoch 30 Batch 75/78 - Train Accuracy: 0.987, Validation Accuracy: 0.964, Loss: 0.041
Epoch 30 Batch 76/78 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.050
Epoch 31 Batch 0/78 - Train Accuracy: 0.988, Validation Accuracy: 0.974, Loss: 0.045
Epoch 31 Batch 1/78 - Train Accuracy: 0.988, Validation Accuracy: 0.981, Loss: 0.035
Epoch 31 Batch 2/78 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.040
Epoch 31 Batch 3/78 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.051
Epoch 31 Batch 4/78 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.041
Epoch 31 Batch 5/78 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.040
Epoch 31 Batch 6/78 - Train Accuracy: 0.999, Validation Accuracy: 0.970, Loss: 0.042
Epoch 31 Batch 7/78 - Train Accuracy: 0.991, Validation Accuracy: 0.971, Loss: 0.047
Epoch 31 Batch 8/78 - Train Accuracy: 0.998, Validation Accuracy: 0.969, Loss: 0.038
Epoch 31 Batch 9/78 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.043
Epoch 31 Batch 10/78 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.043
Epoch 31 Batch 11/78 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.050
Epoch 31 Batch 12/78 - Train Accuracy: 0.987, Validation Accuracy: 0.972, Loss: 0.049
Epoch 31 Batch 13/78 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.046
Epoch 31 Batch 14/78 - Train Accuracy: 0.987, Validation Accuracy: 0.967, Loss: 0.033
Epoch 31 Batch 15/78 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.055
Epoch 31 Batch 16/78 - Train Accuracy: 0.987, Validation Accuracy: 0.971, Loss: 0.044
Epoch 31 Batch 17/78 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.041
Epoch 31 Batch 18/78 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.049
Epoch 31 Batch 19/78 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.041
Epoch 31 Batch 20/78 - Train Accuracy: 0.994, Validation Accuracy: 0.964, Loss: 0.032
Epoch 31 Batch 21/78 - Train Accuracy: 0.987, Validation Accuracy: 0.963, Loss: 0.046
Epoch 31 Batch 22/78 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.047
Epoch 31 Batch 23/78 - Train Accuracy: 0.987, Validation Accuracy: 0.965, Loss: 0.042
Epoch 31 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.970, Loss: 0.036
Epoch 31 Batch 25/78 - Train Accuracy: 0.998, Validation Accuracy: 0.971, Loss: 0.037
Epoch 31 Batch 26/78 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.052
Epoch 31 Batch 27/78 - Train Accuracy: 0.996, Validation Accuracy: 0.970, Loss: 0.042
Epoch 31 Batch 28/78 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.047
Epoch 31 Batch 29/78 - Train Accuracy: 0.988, Validation Accuracy: 0.969, Loss: 0.049
Epoch 31 Batch 30/78 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.044
Epoch 31 Batch 31/78 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.041
Epoch 31 Batch 32/78 - Train Accuracy: 0.991, Validation Accuracy: 0.975, Loss: 0.043
Epoch 31 Batch 33/78 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.055
Epoch 31 Batch 34/78 - Train Accuracy: 0.991, Validation Accuracy: 0.971, Loss: 0.040
Epoch 31 Batch 35/78 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.050
Epoch 31 Batch 36/78 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.046
Epoch 31 Batch 37/78 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.045
Epoch 31 Batch 38/78 - Train Accuracy: 0.984, Validation Accuracy: 0.962, Loss: 0.041
Epoch 31 Batch 39/78 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.048
Epoch 31 Batch 40/78 - Train Accuracy: 0.992, Validation Accuracy: 0.967, Loss: 0.038
Epoch 31 Batch 41/78 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.050
Epoch 31 Batch 42/78 - Train Accuracy: 0.992, Validation Accuracy: 0.967, Loss: 0.040
Epoch 31 Batch 43/78 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.057
Epoch 31 Batch 44/78 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.044
Epoch 31 Batch 45/78 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.047
Epoch 31 Batch 46/78 - Train Accuracy: 0.996, Validation Accuracy: 0.964, Loss: 0.043
Epoch 31 Batch 47/78 - Train Accuracy: 0.998, Validation Accuracy: 0.968, Loss: 0.039
Epoch 31 Batch 48/78 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.039
Epoch 31 Batch 49/78 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.049
Epoch 31 Batch 50/78 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.056
Epoch 31 Batch 51/78 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.036
Epoch 31 Batch 52/78 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.043
Epoch 31 Batch 53/78 - Train Accuracy: 0.989, Validation Accuracy: 0.959, Loss: 0.036
Epoch 31 Batch 54/78 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.045
Epoch 31 Batch 55/78 - Train Accuracy: 0.991, Validation Accuracy: 0.959, Loss: 0.046
Epoch 31 Batch 56/78 - Train Accuracy: 0.990, Validation Accuracy: 0.964, Loss: 0.050
Epoch 31 Batch 57/78 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.051
Epoch 31 Batch 58/78 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.049
Epoch 31 Batch 59/78 - Train Accuracy: 0.990, Validation Accuracy: 0.972, Loss: 0.039
Epoch 31 Batch 60/78 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.043
Epoch 31 Batch 61/78 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.048
Epoch 31 Batch 62/78 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.052
Epoch 31 Batch 63/78 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.047
Epoch 31 Batch 64/78 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.040
Epoch 31 Batch 65/78 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.052
Epoch 31 Batch 66/78 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.038
Epoch 31 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.971, Loss: 0.037
Epoch 31 Batch 68/78 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.043
Epoch 31 Batch 69/78 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.038
Epoch 31 Batch 70/78 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.057
Epoch 31 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.970, Loss: 0.033
Epoch 31 Batch 72/78 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.043
Epoch 31 Batch 73/78 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.048
Epoch 31 Batch 74/78 - Train Accuracy: 0.990, Validation Accuracy: 0.973, Loss: 0.048
Epoch 31 Batch 75/78 - Train Accuracy: 0.991, Validation Accuracy: 0.965, Loss: 0.034
Epoch 31 Batch 76/78 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.048
Epoch 32 Batch 0/78 - Train Accuracy: 0.991, Validation Accuracy: 0.960, Loss: 0.042
Epoch 32 Batch 1/78 - Train Accuracy: 0.991, Validation Accuracy: 0.968, Loss: 0.033
Epoch 32 Batch 2/78 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.038
Epoch 32 Batch 3/78 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.046
Epoch 32 Batch 4/78 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.037
Epoch 32 Batch 5/78 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.038
Epoch 32 Batch 6/78 - Train Accuracy: 0.999, Validation Accuracy: 0.969, Loss: 0.038
Epoch 32 Batch 7/78 - Train Accuracy: 0.990, Validation Accuracy: 0.978, Loss: 0.044
Epoch 32 Batch 8/78 - Train Accuracy: 0.997, Validation Accuracy: 0.968, Loss: 0.035
Epoch 32 Batch 9/78 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.040
Epoch 32 Batch 10/78 - Train Accuracy: 0.989, Validation Accuracy: 0.961, Loss: 0.041
Epoch 32 Batch 11/78 - Train Accuracy: 0.989, Validation Accuracy: 0.970, Loss: 0.049
Epoch 32 Batch 12/78 - Train Accuracy: 0.987, Validation Accuracy: 0.971, Loss: 0.045
Epoch 32 Batch 13/78 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.042
Epoch 32 Batch 14/78 - Train Accuracy: 0.993, Validation Accuracy: 0.972, Loss: 0.032
Epoch 32 Batch 15/78 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.054
Epoch 32 Batch 16/78 - Train Accuracy: 0.991, Validation Accuracy: 0.969, Loss: 0.039
Epoch 32 Batch 17/78 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.036
Epoch 32 Batch 18/78 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.046
Epoch 32 Batch 19/78 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.040
Epoch 32 Batch 20/78 - Train Accuracy: 0.997, Validation Accuracy: 0.968, Loss: 0.029
Epoch 32 Batch 21/78 - Train Accuracy: 0.990, Validation Accuracy: 0.970, Loss: 0.043
Epoch 32 Batch 22/78 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.043
Epoch 32 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.969, Loss: 0.040
Epoch 32 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.969, Loss: 0.033
Epoch 32 Batch 25/78 - Train Accuracy: 0.998, Validation Accuracy: 0.969, Loss: 0.035
Epoch 32 Batch 26/78 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.048
Epoch 32 Batch 27/78 - Train Accuracy: 0.996, Validation Accuracy: 0.973, Loss: 0.038
Epoch 32 Batch 28/78 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.043
Epoch 32 Batch 29/78 - Train Accuracy: 0.989, Validation Accuracy: 0.973, Loss: 0.044
Epoch 32 Batch 30/78 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.041
Epoch 32 Batch 31/78 - Train Accuracy: 0.988, Validation Accuracy: 0.974, Loss: 0.037
Epoch 32 Batch 32/78 - Train Accuracy: 0.990, Validation Accuracy: 0.974, Loss: 0.039
Epoch 32 Batch 33/78 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.051
Epoch 32 Batch 34/78 - Train Accuracy: 0.991, Validation Accuracy: 0.974, Loss: 0.036
Epoch 32 Batch 35/78 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.046
Epoch 32 Batch 36/78 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.042
Epoch 32 Batch 37/78 - Train Accuracy: 0.989, Validation Accuracy: 0.968, Loss: 0.041
Epoch 32 Batch 38/78 - Train Accuracy: 0.998, Validation Accuracy: 0.968, Loss: 0.037
Epoch 32 Batch 39/78 - Train Accuracy: 0.988, Validation Accuracy: 0.968, Loss: 0.043
Epoch 32 Batch 40/78 - Train Accuracy: 0.992, Validation Accuracy: 0.968, Loss: 0.036
Epoch 32 Batch 41/78 - Train Accuracy: 0.990, Validation Accuracy: 0.970, Loss: 0.047
Epoch 32 Batch 42/78 - Train Accuracy: 0.992, Validation Accuracy: 0.968, Loss: 0.036
Epoch 32 Batch 43/78 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.052
Epoch 32 Batch 44/78 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.041
Epoch 32 Batch 45/78 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.043
Epoch 32 Batch 46/78 - Train Accuracy: 0.997, Validation Accuracy: 0.968, Loss: 0.038
Epoch 32 Batch 47/78 - Train Accuracy: 0.998, Validation Accuracy: 0.968, Loss: 0.035
Epoch 32 Batch 48/78 - Train Accuracy: 0.990, Validation Accuracy: 0.970, Loss: 0.035
Epoch 32 Batch 49/78 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.045
Epoch 32 Batch 50/78 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.052
Epoch 32 Batch 51/78 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.032
Epoch 32 Batch 52/78 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.038
Epoch 32 Batch 53/78 - Train Accuracy: 0.989, Validation Accuracy: 0.971, Loss: 0.034
Epoch 32 Batch 54/78 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.042
Epoch 32 Batch 55/78 - Train Accuracy: 0.993, Validation Accuracy: 0.969, Loss: 0.040
Epoch 32 Batch 56/78 - Train Accuracy: 0.988, Validation Accuracy: 0.969, Loss: 0.044
Epoch 32 Batch 57/78 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.046
Epoch 32 Batch 58/78 - Train Accuracy: 0.988, Validation Accuracy: 0.971, Loss: 0.047
Epoch 32 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.970, Loss: 0.036
Epoch 32 Batch 60/78 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.038
Epoch 32 Batch 61/78 - Train Accuracy: 0.988, Validation Accuracy: 0.969, Loss: 0.042
Epoch 32 Batch 62/78 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.047
Epoch 32 Batch 63/78 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.043
Epoch 32 Batch 64/78 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.036
Epoch 32 Batch 65/78 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.046
Epoch 32 Batch 66/78 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.034
Epoch 32 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.971, Loss: 0.035
Epoch 32 Batch 68/78 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.040
Epoch 32 Batch 69/78 - Train Accuracy: 0.989, Validation Accuracy: 0.971, Loss: 0.034
Epoch 32 Batch 70/78 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.050
Epoch 32 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.972, Loss: 0.030
Epoch 32 Batch 72/78 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.039
Epoch 32 Batch 73/78 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.041
Epoch 32 Batch 74/78 - Train Accuracy: 0.992, Validation Accuracy: 0.972, Loss: 0.043
Epoch 32 Batch 75/78 - Train Accuracy: 0.996, Validation Accuracy: 0.972, Loss: 0.032
Epoch 32 Batch 76/78 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.044
Epoch 33 Batch 0/78 - Train Accuracy: 0.987, Validation Accuracy: 0.975, Loss: 0.037
Epoch 33 Batch 1/78 - Train Accuracy: 0.991, Validation Accuracy: 0.977, Loss: 0.030
Epoch 33 Batch 2/78 - Train Accuracy: 0.990, Validation Accuracy: 0.974, Loss: 0.036
Epoch 33 Batch 3/78 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.045
Epoch 33 Batch 4/78 - Train Accuracy: 0.977, Validation Accuracy: 0.979, Loss: 0.034
Epoch 33 Batch 5/78 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.034
Epoch 33 Batch 6/78 - Train Accuracy: 0.994, Validation Accuracy: 0.977, Loss: 0.034
Epoch 33 Batch 7/78 - Train Accuracy: 0.990, Validation Accuracy: 0.980, Loss: 0.040
Epoch 33 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.032
Epoch 33 Batch 9/78 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.037
Epoch 33 Batch 10/78 - Train Accuracy: 0.989, Validation Accuracy: 0.964, Loss: 0.038
Epoch 33 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.967, Loss: 0.046
Epoch 33 Batch 12/78 - Train Accuracy: 0.987, Validation Accuracy: 0.973, Loss: 0.040
Epoch 33 Batch 13/78 - Train Accuracy: 0.992, Validation Accuracy: 0.970, Loss: 0.037
Epoch 33 Batch 14/78 - Train Accuracy: 0.991, Validation Accuracy: 0.970, Loss: 0.029
Epoch 33 Batch 15/78 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.046
Epoch 33 Batch 16/78 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.037
Epoch 33 Batch 17/78 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.034
Epoch 33 Batch 18/78 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.041
Epoch 33 Batch 19/78 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.035
Epoch 33 Batch 20/78 - Train Accuracy: 0.997, Validation Accuracy: 0.971, Loss: 0.028
Epoch 33 Batch 21/78 - Train Accuracy: 0.989, Validation Accuracy: 0.974, Loss: 0.042
Epoch 33 Batch 22/78 - Train Accuracy: 0.989, Validation Accuracy: 0.972, Loss: 0.039
Epoch 33 Batch 23/78 - Train Accuracy: 0.994, Validation Accuracy: 0.967, Loss: 0.038
Epoch 33 Batch 24/78 - Train Accuracy: 0.997, Validation Accuracy: 0.970, Loss: 0.031
Epoch 33 Batch 25/78 - Train Accuracy: 0.998, Validation Accuracy: 0.972, Loss: 0.034
Epoch 33 Batch 26/78 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.045
Epoch 33 Batch 27/78 - Train Accuracy: 0.996, Validation Accuracy: 0.972, Loss: 0.034
Epoch 33 Batch 28/78 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.039
Epoch 33 Batch 29/78 - Train Accuracy: 0.989, Validation Accuracy: 0.974, Loss: 0.041
Epoch 33 Batch 30/78 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.038
Epoch 33 Batch 31/78 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.034
Epoch 33 Batch 32/78 - Train Accuracy: 0.997, Validation Accuracy: 0.974, Loss: 0.035
Epoch 33 Batch 33/78 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.048
Epoch 33 Batch 34/78 - Train Accuracy: 0.998, Validation Accuracy: 0.973, Loss: 0.033
Epoch 33 Batch 35/78 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.041
Epoch 33 Batch 36/78 - Train Accuracy: 0.987, Validation Accuracy: 0.973, Loss: 0.038
Epoch 33 Batch 37/78 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.038
Epoch 33 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.032
Epoch 33 Batch 39/78 - Train Accuracy: 0.985, Validation Accuracy: 0.977, Loss: 0.039
Epoch 33 Batch 40/78 - Train Accuracy: 0.997, Validation Accuracy: 0.972, Loss: 0.032
Epoch 33 Batch 41/78 - Train Accuracy: 0.988, Validation Accuracy: 0.972, Loss: 0.042
Epoch 33 Batch 42/78 - Train Accuracy: 0.991, Validation Accuracy: 0.973, Loss: 0.032
Epoch 33 Batch 43/78 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.047
Epoch 33 Batch 44/78 - Train Accuracy: 0.988, Validation Accuracy: 0.978, Loss: 0.037
Epoch 33 Batch 45/78 - Train Accuracy: 0.987, Validation Accuracy: 0.978, Loss: 0.038
Epoch 33 Batch 46/78 - Train Accuracy: 0.997, Validation Accuracy: 0.977, Loss: 0.033
Epoch 33 Batch 47/78 - Train Accuracy: 0.998, Validation Accuracy: 0.974, Loss: 0.032
Epoch 33 Batch 48/78 - Train Accuracy: 0.991, Validation Accuracy: 0.970, Loss: 0.030
Epoch 33 Batch 49/78 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.042
Epoch 33 Batch 50/78 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.046
Epoch 33 Batch 51/78 - Train Accuracy: 0.991, Validation Accuracy: 0.971, Loss: 0.029
Epoch 33 Batch 52/78 - Train Accuracy: 0.989, Validation Accuracy: 0.974, Loss: 0.035
Epoch 33 Batch 53/78 - Train Accuracy: 0.997, Validation Accuracy: 0.977, Loss: 0.029
Epoch 33 Batch 54/78 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.039
Epoch 33 Batch 55/78 - Train Accuracy: 0.992, Validation Accuracy: 0.978, Loss: 0.036
Epoch 33 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.038
Epoch 33 Batch 57/78 - Train Accuracy: 0.989, Validation Accuracy: 0.977, Loss: 0.041
Epoch 33 Batch 58/78 - Train Accuracy: 0.988, Validation Accuracy: 0.971, Loss: 0.042
Epoch 33 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.972, Loss: 0.033
Epoch 33 Batch 60/78 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.035
Epoch 33 Batch 61/78 - Train Accuracy: 0.996, Validation Accuracy: 0.970, Loss: 0.036
Epoch 33 Batch 62/78 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.042
Epoch 33 Batch 63/78 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.039
Epoch 33 Batch 64/78 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.033
Epoch 33 Batch 65/78 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.041
Epoch 33 Batch 66/78 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.031
Epoch 33 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.975, Loss: 0.032
Epoch 33 Batch 68/78 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.036
Epoch 33 Batch 69/78 - Train Accuracy: 0.989, Validation Accuracy: 0.982, Loss: 0.032
Epoch 33 Batch 70/78 - Train Accuracy: 0.972, Validation Accuracy: 0.982, Loss: 0.045
Epoch 33 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.026
Epoch 33 Batch 72/78 - Train Accuracy: 0.991, Validation Accuracy: 0.973, Loss: 0.035
Epoch 33 Batch 73/78 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.039
Epoch 33 Batch 74/78 - Train Accuracy: 0.996, Validation Accuracy: 0.974, Loss: 0.039
Epoch 33 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.028
Epoch 33 Batch 76/78 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.040
Epoch 34 Batch 0/78 - Train Accuracy: 0.987, Validation Accuracy: 0.972, Loss: 0.034
Epoch 34 Batch 1/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.026
Epoch 34 Batch 2/78 - Train Accuracy: 0.998, Validation Accuracy: 0.977, Loss: 0.028
Epoch 34 Batch 3/78 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.040
Epoch 34 Batch 4/78 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.033
Epoch 34 Batch 5/78 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.031
Epoch 34 Batch 6/78 - Train Accuracy: 0.994, Validation Accuracy: 0.974, Loss: 0.030
Epoch 34 Batch 7/78 - Train Accuracy: 0.992, Validation Accuracy: 0.975, Loss: 0.035
Epoch 34 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.029
Epoch 34 Batch 9/78 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.034
Epoch 34 Batch 10/78 - Train Accuracy: 0.992, Validation Accuracy: 0.971, Loss: 0.032
Epoch 34 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.971, Loss: 0.038
Epoch 34 Batch 12/78 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.036
Epoch 34 Batch 13/78 - Train Accuracy: 0.994, Validation Accuracy: 0.972, Loss: 0.033
Epoch 34 Batch 14/78 - Train Accuracy: 0.991, Validation Accuracy: 0.978, Loss: 0.026
Epoch 34 Batch 15/78 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.041
Epoch 34 Batch 16/78 - Train Accuracy: 0.992, Validation Accuracy: 0.973, Loss: 0.034
Epoch 34 Batch 17/78 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.031
Epoch 34 Batch 18/78 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.037
Epoch 34 Batch 19/78 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.032
Epoch 34 Batch 20/78 - Train Accuracy: 0.994, Validation Accuracy: 0.972, Loss: 0.025
Epoch 34 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.039
Epoch 34 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.975, Loss: 0.037
Epoch 34 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.972, Loss: 0.035
Epoch 34 Batch 24/78 - Train Accuracy: 0.997, Validation Accuracy: 0.972, Loss: 0.027
Epoch 34 Batch 25/78 - Train Accuracy: 0.998, Validation Accuracy: 0.972, Loss: 0.031
Epoch 34 Batch 26/78 - Train Accuracy: 0.989, Validation Accuracy: 0.977, Loss: 0.042
Epoch 34 Batch 27/78 - Train Accuracy: 0.996, Validation Accuracy: 0.974, Loss: 0.031
Epoch 34 Batch 28/78 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.035
Epoch 34 Batch 29/78 - Train Accuracy: 0.989, Validation Accuracy: 0.967, Loss: 0.039
Epoch 34 Batch 30/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.037
Epoch 34 Batch 31/78 - Train Accuracy: 0.989, Validation Accuracy: 0.974, Loss: 0.032
Epoch 34 Batch 32/78 - Train Accuracy: 0.992, Validation Accuracy: 0.974, Loss: 0.033
Epoch 34 Batch 33/78 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.044
Epoch 34 Batch 34/78 - Train Accuracy: 0.998, Validation Accuracy: 0.973, Loss: 0.032
Epoch 34 Batch 35/78 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.038
Epoch 34 Batch 36/78 - Train Accuracy: 0.989, Validation Accuracy: 0.973, Loss: 0.035
Epoch 34 Batch 37/78 - Train Accuracy: 0.993, Validation Accuracy: 0.973, Loss: 0.035
Epoch 34 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.030
Epoch 34 Batch 39/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.036
Epoch 34 Batch 40/78 - Train Accuracy: 0.997, Validation Accuracy: 0.977, Loss: 0.028
Epoch 34 Batch 41/78 - Train Accuracy: 0.992, Validation Accuracy: 0.977, Loss: 0.039
Epoch 34 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.029
Epoch 34 Batch 43/78 - Train Accuracy: 0.983, Validation Accuracy: 0.978, Loss: 0.043
Epoch 34 Batch 44/78 - Train Accuracy: 0.989, Validation Accuracy: 0.979, Loss: 0.034
Epoch 34 Batch 45/78 - Train Accuracy: 0.987, Validation Accuracy: 0.979, Loss: 0.036
Epoch 34 Batch 46/78 - Train Accuracy: 0.997, Validation Accuracy: 0.980, Loss: 0.030
Epoch 34 Batch 47/78 - Train Accuracy: 0.998, Validation Accuracy: 0.977, Loss: 0.029
Epoch 34 Batch 48/78 - Train Accuracy: 0.994, Validation Accuracy: 0.977, Loss: 0.028
Epoch 34 Batch 49/78 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.040
Epoch 34 Batch 50/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.041
Epoch 34 Batch 51/78 - Train Accuracy: 0.997, Validation Accuracy: 0.973, Loss: 0.027
Epoch 34 Batch 52/78 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.032
Epoch 34 Batch 53/78 - Train Accuracy: 0.998, Validation Accuracy: 0.974, Loss: 0.026
Epoch 34 Batch 54/78 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.036
Epoch 34 Batch 55/78 - Train Accuracy: 0.992, Validation Accuracy: 0.974, Loss: 0.033
Epoch 34 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.971, Loss: 0.035
Epoch 34 Batch 57/78 - Train Accuracy: 0.989, Validation Accuracy: 0.974, Loss: 0.038
Epoch 34 Batch 58/78 - Train Accuracy: 0.988, Validation Accuracy: 0.970, Loss: 0.038
Epoch 34 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.974, Loss: 0.030
Epoch 34 Batch 60/78 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.032
Epoch 34 Batch 61/78 - Train Accuracy: 0.993, Validation Accuracy: 0.973, Loss: 0.033
Epoch 34 Batch 62/78 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.039
Epoch 34 Batch 63/78 - Train Accuracy: 0.983, Validation Accuracy: 0.980, Loss: 0.035
Epoch 34 Batch 64/78 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.031
Epoch 34 Batch 65/78 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.037
Epoch 34 Batch 66/78 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.028
Epoch 34 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.975, Loss: 0.029
Epoch 34 Batch 68/78 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.033
Epoch 34 Batch 69/78 - Train Accuracy: 0.989, Validation Accuracy: 0.980, Loss: 0.029
Epoch 34 Batch 70/78 - Train Accuracy: 0.977, Validation Accuracy: 0.985, Loss: 0.043
Epoch 34 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.980, Loss: 0.024
Epoch 34 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.032
Epoch 34 Batch 73/78 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.036
Epoch 34 Batch 74/78 - Train Accuracy: 0.996, Validation Accuracy: 0.973, Loss: 0.035
Epoch 34 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.025
Epoch 34 Batch 76/78 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.036
Epoch 35 Batch 0/78 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.032
Epoch 35 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.972, Loss: 0.024
Epoch 35 Batch 2/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.026
Epoch 35 Batch 3/78 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.036
Epoch 35 Batch 4/78 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.030
Epoch 35 Batch 5/78 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.028
Epoch 35 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.028
Epoch 35 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.031
Epoch 35 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.026
Epoch 35 Batch 9/78 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.030
Epoch 35 Batch 10/78 - Train Accuracy: 0.997, Validation Accuracy: 0.972, Loss: 0.030
Epoch 35 Batch 11/78 - Train Accuracy: 0.998, Validation Accuracy: 0.971, Loss: 0.035
Epoch 35 Batch 12/78 - Train Accuracy: 0.990, Validation Accuracy: 0.979, Loss: 0.033
Epoch 35 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.030
Epoch 35 Batch 14/78 - Train Accuracy: 0.991, Validation Accuracy: 0.978, Loss: 0.024
Epoch 35 Batch 15/78 - Train Accuracy: 0.987, Validation Accuracy: 0.978, Loss: 0.037
Epoch 35 Batch 16/78 - Train Accuracy: 0.992, Validation Accuracy: 0.978, Loss: 0.032
Epoch 35 Batch 17/78 - Train Accuracy: 0.988, Validation Accuracy: 0.974, Loss: 0.028
Epoch 35 Batch 18/78 - Train Accuracy: 0.988, Validation Accuracy: 0.978, Loss: 0.034
Epoch 35 Batch 19/78 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.028
Epoch 35 Batch 20/78 - Train Accuracy: 0.994, Validation Accuracy: 0.972, Loss: 0.023
Epoch 35 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.036
Epoch 35 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.036
Epoch 35 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.972, Loss: 0.031
Epoch 35 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.024
Epoch 35 Batch 25/78 - Train Accuracy: 0.998, Validation Accuracy: 0.972, Loss: 0.028
Epoch 35 Batch 26/78 - Train Accuracy: 0.989, Validation Accuracy: 0.977, Loss: 0.038
Epoch 35 Batch 27/78 - Train Accuracy: 0.996, Validation Accuracy: 0.970, Loss: 0.029
Epoch 35 Batch 28/78 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.033
Epoch 35 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.969, Loss: 0.035
Epoch 35 Batch 30/78 - Train Accuracy: 0.991, Validation Accuracy: 0.975, Loss: 0.034
Epoch 35 Batch 31/78 - Train Accuracy: 0.997, Validation Accuracy: 0.973, Loss: 0.030
Epoch 35 Batch 32/78 - Train Accuracy: 0.997, Validation Accuracy: 0.974, Loss: 0.030
Epoch 35 Batch 33/78 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.041
Epoch 35 Batch 34/78 - Train Accuracy: 0.998, Validation Accuracy: 0.977, Loss: 0.029
Epoch 35 Batch 35/78 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.035
Epoch 35 Batch 36/78 - Train Accuracy: 0.991, Validation Accuracy: 0.973, Loss: 0.032
Epoch 35 Batch 37/78 - Train Accuracy: 0.994, Validation Accuracy: 0.973, Loss: 0.032
Epoch 35 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.027
Epoch 35 Batch 39/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.033
Epoch 35 Batch 40/78 - Train Accuracy: 0.997, Validation Accuracy: 0.977, Loss: 0.026
Epoch 35 Batch 41/78 - Train Accuracy: 0.991, Validation Accuracy: 0.977, Loss: 0.036
Epoch 35 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.027
Epoch 35 Batch 43/78 - Train Accuracy: 0.983, Validation Accuracy: 0.978, Loss: 0.040
Epoch 35 Batch 44/78 - Train Accuracy: 0.989, Validation Accuracy: 0.978, Loss: 0.032
Epoch 35 Batch 45/78 - Train Accuracy: 0.992, Validation Accuracy: 0.979, Loss: 0.033
Epoch 35 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.027
Epoch 35 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.026
Epoch 35 Batch 48/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.025
Epoch 35 Batch 49/78 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.037
Epoch 35 Batch 50/78 - Train Accuracy: 0.991, Validation Accuracy: 0.977, Loss: 0.037
Epoch 35 Batch 51/78 - Train Accuracy: 0.997, Validation Accuracy: 0.974, Loss: 0.025
Epoch 35 Batch 52/78 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.029
Epoch 35 Batch 53/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.024
Epoch 35 Batch 54/78 - Train Accuracy: 0.984, Validation Accuracy: 0.979, Loss: 0.033
Epoch 35 Batch 55/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.030
Epoch 35 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.973, Loss: 0.032
Epoch 35 Batch 57/78 - Train Accuracy: 0.989, Validation Accuracy: 0.974, Loss: 0.035
Epoch 35 Batch 58/78 - Train Accuracy: 0.988, Validation Accuracy: 0.974, Loss: 0.034
Epoch 35 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.027
Epoch 35 Batch 60/78 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.029
Epoch 35 Batch 61/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.030
Epoch 35 Batch 62/78 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.035
Epoch 35 Batch 63/78 - Train Accuracy: 0.993, Validation Accuracy: 0.980, Loss: 0.032
Epoch 35 Batch 64/78 - Train Accuracy: 0.988, Validation Accuracy: 0.980, Loss: 0.028
Epoch 35 Batch 65/78 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.034
Epoch 35 Batch 66/78 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.026
Epoch 35 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.978, Loss: 0.026
Epoch 35 Batch 68/78 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.030
Epoch 35 Batch 69/78 - Train Accuracy: 0.989, Validation Accuracy: 0.987, Loss: 0.027
Epoch 35 Batch 70/78 - Train Accuracy: 0.982, Validation Accuracy: 0.985, Loss: 0.040
Epoch 35 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.984, Loss: 0.022
Epoch 35 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.030
Epoch 35 Batch 73/78 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.033
Epoch 35 Batch 74/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.033
Epoch 35 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.023
Epoch 35 Batch 76/78 - Train Accuracy: 0.990, Validation Accuracy: 0.978, Loss: 0.033
Epoch 36 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.029
Epoch 36 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.977, Loss: 0.023
Epoch 36 Batch 2/78 - Train Accuracy: 0.998, Validation Accuracy: 0.978, Loss: 0.024
Epoch 36 Batch 3/78 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.033
Epoch 36 Batch 4/78 - Train Accuracy: 0.992, Validation Accuracy: 0.970, Loss: 0.028
Epoch 36 Batch 5/78 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.026
Epoch 36 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.026
Epoch 36 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.029
Epoch 36 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.972, Loss: 0.024
Epoch 36 Batch 9/78 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.028
Epoch 36 Batch 10/78 - Train Accuracy: 0.997, Validation Accuracy: 0.977, Loss: 0.028
Epoch 36 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.980, Loss: 0.033
Epoch 36 Batch 12/78 - Train Accuracy: 0.990, Validation Accuracy: 0.987, Loss: 0.030
Epoch 36 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.028
Epoch 36 Batch 14/78 - Train Accuracy: 0.992, Validation Accuracy: 0.979, Loss: 0.022
Epoch 36 Batch 15/78 - Train Accuracy: 0.987, Validation Accuracy: 0.978, Loss: 0.034
Epoch 36 Batch 16/78 - Train Accuracy: 0.992, Validation Accuracy: 0.978, Loss: 0.030
Epoch 36 Batch 17/78 - Train Accuracy: 0.988, Validation Accuracy: 0.979, Loss: 0.026
Epoch 36 Batch 18/78 - Train Accuracy: 0.992, Validation Accuracy: 0.980, Loss: 0.032
Epoch 36 Batch 19/78 - Train Accuracy: 0.991, Validation Accuracy: 0.974, Loss: 0.026
Epoch 36 Batch 20/78 - Train Accuracy: 0.998, Validation Accuracy: 0.973, Loss: 0.022
Epoch 36 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.033
Epoch 36 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.033
Epoch 36 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.977, Loss: 0.029
Epoch 36 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.972, Loss: 0.022
Epoch 36 Batch 25/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.026
Epoch 36 Batch 26/78 - Train Accuracy: 0.989, Validation Accuracy: 0.975, Loss: 0.035
Epoch 36 Batch 27/78 - Train Accuracy: 0.996, Validation Accuracy: 0.969, Loss: 0.026
Epoch 36 Batch 28/78 - Train Accuracy: 0.984, Validation Accuracy: 0.979, Loss: 0.030
Epoch 36 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.968, Loss: 0.033
Epoch 36 Batch 30/78 - Train Accuracy: 0.991, Validation Accuracy: 0.975, Loss: 0.031
Epoch 36 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.027
Epoch 36 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.028
Epoch 36 Batch 33/78 - Train Accuracy: 0.987, Validation Accuracy: 0.971, Loss: 0.038
Epoch 36 Batch 34/78 - Train Accuracy: 0.998, Validation Accuracy: 0.971, Loss: 0.026
Epoch 36 Batch 35/78 - Train Accuracy: 0.985, Validation Accuracy: 0.977, Loss: 0.033
Epoch 36 Batch 36/78 - Train Accuracy: 0.991, Validation Accuracy: 0.974, Loss: 0.029
Epoch 36 Batch 37/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.029
Epoch 36 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.025
Epoch 36 Batch 39/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.030
Epoch 36 Batch 40/78 - Train Accuracy: 0.997, Validation Accuracy: 0.975, Loss: 0.024
Epoch 36 Batch 41/78 - Train Accuracy: 0.999, Validation Accuracy: 0.977, Loss: 0.033
Epoch 36 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.025
Epoch 36 Batch 43/78 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.037
Epoch 36 Batch 44/78 - Train Accuracy: 0.990, Validation Accuracy: 0.978, Loss: 0.029
Epoch 36 Batch 45/78 - Train Accuracy: 0.992, Validation Accuracy: 0.978, Loss: 0.030
Epoch 36 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.025
Epoch 36 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.024
Epoch 36 Batch 48/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.023
Epoch 36 Batch 49/78 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.034
Epoch 36 Batch 50/78 - Train Accuracy: 0.991, Validation Accuracy: 0.977, Loss: 0.034
Epoch 36 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.023
Epoch 36 Batch 52/78 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.027
Epoch 36 Batch 53/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.022
Epoch 36 Batch 54/78 - Train Accuracy: 0.984, Validation Accuracy: 0.979, Loss: 0.030
Epoch 36 Batch 55/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.027
Epoch 36 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.979, Loss: 0.029
Epoch 36 Batch 57/78 - Train Accuracy: 0.988, Validation Accuracy: 0.978, Loss: 0.032
Epoch 36 Batch 58/78 - Train Accuracy: 0.988, Validation Accuracy: 0.978, Loss: 0.031
Epoch 36 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.025
Epoch 36 Batch 60/78 - Train Accuracy: 0.985, Validation Accuracy: 0.978, Loss: 0.027
Epoch 36 Batch 61/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.027
Epoch 36 Batch 62/78 - Train Accuracy: 0.985, Validation Accuracy: 0.984, Loss: 0.032
Epoch 36 Batch 63/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.029
Epoch 36 Batch 64/78 - Train Accuracy: 0.990, Validation Accuracy: 0.981, Loss: 0.026
Epoch 36 Batch 65/78 - Train Accuracy: 0.984, Validation Accuracy: 0.980, Loss: 0.031
Epoch 36 Batch 66/78 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.024
Epoch 36 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.980, Loss: 0.024
Epoch 36 Batch 68/78 - Train Accuracy: 0.987, Validation Accuracy: 0.980, Loss: 0.028
Epoch 36 Batch 69/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.025
Epoch 36 Batch 70/78 - Train Accuracy: 0.982, Validation Accuracy: 0.985, Loss: 0.037
Epoch 36 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.984, Loss: 0.020
Epoch 36 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.027
Epoch 36 Batch 73/78 - Train Accuracy: 0.985, Validation Accuracy: 0.988, Loss: 0.030
Epoch 36 Batch 74/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.030
Epoch 36 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.021
Epoch 36 Batch 76/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.030
Epoch 37 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.027
Epoch 37 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.980, Loss: 0.021
Epoch 37 Batch 2/78 - Train Accuracy: 0.997, Validation Accuracy: 0.978, Loss: 0.023
Epoch 37 Batch 3/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.031
Epoch 37 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.968, Loss: 0.026
Epoch 37 Batch 5/78 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.024
Epoch 37 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.970, Loss: 0.024
Epoch 37 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.974, Loss: 0.027
Epoch 37 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.022
Epoch 37 Batch 9/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.026
Epoch 37 Batch 10/78 - Train Accuracy: 0.997, Validation Accuracy: 0.977, Loss: 0.026
Epoch 37 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.979, Loss: 0.031
Epoch 37 Batch 12/78 - Train Accuracy: 0.997, Validation Accuracy: 0.981, Loss: 0.028
Epoch 37 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.026
Epoch 37 Batch 14/78 - Train Accuracy: 0.997, Validation Accuracy: 0.978, Loss: 0.021
Epoch 37 Batch 15/78 - Train Accuracy: 0.987, Validation Accuracy: 0.978, Loss: 0.032
Epoch 37 Batch 16/78 - Train Accuracy: 0.991, Validation Accuracy: 0.978, Loss: 0.028
Epoch 37 Batch 17/78 - Train Accuracy: 0.991, Validation Accuracy: 0.979, Loss: 0.024
Epoch 37 Batch 18/78 - Train Accuracy: 0.996, Validation Accuracy: 0.983, Loss: 0.030
Epoch 37 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.024
Epoch 37 Batch 20/78 - Train Accuracy: 0.998, Validation Accuracy: 0.977, Loss: 0.020
Epoch 37 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.031
Epoch 37 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.031
Epoch 37 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.980, Loss: 0.027
Epoch 37 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.021
Epoch 37 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.025
Epoch 37 Batch 26/78 - Train Accuracy: 0.991, Validation Accuracy: 0.979, Loss: 0.033
Epoch 37 Batch 27/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.024
Epoch 37 Batch 28/78 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.028
Epoch 37 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.030
Epoch 37 Batch 30/78 - Train Accuracy: 0.991, Validation Accuracy: 0.975, Loss: 0.029
Epoch 37 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.025
Epoch 37 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.025
Epoch 37 Batch 33/78 - Train Accuracy: 0.987, Validation Accuracy: 0.971, Loss: 0.035
Epoch 37 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.971, Loss: 0.024
Epoch 37 Batch 35/78 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.030
Epoch 37 Batch 36/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.027
Epoch 37 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.027
Epoch 37 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.023
Epoch 37 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.028
Epoch 37 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.023
Epoch 37 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.030
Epoch 37 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.023
Epoch 37 Batch 43/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.034
Epoch 37 Batch 44/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.027
Epoch 37 Batch 45/78 - Train Accuracy: 0.992, Validation Accuracy: 0.978, Loss: 0.028
Epoch 37 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.023
Epoch 37 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.022
Epoch 37 Batch 48/78 - Train Accuracy: 0.994, Validation Accuracy: 0.977, Loss: 0.021
Epoch 37 Batch 49/78 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.032
Epoch 37 Batch 50/78 - Train Accuracy: 0.990, Validation Accuracy: 0.975, Loss: 0.032
Epoch 37 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.021
Epoch 37 Batch 52/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.025
Epoch 37 Batch 53/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.020
Epoch 37 Batch 54/78 - Train Accuracy: 0.991, Validation Accuracy: 0.978, Loss: 0.027
Epoch 37 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.025
Epoch 37 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.979, Loss: 0.027
Epoch 37 Batch 57/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.029
Epoch 37 Batch 58/78 - Train Accuracy: 0.993, Validation Accuracy: 0.978, Loss: 0.029
Epoch 37 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.023
Epoch 37 Batch 60/78 - Train Accuracy: 0.990, Validation Accuracy: 0.978, Loss: 0.025
Epoch 37 Batch 61/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.025
Epoch 37 Batch 62/78 - Train Accuracy: 0.985, Validation Accuracy: 0.983, Loss: 0.030
Epoch 37 Batch 63/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.027
Epoch 37 Batch 64/78 - Train Accuracy: 0.990, Validation Accuracy: 0.980, Loss: 0.024
Epoch 37 Batch 65/78 - Train Accuracy: 0.984, Validation Accuracy: 0.980, Loss: 0.029
Epoch 37 Batch 66/78 - Train Accuracy: 0.994, Validation Accuracy: 0.980, Loss: 0.021
Epoch 37 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.983, Loss: 0.022
Epoch 37 Batch 68/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.026
Epoch 37 Batch 69/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.023
Epoch 37 Batch 70/78 - Train Accuracy: 0.983, Validation Accuracy: 0.984, Loss: 0.035
Epoch 37 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.019
Epoch 37 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.025
Epoch 37 Batch 73/78 - Train Accuracy: 0.985, Validation Accuracy: 0.988, Loss: 0.028
Epoch 37 Batch 74/78 - Train Accuracy: 0.996, Validation Accuracy: 0.983, Loss: 0.028
Epoch 37 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.020
Epoch 37 Batch 76/78 - Train Accuracy: 0.994, Validation Accuracy: 0.977, Loss: 0.028
Epoch 38 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.025
Epoch 38 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.980, Loss: 0.020
Epoch 38 Batch 2/78 - Train Accuracy: 0.997, Validation Accuracy: 0.981, Loss: 0.022
Epoch 38 Batch 3/78 - Train Accuracy: 0.989, Validation Accuracy: 0.975, Loss: 0.029
Epoch 38 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.970, Loss: 0.024
Epoch 38 Batch 5/78 - Train Accuracy: 0.993, Validation Accuracy: 0.969, Loss: 0.022
Epoch 38 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.972, Loss: 0.022
Epoch 38 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.025
Epoch 38 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.021
Epoch 38 Batch 9/78 - Train Accuracy: 0.989, Validation Accuracy: 0.979, Loss: 0.025
Epoch 38 Batch 10/78 - Train Accuracy: 0.997, Validation Accuracy: 0.977, Loss: 0.025
Epoch 38 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.979, Loss: 0.029
Epoch 38 Batch 12/78 - Train Accuracy: 0.997, Validation Accuracy: 0.980, Loss: 0.026
Epoch 38 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.024
Epoch 38 Batch 14/78 - Train Accuracy: 0.997, Validation Accuracy: 0.978, Loss: 0.019
Epoch 38 Batch 15/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.030
Epoch 38 Batch 16/78 - Train Accuracy: 0.991, Validation Accuracy: 0.978, Loss: 0.026
Epoch 38 Batch 17/78 - Train Accuracy: 0.991, Validation Accuracy: 0.982, Loss: 0.022
Epoch 38 Batch 18/78 - Train Accuracy: 0.997, Validation Accuracy: 0.982, Loss: 0.028
Epoch 38 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.022
Epoch 38 Batch 20/78 - Train Accuracy: 0.998, Validation Accuracy: 0.978, Loss: 0.019
Epoch 38 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.030
Epoch 38 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.029
Epoch 38 Batch 23/78 - Train Accuracy: 0.992, Validation Accuracy: 0.983, Loss: 0.025
Epoch 38 Batch 24/78 - Train Accuracy: 0.997, Validation Accuracy: 0.983, Loss: 0.019
Epoch 38 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.023
Epoch 38 Batch 26/78 - Train Accuracy: 0.990, Validation Accuracy: 0.979, Loss: 0.031
Epoch 38 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.023
Epoch 38 Batch 28/78 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.026
Epoch 38 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.980, Loss: 0.028
Epoch 38 Batch 30/78 - Train Accuracy: 0.996, Validation Accuracy: 0.974, Loss: 0.027
Epoch 38 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.024
Epoch 38 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.024
Epoch 38 Batch 33/78 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.033
Epoch 38 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.971, Loss: 0.022
Epoch 38 Batch 35/78 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.028
Epoch 38 Batch 36/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.026
Epoch 38 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.025
Epoch 38 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.021
Epoch 38 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.026
Epoch 38 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.021
Epoch 38 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.028
Epoch 38 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.022
Epoch 38 Batch 43/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.031
Epoch 38 Batch 44/78 - Train Accuracy: 0.993, Validation Accuracy: 0.978, Loss: 0.025
Epoch 38 Batch 45/78 - Train Accuracy: 0.992, Validation Accuracy: 0.978, Loss: 0.026
Epoch 38 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.021
Epoch 38 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.020
Epoch 38 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.977, Loss: 0.020
Epoch 38 Batch 49/78 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.030
Epoch 38 Batch 50/78 - Train Accuracy: 0.990, Validation Accuracy: 0.975, Loss: 0.030
Epoch 38 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.019
Epoch 38 Batch 52/78 - Train Accuracy: 0.991, Validation Accuracy: 0.977, Loss: 0.024
Epoch 38 Batch 53/78 - Train Accuracy: 0.998, Validation Accuracy: 0.977, Loss: 0.019
Epoch 38 Batch 54/78 - Train Accuracy: 0.991, Validation Accuracy: 0.981, Loss: 0.025
Epoch 38 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.023
Epoch 38 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.979, Loss: 0.025
Epoch 38 Batch 57/78 - Train Accuracy: 0.994, Validation Accuracy: 0.977, Loss: 0.027
Epoch 38 Batch 58/78 - Train Accuracy: 0.998, Validation Accuracy: 0.978, Loss: 0.027
Epoch 38 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.982, Loss: 0.021
Epoch 38 Batch 60/78 - Train Accuracy: 0.990, Validation Accuracy: 0.982, Loss: 0.023
Epoch 38 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.024
Epoch 38 Batch 62/78 - Train Accuracy: 0.985, Validation Accuracy: 0.988, Loss: 0.028
Epoch 38 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.025
Epoch 38 Batch 64/78 - Train Accuracy: 0.990, Validation Accuracy: 0.987, Loss: 0.022
Epoch 38 Batch 65/78 - Train Accuracy: 0.984, Validation Accuracy: 0.982, Loss: 0.027
Epoch 38 Batch 66/78 - Train Accuracy: 0.994, Validation Accuracy: 0.980, Loss: 0.020
Epoch 38 Batch 67/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.020
Epoch 38 Batch 68/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.024
Epoch 38 Batch 69/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.021
Epoch 38 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.984, Loss: 0.033
Epoch 38 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.017
Epoch 38 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.023
Epoch 38 Batch 73/78 - Train Accuracy: 0.987, Validation Accuracy: 0.990, Loss: 0.025
Epoch 38 Batch 74/78 - Train Accuracy: 0.996, Validation Accuracy: 0.983, Loss: 0.026
Epoch 38 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.019
Epoch 38 Batch 76/78 - Train Accuracy: 0.999, Validation Accuracy: 0.982, Loss: 0.027
Epoch 39 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.022
Epoch 39 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.982, Loss: 0.019
Epoch 39 Batch 2/78 - Train Accuracy: 0.997, Validation Accuracy: 0.981, Loss: 0.020
Epoch 39 Batch 3/78 - Train Accuracy: 0.991, Validation Accuracy: 0.974, Loss: 0.027
Epoch 39 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.974, Loss: 0.022
Epoch 39 Batch 5/78 - Train Accuracy: 0.993, Validation Accuracy: 0.967, Loss: 0.020
Epoch 39 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.972, Loss: 0.021
Epoch 39 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.023
Epoch 39 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.020
Epoch 39 Batch 9/78 - Train Accuracy: 0.989, Validation Accuracy: 0.983, Loss: 0.023
Epoch 39 Batch 10/78 - Train Accuracy: 0.997, Validation Accuracy: 0.981, Loss: 0.023
Epoch 39 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.979, Loss: 0.027
Epoch 39 Batch 12/78 - Train Accuracy: 0.997, Validation Accuracy: 0.980, Loss: 0.024
Epoch 39 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.022
Epoch 39 Batch 14/78 - Train Accuracy: 0.997, Validation Accuracy: 0.980, Loss: 0.018
Epoch 39 Batch 15/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.027
Epoch 39 Batch 16/78 - Train Accuracy: 0.991, Validation Accuracy: 0.978, Loss: 0.025
Epoch 39 Batch 17/78 - Train Accuracy: 0.999, Validation Accuracy: 0.982, Loss: 0.020
Epoch 39 Batch 18/78 - Train Accuracy: 0.997, Validation Accuracy: 0.982, Loss: 0.026
Epoch 39 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.021
Epoch 39 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.017
Epoch 39 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.027
Epoch 39 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.980, Loss: 0.028
Epoch 39 Batch 23/78 - Train Accuracy: 0.992, Validation Accuracy: 0.982, Loss: 0.024
Epoch 39 Batch 24/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.018
Epoch 39 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.020
Epoch 39 Batch 26/78 - Train Accuracy: 0.994, Validation Accuracy: 0.980, Loss: 0.029
Epoch 39 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.021
Epoch 39 Batch 28/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.024
Epoch 39 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.026
Epoch 39 Batch 30/78 - Train Accuracy: 0.996, Validation Accuracy: 0.974, Loss: 0.026
Epoch 39 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.023
Epoch 39 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.022
Epoch 39 Batch 33/78 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.031
Epoch 39 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.971, Loss: 0.021
Epoch 39 Batch 35/78 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.027
Epoch 39 Batch 36/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.024
Epoch 39 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.023
Epoch 39 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.020
Epoch 39 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.024
Epoch 39 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.020
Epoch 39 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.027
Epoch 39 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.020
Epoch 39 Batch 43/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.029
Epoch 39 Batch 44/78 - Train Accuracy: 0.993, Validation Accuracy: 0.982, Loss: 0.023
Epoch 39 Batch 45/78 - Train Accuracy: 0.992, Validation Accuracy: 0.981, Loss: 0.025
Epoch 39 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.020
Epoch 39 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.019
Epoch 39 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.974, Loss: 0.018
Epoch 39 Batch 49/78 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.028
Epoch 39 Batch 50/78 - Train Accuracy: 0.990, Validation Accuracy: 0.975, Loss: 0.028
Epoch 39 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.018
Epoch 39 Batch 52/78 - Train Accuracy: 0.991, Validation Accuracy: 0.977, Loss: 0.022
Epoch 39 Batch 53/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.017
Epoch 39 Batch 54/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.024
Epoch 39 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.022
Epoch 39 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.024
Epoch 39 Batch 57/78 - Train Accuracy: 0.994, Validation Accuracy: 0.980, Loss: 0.025
Epoch 39 Batch 58/78 - Train Accuracy: 0.998, Validation Accuracy: 0.982, Loss: 0.025
Epoch 39 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.982, Loss: 0.020
Epoch 39 Batch 60/78 - Train Accuracy: 0.990, Validation Accuracy: 0.984, Loss: 0.021
Epoch 39 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.022
Epoch 39 Batch 62/78 - Train Accuracy: 0.987, Validation Accuracy: 0.988, Loss: 0.026
Epoch 39 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.023
Epoch 39 Batch 64/78 - Train Accuracy: 0.993, Validation Accuracy: 0.987, Loss: 0.020
Epoch 39 Batch 65/78 - Train Accuracy: 0.984, Validation Accuracy: 0.987, Loss: 0.026
Epoch 39 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.018
Epoch 39 Batch 67/78 - Train Accuracy: 0.994, Validation Accuracy: 0.978, Loss: 0.019
Epoch 39 Batch 68/78 - Train Accuracy: 0.993, Validation Accuracy: 0.983, Loss: 0.022
Epoch 39 Batch 69/78 - Train Accuracy: 0.998, Validation Accuracy: 0.983, Loss: 0.019
Epoch 39 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.984, Loss: 0.030
Epoch 39 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.016
Epoch 39 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.021
Epoch 39 Batch 73/78 - Train Accuracy: 0.990, Validation Accuracy: 0.990, Loss: 0.023
Epoch 39 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.023
Epoch 39 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.017
Epoch 39 Batch 76/78 - Train Accuracy: 0.999, Validation Accuracy: 0.982, Loss: 0.026
Epoch 40 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.020
Epoch 40 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.017
Epoch 40 Batch 2/78 - Train Accuracy: 0.997, Validation Accuracy: 0.981, Loss: 0.019
Epoch 40 Batch 3/78 - Train Accuracy: 0.992, Validation Accuracy: 0.980, Loss: 0.025
Epoch 40 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.977, Loss: 0.020
Epoch 40 Batch 5/78 - Train Accuracy: 0.993, Validation Accuracy: 0.967, Loss: 0.018
Epoch 40 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.019
Epoch 40 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.021
Epoch 40 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.020
Epoch 40 Batch 9/78 - Train Accuracy: 0.993, Validation Accuracy: 0.983, Loss: 0.021
Epoch 40 Batch 10/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.021
Epoch 40 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.025
Epoch 40 Batch 12/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.023
Epoch 40 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.021
Epoch 40 Batch 14/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.017
Epoch 40 Batch 15/78 - Train Accuracy: 0.988, Validation Accuracy: 0.985, Loss: 0.026
Epoch 40 Batch 16/78 - Train Accuracy: 0.991, Validation Accuracy: 0.981, Loss: 0.024
Epoch 40 Batch 17/78 - Train Accuracy: 0.999, Validation Accuracy: 0.982, Loss: 0.019
Epoch 40 Batch 18/78 - Train Accuracy: 0.998, Validation Accuracy: 0.982, Loss: 0.024
Epoch 40 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.020
Epoch 40 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.016
Epoch 40 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.025
Epoch 40 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.026
Epoch 40 Batch 23/78 - Train Accuracy: 0.992, Validation Accuracy: 0.982, Loss: 0.023
Epoch 40 Batch 24/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.017
Epoch 40 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.018
Epoch 40 Batch 26/78 - Train Accuracy: 0.994, Validation Accuracy: 0.989, Loss: 0.026
Epoch 40 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.020
Epoch 40 Batch 28/78 - Train Accuracy: 0.993, Validation Accuracy: 0.980, Loss: 0.023
Epoch 40 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.981, Loss: 0.024
Epoch 40 Batch 30/78 - Train Accuracy: 0.996, Validation Accuracy: 0.974, Loss: 0.024
Epoch 40 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.021
Epoch 40 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.020
Epoch 40 Batch 33/78 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.029
Epoch 40 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.019
Epoch 40 Batch 35/78 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.026
Epoch 40 Batch 36/78 - Train Accuracy: 0.996, Validation Accuracy: 0.973, Loss: 0.023
Epoch 40 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.022
Epoch 40 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.019
Epoch 40 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.022
Epoch 40 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.018
Epoch 40 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.025
Epoch 40 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.975, Loss: 0.019
Epoch 40 Batch 43/78 - Train Accuracy: 0.988, Validation Accuracy: 0.974, Loss: 0.027
Epoch 40 Batch 44/78 - Train Accuracy: 0.994, Validation Accuracy: 0.980, Loss: 0.021
Epoch 40 Batch 45/78 - Train Accuracy: 0.992, Validation Accuracy: 0.980, Loss: 0.023
Epoch 40 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.019
Epoch 40 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.018
Epoch 40 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.975, Loss: 0.017
Epoch 40 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.971, Loss: 0.026
Epoch 40 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.971, Loss: 0.026
Epoch 40 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.017
Epoch 40 Batch 52/78 - Train Accuracy: 0.994, Validation Accuracy: 0.974, Loss: 0.021
Epoch 40 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.016
Epoch 40 Batch 54/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.022
Epoch 40 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.020
Epoch 40 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.022
Epoch 40 Batch 57/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.024
Epoch 40 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.023
Epoch 40 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.018
Epoch 40 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.020
Epoch 40 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.021
Epoch 40 Batch 62/78 - Train Accuracy: 0.987, Validation Accuracy: 0.988, Loss: 0.024
Epoch 40 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.022
Epoch 40 Batch 64/78 - Train Accuracy: 0.998, Validation Accuracy: 0.991, Loss: 0.019
Epoch 40 Batch 65/78 - Train Accuracy: 0.984, Validation Accuracy: 0.991, Loss: 0.024
Epoch 40 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.016
Epoch 40 Batch 67/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.017
Epoch 40 Batch 68/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.021
Epoch 40 Batch 69/78 - Train Accuracy: 0.998, Validation Accuracy: 0.983, Loss: 0.018
Epoch 40 Batch 70/78 - Train Accuracy: 0.988, Validation Accuracy: 0.984, Loss: 0.029
Epoch 40 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.016
Epoch 40 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.020
Epoch 40 Batch 73/78 - Train Accuracy: 0.990, Validation Accuracy: 0.990, Loss: 0.021
Epoch 40 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.022
Epoch 40 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.016
Epoch 40 Batch 76/78 - Train Accuracy: 0.998, Validation Accuracy: 0.984, Loss: 0.025
Epoch 41 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.019
Epoch 41 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.015
Epoch 41 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.017
Epoch 41 Batch 3/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.023
Epoch 41 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.019
Epoch 41 Batch 5/78 - Train Accuracy: 0.993, Validation Accuracy: 0.973, Loss: 0.017
Epoch 41 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.018
Epoch 41 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.973, Loss: 0.019
Epoch 41 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.020
Epoch 41 Batch 9/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.020
Epoch 41 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.020
Epoch 41 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.024
Epoch 41 Batch 12/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.021
Epoch 41 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.020
Epoch 41 Batch 14/78 - Train Accuracy: 0.996, Validation Accuracy: 0.988, Loss: 0.016
Epoch 41 Batch 15/78 - Train Accuracy: 0.992, Validation Accuracy: 0.985, Loss: 0.024
Epoch 41 Batch 16/78 - Train Accuracy: 0.991, Validation Accuracy: 0.985, Loss: 0.023
Epoch 41 Batch 17/78 - Train Accuracy: 0.999, Validation Accuracy: 0.985, Loss: 0.018
Epoch 41 Batch 18/78 - Train Accuracy: 0.998, Validation Accuracy: 0.985, Loss: 0.023
Epoch 41 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.019
Epoch 41 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.015
Epoch 41 Batch 21/78 - Train Accuracy: 0.988, Validation Accuracy: 0.975, Loss: 0.023
Epoch 41 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.983, Loss: 0.024
Epoch 41 Batch 23/78 - Train Accuracy: 0.990, Validation Accuracy: 0.987, Loss: 0.022
Epoch 41 Batch 24/78 - Train Accuracy: 0.996, Validation Accuracy: 0.989, Loss: 0.016
Epoch 41 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.017
Epoch 41 Batch 26/78 - Train Accuracy: 0.994, Validation Accuracy: 0.989, Loss: 0.024
Epoch 41 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.987, Loss: 0.019
Epoch 41 Batch 28/78 - Train Accuracy: 0.993, Validation Accuracy: 0.987, Loss: 0.021
Epoch 41 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.981, Loss: 0.023
Epoch 41 Batch 30/78 - Train Accuracy: 0.997, Validation Accuracy: 0.979, Loss: 0.022
Epoch 41 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.020
Epoch 41 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.019
Epoch 41 Batch 33/78 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.027
Epoch 41 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.017
Epoch 41 Batch 35/78 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.024
Epoch 41 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.021
Epoch 41 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.021
Epoch 41 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.018
Epoch 41 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.021
Epoch 41 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.979, Loss: 0.017
Epoch 41 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.024
Epoch 41 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.980, Loss: 0.018
Epoch 41 Batch 43/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.025
Epoch 41 Batch 44/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.019
Epoch 41 Batch 45/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.021
Epoch 41 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.018
Epoch 41 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.017
Epoch 41 Batch 48/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.016
Epoch 41 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.975, Loss: 0.024
Epoch 41 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.971, Loss: 0.024
Epoch 41 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.970, Loss: 0.016
Epoch 41 Batch 52/78 - Train Accuracy: 0.994, Validation Accuracy: 0.974, Loss: 0.020
Epoch 41 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.016
Epoch 41 Batch 54/78 - Train Accuracy: 0.996, Validation Accuracy: 0.983, Loss: 0.020
Epoch 41 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.018
Epoch 41 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.020
Epoch 41 Batch 57/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.022
Epoch 41 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.022
Epoch 41 Batch 59/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.017
Epoch 41 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.018
Epoch 41 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.020
Epoch 41 Batch 62/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.022
Epoch 41 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.020
Epoch 41 Batch 64/78 - Train Accuracy: 0.998, Validation Accuracy: 0.991, Loss: 0.017
Epoch 41 Batch 65/78 - Train Accuracy: 0.992, Validation Accuracy: 0.990, Loss: 0.022
Epoch 41 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.015
Epoch 41 Batch 67/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.016
Epoch 41 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.020
Epoch 41 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.017
Epoch 41 Batch 70/78 - Train Accuracy: 0.988, Validation Accuracy: 0.983, Loss: 0.027
Epoch 41 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.015
Epoch 41 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.019
Epoch 41 Batch 73/78 - Train Accuracy: 0.989, Validation Accuracy: 0.990, Loss: 0.020
Epoch 41 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.020
Epoch 41 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.015
Epoch 41 Batch 76/78 - Train Accuracy: 0.998, Validation Accuracy: 0.987, Loss: 0.023
Epoch 42 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.018
Epoch 42 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.014
Epoch 42 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.015
Epoch 42 Batch 3/78 - Train Accuracy: 0.996, Validation Accuracy: 0.980, Loss: 0.021
Epoch 42 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.018
Epoch 42 Batch 5/78 - Train Accuracy: 0.997, Validation Accuracy: 0.981, Loss: 0.016
Epoch 42 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.016
Epoch 42 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.973, Loss: 0.017
Epoch 42 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.018
Epoch 42 Batch 9/78 - Train Accuracy: 0.993, Validation Accuracy: 0.977, Loss: 0.019
Epoch 42 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.018
Epoch 42 Batch 11/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.022
Epoch 42 Batch 12/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.020
Epoch 42 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.019
Epoch 42 Batch 14/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.015
Epoch 42 Batch 15/78 - Train Accuracy: 0.992, Validation Accuracy: 0.985, Loss: 0.024
Epoch 42 Batch 16/78 - Train Accuracy: 0.991, Validation Accuracy: 0.985, Loss: 0.021
Epoch 42 Batch 17/78 - Train Accuracy: 0.999, Validation Accuracy: 0.987, Loss: 0.016
Epoch 42 Batch 18/78 - Train Accuracy: 0.998, Validation Accuracy: 0.985, Loss: 0.022
Epoch 42 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.019
Epoch 42 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.014
Epoch 42 Batch 21/78 - Train Accuracy: 0.989, Validation Accuracy: 0.982, Loss: 0.021
Epoch 42 Batch 22/78 - Train Accuracy: 0.994, Validation Accuracy: 0.982, Loss: 0.023
Epoch 42 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.021
Epoch 42 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.015
Epoch 42 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.015
Epoch 42 Batch 26/78 - Train Accuracy: 0.994, Validation Accuracy: 0.987, Loss: 0.022
Epoch 42 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.018
Epoch 42 Batch 28/78 - Train Accuracy: 0.993, Validation Accuracy: 0.987, Loss: 0.020
Epoch 42 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.022
Epoch 42 Batch 30/78 - Train Accuracy: 0.997, Validation Accuracy: 0.983, Loss: 0.021
Epoch 42 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.018
Epoch 42 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.018
Epoch 42 Batch 33/78 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.025
Epoch 42 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.016
Epoch 42 Batch 35/78 - Train Accuracy: 0.989, Validation Accuracy: 0.973, Loss: 0.022
Epoch 42 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.020
Epoch 42 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.020
Epoch 42 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.018
Epoch 42 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.020
Epoch 42 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.015
Epoch 42 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.022
Epoch 42 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.978, Loss: 0.018
Epoch 42 Batch 43/78 - Train Accuracy: 0.997, Validation Accuracy: 0.979, Loss: 0.024
Epoch 42 Batch 44/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.018
Epoch 42 Batch 45/78 - Train Accuracy: 0.998, Validation Accuracy: 0.987, Loss: 0.020
Epoch 42 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.017
Epoch 42 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.017
Epoch 42 Batch 48/78 - Train Accuracy: 0.997, Validation Accuracy: 0.983, Loss: 0.015
Epoch 42 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.980, Loss: 0.023
Epoch 42 Batch 50/78 - Train Accuracy: 0.992, Validation Accuracy: 0.975, Loss: 0.023
Epoch 42 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.015
Epoch 42 Batch 52/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.019
Epoch 42 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.014
Epoch 42 Batch 54/78 - Train Accuracy: 0.996, Validation Accuracy: 0.980, Loss: 0.019
Epoch 42 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.017
Epoch 42 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.019
Epoch 42 Batch 57/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.021
Epoch 42 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.021
Epoch 42 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.016
Epoch 42 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.017
Epoch 42 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.019
Epoch 42 Batch 62/78 - Train Accuracy: 0.994, Validation Accuracy: 0.987, Loss: 0.020
Epoch 42 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.992, Loss: 0.020
Epoch 42 Batch 64/78 - Train Accuracy: 0.998, Validation Accuracy: 0.991, Loss: 0.016
Epoch 42 Batch 65/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.020
Epoch 42 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.013
Epoch 42 Batch 67/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.015
Epoch 42 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.018
Epoch 42 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.016
Epoch 42 Batch 70/78 - Train Accuracy: 0.988, Validation Accuracy: 0.987, Loss: 0.025
Epoch 42 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.014
Epoch 42 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.018
Epoch 42 Batch 73/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.019
Epoch 42 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.018
Epoch 42 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.013
Epoch 42 Batch 76/78 - Train Accuracy: 0.998, Validation Accuracy: 0.989, Loss: 0.021
Epoch 43 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.016
Epoch 43 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.013
Epoch 43 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.014
Epoch 43 Batch 3/78 - Train Accuracy: 0.996, Validation Accuracy: 0.984, Loss: 0.018
Epoch 43 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.983, Loss: 0.016
Epoch 43 Batch 5/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.015
Epoch 43 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.015
Epoch 43 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.973, Loss: 0.016
Epoch 43 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.015
Epoch 43 Batch 9/78 - Train Accuracy: 0.994, Validation Accuracy: 0.982, Loss: 0.017
Epoch 43 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.017
Epoch 43 Batch 11/78 - Train Accuracy: 0.998, Validation Accuracy: 0.989, Loss: 0.020
Epoch 43 Batch 12/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.019
Epoch 43 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.019
Epoch 43 Batch 14/78 - Train Accuracy: 0.999, Validation Accuracy: 0.983, Loss: 0.013
Epoch 43 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.983, Loss: 0.022
Epoch 43 Batch 16/78 - Train Accuracy: 0.990, Validation Accuracy: 0.983, Loss: 0.023
Epoch 43 Batch 17/78 - Train Accuracy: 0.999, Validation Accuracy: 0.985, Loss: 0.016
Epoch 43 Batch 18/78 - Train Accuracy: 0.998, Validation Accuracy: 0.985, Loss: 0.020
Epoch 43 Batch 19/78 - Train Accuracy: 0.999, Validation Accuracy: 0.985, Loss: 0.017
Epoch 43 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.017
Epoch 43 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.020
Epoch 43 Batch 22/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.020
Epoch 43 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.020
Epoch 43 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.015
Epoch 43 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.014
Epoch 43 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.020
Epoch 43 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.989, Loss: 0.016
Epoch 43 Batch 28/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.018
Epoch 43 Batch 29/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.021
Epoch 43 Batch 30/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.019
Epoch 43 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.017
Epoch 43 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.016
Epoch 43 Batch 33/78 - Train Accuracy: 0.981, Validation Accuracy: 0.983, Loss: 0.023
Epoch 43 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.015
Epoch 43 Batch 35/78 - Train Accuracy: 0.989, Validation Accuracy: 0.974, Loss: 0.020
Epoch 43 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.975, Loss: 0.018
Epoch 43 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.973, Loss: 0.019
Epoch 43 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.979, Loss: 0.018
Epoch 43 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.020
Epoch 43 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.015
Epoch 43 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.020
Epoch 43 Batch 42/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.016
Epoch 43 Batch 43/78 - Train Accuracy: 0.997, Validation Accuracy: 0.979, Loss: 0.023
Epoch 43 Batch 44/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.018
Epoch 43 Batch 45/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.018
Epoch 43 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.015
Epoch 43 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.015
Epoch 43 Batch 48/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.015
Epoch 43 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.979, Loss: 0.022
Epoch 43 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.979, Loss: 0.022
Epoch 43 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.014
Epoch 43 Batch 52/78 - Train Accuracy: 0.994, Validation Accuracy: 0.982, Loss: 0.018
Epoch 43 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.014
Epoch 43 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.018
Epoch 43 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.017
Epoch 43 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.017
Epoch 43 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.983, Loss: 0.019
Epoch 43 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.020
Epoch 43 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.015
Epoch 43 Batch 60/78 - Train Accuracy: 0.990, Validation Accuracy: 0.985, Loss: 0.017
Epoch 43 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.016
Epoch 43 Batch 62/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.019
Epoch 43 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.019
Epoch 43 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.016
Epoch 43 Batch 65/78 - Train Accuracy: 0.992, Validation Accuracy: 0.985, Loss: 0.018
Epoch 43 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.012
Epoch 43 Batch 67/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.014
Epoch 43 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.018
Epoch 43 Batch 69/78 - Train Accuracy: 0.997, Validation Accuracy: 0.990, Loss: 0.016
Epoch 43 Batch 70/78 - Train Accuracy: 0.991, Validation Accuracy: 0.990, Loss: 0.025
Epoch 43 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.013
Epoch 43 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.016
Epoch 43 Batch 73/78 - Train Accuracy: 0.993, Validation Accuracy: 0.989, Loss: 0.017
Epoch 43 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.018
Epoch 43 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 43 Batch 76/78 - Train Accuracy: 0.998, Validation Accuracy: 0.987, Loss: 0.019
Epoch 44 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.015
Epoch 44 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.013
Epoch 44 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.014
Epoch 44 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.018
Epoch 44 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.015
Epoch 44 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.014
Epoch 44 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.014
Epoch 44 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.984, Loss: 0.016
Epoch 44 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.014
Epoch 44 Batch 9/78 - Train Accuracy: 0.994, Validation Accuracy: 0.985, Loss: 0.015
Epoch 44 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.016
Epoch 44 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.019
Epoch 44 Batch 12/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.017
Epoch 44 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.016
Epoch 44 Batch 14/78 - Train Accuracy: 0.997, Validation Accuracy: 0.990, Loss: 0.012
Epoch 44 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.019
Epoch 44 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.018
Epoch 44 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.015
Epoch 44 Batch 18/78 - Train Accuracy: 0.998, Validation Accuracy: 0.985, Loss: 0.020
Epoch 44 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 44 Batch 20/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.012
Epoch 44 Batch 21/78 - Train Accuracy: 0.994, Validation Accuracy: 0.987, Loss: 0.019
Epoch 44 Batch 22/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.022
Epoch 44 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.015
Epoch 44 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.013
Epoch 44 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.014
Epoch 44 Batch 26/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.030
Epoch 44 Batch 27/78 - Train Accuracy: 0.992, Validation Accuracy: 0.982, Loss: 0.015
Epoch 44 Batch 28/78 - Train Accuracy: 0.992, Validation Accuracy: 0.988, Loss: 0.039
Epoch 44 Batch 29/78 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.019
Epoch 44 Batch 30/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.094
Epoch 44 Batch 31/78 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.017
Epoch 44 Batch 32/78 - Train Accuracy: 0.985, Validation Accuracy: 0.960, Loss: 0.151
Epoch 44 Batch 33/78 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.080
Epoch 44 Batch 34/78 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.266
Epoch 44 Batch 35/78 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.100
Epoch 44 Batch 36/78 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.107
Epoch 44 Batch 37/78 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.078
Epoch 44 Batch 38/78 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.152
Epoch 44 Batch 39/78 - Train Accuracy: 0.971, Validation Accuracy: 0.943, Loss: 0.054
Epoch 44 Batch 40/78 - Train Accuracy: 0.987, Validation Accuracy: 0.963, Loss: 0.114
Epoch 44 Batch 41/78 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.052
Epoch 44 Batch 42/78 - Train Accuracy: 0.968, Validation Accuracy: 0.949, Loss: 0.062
Epoch 44 Batch 43/78 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.137
Epoch 44 Batch 44/78 - Train Accuracy: 0.991, Validation Accuracy: 0.973, Loss: 0.059
Epoch 44 Batch 45/78 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.047
Epoch 44 Batch 46/78 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.058
Epoch 44 Batch 47/78 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.051
Epoch 44 Batch 48/78 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.075
Epoch 44 Batch 49/78 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.081
Epoch 44 Batch 50/78 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.054
Epoch 44 Batch 51/78 - Train Accuracy: 0.990, Validation Accuracy: 0.972, Loss: 0.044
Epoch 44 Batch 52/78 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.060
Epoch 44 Batch 53/78 - Train Accuracy: 0.988, Validation Accuracy: 0.956, Loss: 0.039
Epoch 44 Batch 54/78 - Train Accuracy: 0.985, Validation Accuracy: 0.964, Loss: 0.060
Epoch 44 Batch 55/78 - Train Accuracy: 0.999, Validation Accuracy: 0.979, Loss: 0.046
Epoch 44 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.982, Loss: 0.037
Epoch 44 Batch 57/78 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.039
Epoch 44 Batch 58/78 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.040
Epoch 44 Batch 59/78 - Train Accuracy: 0.988, Validation Accuracy: 0.979, Loss: 0.040
Epoch 44 Batch 60/78 - Train Accuracy: 0.972, Validation Accuracy: 0.980, Loss: 0.037
Epoch 44 Batch 61/78 - Train Accuracy: 0.997, Validation Accuracy: 0.980, Loss: 0.040
Epoch 44 Batch 62/78 - Train Accuracy: 0.984, Validation Accuracy: 0.989, Loss: 0.046
Epoch 44 Batch 63/78 - Train Accuracy: 0.990, Validation Accuracy: 0.983, Loss: 0.032
Epoch 44 Batch 64/78 - Train Accuracy: 0.982, Validation Accuracy: 0.981, Loss: 0.032
Epoch 44 Batch 65/78 - Train Accuracy: 0.987, Validation Accuracy: 0.975, Loss: 0.032
Epoch 44 Batch 66/78 - Train Accuracy: 0.993, Validation Accuracy: 0.979, Loss: 0.025
Epoch 44 Batch 67/78 - Train Accuracy: 0.990, Validation Accuracy: 0.977, Loss: 0.024
Epoch 44 Batch 68/78 - Train Accuracy: 0.996, Validation Accuracy: 0.981, Loss: 0.027
Epoch 44 Batch 69/78 - Train Accuracy: 0.997, Validation Accuracy: 0.979, Loss: 0.022
Epoch 44 Batch 70/78 - Train Accuracy: 0.978, Validation Accuracy: 0.982, Loss: 0.039
Epoch 44 Batch 71/78 - Train Accuracy: 0.998, Validation Accuracy: 0.984, Loss: 0.020
Epoch 44 Batch 72/78 - Train Accuracy: 0.994, Validation Accuracy: 0.985, Loss: 0.024
Epoch 44 Batch 73/78 - Train Accuracy: 0.990, Validation Accuracy: 0.987, Loss: 0.026
Epoch 44 Batch 74/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.028
Epoch 44 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.021
Epoch 44 Batch 76/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.025
Epoch 45 Batch 0/78 - Train Accuracy: 0.990, Validation Accuracy: 0.985, Loss: 0.023
Epoch 45 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.984, Loss: 0.017
Epoch 45 Batch 2/78 - Train Accuracy: 0.994, Validation Accuracy: 0.985, Loss: 0.019
Epoch 45 Batch 3/78 - Train Accuracy: 0.999, Validation Accuracy: 0.989, Loss: 0.022
Epoch 45 Batch 4/78 - Train Accuracy: 0.992, Validation Accuracy: 0.989, Loss: 0.019
Epoch 45 Batch 5/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.019
Epoch 45 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.018
Epoch 45 Batch 7/78 - Train Accuracy: 0.993, Validation Accuracy: 0.989, Loss: 0.021
Epoch 45 Batch 8/78 - Train Accuracy: 0.996, Validation Accuracy: 0.988, Loss: 0.019
Epoch 45 Batch 9/78 - Train Accuracy: 0.992, Validation Accuracy: 0.988, Loss: 0.020
Epoch 45 Batch 10/78 - Train Accuracy: 0.994, Validation Accuracy: 0.989, Loss: 0.020
Epoch 45 Batch 11/78 - Train Accuracy: 0.994, Validation Accuracy: 0.989, Loss: 0.024
Epoch 45 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.018
Epoch 45 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.019
Epoch 45 Batch 14/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.014
Epoch 45 Batch 15/78 - Train Accuracy: 0.990, Validation Accuracy: 0.990, Loss: 0.023
Epoch 45 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.021
Epoch 45 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.016
Epoch 45 Batch 18/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.024
Epoch 45 Batch 19/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.017
Epoch 45 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.013
Epoch 45 Batch 21/78 - Train Accuracy: 0.990, Validation Accuracy: 0.985, Loss: 0.021
Epoch 45 Batch 22/78 - Train Accuracy: 0.997, Validation Accuracy: 0.983, Loss: 0.018
Epoch 45 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.017
Epoch 45 Batch 24/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.015
Epoch 45 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.981, Loss: 0.015
Epoch 45 Batch 26/78 - Train Accuracy: 0.997, Validation Accuracy: 0.982, Loss: 0.021
Epoch 45 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.981, Loss: 0.018
Epoch 45 Batch 28/78 - Train Accuracy: 0.993, Validation Accuracy: 0.988, Loss: 0.017
Epoch 45 Batch 29/78 - Train Accuracy: 0.990, Validation Accuracy: 0.982, Loss: 0.019
Epoch 45 Batch 30/78 - Train Accuracy: 0.998, Validation Accuracy: 0.980, Loss: 0.019
Epoch 45 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.016
Epoch 45 Batch 32/78 - Train Accuracy: 0.998, Validation Accuracy: 0.981, Loss: 0.019
Epoch 45 Batch 33/78 - Train Accuracy: 0.981, Validation Accuracy: 0.983, Loss: 0.025
Epoch 45 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.980, Loss: 0.015
Epoch 45 Batch 35/78 - Train Accuracy: 0.993, Validation Accuracy: 0.980, Loss: 0.021
Epoch 45 Batch 36/78 - Train Accuracy: 0.998, Validation Accuracy: 0.980, Loss: 0.021
Epoch 45 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.017
Epoch 45 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.974, Loss: 0.017
Epoch 45 Batch 39/78 - Train Accuracy: 0.997, Validation Accuracy: 0.982, Loss: 0.021
Epoch 45 Batch 40/78 - Train Accuracy: 0.993, Validation Accuracy: 0.981, Loss: 0.015
Epoch 45 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.021
Epoch 45 Batch 42/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.014
Epoch 45 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.021
Epoch 45 Batch 44/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.016
Epoch 45 Batch 45/78 - Train Accuracy: 0.992, Validation Accuracy: 0.984, Loss: 0.019
Epoch 45 Batch 46/78 - Train Accuracy: 0.998, Validation Accuracy: 0.984, Loss: 0.015
Epoch 45 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.016
Epoch 45 Batch 48/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.012
Epoch 45 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.021
Epoch 45 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.983, Loss: 0.021
Epoch 45 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.013
Epoch 45 Batch 52/78 - Train Accuracy: 0.991, Validation Accuracy: 0.985, Loss: 0.016
Epoch 45 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.013
Epoch 45 Batch 54/78 - Train Accuracy: 0.996, Validation Accuracy: 0.983, Loss: 0.018
Epoch 45 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.016
Epoch 45 Batch 56/78 - Train Accuracy: 0.998, Validation Accuracy: 0.987, Loss: 0.017
Epoch 45 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.017
Epoch 45 Batch 58/78 - Train Accuracy: 0.998, Validation Accuracy: 0.988, Loss: 0.018
Epoch 45 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.014
Epoch 45 Batch 60/78 - Train Accuracy: 0.993, Validation Accuracy: 0.988, Loss: 0.018
Epoch 45 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.015
Epoch 45 Batch 62/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.018
Epoch 45 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.017
Epoch 45 Batch 64/78 - Train Accuracy: 0.998, Validation Accuracy: 0.990, Loss: 0.015
Epoch 45 Batch 65/78 - Train Accuracy: 0.992, Validation Accuracy: 0.990, Loss: 0.018
Epoch 45 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 45 Batch 67/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.013
Epoch 45 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.015
Epoch 45 Batch 69/78 - Train Accuracy: 0.998, Validation Accuracy: 0.989, Loss: 0.013
Epoch 45 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.989, Loss: 0.023
Epoch 45 Batch 71/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.013
Epoch 45 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.015
Epoch 45 Batch 73/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.016
Epoch 45 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.017
Epoch 45 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 45 Batch 76/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.018
Epoch 46 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.014
Epoch 46 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.011
Epoch 46 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 46 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.016
Epoch 46 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.014
Epoch 46 Batch 5/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.014
Epoch 46 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.015
Epoch 46 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.014
Epoch 46 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.013
Epoch 46 Batch 9/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.015
Epoch 46 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.014
Epoch 46 Batch 11/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.017
Epoch 46 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.014
Epoch 46 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.016
Epoch 46 Batch 14/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.011
Epoch 46 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.018
Epoch 46 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.017
Epoch 46 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.012
Epoch 46 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.016
Epoch 46 Batch 19/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.013
Epoch 46 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.011
Epoch 46 Batch 21/78 - Train Accuracy: 0.994, Validation Accuracy: 0.985, Loss: 0.017
Epoch 46 Batch 22/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.016
Epoch 46 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.015
Epoch 46 Batch 24/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.012
Epoch 46 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.012
Epoch 46 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.017
Epoch 46 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.015
Epoch 46 Batch 28/78 - Train Accuracy: 0.993, Validation Accuracy: 0.983, Loss: 0.014
Epoch 46 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.015
Epoch 46 Batch 30/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.015
Epoch 46 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.013
Epoch 46 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 46 Batch 33/78 - Train Accuracy: 0.988, Validation Accuracy: 0.987, Loss: 0.020
Epoch 46 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.013
Epoch 46 Batch 35/78 - Train Accuracy: 0.993, Validation Accuracy: 0.982, Loss: 0.017
Epoch 46 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.977, Loss: 0.016
Epoch 46 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.013
Epoch 46 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.013
Epoch 46 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.016
Epoch 46 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.013
Epoch 46 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.016
Epoch 46 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 46 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.018
Epoch 46 Batch 44/78 - Train Accuracy: 0.997, Validation Accuracy: 0.990, Loss: 0.013
Epoch 46 Batch 45/78 - Train Accuracy: 0.998, Validation Accuracy: 0.990, Loss: 0.016
Epoch 46 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 46 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 46 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.987, Loss: 0.011
Epoch 46 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.987, Loss: 0.019
Epoch 46 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.018
Epoch 46 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.012
Epoch 46 Batch 52/78 - Train Accuracy: 0.991, Validation Accuracy: 0.987, Loss: 0.014
Epoch 46 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 46 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 46 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 46 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.015
Epoch 46 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.015
Epoch 46 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.015
Epoch 46 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.012
Epoch 46 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.015
Epoch 46 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.013
Epoch 46 Batch 62/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.016
Epoch 46 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.015
Epoch 46 Batch 64/78 - Train Accuracy: 0.998, Validation Accuracy: 0.990, Loss: 0.013
Epoch 46 Batch 65/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.016
Epoch 46 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 46 Batch 67/78 - Train Accuracy: 0.993, Validation Accuracy: 0.988, Loss: 0.012
Epoch 46 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.013
Epoch 46 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.012
Epoch 46 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.988, Loss: 0.021
Epoch 46 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.011
Epoch 46 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.013
Epoch 46 Batch 73/78 - Train Accuracy: 0.993, Validation Accuracy: 0.989, Loss: 0.014
Epoch 46 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.015
Epoch 46 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 46 Batch 76/78 - Train Accuracy: 0.998, Validation Accuracy: 0.991, Loss: 0.016
Epoch 47 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 47 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.010
Epoch 47 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 47 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.014
Epoch 47 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.013
Epoch 47 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 47 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.013
Epoch 47 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.012
Epoch 47 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 47 Batch 9/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.013
Epoch 47 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 47 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.015
Epoch 47 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 47 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 47 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 47 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.015
Epoch 47 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.015
Epoch 47 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 47 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 47 Batch 19/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.011
Epoch 47 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 47 Batch 21/78 - Train Accuracy: 0.994, Validation Accuracy: 0.985, Loss: 0.015
Epoch 47 Batch 22/78 - Train Accuracy: 0.997, Validation Accuracy: 0.985, Loss: 0.014
Epoch 47 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.013
Epoch 47 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.011
Epoch 47 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.011
Epoch 47 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.014
Epoch 47 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.013
Epoch 47 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.013
Epoch 47 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.013
Epoch 47 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.013
Epoch 47 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 47 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 47 Batch 33/78 - Train Accuracy: 0.988, Validation Accuracy: 0.978, Loss: 0.018
Epoch 47 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.011
Epoch 47 Batch 35/78 - Train Accuracy: 0.993, Validation Accuracy: 0.978, Loss: 0.015
Epoch 47 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.014
Epoch 47 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.012
Epoch 47 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.012
Epoch 47 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.015
Epoch 47 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.012
Epoch 47 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 47 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 47 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.016
Epoch 47 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 47 Batch 45/78 - Train Accuracy: 0.998, Validation Accuracy: 0.990, Loss: 0.014
Epoch 47 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 47 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 47 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.990, Loss: 0.010
Epoch 47 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.987, Loss: 0.017
Epoch 47 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.016
Epoch 47 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 47 Batch 52/78 - Train Accuracy: 0.991, Validation Accuracy: 0.991, Loss: 0.013
Epoch 47 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 47 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 47 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 47 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 47 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.984, Loss: 0.014
Epoch 47 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.014
Epoch 47 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.011
Epoch 47 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.984, Loss: 0.013
Epoch 47 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 47 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.015
Epoch 47 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.013
Epoch 47 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 47 Batch 65/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.014
Epoch 47 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 47 Batch 67/78 - Train Accuracy: 0.993, Validation Accuracy: 0.988, Loss: 0.011
Epoch 47 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.012
Epoch 47 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.011
Epoch 47 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.989, Loss: 0.019
Epoch 47 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 47 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.012
Epoch 47 Batch 73/78 - Train Accuracy: 0.993, Validation Accuracy: 0.987, Loss: 0.013
Epoch 47 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 47 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 47 Batch 76/78 - Train Accuracy: 0.998, Validation Accuracy: 0.989, Loss: 0.015
Epoch 48 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 48 Batch 1/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.009
Epoch 48 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 48 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.013
Epoch 48 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.012
Epoch 48 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 48 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 48 Batch 7/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.011
Epoch 48 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 48 Batch 9/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.012
Epoch 48 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 48 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 48 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 48 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 48 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 48 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.014
Epoch 48 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.014
Epoch 48 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 48 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 48 Batch 19/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.011
Epoch 48 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 48 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.014
Epoch 48 Batch 22/78 - Train Accuracy: 0.999, Validation Accuracy: 0.985, Loss: 0.013
Epoch 48 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.012
Epoch 48 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.010
Epoch 48 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.010
Epoch 48 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.013
Epoch 48 Batch 27/78 - Train Accuracy: 0.994, Validation Accuracy: 0.983, Loss: 0.012
Epoch 48 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.012
Epoch 48 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.012
Epoch 48 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.012
Epoch 48 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 48 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 48 Batch 33/78 - Train Accuracy: 0.988, Validation Accuracy: 0.990, Loss: 0.016
Epoch 48 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.010
Epoch 48 Batch 35/78 - Train Accuracy: 0.993, Validation Accuracy: 0.978, Loss: 0.014
Epoch 48 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.013
Epoch 48 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.011
Epoch 48 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.011
Epoch 48 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.014
Epoch 48 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.011
Epoch 48 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.013
Epoch 48 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 48 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.015
Epoch 48 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.011
Epoch 48 Batch 45/78 - Train Accuracy: 0.998, Validation Accuracy: 0.988, Loss: 0.013
Epoch 48 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 48 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 48 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.990, Loss: 0.009
Epoch 48 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.015
Epoch 48 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.015
Epoch 48 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 48 Batch 52/78 - Train Accuracy: 0.991, Validation Accuracy: 0.990, Loss: 0.012
Epoch 48 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 48 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 48 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 48 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 48 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.013
Epoch 48 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.013
Epoch 48 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 48 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.991, Loss: 0.012
Epoch 48 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 48 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.014
Epoch 48 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 48 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 48 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.013
Epoch 48 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 48 Batch 67/78 - Train Accuracy: 0.993, Validation Accuracy: 0.988, Loss: 0.010
Epoch 48 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.011
Epoch 48 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 48 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.988, Loss: 0.018
Epoch 48 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 48 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.011
Epoch 48 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.012
Epoch 48 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 48 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 48 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.014
Epoch 49 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 49 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 49 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 49 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 49 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.011
Epoch 49 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 49 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 49 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 49 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 49 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 49 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 49 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 49 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 49 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 49 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 49 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.013
Epoch 49 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.012
Epoch 49 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 49 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 49 Batch 19/78 - Train Accuracy: 0.997, Validation Accuracy: 0.987, Loss: 0.010
Epoch 49 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 49 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.013
Epoch 49 Batch 22/78 - Train Accuracy: 0.999, Validation Accuracy: 0.985, Loss: 0.012
Epoch 49 Batch 23/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.011
Epoch 49 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 49 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 49 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.012
Epoch 49 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.012
Epoch 49 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.011
Epoch 49 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.011
Epoch 49 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.011
Epoch 49 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 49 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 49 Batch 33/78 - Train Accuracy: 0.988, Validation Accuracy: 0.990, Loss: 0.015
Epoch 49 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 49 Batch 35/78 - Train Accuracy: 0.993, Validation Accuracy: 0.982, Loss: 0.013
Epoch 49 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.978, Loss: 0.012
Epoch 49 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.010
Epoch 49 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.010
Epoch 49 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.013
Epoch 49 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.987, Loss: 0.011
Epoch 49 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 49 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 49 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.014
Epoch 49 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 49 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.012
Epoch 49 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 49 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 49 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.988, Loss: 0.008
Epoch 49 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.990, Loss: 0.014
Epoch 49 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.014
Epoch 49 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 49 Batch 52/78 - Train Accuracy: 0.991, Validation Accuracy: 0.990, Loss: 0.011
Epoch 49 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 49 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 49 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 49 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 49 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.012
Epoch 49 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 49 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 49 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.991, Loss: 0.011
Epoch 49 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 49 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 49 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 49 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 49 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 49 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 49 Batch 67/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.009
Epoch 49 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 49 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 49 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.988, Loss: 0.016
Epoch 49 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 49 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 49 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 49 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 49 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 49 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.013
Epoch 50 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 50 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 50 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 50 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.010
Epoch 50 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 50 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 50 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 50 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 50 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 50 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 50 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 50 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 50 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 50 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.012
Epoch 50 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 50 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 50 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 50 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 50 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.012
Epoch 50 Batch 22/78 - Train Accuracy: 0.999, Validation Accuracy: 0.985, Loss: 0.011
Epoch 50 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.010
Epoch 50 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 50 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.008
Epoch 50 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.011
Epoch 50 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.983, Loss: 0.011
Epoch 50 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 50 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 50 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.011
Epoch 50 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 50 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 50 Batch 33/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.014
Epoch 50 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 50 Batch 35/78 - Train Accuracy: 0.993, Validation Accuracy: 0.982, Loss: 0.012
Epoch 50 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.011
Epoch 50 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 50 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 50 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.012
Epoch 50 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.010
Epoch 50 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 50 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.013
Epoch 50 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 50 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.011
Epoch 50 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 50 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 50 Batch 48/78 - Train Accuracy: 0.998, Validation Accuracy: 0.988, Loss: 0.008
Epoch 50 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.013
Epoch 50 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.013
Epoch 50 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 50 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 50 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 50 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 50 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 50 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 50 Batch 60/78 - Train Accuracy: 0.994, Validation Accuracy: 0.991, Loss: 0.011
Epoch 50 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 50 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 50 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 50 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 50 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 50 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 50 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 50 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 50 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 50 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.987, Loss: 0.015
Epoch 50 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 50 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 50 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 50 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 50 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 50 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 51 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 51 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 51 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 51 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.009
Epoch 51 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 51 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 51 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 51 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 51 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.011
Epoch 51 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 51 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 51 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.011
Epoch 51 Batch 16/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.011
Epoch 51 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 51 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 51 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 51 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 51 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.012
Epoch 51 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.011
Epoch 51 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.010
Epoch 51 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.008
Epoch 51 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.008
Epoch 51 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.011
Epoch 51 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 51 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 51 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 51 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 51 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 51 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 51 Batch 33/78 - Train Accuracy: 0.991, Validation Accuracy: 0.990, Loss: 0.014
Epoch 51 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 51 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.011
Epoch 51 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.010
Epoch 51 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 51 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 51 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.011
Epoch 51 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.009
Epoch 51 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 51 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 51 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.012
Epoch 51 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 51 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 51 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 51 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 51 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 51 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.012
Epoch 51 Batch 50/78 - Train Accuracy: 0.996, Validation Accuracy: 0.990, Loss: 0.012
Epoch 51 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 51 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 51 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 51 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 51 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 51 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 51 Batch 60/78 - Train Accuracy: 0.993, Validation Accuracy: 0.991, Loss: 0.010
Epoch 51 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 51 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 51 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 51 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 51 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 51 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 51 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 51 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 51 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 51 Batch 70/78 - Train Accuracy: 0.989, Validation Accuracy: 0.984, Loss: 0.014
Epoch 51 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 51 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.009
Epoch 51 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 51 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.010
Epoch 51 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 51 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.012
Epoch 52 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 52 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 52 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 52 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 52 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.009
Epoch 52 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 52 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 52 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 52 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 52 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 52 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 52 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.011
Epoch 52 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 52 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 52 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 52 Batch 15/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.010
Epoch 52 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 52 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 52 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 52 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 52 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 52 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.011
Epoch 52 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.010
Epoch 52 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 52 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.008
Epoch 52 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 52 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.010
Epoch 52 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 52 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 52 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 52 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 52 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 52 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 52 Batch 33/78 - Train Accuracy: 0.997, Validation Accuracy: 0.990, Loss: 0.013
Epoch 52 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 52 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.011
Epoch 52 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 52 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.008
Epoch 52 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.008
Epoch 52 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.011
Epoch 52 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.009
Epoch 52 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 52 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 52 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.011
Epoch 52 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 52 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 52 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 52 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 52 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 52 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.011
Epoch 52 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.012
Epoch 52 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 52 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 52 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 52 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 52 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 52 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 52 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.010
Epoch 52 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.010
Epoch 52 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 52 Batch 60/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.009
Epoch 52 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 52 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 52 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 52 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 52 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 52 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 52 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 52 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 52 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.008
Epoch 52 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.984, Loss: 0.013
Epoch 52 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 52 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.008
Epoch 52 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 52 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.010
Epoch 52 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 52 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.011
Epoch 53 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 53 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 53 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 53 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 4/78 - Train Accuracy: 0.996, Validation Accuracy: 0.991, Loss: 0.008
Epoch 53 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 53 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 53 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 53 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 53 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 53 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.010
Epoch 53 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 53 Batch 15/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 53 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 53 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 53 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 53 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.010
Epoch 53 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 53 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 53 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 53 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 53 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 53 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 53 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 53 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 53 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 53 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 53 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 53 Batch 33/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.012
Epoch 53 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 53 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.010
Epoch 53 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 53 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.008
Epoch 53 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.008
Epoch 53 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.010
Epoch 53 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.008
Epoch 53 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 53 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 53 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.011
Epoch 53 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 53 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 53 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 53 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 53 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 53 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.011
Epoch 53 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.011
Epoch 53 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 53 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 53 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 53 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 53 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 53 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 53 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 53 Batch 60/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.009
Epoch 53 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 53 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 53 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 53 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 53 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 53 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 53 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 53 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 53 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 53 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.984, Loss: 0.012
Epoch 53 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 53 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.008
Epoch 53 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 53 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 53 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 53 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 54 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 54 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 54 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 54 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 54 Batch 4/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 54 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 54 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 54 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 54 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 54 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 54 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 54 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 54 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 54 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 54 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 54 Batch 15/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 54 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 54 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 54 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 54 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 54 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 54 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.010
Epoch 54 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.009
Epoch 54 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 54 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 54 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 54 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 54 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 54 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 54 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 54 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 54 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 54 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 54 Batch 33/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.011
Epoch 54 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 54 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 54 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.008
Epoch 54 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.007
Epoch 54 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.007
Epoch 54 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 54 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.008
Epoch 54 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.009
Epoch 54 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 54 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.010
Epoch 54 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 54 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 54 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 54 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 54 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 54 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.010
Epoch 54 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 54 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 54 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 54 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 54 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 54 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 54 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 54 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.009
Epoch 54 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 54 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 54 Batch 60/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.008
Epoch 54 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 54 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 54 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 54 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 54 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 54 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 54 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 54 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 54 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 54 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.984, Loss: 0.011
Epoch 54 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.006
Epoch 54 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 54 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 54 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 54 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 54 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.010
Epoch 55 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 55 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 55 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 55 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 4/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 55 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 55 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 55 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 55 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.009
Epoch 55 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 55 Batch 15/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 55 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 55 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 55 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 55 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.009
Epoch 55 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 55 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 55 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.006
Epoch 55 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 55 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 55 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 55 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 55 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 55 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 55 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 55 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 55 Batch 33/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.011
Epoch 55 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 55 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 55 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 55 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.007
Epoch 55 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.007
Epoch 55 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.009
Epoch 55 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.007
Epoch 55 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 55 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 55 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 55 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 55 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.008
Epoch 55 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 55 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 55 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 55 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.009
Epoch 55 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.010
Epoch 55 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 55 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 55 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 55 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 57/78 - Train Accuracy: 0.997, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 55 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 55 Batch 60/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 55 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 55 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 55 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 55 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 55 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 55 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.989, Loss: 0.010
Epoch 55 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.006
Epoch 55 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.007
Epoch 55 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 55 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 55 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 55 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 56 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 56 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 56 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 56 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 4/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 56 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 56 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 56 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 56 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 56 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 56 Batch 15/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 56 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 56 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 56 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 56 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 56 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.009
Epoch 56 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.008
Epoch 56 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 56 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.006
Epoch 56 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 56 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 56 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 56 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 56 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 56 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 56 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 56 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 56 Batch 33/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.010
Epoch 56 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 56 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 56 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 56 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.006
Epoch 56 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.006
Epoch 56 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.008
Epoch 56 Batch 40/78 - Train Accuracy: 0.996, Validation Accuracy: 0.982, Loss: 0.007
Epoch 56 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.008
Epoch 56 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 56 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.009
Epoch 56 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 56 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 56 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 56 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 56 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 56 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.009
Epoch 56 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 56 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 56 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 56 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 56 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 56 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 56 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 56 Batch 57/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 56 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 56 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 56 Batch 60/78 - Train Accuracy: 0.993, Validation Accuracy: 0.990, Loss: 0.007
Epoch 56 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 56 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 56 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 56 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 56 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 56 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 56 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 56 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 56 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 56 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.989, Loss: 0.009
Epoch 56 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.006
Epoch 56 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 56 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 56 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 56 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 56 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.009
Epoch 57 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 57 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 57 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 57 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 57 Batch 4/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 57 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 57 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 57 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 57 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 57 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 57 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 57 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 57 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 57 Batch 15/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 57 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 57 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 57 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 57 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 57 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 57 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.008
Epoch 57 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 57 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 57 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 57 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 57 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 57 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 57 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 57 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 57 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 57 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 57 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 57 Batch 33/78 - Train Accuracy: 0.997, Validation Accuracy: 0.988, Loss: 0.009
Epoch 57 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 57 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 57 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 57 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 57 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.006
Epoch 57 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.008
Epoch 57 Batch 40/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.006
Epoch 57 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 57 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 57 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 57 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 57 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 57 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 57 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 57 Batch 49/78 - Train Accuracy: 0.994, Validation Accuracy: 0.988, Loss: 0.008
Epoch 57 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 57 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 57 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 57 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.993, Loss: 0.006
Epoch 57 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.007
Epoch 57 Batch 57/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.007
Epoch 57 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 57 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 57 Batch 60/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 57 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 57 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 57 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 57 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 57 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 57 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 57 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.989, Loss: 0.009
Epoch 57 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.984, Loss: 0.005
Epoch 57 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 57 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 57 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 57 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 57 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 58 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.006
Epoch 58 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 58 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 58 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 58 Batch 4/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 58 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 58 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 58 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 58 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 58 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 58 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 58 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 58 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 58 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 58 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 58 Batch 15/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 58 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 58 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.005
Epoch 58 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.007
Epoch 58 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 58 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.004
Epoch 58 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.008
Epoch 58 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.007
Epoch 58 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 58 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 58 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 58 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 58 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 58 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 58 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 58 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 58 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 58 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 58 Batch 33/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.009
Epoch 58 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 58 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 58 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 58 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 58 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.006
Epoch 58 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.007
Epoch 58 Batch 40/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.006
Epoch 58 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 58 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 58 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 58 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 58 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 58 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 58 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 58 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 58 Batch 49/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 58 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 58 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 58 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 58 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 58 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 58 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.994, Loss: 0.006
Epoch 58 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.994, Loss: 0.006
Epoch 58 Batch 57/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.007
Epoch 58 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.007
Epoch 58 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 58 Batch 60/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 58 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 58 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 58 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 58 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 58 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 58 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 58 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 58 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 58 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 58 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.989, Loss: 0.008
Epoch 58 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 58 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 58 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 58 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 58 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 58 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.008
Epoch 59 Batch 0/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.005
Epoch 59 Batch 1/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.004
Epoch 59 Batch 2/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 59 Batch 3/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 4/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 5/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 6/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 7/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 59 Batch 8/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.005
Epoch 59 Batch 9/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 10/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 11/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 59 Batch 12/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 13/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 14/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.004
Epoch 59 Batch 15/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 16/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 17/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.005
Epoch 59 Batch 18/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 59 Batch 19/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 59 Batch 20/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.004
Epoch 59 Batch 21/78 - Train Accuracy: 0.993, Validation Accuracy: 0.985, Loss: 0.007
Epoch 59 Batch 22/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 59 Batch 23/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.006
Epoch 59 Batch 24/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 59 Batch 25/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 59 Batch 26/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 59 Batch 27/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 59 Batch 28/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 59 Batch 29/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 59 Batch 30/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 59 Batch 31/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 59 Batch 32/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.006
Epoch 59 Batch 33/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 59 Batch 34/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 59 Batch 35/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 59 Batch 36/78 - Train Accuracy: 1.000, Validation Accuracy: 0.991, Loss: 0.006
Epoch 59 Batch 37/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 59 Batch 38/78 - Train Accuracy: 1.000, Validation Accuracy: 0.985, Loss: 0.005
Epoch 59 Batch 39/78 - Train Accuracy: 1.000, Validation Accuracy: 0.982, Loss: 0.007
Epoch 59 Batch 40/78 - Train Accuracy: 1.000, Validation Accuracy: 0.987, Loss: 0.006
Epoch 59 Batch 41/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 59 Batch 42/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 59 Batch 43/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.008
Epoch 59 Batch 44/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 59 Batch 45/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 46/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 59 Batch 47/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.005
Epoch 59 Batch 48/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.004
Epoch 59 Batch 49/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.007
Epoch 59 Batch 50/78 - Train Accuracy: 1.000, Validation Accuracy: 0.988, Loss: 0.008
Epoch 59 Batch 51/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 59 Batch 52/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 53/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.004
Epoch 59 Batch 54/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 55/78 - Train Accuracy: 1.000, Validation Accuracy: 0.994, Loss: 0.006
Epoch 59 Batch 56/78 - Train Accuracy: 1.000, Validation Accuracy: 0.994, Loss: 0.006
Epoch 59 Batch 57/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.006
Epoch 59 Batch 58/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.006
Epoch 59 Batch 59/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 59 Batch 60/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 61/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 59 Batch 62/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.007
Epoch 59 Batch 63/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 64/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 65/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.007
Epoch 59 Batch 66/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.004
Epoch 59 Batch 67/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 59 Batch 68/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 59 Batch 69/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 59 Batch 70/78 - Train Accuracy: 0.996, Validation Accuracy: 0.989, Loss: 0.007
Epoch 59 Batch 71/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.005
Epoch 59 Batch 72/78 - Train Accuracy: 1.000, Validation Accuracy: 0.993, Loss: 0.005
Epoch 59 Batch 73/78 - Train Accuracy: 1.000, Validation Accuracy: 0.989, Loss: 0.006
Epoch 59 Batch 74/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.006
Epoch 59 Batch 75/78 - Train Accuracy: 1.000, Validation Accuracy: 0.990, Loss: 0.005
Epoch 59 Batch 76/78 - Train Accuracy: 1.000, Validation Accuracy: 0.996, Loss: 0.007
In [16]:
input_sentence = 'hello'
input_sentence = [source_letter_to_int.get(word, source_letter_to_int['<unk>']) for word in input_sentence.lower()]
input_sentence = input_sentence + [0] * (sequence_length - len(input_sentence))
batch_shell = np.zeros((batch_size, sequence_length))
batch_shell[0] = input_sentence
chatbot_logits = sess.run(inference_logits, {input_data: batch_shell})[0]
print('Input')
print(' Word Ids: {}'.format([i for i in input_sentence]))
print(' Input Words: {}'.format([source_int_to_letter[i] for i in input_sentence]))
print('\nPrediction')
print(' Word Ids: {}'.format([i for i in np.argmax(chatbot_logits, 1)]))
print(' Chatbot Answer Words: {}'.format([target_int_to_letter[i] for i in np.argmax(chatbot_logits, 1)]))
Input
Word Ids: [20, 18, 28, 28, 10, 0, 0]
Input Words: ['h', 'e', 'l', 'l', 'o', '<pad>', '<pad>']
Prediction
Word Ids: [18, 20, 28, 28, 10, 0, 0]
Chatbot Answer Words: ['e', 'h', 'l', 'l', 'o', '<pad>', '<pad>']
Content source: ClementPhil/deep-learning
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