In [1]:
import os
import tensorflow as tf
import tensorflow.python.platform
from tensorflow.python.platform import gfile
import numpy as np
import glob

classes = np.array(['ayam_bakar', 'ayam_crispy', 'bakso', 'gado2', 'ikan_bakar', 'mie_goreng', 'nasi_goreng', 'pecel_lele', 'pizza', 'rendang', 'sate', 'soto', 'sushi'])
num_classes = len(classes)
temp = classes.tolist()
 
def create_graph(model_path):
    """
    create_graph loads the inception model to memory, should be called before
    calling extract_features.
 
    model_path: path to inception model in protobuf form.
    """
    with gfile.FastGFile(model_path, 'rb') as f:
        graph_def = tf.GraphDef()
        graph_def.ParseFromString(f.read())
        _ = tf.import_graph_def(graph_def, name='')
        print 'selesai'
 
 
def extract_features(image_paths, verbose=False):
    """
    extract_features computed the inception bottleneck feature for a list of images
 
    image_paths: array of image path
    return: 2-d array in the shape of (len(image_paths), 2048)
    """
    features = []
    cls = []
    
    with tf.Session() as sess:
        flattened_tensor = sess.graph.get_tensor_by_name('pool_3:0')
 
        for fld in classes:
            index = temp.index(fld)
            path = os.path.join(image_paths, fld, '*.jpg')
            files = glob.glob(path)
            
            for fl in files:
                label = np.zeros(len(classes))
                label[index] = 1.0
                print '{0}\r'.format(fl),
                image_data = gfile.FastGFile(fl, 'rb').read()
                feature = sess.run(flattened_tensor, {
                    'DecodeJpeg/contents:0': image_data
                })
                features.append(feature)
                cls.append(label)
                
    return features, cls

In [5]:
path = 'inception_dec_2015/tensorflow_inception_graph.pb'
create_graph(path)


---------------------------------------------------------------------------
DecodeError                               Traceback (most recent call last)
<ipython-input-5-73331660cb99> in <module>()
      1 path = 'inception_dec_2015/tensorflow_inception_graph.pb'
----> 2 create_graph(path)

<ipython-input-1-d3843d671219> in create_graph(model_path)
     19     with gfile.FastGFile(model_path, 'rb') as f:
     20         graph_def = tf.GraphDef()
---> 21         graph_def.ParseFromString(f.read())
     22         _ = tf.import_graph_def(graph_def, name='')
     23         print 'selesai'

DecodeError: Error parsing message

In [4]:
image_paths = 'data_training/'
images, cls = extract_features(image_paths, verbose=False)
print "selesai"


selesaiaining/sushi/sushi_t1 (82).jpggjpgpg

In [5]:
image_paths = 'data_testing/'
images_test, cls_test = extract_features(image_paths, verbose=False)
print "selesai"


selesaisting/sushi/sushi (12).jpgpy).jpg

In [6]:
print len(images)
print len(images_test)
num_sample = len(images)
num_test = len(images_test)


5359
300

In [7]:
img = np.asarray(images[700])
print img.shape
img = img.reshape((32,64))

import matplotlib.pyplot as plt
# Plot the image for the transfer-values.
plt.imshow(img, interpolation='nearest', cmap='Blues')
plt.show()


(1, 1, 1, 2048)

In [8]:
transfer_values = np.asarray(images)
transfer_values = transfer_values.reshape((num_sample,2048))
print transfer_values.shape

transfer_values_test = np.asarray(images_test)
transfer_values_test = transfer_values_test.reshape((num_test,2048))
print transfer_values_test.shape


(5359, 2048)
(300, 2048)

In [9]:
cls = np.asarray(cls)
cls = cls.astype(int)
print cls.shape

cls_test = np.asarray(cls_test)
cls_test = cls_test.astype(int)
print cls_test.shape


(5359, 13)
(300, 13)

In [10]:
print cls


[[1 0 0 ..., 0 0 0]
 [1 0 0 ..., 0 0 0]
 [1 0 0 ..., 0 0 0]
 ..., 
 [0 0 0 ..., 0 0 1]
 [0 0 0 ..., 0 0 1]
 [0 0 0 ..., 0 0 1]]

In [11]:
from sklearn.decomposition import PCA
pca = PCA(n_components=2)
transfer_values_reduced = pca.fit_transform(transfer_values)

In [12]:
def plot_scatter(values, cls):
    # Create a color-map with a different color for each class.
    import matplotlib.cm as cm
    cmap = cm.rainbow(np.linspace(0.0, 1.0, num_classes))

    # Get the color for each sample.
    colors = cmap[cls]

    # Extract the x- and y-values.
    x = values[:, 0]
    y = values[:, 1]

    # Plot it.
    plt.scatter(x, y, color=colors)
    plt.show()

In [13]:
num_features = len(transfer_values[0])
plot_scatter(transfer_values_reduced, cls[:,12])



In [14]:
x = transfer_values_reduced[:,0]
print x.shape
y = transfer_values_reduced[:,1]
print y.shape
plt.scatter(x,y)
plt.xlim(-10, 15)
plt.ylim(-10, 10)
plt.show()


(5359,)
(5359,)

In [15]:
def new_weights(shape):
    return tf.Variable(tf.truncated_normal(shape, stddev=0.05))
def new_biases(length):
    return tf.Variable(tf.constant(0.05, shape=[length]))

def new_fc_layer(input,          # The previous layer.
                 num_inputs,     # Num. inputs from prev. layer.
                 num_outputs,    # Num. outputs.
                 use_relu=True): # Use Rectified Linear Unit (ReLU)?

    # Create new weights and biases.
    weights = new_weights(shape=[num_inputs, num_outputs])
    biases = new_biases(length=num_outputs)

    # Calculate the layer as the matrix multiplication of
    # the input and weights, and then add the bias-values.
    layer = tf.matmul(input, weights) + biases

    # Use ReLU?
    if use_relu:
        layer = tf.nn.relu(layer)

    return layer

feature_size_flat = num_features
x = tf.placeholder(tf.float32, shape=[None, feature_size_flat], name='x')
y_true = tf.placeholder(tf.float32, shape=[None, num_classes], name='y_true')
y_true_cls = tf.argmax(y_true, dimension=1)


layer_fc1 = new_fc_layer(input= x,
                         num_inputs=num_features,
                         num_outputs=1000,
                         use_relu=True)
layer_fc2 = new_fc_layer(input=layer_fc1,
                         num_inputs=1000,
                         num_outputs=num_classes,
                         use_relu=False)
y_pred = tf.nn.softmax(layer_fc2)
y_pred_cls = tf.argmax(y_pred, dimension=1)
cross_entropy = tf.nn.softmax_cross_entropy_with_logits(logits=layer_fc2,
                                                        labels=y_true)
cost = tf.reduce_mean(cross_entropy)
optimizer = tf.train.AdamOptimizer(learning_rate=1e-4).minimize(cost)
correct_prediction = tf.equal(y_pred_cls, y_true_cls)
accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))

In [16]:
train_acc = []
test_acc = []

In [17]:
-

In [18]:
optimize(num_iterations=5000)


eopch:      0, train accuracy:  4.0%, test accuracy:  8.7% *
eopch:      1, train accuracy: 74.0%, test accuracy:  5.7% -
eopch:      2, train accuracy:100.0%, test accuracy:  7.3% -
eopch:      3, train accuracy:100.0%, test accuracy:  7.3% -
eopch:      4, train accuracy:100.0%, test accuracy:  7.3% -
eopch:      5, train accuracy:100.0%, test accuracy:  7.3% -
eopch:      6, train accuracy:100.0%, test accuracy:  7.3% -
eopch:      7, train accuracy:100.0%, test accuracy:  7.3% -
eopch:      8, train accuracy:100.0%, test accuracy:  7.3% -
eopch:      9, train accuracy:100.0%, test accuracy:  7.3% -
eopch:     10, train accuracy:  4.0%, test accuracy:  7.3% -
eopch:     11, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     12, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     13, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     14, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     15, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     16, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     17, train accuracy:  4.0%, test accuracy:  7.3% -
eopch:     18, train accuracy:  0.0%, test accuracy:  9.7% *
eopch:     19, train accuracy:  0.0%, test accuracy: 12.3% *
eopch:     20, train accuracy:  0.0%, test accuracy:  8.7% -
eopch:     21, train accuracy:  0.0%, test accuracy:  8.0% -
eopch:     22, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     23, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     24, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     25, train accuracy:  0.0%, test accuracy:  7.3% -
eopch:     26, train accuracy:  0.0%, test accuracy:  8.3% -
eopch:     27, train accuracy:  0.0%, test accuracy: 10.7% -
eopch:     28, train accuracy:  0.0%, test accuracy: 13.3% *
eopch:     29, train accuracy:  0.0%, test accuracy: 14.3% *
eopch:     30, train accuracy:  0.0%, test accuracy: 14.7% *
eopch:     31, train accuracy:  0.0%, test accuracy: 14.3% -
eopch:     32, train accuracy:  6.0%, test accuracy: 13.3% -
eopch:     33, train accuracy:  0.0%, test accuracy: 12.3% -
eopch:     34, train accuracy:  0.0%, test accuracy: 11.7% -
eopch:     35, train accuracy:  0.0%, test accuracy: 11.7% -
eopch:     36, train accuracy:  0.0%, test accuracy: 10.0% -
eopch:     37, train accuracy:  0.0%, test accuracy:  8.7% -
eopch:     38, train accuracy:  0.0%, test accuracy:  8.7% -
eopch:     39, train accuracy:  0.0%, test accuracy:  8.7% -
eopch:     40, train accuracy:  0.0%, test accuracy: 10.3% -
eopch:     41, train accuracy:  0.0%, test accuracy: 14.3% -
eopch:     42, train accuracy:  0.0%, test accuracy: 19.7% *
eopch:     43, train accuracy:  0.0%, test accuracy: 20.3% *
eopch:     44, train accuracy:  0.0%, test accuracy: 19.7% -
eopch:     45, train accuracy:  0.0%, test accuracy: 17.7% -
eopch:     46, train accuracy:  0.0%, test accuracy: 18.0% -
eopch:     47, train accuracy:  0.0%, test accuracy: 18.7% -
eopch:     48, train accuracy:  0.0%, test accuracy: 19.0% -
eopch:     49, train accuracy:  0.0%, test accuracy: 19.3% -
eopch:     50, train accuracy:  0.0%, test accuracy: 19.0% -
eopch:     51, train accuracy:  0.0%, test accuracy: 18.3% -
eopch:     52, train accuracy: 10.0%, test accuracy: 20.0% -
eopch:     53, train accuracy:  4.0%, test accuracy: 20.3% *
eopch:     54, train accuracy:  0.0%, test accuracy: 17.7% -
eopch:     55, train accuracy:  0.0%, test accuracy: 14.3% -
eopch:     56, train accuracy:  0.0%, test accuracy: 13.3% -
eopch:     57, train accuracy:  0.0%, test accuracy: 11.7% -
eopch:     58, train accuracy:  0.0%, test accuracy: 12.3% -
eopch:     59, train accuracy:  0.0%, test accuracy: 12.3% -
eopch:     60, train accuracy:  0.0%, test accuracy: 12.3% -
eopch:     61, train accuracy:  0.0%, test accuracy: 12.3% -
eopch:     62, train accuracy:  0.0%, test accuracy: 12.3% -
eopch:     63, train accuracy:  0.0%, test accuracy: 13.0% -
eopch:     64, train accuracy:  0.0%, test accuracy: 16.3% -
eopch:     65, train accuracy:  0.0%, test accuracy: 16.7% -
eopch:     66, train accuracy:  0.0%, test accuracy: 17.0% -
eopch:     67, train accuracy: 10.0%, test accuracy: 15.0% -
eopch:     68, train accuracy: 26.0%, test accuracy: 14.7% -
eopch:     69, train accuracy: 54.0%, test accuracy: 15.0% -
eopch:     70, train accuracy: 32.0%, test accuracy: 15.7% -
eopch:     71, train accuracy:  0.0%, test accuracy: 15.7% -
eopch:     72, train accuracy:  0.0%, test accuracy: 15.7% -
eopch:     73, train accuracy:  0.0%, test accuracy: 16.0% -
eopch:     74, train accuracy:  0.0%, test accuracy: 15.7% -
eopch:     75, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     76, train accuracy:  0.0%, test accuracy: 14.3% -
eopch:     77, train accuracy:  2.0%, test accuracy: 12.0% -
eopch:     78, train accuracy: 10.0%, test accuracy: 10.7% -
eopch:     79, train accuracy:  0.0%, test accuracy: 13.3% -
eopch:     80, train accuracy:  0.0%, test accuracy: 14.3% -
eopch:     81, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     82, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     83, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     84, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     85, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     86, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     87, train accuracy:  0.0%, test accuracy: 15.0% -
eopch:     88, train accuracy:  0.0%, test accuracy: 16.3% -
eopch:     89, train accuracy:  0.0%, test accuracy: 20.3% *
eopch:     90, train accuracy:  0.0%, test accuracy: 21.3% *
eopch:     91, train accuracy:  0.0%, test accuracy: 17.3% -
eopch:     92, train accuracy:  0.0%, test accuracy: 16.0% -
eopch:     93, train accuracy:  0.0%, test accuracy: 14.7% -
eopch:     94, train accuracy:  0.0%, test accuracy: 14.0% -
eopch:     95, train accuracy:  6.0%, test accuracy: 14.0% -
eopch:     96, train accuracy:  6.0%, test accuracy: 16.3% -
eopch:     97, train accuracy:  0.0%, test accuracy: 18.0% -
eopch:     98, train accuracy:  0.0%, test accuracy: 20.3% -
eopch:     99, train accuracy:  0.0%, test accuracy: 21.3% *
eopch:    100, train accuracy:  0.0%, test accuracy: 20.7% -
eopch:    101, train accuracy:  0.0%, test accuracy: 20.0% -
eopch:    102, train accuracy:  0.0%, test accuracy: 19.3% -
eopch:    103, train accuracy:  0.0%, test accuracy: 17.7% -
eopch:    104, train accuracy: 12.0%, test accuracy: 18.7% -
eopch:    105, train accuracy: 52.0%, test accuracy: 20.7% -
eopch:    106, train accuracy: 80.0%, test accuracy: 21.0% -
eopch:    107, train accuracy: 16.0%, test accuracy: 20.0% -
eopch:    108, train accuracy: 16.0%, test accuracy: 18.7% -
eopch:    109, train accuracy: 28.0%, test accuracy: 17.7% -
eopch:    110, train accuracy: 14.0%, test accuracy: 17.3% -
eopch:    111, train accuracy: 24.0%, test accuracy: 17.3% -
eopch:    112, train accuracy: 20.0%, test accuracy: 16.7% -
eopch:    113, train accuracy: 14.0%, test accuracy: 16.3% -
eopch:    114, train accuracy: 24.0%, test accuracy: 16.0% -
eopch:    115, train accuracy: 18.0%, test accuracy: 16.0% -
eopch:    116, train accuracy: 12.0%, test accuracy: 16.0% -
eopch:    117, train accuracy: 12.0%, test accuracy: 16.7% -
eopch:    118, train accuracy: 18.0%, test accuracy: 17.0% -
eopch:    119, train accuracy: 12.0%, test accuracy: 17.7% -
eopch:    120, train accuracy: 26.0%, test accuracy: 19.7% -
eopch:    121, train accuracy: 28.0%, test accuracy: 21.3% *
eopch:    122, train accuracy: 28.0%, test accuracy: 21.3% -
eopch:    123, train accuracy: 22.0%, test accuracy: 22.7% *
eopch:    124, train accuracy: 38.0%, test accuracy: 23.7% *
eopch:    125, train accuracy: 16.0%, test accuracy: 24.7% *
eopch:    126, train accuracy: 28.0%, test accuracy: 25.3% *
eopch:    127, train accuracy: 32.0%, test accuracy: 28.0% *
eopch:    128, train accuracy: 52.0%, test accuracy: 29.7% *
eopch:    129, train accuracy: 26.0%, test accuracy: 34.7% *
eopch:    130, train accuracy: 38.0%, test accuracy: 39.0% *
eopch:    131, train accuracy: 24.0%, test accuracy: 41.7% *
eopch:    132, train accuracy: 42.0%, test accuracy: 45.0% *
eopch:    133, train accuracy: 38.0%, test accuracy: 49.0% *
eopch:    134, train accuracy: 56.0%, test accuracy: 52.7% *
eopch:    135, train accuracy: 42.0%, test accuracy: 54.7% *
eopch:    136, train accuracy: 44.0%, test accuracy: 58.0% *
eopch:    137, train accuracy: 38.0%, test accuracy: 59.0% *
eopch:    138, train accuracy: 64.0%, test accuracy: 58.3% -
eopch:    139, train accuracy: 50.0%, test accuracy: 58.0% -
eopch:    140, train accuracy: 56.0%, test accuracy: 57.7% -
eopch:    141, train accuracy: 60.0%, test accuracy: 58.3% -
eopch:    142, train accuracy: 54.0%, test accuracy: 59.3% *
eopch:    143, train accuracy: 54.0%, test accuracy: 60.3% *
eopch:    144, train accuracy: 64.0%, test accuracy: 59.3% -
eopch:    145, train accuracy: 56.0%, test accuracy: 59.0% -
eopch:    146, train accuracy: 60.0%, test accuracy: 59.3% -
eopch:    147, train accuracy: 60.0%, test accuracy: 60.0% -
eopch:    148, train accuracy: 46.0%, test accuracy: 59.7% -
eopch:    149, train accuracy: 62.0%, test accuracy: 60.7% *
eopch:    150, train accuracy: 80.0%, test accuracy: 61.7% *
eopch:    151, train accuracy: 58.0%, test accuracy: 61.0% -
eopch:    152, train accuracy: 56.0%, test accuracy: 61.3% -
eopch:    153, train accuracy: 54.0%, test accuracy: 62.7% *
eopch:    154, train accuracy: 48.0%, test accuracy: 63.0% *
eopch:    155, train accuracy: 58.0%, test accuracy: 64.0% *
eopch:    156, train accuracy: 70.0%, test accuracy: 64.3% *
eopch:    157, train accuracy: 56.0%, test accuracy: 65.7% *
eopch:    158, train accuracy: 70.0%, test accuracy: 66.0% *
eopch:    159, train accuracy: 62.0%, test accuracy: 66.7% *
eopch:    160, train accuracy: 66.0%, test accuracy: 67.3% *
eopch:    161, train accuracy: 56.0%, test accuracy: 67.3% *
eopch:    162, train accuracy: 58.0%, test accuracy: 68.3% *
eopch:    163, train accuracy: 56.0%, test accuracy: 68.0% -
eopch:    164, train accuracy: 70.0%, test accuracy: 68.3% *
eopch:    165, train accuracy: 74.0%, test accuracy: 67.7% -
eopch:    166, train accuracy: 70.0%, test accuracy: 66.7% -
eopch:    167, train accuracy: 72.0%, test accuracy: 67.3% -
eopch:    168, train accuracy: 54.0%, test accuracy: 68.0% -
eopch:    169, train accuracy: 82.0%, test accuracy: 68.3% *
eopch:    170, train accuracy: 66.0%, test accuracy: 68.3% -
eopch:    171, train accuracy: 64.0%, test accuracy: 68.3% -
eopch:    172, train accuracy: 70.0%, test accuracy: 68.3% -
eopch:    173, train accuracy: 50.0%, test accuracy: 68.3% -
eopch:    174, train accuracy: 58.0%, test accuracy: 68.7% *
eopch:    175, train accuracy: 60.0%, test accuracy: 69.0% *
eopch:    176, train accuracy: 64.0%, test accuracy: 69.0% -
eopch:    177, train accuracy: 64.0%, test accuracy: 68.7% -
eopch:    178, train accuracy: 68.0%, test accuracy: 69.3% *
eopch:    179, train accuracy: 80.0%, test accuracy: 69.3% -
eopch:    180, train accuracy: 70.0%, test accuracy: 69.7% *
eopch:    181, train accuracy: 70.0%, test accuracy: 70.3% *
eopch:    182, train accuracy: 66.0%, test accuracy: 70.3% -
eopch:    183, train accuracy: 56.0%, test accuracy: 71.3% *
eopch:    184, train accuracy: 60.0%, test accuracy: 70.7% -
eopch:    185, train accuracy: 62.0%, test accuracy: 70.7% -
eopch:    186, train accuracy: 64.0%, test accuracy: 71.7% *
eopch:    187, train accuracy: 64.0%, test accuracy: 72.0% *
eopch:    188, train accuracy: 78.0%, test accuracy: 72.0% -
eopch:    189, train accuracy: 64.0%, test accuracy: 72.3% *
eopch:    190, train accuracy: 70.0%, test accuracy: 73.3% *
eopch:    191, train accuracy: 68.0%, test accuracy: 72.7% -
eopch:    192, train accuracy: 68.0%, test accuracy: 72.7% -
eopch:    193, train accuracy: 72.0%, test accuracy: 72.7% -
eopch:    194, train accuracy: 66.0%, test accuracy: 72.3% -
eopch:    195, train accuracy: 82.0%, test accuracy: 72.7% -
eopch:    196, train accuracy: 58.0%, test accuracy: 72.3% -
eopch:    197, train accuracy: 66.0%, test accuracy: 72.3% -
eopch:    198, train accuracy: 54.0%, test accuracy: 72.7% -
eopch:    199, train accuracy: 60.0%, test accuracy: 73.0% -
eopch:    200, train accuracy: 64.0%, test accuracy: 72.7% -
eopch:    201, train accuracy: 62.0%, test accuracy: 72.7% -
eopch:    202, train accuracy: 76.0%, test accuracy: 73.0% -
eopch:    203, train accuracy: 64.0%, test accuracy: 73.7% *
eopch:    204, train accuracy: 72.0%, test accuracy: 73.3% -
eopch:    205, train accuracy: 60.0%, test accuracy: 74.0% *
eopch:    206, train accuracy: 58.0%, test accuracy: 73.7% -
eopch:    207, train accuracy: 76.0%, test accuracy: 74.0% -
eopch:    208, train accuracy: 74.0%, test accuracy: 74.0% -
eopch:    209, train accuracy: 72.0%, test accuracy: 73.7% -
eopch:    210, train accuracy: 64.0%, test accuracy: 74.0% -
eopch:    211, train accuracy: 66.0%, test accuracy: 74.3% *
eopch:    212, train accuracy: 70.0%, test accuracy: 75.0% *
eopch:    213, train accuracy: 62.0%, test accuracy: 75.0% -
eopch:    214, train accuracy: 76.0%, test accuracy: 75.3% *
eopch:    215, train accuracy: 76.0%, test accuracy: 75.7% *
eopch:    216, train accuracy: 82.0%, test accuracy: 76.7% *
eopch:    217, train accuracy: 72.0%, test accuracy: 77.3% *
eopch:    218, train accuracy: 76.0%, test accuracy: 79.0% *
eopch:    219, train accuracy: 82.0%, test accuracy: 79.0% -
eopch:    220, train accuracy: 74.0%, test accuracy: 79.3% *
eopch:    221, train accuracy: 72.0%, test accuracy: 80.0% *
eopch:    222, train accuracy: 66.0%, test accuracy: 80.3% *
eopch:    223, train accuracy: 76.0%, test accuracy: 80.3% -
eopch:    224, train accuracy: 68.0%, test accuracy: 80.3% -
eopch:    225, train accuracy: 76.0%, test accuracy: 81.0% *
eopch:    226, train accuracy: 86.0%, test accuracy: 80.7% -
eopch:    227, train accuracy: 76.0%, test accuracy: 80.7% -
eopch:    228, train accuracy: 72.0%, test accuracy: 81.3% *
eopch:    229, train accuracy: 76.0%, test accuracy: 81.3% -
eopch:    230, train accuracy: 70.0%, test accuracy: 80.7% -
eopch:    231, train accuracy: 84.0%, test accuracy: 81.0% -
eopch:    232, train accuracy: 90.0%, test accuracy: 80.7% -
eopch:    233, train accuracy: 76.0%, test accuracy: 81.0% -
eopch:    234, train accuracy: 80.0%, test accuracy: 81.0% -
eopch:    235, train accuracy: 74.0%, test accuracy: 82.0% *
eopch:    236, train accuracy: 74.0%, test accuracy: 81.7% -
eopch:    237, train accuracy: 78.0%, test accuracy: 82.0% *
eopch:    238, train accuracy: 84.0%, test accuracy: 82.3% *
eopch:    239, train accuracy: 78.0%, test accuracy: 82.3% -
eopch:    240, train accuracy: 72.0%, test accuracy: 82.7% *
eopch:    241, train accuracy: 78.0%, test accuracy: 82.3% -
eopch:    242, train accuracy: 76.0%, test accuracy: 82.3% -
eopch:    243, train accuracy: 70.0%, test accuracy: 82.7% -
eopch:    244, train accuracy: 78.0%, test accuracy: 82.7% -
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eopch:    246, train accuracy: 84.0%, test accuracy: 82.7% -
eopch:    247, train accuracy: 78.0%, test accuracy: 83.7% *
eopch:    248, train accuracy: 70.0%, test accuracy: 83.7% -
eopch:    249, train accuracy: 66.0%, test accuracy: 83.7% -
eopch:    250, train accuracy: 70.0%, test accuracy: 84.3% *
eopch:    251, train accuracy: 80.0%, test accuracy: 84.7% *
eopch:    252, train accuracy: 88.0%, test accuracy: 84.7% -
eopch:    253, train accuracy: 72.0%, test accuracy: 84.7% -
eopch:    254, train accuracy: 82.0%, test accuracy: 84.7% -
eopch:    255, train accuracy: 78.0%, test accuracy: 84.3% -
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eopch:    257, train accuracy: 68.0%, test accuracy: 84.3% -
eopch:    258, train accuracy: 84.0%, test accuracy: 84.3% -
eopch:    259, train accuracy: 76.0%, test accuracy: 84.3% -
eopch:    260, train accuracy: 72.0%, test accuracy: 84.7% -
eopch:    261, train accuracy: 74.0%, test accuracy: 84.7% -
eopch:    262, train accuracy: 86.0%, test accuracy: 84.7% -
eopch:    263, train accuracy: 76.0%, test accuracy: 83.3% -
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eopch:    265, train accuracy: 74.0%, test accuracy: 82.3% -
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eopch:    268, train accuracy: 80.0%, test accuracy: 81.0% -
eopch:    269, train accuracy: 68.0%, test accuracy: 81.3% -
eopch:    270, train accuracy: 82.0%, test accuracy: 79.7% -
eopch:    271, train accuracy: 72.0%, test accuracy: 79.7% -
eopch:    272, train accuracy: 82.0%, test accuracy: 79.7% -
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eopch:    274, train accuracy: 78.0%, test accuracy: 79.3% -
eopch:    275, train accuracy: 70.0%, test accuracy: 79.7% -
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eopch:    278, train accuracy: 70.0%, test accuracy: 82.7% -
eopch:    279, train accuracy: 70.0%, test accuracy: 83.3% -
eopch:    280, train accuracy: 90.0%, test accuracy: 83.7% -
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eopch:    283, train accuracy: 76.0%, test accuracy: 84.0% -
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eopch:    289, train accuracy: 84.0%, test accuracy: 83.7% -
eopch:    290, train accuracy: 78.0%, test accuracy: 84.0% -
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eopch:    292, train accuracy: 80.0%, test accuracy: 83.3% -
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eopch:    297, train accuracy: 68.0%, test accuracy: 83.3% -
eopch:    298, train accuracy: 76.0%, test accuracy: 85.0% *
eopch:    299, train accuracy: 82.0%, test accuracy: 86.3% *
eopch:    300, train accuracy: 90.0%, test accuracy: 86.7% *
eopch:    301, train accuracy: 86.0%, test accuracy: 86.7% -
eopch:    302, train accuracy: 80.0%, test accuracy: 86.7% -
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eopch:    305, train accuracy: 78.0%, test accuracy: 86.7% -
eopch:    306, train accuracy: 80.0%, test accuracy: 86.3% -
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eopch:    308, train accuracy: 88.0%, test accuracy: 86.0% -
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eopch:    310, train accuracy: 74.0%, test accuracy: 86.3% -
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eopch:    323, train accuracy: 82.0%, test accuracy: 86.7% -
eopch:    324, train accuracy: 84.0%, test accuracy: 86.7% -
eopch:    325, train accuracy: 86.0%, test accuracy: 87.0% *
eopch:    326, train accuracy: 84.0%, test accuracy: 87.7% *
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eopch:    328, train accuracy: 70.0%, test accuracy: 87.3% -
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eopch:    336, train accuracy: 74.0%, test accuracy: 86.3% -
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eopch:    338, train accuracy: 80.0%, test accuracy: 86.7% -
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eopch:    352, train accuracy: 92.0%, test accuracy: 84.7% -
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eopch:    355, train accuracy: 82.0%, test accuracy: 85.3% -
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eopch:    357, train accuracy: 90.0%, test accuracy: 85.0% -
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eopch:    360, train accuracy: 80.0%, test accuracy: 87.0% -
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eopch:    362, train accuracy: 78.0%, test accuracy: 87.3% -
eopch:    363, train accuracy: 82.0%, test accuracy: 88.3% *
eopch:    364, train accuracy: 76.0%, test accuracy: 88.7% *
eopch:    365, train accuracy: 82.0%, test accuracy: 88.7% -
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eopch:    367, train accuracy: 78.0%, test accuracy: 88.7% -
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eopch:    369, train accuracy: 78.0%, test accuracy: 89.3% *
eopch:    370, train accuracy: 84.0%, test accuracy: 89.7% *
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eopch:    395, train accuracy: 90.0%, test accuracy: 84.7% -
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eopch:    406, train accuracy: 80.0%, test accuracy: 89.3% -
eopch:    407, train accuracy: 80.0%, test accuracy: 89.7% *
eopch:    408, train accuracy: 88.0%, test accuracy: 89.7% -
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eopch:    410, train accuracy: 92.0%, test accuracy: 90.3% -
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eopch:    414, train accuracy: 78.0%, test accuracy: 89.3% -
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eopch:    436, train accuracy: 90.0%, test accuracy: 90.7% *
eopch:    437, train accuracy: 92.0%, test accuracy: 90.7% -
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eopch:    439, train accuracy: 82.0%, test accuracy: 91.0% *
eopch:    440, train accuracy: 94.0%, test accuracy: 90.7% -
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eopch:    448, train accuracy: 84.0%, test accuracy: 88.3% -
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eopch:    500, train accuracy: 82.0%, test accuracy: 90.3% -
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eopch:    510, train accuracy: 92.0%, test accuracy: 88.3% -
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eopch:    516, train accuracy: 94.0%, test accuracy: 90.7% -
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eopch:    519, train accuracy: 86.0%, test accuracy: 89.7% -
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eopch:    547, train accuracy: 74.0%, test accuracy: 89.7% -
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eopch:    550, train accuracy: 90.0%, test accuracy: 90.7% -
eopch:    551, train accuracy: 86.0%, test accuracy: 91.3% *
eopch:    552, train accuracy: 90.0%, test accuracy: 91.3% -
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eopch:    554, train accuracy: 96.0%, test accuracy: 90.7% -
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eopch:    561, train accuracy: 84.0%, test accuracy: 90.3% -
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eopch:    567, train accuracy: 94.0%, test accuracy: 90.0% -
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eopch:    569, train accuracy: 80.0%, test accuracy: 91.7% *
eopch:    570, train accuracy: 86.0%, test accuracy: 91.3% -
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eopch:    572, train accuracy: 86.0%, test accuracy: 91.7% -
eopch:    573, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    574, train accuracy: 88.0%, test accuracy: 90.7% -
eopch:    575, train accuracy: 88.0%, test accuracy: 90.7% -
eopch:    576, train accuracy: 90.0%, test accuracy: 90.3% -
eopch:    577, train accuracy: 94.0%, test accuracy: 90.0% -
eopch:    578, train accuracy: 92.0%, test accuracy: 89.7% -
eopch:    579, train accuracy: 86.0%, test accuracy: 88.7% -
eopch:    580, train accuracy: 90.0%, test accuracy: 88.0% -
eopch:    581, train accuracy: 92.0%, test accuracy: 88.0% -
eopch:    582, train accuracy: 88.0%, test accuracy: 88.3% -
eopch:    583, train accuracy: 88.0%, test accuracy: 88.7% -
eopch:    584, train accuracy: 86.0%, test accuracy: 88.3% -
eopch:    585, train accuracy: 88.0%, test accuracy: 88.3% -
eopch:    586, train accuracy: 88.0%, test accuracy: 88.3% -
eopch:    587, train accuracy: 80.0%, test accuracy: 89.3% -
eopch:    588, train accuracy: 86.0%, test accuracy: 89.7% -
eopch:    589, train accuracy: 90.0%, test accuracy: 90.3% -
eopch:    590, train accuracy: 94.0%, test accuracy: 90.0% -
eopch:    591, train accuracy: 78.0%, test accuracy: 90.3% -
eopch:    592, train accuracy: 84.0%, test accuracy: 90.3% -
eopch:    593, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    594, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    595, train accuracy: 76.0%, test accuracy: 92.0% *
eopch:    596, train accuracy: 78.0%, test accuracy: 92.7% *
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eopch:    598, train accuracy: 86.0%, test accuracy: 91.7% -
eopch:    599, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    600, train accuracy: 92.0%, test accuracy: 91.7% -
eopch:    601, train accuracy: 84.0%, test accuracy: 91.7% -
eopch:    602, train accuracy: 84.0%, test accuracy: 91.7% -
eopch:    603, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    604, train accuracy: 86.0%, test accuracy: 92.3% -
eopch:    605, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    606, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:    607, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    608, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    609, train accuracy: 82.0%, test accuracy: 92.0% -
eopch:    610, train accuracy: 92.0%, test accuracy: 91.7% -
eopch:    611, train accuracy: 82.0%, test accuracy: 91.7% -
eopch:    612, train accuracy: 80.0%, test accuracy: 91.3% -
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eopch:    614, train accuracy: 82.0%, test accuracy: 91.3% -
eopch:    615, train accuracy: 88.0%, test accuracy: 91.0% -
eopch:    616, train accuracy: 86.0%, test accuracy: 91.3% -
eopch:    617, train accuracy: 86.0%, test accuracy: 91.3% -
eopch:    618, train accuracy: 84.0%, test accuracy: 91.0% -
eopch:    619, train accuracy: 94.0%, test accuracy: 90.7% -
eopch:    620, train accuracy: 86.0%, test accuracy: 90.3% -
eopch:    621, train accuracy: 82.0%, test accuracy: 90.0% -
eopch:    622, train accuracy: 88.0%, test accuracy: 90.3% -
eopch:    623, train accuracy: 76.0%, test accuracy: 90.0% -
eopch:    624, train accuracy: 90.0%, test accuracy: 90.0% -
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eopch:    626, train accuracy: 98.0%, test accuracy: 89.7% -
eopch:    627, train accuracy: 86.0%, test accuracy: 90.0% -
eopch:    628, train accuracy: 88.0%, test accuracy: 89.7% -
eopch:    629, train accuracy: 82.0%, test accuracy: 89.0% -
eopch:    630, train accuracy: 80.0%, test accuracy: 89.0% -
eopch:    631, train accuracy: 78.0%, test accuracy: 89.7% -
eopch:    632, train accuracy: 84.0%, test accuracy: 89.7% -
eopch:    633, train accuracy: 80.0%, test accuracy: 89.7% -
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eopch:    648, train accuracy: 80.0%, test accuracy: 92.7% -
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eopch:    652, train accuracy: 98.0%, test accuracy: 91.7% -
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eopch:    663, train accuracy: 88.0%, test accuracy: 90.3% -
eopch:    664, train accuracy: 92.0%, test accuracy: 90.3% -
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eopch:    669, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    670, train accuracy: 88.0%, test accuracy: 91.0% -
eopch:    671, train accuracy: 96.0%, test accuracy: 90.7% -
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eopch:    673, train accuracy: 88.0%, test accuracy: 89.7% -
eopch:    674, train accuracy: 90.0%, test accuracy: 89.7% -
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eopch:    678, train accuracy: 92.0%, test accuracy: 89.7% -
eopch:    679, train accuracy: 82.0%, test accuracy: 89.7% -
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eopch:    683, train accuracy: 96.0%, test accuracy: 89.3% -
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eopch:    704, train accuracy: 90.0%, test accuracy: 91.3% -
eopch:    705, train accuracy: 90.0%, test accuracy: 91.7% -
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eopch:    709, train accuracy: 88.0%, test accuracy: 90.7% -
eopch:    710, train accuracy: 88.0%, test accuracy: 91.0% -
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eopch:    712, train accuracy: 86.0%, test accuracy: 91.7% -
eopch:    713, train accuracy: 94.0%, test accuracy: 92.0% -
eopch:    714, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    715, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:    716, train accuracy: 90.0%, test accuracy: 92.0% -
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eopch:    718, train accuracy: 90.0%, test accuracy: 91.0% -
eopch:    719, train accuracy: 90.0%, test accuracy: 91.0% -
eopch:    720, train accuracy: 86.0%, test accuracy: 91.0% -
eopch:    721, train accuracy: 88.0%, test accuracy: 91.0% -
eopch:    722, train accuracy: 88.0%, test accuracy: 91.0% -
eopch:    723, train accuracy: 94.0%, test accuracy: 91.0% -
eopch:    724, train accuracy: 86.0%, test accuracy: 91.3% -
eopch:    725, train accuracy: 94.0%, test accuracy: 91.0% -
eopch:    726, train accuracy: 82.0%, test accuracy: 91.0% -
eopch:    727, train accuracy: 96.0%, test accuracy: 91.0% -
eopch:    728, train accuracy: 88.0%, test accuracy: 90.3% -
eopch:    729, train accuracy: 92.0%, test accuracy: 90.3% -
eopch:    730, train accuracy: 92.0%, test accuracy: 90.7% -
eopch:    731, train accuracy: 86.0%, test accuracy: 90.3% -
eopch:    732, train accuracy: 84.0%, test accuracy: 90.3% -
eopch:    733, train accuracy: 90.0%, test accuracy: 90.3% -
eopch:    734, train accuracy: 90.0%, test accuracy: 90.3% -
eopch:    735, train accuracy: 90.0%, test accuracy: 90.3% -
eopch:    736, train accuracy: 90.0%, test accuracy: 91.0% -
eopch:    737, train accuracy: 88.0%, test accuracy: 90.3% -
eopch:    738, train accuracy: 86.0%, test accuracy: 90.3% -
eopch:    739, train accuracy: 86.0%, test accuracy: 90.3% -
eopch:    740, train accuracy: 90.0%, test accuracy: 90.3% -
eopch:    741, train accuracy: 86.0%, test accuracy: 91.0% -
eopch:    742, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    743, train accuracy: 90.0%, test accuracy: 91.3% -
eopch:    744, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    745, train accuracy: 80.0%, test accuracy: 91.3% -
eopch:    746, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    747, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    748, train accuracy: 82.0%, test accuracy: 91.3% -
eopch:    749, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    750, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    751, train accuracy: 82.0%, test accuracy: 92.3% -
eopch:    752, train accuracy: 82.0%, test accuracy: 92.3% -
eopch:    753, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:    754, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:    755, train accuracy: 86.0%, test accuracy: 93.0% *
eopch:    756, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    757, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    758, train accuracy: 90.0%, test accuracy: 92.7% -
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eopch:    760, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    761, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:    762, train accuracy: 84.0%, test accuracy: 92.7% -
eopch:    763, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:    764, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    765, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    766, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    767, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:    768, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    769, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    770, train accuracy: 82.0%, test accuracy: 92.3% -
eopch:    771, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:    772, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:    773, train accuracy: 84.0%, test accuracy: 92.7% -
eopch:    774, train accuracy: 84.0%, test accuracy: 92.7% -
eopch:    775, train accuracy: 84.0%, test accuracy: 92.0% -
eopch:    776, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    777, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:    778, train accuracy: 82.0%, test accuracy: 92.3% -
eopch:    779, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:    780, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    781, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    782, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    783, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    784, train accuracy: 94.0%, test accuracy: 92.0% -
eopch:    785, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    786, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:    787, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:    788, train accuracy: 78.0%, test accuracy: 92.0% -
eopch:    789, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:    790, train accuracy: 84.0%, test accuracy: 91.7% -
eopch:    791, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    792, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:    793, train accuracy: 84.0%, test accuracy: 93.0% -
eopch:    794, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:    795, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:    796, train accuracy: 86.0%, test accuracy: 92.7% -
eopch:    797, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:    798, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    799, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    800, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:    801, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    802, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:    803, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:    804, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    805, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    806, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    807, train accuracy: 80.0%, test accuracy: 92.7% -
eopch:    808, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:    809, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    810, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:    811, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    812, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:    813, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:    814, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    815, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    816, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    817, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    818, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    819, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    820, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    821, train accuracy: 90.0%, test accuracy: 91.0% -
eopch:    822, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    823, train accuracy: 82.0%, test accuracy: 91.0% -
eopch:    824, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    825, train accuracy: 94.0%, test accuracy: 91.0% -
eopch:    826, train accuracy: 94.0%, test accuracy: 91.0% -
eopch:    827, train accuracy: 96.0%, test accuracy: 91.3% -
eopch:    828, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    829, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    830, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    831, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    832, train accuracy: 92.0%, test accuracy: 91.7% -
eopch:    833, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    834, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    835, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    836, train accuracy: 80.0%, test accuracy: 92.3% -
eopch:    837, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    838, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:    839, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    840, train accuracy: 86.0%, test accuracy: 92.3% -
eopch:    841, train accuracy: 86.0%, test accuracy: 91.7% -
eopch:    842, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    843, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    844, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    845, train accuracy: 82.0%, test accuracy: 91.3% -
eopch:    846, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    847, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:    848, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    849, train accuracy: 80.0%, test accuracy: 92.3% -
eopch:    850, train accuracy: 96.0%, test accuracy: 92.0% -
eopch:    851, train accuracy: 90.0%, test accuracy: 91.3% -
eopch:    852, train accuracy: 88.0%, test accuracy: 91.3% -
eopch:    853, train accuracy: 86.0%, test accuracy: 92.3% -
eopch:    854, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    855, train accuracy: 82.0%, test accuracy: 91.7% -
eopch:    856, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    857, train accuracy: 90.0%, test accuracy: 91.3% -
eopch:    858, train accuracy: 86.0%, test accuracy: 91.3% -
eopch:    859, train accuracy: 86.0%, test accuracy: 91.7% -
eopch:    860, train accuracy: 92.0%, test accuracy: 91.3% -
eopch:    861, train accuracy: 92.0%, test accuracy: 91.3% -
eopch:    862, train accuracy: 90.0%, test accuracy: 91.0% -
eopch:    863, train accuracy: 96.0%, test accuracy: 90.7% -
eopch:    864, train accuracy: 88.0%, test accuracy: 90.7% -
eopch:    865, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    866, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    867, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    868, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:    869, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    870, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    871, train accuracy: 84.0%, test accuracy: 92.0% -
eopch:    872, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    873, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:    874, train accuracy: 76.0%, test accuracy: 92.3% -
eopch:    875, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    876, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:    877, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:    878, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:    879, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    880, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    881, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    882, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:    883, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:    884, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:    885, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:    886, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:    887, train accuracy: 84.0%, test accuracy: 92.0% -
eopch:    888, train accuracy: 96.0%, test accuracy: 91.3% -
eopch:    889, train accuracy: 86.0%, test accuracy: 91.3% -
eopch:    890, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    891, train accuracy: 96.0%, test accuracy: 91.0% -
eopch:    892, train accuracy: 90.0%, test accuracy: 91.0% -
eopch:    893, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    894, train accuracy: 88.0%, test accuracy: 91.3% -
eopch:    895, train accuracy: 96.0%, test accuracy: 91.7% -
eopch:    896, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    897, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    898, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    899, train accuracy: 92.0%, test accuracy: 91.3% -
eopch:    900, train accuracy: 98.0%, test accuracy: 92.0% -
eopch:    901, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:    902, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    903, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    904, train accuracy: 90.0%, test accuracy: 93.3% *
eopch:    905, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:    906, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:    907, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:    908, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:    909, train accuracy: 84.0%, test accuracy: 92.7% -
eopch:    910, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    911, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    912, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    913, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    914, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    915, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    916, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    917, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    918, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    919, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    920, train accuracy: 98.0%, test accuracy: 91.7% -
eopch:    921, train accuracy: 92.0%, test accuracy: 91.7% -
eopch:    922, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:    923, train accuracy: 84.0%, test accuracy: 91.7% -
eopch:    924, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    925, train accuracy: 96.0%, test accuracy: 91.7% -
eopch:    926, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    927, train accuracy: 88.0%, test accuracy: 91.3% -
eopch:    928, train accuracy: 88.0%, test accuracy: 91.3% -
eopch:    929, train accuracy: 90.0%, test accuracy: 90.7% -
eopch:    930, train accuracy: 98.0%, test accuracy: 90.7% -
eopch:    931, train accuracy: 94.0%, test accuracy: 91.0% -
eopch:    932, train accuracy: 90.0%, test accuracy: 90.7% -
eopch:    933, train accuracy: 92.0%, test accuracy: 90.7% -
eopch:    934, train accuracy: 84.0%, test accuracy: 90.7% -
eopch:    935, train accuracy: 86.0%, test accuracy: 90.7% -
eopch:    936, train accuracy: 96.0%, test accuracy: 90.3% -
eopch:    937, train accuracy: 90.0%, test accuracy: 90.7% -
eopch:    938, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    939, train accuracy: 92.0%, test accuracy: 91.3% -
eopch:    940, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    941, train accuracy: 86.0%, test accuracy: 92.7% -
eopch:    942, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:    943, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    944, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    945, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:    946, train accuracy: 82.0%, test accuracy: 92.7% -
eopch:    947, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:    948, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:    949, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:    950, train accuracy: 88.0%, test accuracy: 93.7% *
eopch:    951, train accuracy: 94.0%, test accuracy: 92.0% -
eopch:    952, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:    953, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:    954, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:    955, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:    956, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:    957, train accuracy: 88.0%, test accuracy: 93.3% -
eopch:    958, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:    959, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:    960, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:    961, train accuracy: 84.0%, test accuracy: 92.7% -
eopch:    962, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    963, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    964, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:    965, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:    966, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:    967, train accuracy: 96.0%, test accuracy: 92.0% -
eopch:    968, train accuracy: 98.0%, test accuracy: 91.0% -
eopch:    969, train accuracy: 92.0%, test accuracy: 91.0% -
eopch:    970, train accuracy: 94.0%, test accuracy: 91.3% -
eopch:    971, train accuracy: 90.0%, test accuracy: 91.3% -
eopch:    972, train accuracy: 94.0%, test accuracy: 91.7% -
eopch:    973, train accuracy: 94.0%, test accuracy: 91.7% -
eopch:    974, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    975, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    976, train accuracy: 98.0%, test accuracy: 92.0% -
eopch:    977, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:    978, train accuracy: 94.0%, test accuracy: 91.7% -
eopch:    979, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:    980, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:    981, train accuracy: 94.0%, test accuracy: 92.0% -
eopch:    982, train accuracy: 84.0%, test accuracy: 91.7% -
eopch:    983, train accuracy: 86.0%, test accuracy: 91.7% -
eopch:    984, train accuracy: 92.0%, test accuracy: 91.7% -
eopch:    985, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    986, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:    987, train accuracy: 86.0%, test accuracy: 92.3% -
eopch:    988, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:    989, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:    990, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:    991, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:    992, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:    993, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:    994, train accuracy: 96.0%, test accuracy: 92.0% -
eopch:    995, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:    996, train accuracy: 84.0%, test accuracy: 91.7% -
eopch:    997, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:    998, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:    999, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1000, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1001, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:   1002, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1003, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1004, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1005, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1006, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1007, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:   1008, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:   1009, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1010, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:   1011, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1012, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:   1013, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1014, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1015, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1016, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1017, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1018, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1019, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1020, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1021, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1022, train accuracy: 86.0%, test accuracy: 92.7% -
eopch:   1023, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1024, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1025, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1026, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1027, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1028, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1029, train accuracy: 84.0%, test accuracy: 92.0% -
eopch:   1030, train accuracy: 94.0%, test accuracy: 92.0% -
eopch:   1031, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:   1032, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:   1033, train accuracy: 94.0%, test accuracy: 92.0% -
eopch:   1034, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:   1035, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1036, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1037, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1038, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1039, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1040, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1041, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1042, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1043, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:   1044, train accuracy: 88.0%, test accuracy: 92.0% -
eopch:   1045, train accuracy: 94.0%, test accuracy: 92.0% -
eopch:   1046, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:   1047, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1048, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1049, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1050, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1051, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1052, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:   1053, train accuracy: 90.0%, test accuracy: 91.3% -
eopch:   1054, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:   1055, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1056, train accuracy: 82.0%, test accuracy: 92.7% -
eopch:   1057, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1058, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1059, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:   1060, train accuracy: 94.0%, test accuracy: 91.7% -
eopch:   1061, train accuracy: 90.0%, test accuracy: 91.7% -
eopch:   1062, train accuracy: 96.0%, test accuracy: 91.7% -
eopch:   1063, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1064, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1065, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1066, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1067, train accuracy: 84.0%, test accuracy: 92.7% -
eopch:   1068, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1069, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1070, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1071, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1072, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1073, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1074, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1075, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1076, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1077, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1078, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1079, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1080, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1081, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1082, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1083, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1084, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1085, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1086, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1087, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1088, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1089, train accuracy: 80.0%, test accuracy: 92.3% -
eopch:   1090, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1091, train accuracy: 92.0%, test accuracy: 92.0% -
eopch:   1092, train accuracy: 96.0%, test accuracy: 91.7% -
eopch:   1093, train accuracy: 96.0%, test accuracy: 91.7% -
eopch:   1094, train accuracy: 92.0%, test accuracy: 91.7% -
eopch:   1095, train accuracy: 88.0%, test accuracy: 91.7% -
eopch:   1096, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:   1097, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1098, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:   1099, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1100, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1101, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1102, train accuracy: 86.0%, test accuracy: 92.3% -
eopch:   1103, train accuracy: 96.0%, test accuracy: 92.0% -
eopch:   1104, train accuracy: 84.0%, test accuracy: 92.0% -
eopch:   1105, train accuracy: 90.0%, test accuracy: 92.0% -
eopch:   1106, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:   1107, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1108, train accuracy: 82.0%, test accuracy: 92.3% -
eopch:   1109, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1110, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1111, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1112, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1113, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1114, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1115, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1116, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1117, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1118, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1119, train accuracy: 94.0%, test accuracy: 93.7% *
eopch:   1120, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1121, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1122, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1123, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1124, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1125, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1126, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1127, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1128, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1129, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1130, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1131, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1132, train accuracy: 88.0%, test accuracy: 93.3% -
eopch:   1133, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1134, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1135, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1136, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1137, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1138, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1139, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1140, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1141, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:   1142, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1143, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1144, train accuracy: 84.0%, test accuracy: 92.7% -
eopch:   1145, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1146, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1147, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:   1148, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1149, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1150, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1151, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1152, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1153, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1154, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1155, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1156, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1157, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1158, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1159, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1160, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1161, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1162, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1163, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1164, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1165, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1166, train accuracy: 94.0%, test accuracy: 94.0% *
eopch:   1167, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1168, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1169, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1170, train accuracy: 88.0%, test accuracy: 93.7% -
eopch:   1171, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1172, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1173, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1174, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1175, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1176, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1177, train accuracy: 88.0%, test accuracy: 93.7% -
eopch:   1178, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1179, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1180, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1181, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1182, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1183, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1184, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1185, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1186, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1187, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1188, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1189, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1190, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1191, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1192, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1193, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1194, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1195, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1196, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1197, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1198, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1199, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1200, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1201, train accuracy:100.0%, test accuracy: 92.7% -
eopch:   1202, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1203, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1204, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1205, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1206, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1207, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1208, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1209, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1210, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1211, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1212, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1213, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1214, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1215, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1216, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1217, train accuracy: 90.0%, test accuracy: 92.3% -
eopch:   1218, train accuracy:100.0%, test accuracy: 92.3% -
eopch:   1219, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1220, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1221, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1222, train accuracy: 86.0%, test accuracy: 92.3% -
eopch:   1223, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1224, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1225, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1226, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1227, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1228, train accuracy: 98.0%, test accuracy: 92.3% -
eopch:   1229, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1230, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1231, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1232, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1233, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1234, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1235, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1236, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1237, train accuracy: 84.0%, test accuracy: 93.0% -
eopch:   1238, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1239, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1240, train accuracy: 98.0%, test accuracy: 92.3% -
eopch:   1241, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1242, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1243, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1244, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1245, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1246, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1247, train accuracy: 84.0%, test accuracy: 93.0% -
eopch:   1248, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1249, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1250, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1251, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1252, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1253, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1254, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1255, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1256, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1257, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1258, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1259, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1260, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1261, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1262, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1263, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1264, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1265, train accuracy: 84.0%, test accuracy: 93.3% -
eopch:   1266, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1267, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1268, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1269, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1270, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1271, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1272, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1273, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1274, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1275, train accuracy: 84.0%, test accuracy: 92.3% -
eopch:   1276, train accuracy: 98.0%, test accuracy: 92.3% -
eopch:   1277, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1278, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1279, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1280, train accuracy: 86.0%, test accuracy: 93.3% -
eopch:   1281, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1282, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1283, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1284, train accuracy: 98.0%, test accuracy: 92.0% -
eopch:   1285, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1286, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1287, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1288, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1289, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1290, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1291, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1292, train accuracy: 86.0%, test accuracy: 93.7% -
eopch:   1293, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1294, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1295, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1296, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1297, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1298, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1299, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1300, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1301, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1302, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1303, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1304, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1305, train accuracy: 98.0%, test accuracy: 94.0% *
eopch:   1306, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1307, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1308, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1309, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1310, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1311, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1312, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1313, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1314, train accuracy: 98.0%, test accuracy: 92.3% -
eopch:   1315, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1316, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1317, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1318, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1319, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1320, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1321, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1322, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1323, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1324, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1325, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1326, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1327, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1328, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1329, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1330, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1331, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1332, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1333, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1334, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1335, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1336, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1337, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1338, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1339, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1340, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1341, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1342, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1343, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1344, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1345, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1346, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1347, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1348, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1349, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1350, train accuracy: 84.0%, test accuracy: 93.0% -
eopch:   1351, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1352, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1353, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1354, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1355, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1356, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1357, train accuracy: 90.0%, test accuracy: 94.7% *
eopch:   1358, train accuracy: 90.0%, test accuracy: 94.7% -
eopch:   1359, train accuracy:100.0%, test accuracy: 95.0% *
eopch:   1360, train accuracy: 94.0%, test accuracy: 95.0% -
eopch:   1361, train accuracy: 82.0%, test accuracy: 95.3% *
eopch:   1362, train accuracy: 94.0%, test accuracy: 95.3% -
eopch:   1363, train accuracy: 90.0%, test accuracy: 95.0% -
eopch:   1364, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1365, train accuracy: 90.0%, test accuracy: 94.7% -
eopch:   1366, train accuracy: 92.0%, test accuracy: 94.3% -
eopch:   1367, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1368, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1369, train accuracy: 94.0%, test accuracy: 92.3% -
eopch:   1370, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1371, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1372, train accuracy:100.0%, test accuracy: 92.7% -
eopch:   1373, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1374, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1375, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1376, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1377, train accuracy: 88.0%, test accuracy: 92.3% -
eopch:   1378, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   1379, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1380, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1381, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1382, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1383, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1384, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1385, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1386, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1387, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1388, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1389, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1390, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1391, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1392, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1393, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1394, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1395, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1396, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1397, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1398, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1399, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1400, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1401, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1402, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1403, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1404, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1405, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1406, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1407, train accuracy: 88.0%, test accuracy: 92.7% -
eopch:   1408, train accuracy: 90.0%, test accuracy: 92.7% -
eopch:   1409, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1410, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1411, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1412, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1413, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1414, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1415, train accuracy: 92.0%, test accuracy: 94.3% -
eopch:   1416, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1417, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1418, train accuracy: 90.0%, test accuracy: 94.3% -
eopch:   1419, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1420, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1421, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1422, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1423, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1424, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1425, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1426, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1427, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1428, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1429, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1430, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1431, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1432, train accuracy: 88.0%, test accuracy: 93.3% -
eopch:   1433, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1434, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1435, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1436, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1437, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1438, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1439, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1440, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1441, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1442, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1443, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1444, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1445, train accuracy: 86.0%, test accuracy: 92.3% -
eopch:   1446, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1447, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1448, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1449, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1450, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1451, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1452, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1453, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1454, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1455, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1456, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1457, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1458, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1459, train accuracy: 88.0%, test accuracy: 94.3% -
eopch:   1460, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1461, train accuracy: 92.0%, test accuracy: 94.3% -
eopch:   1462, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1463, train accuracy: 88.0%, test accuracy: 94.0% -
eopch:   1464, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1465, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1466, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1467, train accuracy: 88.0%, test accuracy: 93.7% -
eopch:   1468, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1469, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1470, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1471, train accuracy: 88.0%, test accuracy: 93.7% -
eopch:   1472, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1473, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1474, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1475, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1476, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1477, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1478, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1479, train accuracy: 88.0%, test accuracy: 93.0% -
eopch:   1480, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1481, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1482, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1483, train accuracy: 92.0%, test accuracy: 92.3% -
eopch:   1484, train accuracy:100.0%, test accuracy: 92.7% -
eopch:   1485, train accuracy: 98.0%, test accuracy: 92.3% -
eopch:   1486, train accuracy: 86.0%, test accuracy: 92.0% -
eopch:   1487, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1488, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1489, train accuracy: 98.0%, test accuracy: 92.3% -
eopch:   1490, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1491, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1492, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1493, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1494, train accuracy: 86.0%, test accuracy: 93.0% -
eopch:   1495, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1496, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1497, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1498, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1499, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1500, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1501, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   1502, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1503, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1504, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1505, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1506, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1507, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1508, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1509, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1510, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1511, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1512, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1513, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1514, train accuracy: 88.0%, test accuracy: 93.7% -
eopch:   1515, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1516, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1517, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1518, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1519, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1520, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1521, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1522, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1523, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1524, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1525, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1526, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1527, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1528, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1529, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1530, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1531, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1532, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1533, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1534, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1535, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1536, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1537, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1538, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1539, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1540, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1541, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1542, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1543, train accuracy: 88.0%, test accuracy: 93.3% -
eopch:   1544, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1545, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1546, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1547, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1548, train accuracy: 86.0%, test accuracy: 93.3% -
eopch:   1549, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1550, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1551, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1552, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1553, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1554, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1555, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1556, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1557, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1558, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1559, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1560, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1561, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1562, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1563, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1564, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1565, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1566, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1567, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1568, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1569, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1570, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1571, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1572, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1573, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1574, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1575, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1576, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1577, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1578, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1579, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1580, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1581, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1582, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1583, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1584, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1585, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1586, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1587, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1588, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1589, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1590, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1591, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1592, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1593, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1594, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1595, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1596, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1597, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1598, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1599, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1600, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1601, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1602, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1603, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1604, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1605, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1606, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1607, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1608, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1609, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1610, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1611, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1612, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1613, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1614, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1615, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1616, train accuracy: 88.0%, test accuracy: 93.3% -
eopch:   1617, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1618, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1619, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1620, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1621, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1622, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1623, train accuracy: 90.0%, test accuracy: 94.3% -
eopch:   1624, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   1625, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1626, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   1627, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1628, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1629, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1630, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1631, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1632, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1633, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1634, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1635, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1636, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1637, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1638, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1639, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1640, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1641, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1642, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1643, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1644, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1645, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1646, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1647, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1648, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1649, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1650, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1651, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1652, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1653, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1654, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1655, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1656, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1657, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1658, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1659, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1660, train accuracy: 88.0%, test accuracy: 93.3% -
eopch:   1661, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1662, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1663, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1664, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1665, train accuracy: 88.0%, test accuracy: 93.3% -
eopch:   1666, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1667, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1668, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1669, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1670, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1671, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1672, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1673, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1674, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1675, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1676, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1677, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1678, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1679, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1680, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   1681, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1682, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1683, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1684, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1685, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1686, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1687, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1688, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1689, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1690, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1691, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1692, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1693, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1694, train accuracy: 88.0%, test accuracy: 93.7% -
eopch:   1695, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1696, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1697, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1698, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1699, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1700, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1701, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1702, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1703, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1704, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1705, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1706, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1707, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1708, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1709, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1710, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1711, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1712, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1713, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1714, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1715, train accuracy: 90.0%, test accuracy: 93.0% -
eopch:   1716, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1717, train accuracy: 92.0%, test accuracy: 93.0% -
eopch:   1718, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1719, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1720, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1721, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1722, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1723, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1724, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1725, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1726, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1727, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1728, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1729, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1730, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1731, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1732, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1733, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1734, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1735, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1736, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1737, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1738, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1739, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1740, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1741, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1742, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1743, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1744, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1745, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1746, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1747, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1748, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1749, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1750, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1751, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1752, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1753, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   1754, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1755, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1756, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1757, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1758, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1759, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1760, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1761, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1762, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1763, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1764, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1765, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1766, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1767, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1768, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1769, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1770, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1771, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1772, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1773, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1774, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1775, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1776, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1777, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1778, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1779, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1780, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1781, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1782, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1783, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1784, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1785, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1786, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1787, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1788, train accuracy: 90.0%, test accuracy: 94.3% -
eopch:   1789, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1790, train accuracy: 92.0%, test accuracy: 94.3% -
eopch:   1791, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1792, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1793, train accuracy: 90.0%, test accuracy: 94.3% -
eopch:   1794, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1795, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1796, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   1797, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1798, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1799, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1800, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1801, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1802, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1803, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   1804, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1805, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1806, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1807, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1808, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1809, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1810, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1811, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1812, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1813, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1814, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1815, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1816, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1817, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1818, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1819, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1820, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1821, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1822, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1823, train accuracy: 90.0%, test accuracy: 94.7% -
eopch:   1824, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1825, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1826, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1827, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1828, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1829, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1830, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1831, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1832, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1833, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1834, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1835, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1836, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1837, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1838, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1839, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1840, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1841, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1842, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1843, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1844, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1845, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1846, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1847, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1848, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1849, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1850, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1851, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1852, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1853, train accuracy: 90.0%, test accuracy: 94.3% -
eopch:   1854, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   1855, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1856, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   1857, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   1858, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   1859, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   1860, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1861, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1862, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1863, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1864, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1865, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1866, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1867, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1868, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1869, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1870, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1871, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1872, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1873, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1874, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1875, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1876, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1877, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1878, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1879, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1880, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1881, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1882, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1883, train accuracy: 92.0%, test accuracy: 94.3% -
eopch:   1884, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1885, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1886, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1887, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1888, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1889, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1890, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   1891, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   1892, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1893, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1894, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1895, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1896, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1897, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1898, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1899, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1900, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1901, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1902, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1903, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1904, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1905, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1906, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1907, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1908, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1909, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1910, train accuracy:100.0%, test accuracy: 92.7% -
eopch:   1911, train accuracy: 92.0%, test accuracy: 92.7% -
eopch:   1912, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1913, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1914, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1915, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   1916, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1917, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   1918, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   1919, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   1920, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1921, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1922, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1923, train accuracy: 90.0%, test accuracy: 94.0% -
eopch:   1924, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1925, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1926, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1927, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1928, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1929, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1930, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1931, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1932, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1933, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1934, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1935, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1936, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1937, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1938, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1939, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1940, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1941, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1942, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   1943, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1944, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1945, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1946, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   1947, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1948, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1949, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   1950, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1951, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1952, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1953, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1954, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1955, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1956, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1957, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1958, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   1959, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1960, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1961, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1962, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1963, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1964, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1965, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1966, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1967, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   1968, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1969, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1970, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1971, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1972, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1973, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1974, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   1975, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1976, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   1977, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   1978, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1979, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1980, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   1981, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   1982, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   1983, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1984, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   1985, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1986, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   1987, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   1988, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   1989, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   1990, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   1991, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1992, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   1993, train accuracy: 92.0%, test accuracy: 94.7% -
eopch:   1994, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   1995, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   1996, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   1997, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   1998, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   1999, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2000, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2001, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2002, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2003, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2004, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2005, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2006, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2007, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2008, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2009, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2010, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2011, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2012, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2013, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2014, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2015, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2016, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2017, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2018, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2019, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   2020, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2021, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   2022, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2023, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2024, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   2025, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2026, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   2027, train accuracy: 90.0%, test accuracy: 94.3% -
eopch:   2028, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2029, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2030, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2031, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2032, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2033, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2034, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2035, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2036, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   2037, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2038, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2039, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2040, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2041, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2042, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2043, train accuracy: 90.0%, test accuracy: 93.3% -
eopch:   2044, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2045, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2046, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2047, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2048, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2049, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2050, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2051, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2052, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2053, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2054, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2055, train accuracy: 90.0%, test accuracy: 93.7% -
eopch:   2056, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2057, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2058, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2059, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2060, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2061, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2062, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2063, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2064, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2065, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2066, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2067, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2068, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2069, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2070, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2071, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2072, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2073, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2074, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2075, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2076, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2077, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2078, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   2079, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2080, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2081, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2082, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2083, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2084, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2085, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   2086, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2087, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2088, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2089, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2090, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2091, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2092, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2093, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2094, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2095, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2096, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2097, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2098, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2099, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2100, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2101, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   2102, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2103, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2104, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2105, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2106, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2107, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2108, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2109, train accuracy: 92.0%, test accuracy: 94.3% -
eopch:   2110, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2111, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2112, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2113, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2114, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2115, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2116, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2117, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2118, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2119, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2120, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2121, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2122, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2123, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2124, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2125, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2126, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2127, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2128, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2129, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2130, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2131, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2132, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   2133, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2134, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2135, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2136, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2137, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   2138, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2139, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2140, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   2141, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2142, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2143, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2144, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2145, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2146, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2147, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2148, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2149, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2150, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2151, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2152, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2153, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2154, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   2155, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2156, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2157, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2158, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2159, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2160, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2161, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2162, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2163, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2164, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2165, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2166, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2167, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2168, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2169, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2170, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2171, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2172, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2173, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2174, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2175, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2176, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2177, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2178, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2179, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2180, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   2181, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2182, train accuracy: 94.0%, test accuracy: 95.0% -
eopch:   2183, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2184, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2185, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2186, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2187, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2188, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2189, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2190, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2191, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2192, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2193, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2194, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2195, train accuracy: 92.0%, test accuracy: 94.3% -
eopch:   2196, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2197, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2198, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2199, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2200, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2201, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2202, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2203, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2204, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2205, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2206, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2207, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2208, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2209, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2210, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2211, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   2212, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2213, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2214, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2215, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2216, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2217, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2218, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2219, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2220, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2221, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2222, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2223, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2224, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2225, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2226, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2227, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2228, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2229, train accuracy: 92.0%, test accuracy: 94.7% -
eopch:   2230, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2231, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2232, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2233, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2234, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2235, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2236, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2237, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2238, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2239, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2240, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2241, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2242, train accuracy: 96.0%, test accuracy: 92.7% -
eopch:   2243, train accuracy: 94.0%, test accuracy: 92.7% -
eopch:   2244, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   2245, train accuracy: 96.0%, test accuracy: 92.3% -
eopch:   2246, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2247, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2248, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2249, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2250, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2251, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2252, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2253, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2254, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2255, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2256, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2257, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2258, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2259, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2260, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2261, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2262, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2263, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2264, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2265, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2266, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2267, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2268, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2269, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2270, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2271, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2272, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2273, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2274, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2275, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2276, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2277, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2278, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2279, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2280, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2281, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2282, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2283, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   2284, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2285, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2286, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2287, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2288, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2289, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2290, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2291, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2292, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2293, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2294, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2295, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2296, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2297, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2298, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2299, train accuracy: 92.0%, test accuracy: 93.7% -
eopch:   2300, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2301, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2302, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2303, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2304, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2305, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2306, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2307, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2308, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2309, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2310, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2311, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2312, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2313, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2314, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2315, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2316, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2317, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2318, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2319, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2320, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2321, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2322, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2323, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2324, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2325, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2326, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2327, train accuracy: 94.0%, test accuracy: 94.7% -
eopch:   2328, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2329, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2330, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2331, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2332, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   2333, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2334, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2335, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2336, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2337, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2338, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2339, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2340, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2341, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2342, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2343, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2344, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2345, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2346, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2347, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2348, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2349, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2350, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2351, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2352, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2353, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2354, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2355, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2356, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2357, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2358, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2359, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2360, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2361, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2362, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2363, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2364, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2365, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2366, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2367, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2368, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2369, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2370, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2371, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2372, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2373, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2374, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2375, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2376, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2377, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2378, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2379, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2380, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2381, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2382, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2383, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2384, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2385, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2386, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2387, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2388, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2389, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2390, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2391, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2392, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2393, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2394, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2395, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   2396, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2397, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2398, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   2399, train accuracy: 94.0%, test accuracy: 95.0% -
eopch:   2400, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2401, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2402, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2403, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2404, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2405, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2406, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2407, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2408, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2409, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2410, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2411, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2412, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2413, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2414, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2415, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2416, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2417, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2418, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2419, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2420, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2421, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2422, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2423, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2424, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2425, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2426, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2427, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2428, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2429, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2430, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2431, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2432, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2433, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2434, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2435, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2436, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2437, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   2438, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   2439, train accuracy:100.0%, test accuracy: 95.7% *
eopch:   2440, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2441, train accuracy: 96.0%, test accuracy: 95.3% -
eopch:   2442, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2443, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   2444, train accuracy: 96.0%, test accuracy: 95.3% -
eopch:   2445, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2446, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2447, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2448, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2449, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2450, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2451, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2452, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2453, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2454, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2455, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2456, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2457, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2458, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2459, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2460, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2461, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2462, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2463, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2464, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2465, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2466, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2467, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2468, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2469, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2470, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2471, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2472, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2473, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2474, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2475, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2476, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2477, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2478, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2479, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2480, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2481, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2482, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2483, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2484, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2485, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2486, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2487, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2488, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2489, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2490, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2491, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2492, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2493, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2494, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2495, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2496, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2497, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2498, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2499, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2500, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2501, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2502, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2503, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2504, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2505, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2506, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2507, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2508, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2509, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2510, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2511, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2512, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2513, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2514, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2515, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2516, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2517, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2518, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2519, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2520, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2521, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2522, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2523, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2524, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2525, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2526, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2527, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2528, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2529, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2530, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2531, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2532, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2533, train accuracy: 94.0%, test accuracy: 95.0% -
eopch:   2534, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2535, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2536, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2537, train accuracy: 96.0%, test accuracy: 95.3% -
eopch:   2538, train accuracy: 92.0%, test accuracy: 95.3% -
eopch:   2539, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   2540, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2541, train accuracy: 96.0%, test accuracy: 95.3% -
eopch:   2542, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   2543, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2544, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2545, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2546, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2547, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2548, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2549, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2550, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2551, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2552, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2553, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2554, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2555, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2556, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2557, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2558, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2559, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2560, train accuracy: 92.0%, test accuracy: 93.3% -
eopch:   2561, train accuracy: 94.0%, test accuracy: 93.0% -
eopch:   2562, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2563, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2564, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2565, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2566, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2567, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   2568, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2569, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2570, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2571, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2572, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2573, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2574, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2575, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2576, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2577, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2578, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2579, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2580, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2581, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2582, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2583, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2584, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2585, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2586, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2587, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2588, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2589, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2590, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2591, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2592, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2593, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2594, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2595, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2596, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2597, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2598, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2599, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2600, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2601, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2602, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2603, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2604, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2605, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2606, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2607, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2608, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2609, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2610, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2611, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2612, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2613, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2614, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2615, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2616, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2617, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2618, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2619, train accuracy: 92.0%, test accuracy: 94.0% -
eopch:   2620, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2621, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2622, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2623, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2624, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2625, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2626, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2627, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2628, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2629, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2630, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2631, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2632, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2633, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2634, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2635, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2636, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2637, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2638, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2639, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2640, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2641, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2642, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2643, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2644, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2645, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   2646, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2647, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2648, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2649, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2650, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2651, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2652, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2653, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2654, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2655, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2656, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2657, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2658, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2659, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2660, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2661, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2662, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2663, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2664, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2665, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2666, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2667, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2668, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2669, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2670, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2671, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2672, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2673, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2674, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2675, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2676, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2677, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2678, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2679, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2680, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2681, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2682, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2683, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2684, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2685, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2686, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2687, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2688, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2689, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2690, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2691, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2692, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2693, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2694, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2695, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2696, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2697, train accuracy: 94.0%, test accuracy: 93.3% -
eopch:   2698, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2699, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2700, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2701, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2702, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2703, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2704, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2705, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2706, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2707, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2708, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2709, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2710, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2711, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2712, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2713, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2714, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2715, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2716, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2717, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2718, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2719, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2720, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2721, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2722, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2723, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2724, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   2725, train accuracy: 98.0%, test accuracy: 92.7% -
eopch:   2726, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   2727, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   2728, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2729, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2730, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2731, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2732, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2733, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2734, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2735, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2736, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2737, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2738, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2739, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2740, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2741, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2742, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2743, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2744, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2745, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2746, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2747, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2748, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2749, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2750, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2751, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2752, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2753, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2754, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2755, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2756, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2757, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2758, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2759, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2760, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2761, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2762, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2763, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2764, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2765, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2766, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2767, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   2768, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2769, train accuracy: 96.0%, test accuracy: 95.3% -
eopch:   2770, train accuracy: 94.0%, test accuracy: 95.3% -
eopch:   2771, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2772, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2773, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2774, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2775, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2776, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2777, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2778, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2779, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2780, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2781, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2782, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2783, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2784, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2785, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2786, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2787, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2788, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2789, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2790, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2791, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2792, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2793, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2794, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2795, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2796, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2797, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2798, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2799, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2800, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2801, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2802, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2803, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2804, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2805, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2806, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2807, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2808, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2809, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2810, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2811, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2812, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2813, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2814, train accuracy: 94.0%, test accuracy: 93.7% -
eopch:   2815, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2816, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2817, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2818, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2819, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2820, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2821, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2822, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2823, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2824, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2825, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2826, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2827, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2828, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2829, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2830, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2831, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2832, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2833, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2834, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2835, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2836, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2837, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2838, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2839, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2840, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2841, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2842, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2843, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2844, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2845, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2846, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2847, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2848, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2849, train accuracy: 94.0%, test accuracy: 94.0% -
eopch:   2850, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2851, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2852, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2853, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2854, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2855, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2856, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2857, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2858, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2859, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2860, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2861, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2862, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2863, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2864, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2865, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2866, train accuracy: 94.0%, test accuracy: 94.3% -
eopch:   2867, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2868, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2869, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2870, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2871, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2872, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2873, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2874, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2875, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2876, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2877, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2878, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2879, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2880, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2881, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2882, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2883, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2884, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2885, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2886, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2887, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2888, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2889, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2890, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2891, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2892, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2893, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2894, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2895, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2896, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2897, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2898, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2899, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2900, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2901, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2902, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2903, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2904, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   2905, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2906, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2907, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2908, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2909, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2910, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2911, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2912, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2913, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2914, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2915, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2916, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2917, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2918, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2919, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2920, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2921, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2922, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2923, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2924, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2925, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2926, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2927, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2928, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2929, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2930, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   2931, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2932, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2933, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2934, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2935, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2936, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2937, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2938, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2939, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2940, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   2941, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2942, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2943, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   2944, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2945, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2946, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   2947, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   2948, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   2949, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   2950, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2951, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2952, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2953, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2954, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2955, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2956, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2957, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2958, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2959, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2960, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2961, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2962, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   2963, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2964, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   2965, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   2966, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2967, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2968, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2969, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2970, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2971, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2972, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2973, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   2974, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2975, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2976, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2977, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2978, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2979, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   2980, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2981, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2982, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   2983, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   2984, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2985, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2986, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   2987, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   2988, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   2989, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2990, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   2991, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2992, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2993, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2994, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2995, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2996, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2997, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   2998, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   2999, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3000, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3001, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3002, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3003, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3004, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3005, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3006, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3007, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3008, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3009, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3010, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3011, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3012, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3013, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3014, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3015, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3016, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3017, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3018, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3019, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3020, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3021, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3022, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3023, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3024, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3025, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3026, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3027, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3028, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3029, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3030, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3031, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3032, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3033, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3034, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   3035, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3036, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3037, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3038, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3039, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3040, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3041, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3042, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3043, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3044, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3045, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3046, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   3047, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   3048, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3049, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3050, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3051, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3052, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3053, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   3054, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3055, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3056, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   3057, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3058, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3059, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3060, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3061, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3062, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3063, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3064, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3065, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3066, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3067, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3068, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3069, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3070, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3071, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3072, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3073, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3074, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   3075, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   3076, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3077, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3078, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3079, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3080, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3081, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3082, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3083, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3084, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3085, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3086, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3087, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3088, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3089, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3090, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3091, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3092, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3093, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3094, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3095, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3096, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3097, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3098, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3099, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3100, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3101, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3102, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3103, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3104, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3105, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3106, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3107, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3108, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3109, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3110, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   3111, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   3112, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3113, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3114, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3115, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3116, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3117, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3118, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3119, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3120, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3121, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   3122, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3123, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3124, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3125, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3126, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3127, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3128, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3129, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3130, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3131, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3132, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3133, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3134, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3135, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3136, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3137, train accuracy: 96.0%, test accuracy: 95.3% -
eopch:   3138, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3139, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3140, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3141, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3142, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3143, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3144, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3145, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3146, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3147, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3148, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3149, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3150, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3151, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3152, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3153, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3154, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3155, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3156, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3157, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3158, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3159, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3160, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3161, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3162, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3163, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3164, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3165, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3166, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3167, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3168, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3169, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3170, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3171, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3172, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3173, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3174, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3175, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3176, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3177, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3178, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3179, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3180, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3181, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3182, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3183, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3184, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3185, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3186, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3187, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3188, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3189, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3190, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3191, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3192, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3193, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3194, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   3195, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3196, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3197, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3198, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3199, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3200, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3201, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   3202, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3203, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3204, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3205, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3206, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3207, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3208, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3209, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3210, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3211, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3212, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3213, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3214, train accuracy: 96.0%, test accuracy: 93.3% -
eopch:   3215, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3216, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3217, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3218, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3219, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3220, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3221, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3222, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3223, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3224, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3225, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3226, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3227, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3228, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3229, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3230, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3231, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   3232, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3233, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3234, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3235, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3236, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3237, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3238, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3239, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3240, train accuracy: 96.0%, test accuracy: 93.7% -
eopch:   3241, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3242, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3243, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3244, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3245, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3246, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   3247, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3248, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3249, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3250, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3251, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3252, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3253, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3254, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3255, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3256, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3257, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3258, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3259, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3260, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3261, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3262, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3263, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3264, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3265, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3266, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3267, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3268, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3269, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3270, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3271, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3272, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3273, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3274, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3275, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   3276, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   3277, train accuracy:100.0%, test accuracy: 93.0% -
eopch:   3278, train accuracy: 98.0%, test accuracy: 93.0% -
eopch:   3279, train accuracy: 96.0%, test accuracy: 93.0% -
eopch:   3280, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3281, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3282, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3283, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3284, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3285, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3286, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3287, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   3288, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3289, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3290, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3291, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3292, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3293, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3294, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3295, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3296, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3297, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3298, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3299, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3300, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3301, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3302, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3303, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3304, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3305, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3306, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3307, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3308, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3309, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3310, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3311, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3312, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3313, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3314, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3315, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3316, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3317, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3318, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3319, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3320, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3321, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3322, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3323, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3324, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3325, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3326, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3327, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3328, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3329, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3330, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3331, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3332, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3333, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3334, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3335, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3336, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3337, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3338, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3339, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3340, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3341, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3342, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3343, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3344, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3345, train accuracy: 96.0%, test accuracy: 95.0% -
eopch:   3346, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3347, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3348, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3349, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3350, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3351, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3352, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3353, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3354, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3355, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3356, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3357, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3358, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3359, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3360, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3361, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3362, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3363, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3364, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3365, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3366, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3367, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3368, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3369, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3370, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3371, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3372, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3373, train accuracy: 96.0%, test accuracy: 94.0% -
eopch:   3374, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3375, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3376, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3377, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3378, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3379, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3380, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3381, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3382, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3383, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3384, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3385, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3386, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3387, train accuracy: 98.0%, test accuracy: 95.7% -
eopch:   3388, train accuracy: 98.0%, test accuracy: 95.7% -
eopch:   3389, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3390, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3391, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3392, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3393, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3394, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3395, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3396, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3397, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3398, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3399, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3400, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3401, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3402, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3403, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3404, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3405, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3406, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3407, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3408, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3409, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3410, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3411, train accuracy: 98.0%, test accuracy: 93.3% -
eopch:   3412, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3413, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3414, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3415, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3416, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3417, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3418, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3419, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3420, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3421, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3422, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3423, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3424, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3425, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3426, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3427, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3428, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3429, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3430, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3431, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3432, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3433, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3434, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3435, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3436, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3437, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3438, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3439, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3440, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3441, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3442, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3443, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3444, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3445, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3446, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3447, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3448, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3449, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3450, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3451, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3452, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3453, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3454, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3455, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3456, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3457, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3458, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3459, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3460, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3461, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3462, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3463, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3464, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3465, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3466, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   3467, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3468, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3469, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3470, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3471, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3472, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3473, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3474, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3475, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3476, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3477, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3478, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3479, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3480, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3481, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3482, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3483, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3484, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3485, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3486, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3487, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3488, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3489, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3490, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3491, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3492, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3493, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3494, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3495, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3496, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3497, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3498, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3499, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3500, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3501, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3502, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3503, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3504, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3505, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3506, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3507, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3508, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3509, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3510, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3511, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3512, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3513, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3514, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3515, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3516, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3517, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3518, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3519, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3520, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3521, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3522, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3523, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3524, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3525, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3526, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3527, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3528, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3529, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3530, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3531, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3532, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3533, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3534, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3535, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3536, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3537, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3538, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3539, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3540, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3541, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3542, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3543, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3544, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3545, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3546, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3547, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3548, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3549, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3550, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3551, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3552, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3553, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3554, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3555, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3556, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3557, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3558, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3559, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3560, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3561, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3562, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3563, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3564, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3565, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3566, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3567, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3568, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3569, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3570, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3571, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3572, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3573, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3574, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3575, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3576, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3577, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3578, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3579, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3580, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3581, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3582, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3583, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3584, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3585, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3586, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3587, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3588, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3589, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3590, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3591, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3592, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3593, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3594, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3595, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3596, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3597, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3598, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3599, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3600, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3601, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3602, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3603, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3604, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3605, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3606, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3607, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3608, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3609, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3610, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3611, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3612, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3613, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3614, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3615, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3616, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3617, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3618, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3619, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3620, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3621, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3622, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3623, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3624, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3625, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3626, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3627, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3628, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3629, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3630, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3631, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3632, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3633, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3634, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3635, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3636, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3637, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3638, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3639, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3640, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3641, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3642, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3643, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3644, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3645, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3646, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3647, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3648, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3649, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3650, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3651, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3652, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3653, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3654, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3655, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3656, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3657, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3658, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3659, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3660, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3661, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3662, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3663, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3664, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3665, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3666, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3667, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3668, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3669, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3670, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3671, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3672, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3673, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3674, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3675, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3676, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3677, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3678, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3679, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3680, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3681, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3682, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3683, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3684, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3685, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3686, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3687, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3688, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3689, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3690, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3691, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3692, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3693, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3694, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3695, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3696, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3697, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3698, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3699, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3700, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3701, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3702, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3703, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3704, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3705, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3706, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3707, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3708, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3709, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3710, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3711, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3712, train accuracy:100.0%, test accuracy: 93.3% -
eopch:   3713, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3714, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3715, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3716, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3717, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3718, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3719, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3720, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3721, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3722, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3723, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3724, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3725, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3726, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3727, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3728, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3729, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3730, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3731, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3732, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3733, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3734, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3735, train accuracy: 96.0%, test accuracy: 94.3% -
eopch:   3736, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3737, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3738, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3739, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   3740, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3741, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3742, train accuracy: 96.0%, test accuracy: 94.7% -
eopch:   3743, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3744, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3745, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3746, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3747, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3748, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3749, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3750, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3751, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3752, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3753, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3754, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3755, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3756, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3757, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3758, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3759, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3760, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3761, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3762, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3763, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3764, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3765, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3766, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3767, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3768, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3769, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3770, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3771, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3772, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3773, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3774, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3775, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3776, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3777, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3778, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3779, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3780, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3781, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3782, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3783, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3784, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3785, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3786, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3787, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3788, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3789, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3790, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3791, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3792, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3793, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3794, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3795, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3796, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3797, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3798, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3799, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3800, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3801, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3802, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3803, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3804, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3805, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3806, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3807, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3808, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3809, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3810, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3811, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3812, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3813, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3814, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3815, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3816, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3817, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3818, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3819, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3820, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3821, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3822, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3823, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3824, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3825, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3826, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3827, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3828, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3829, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3830, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3831, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3832, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3833, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3834, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3835, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3836, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3837, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3838, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3839, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3840, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3841, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3842, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3843, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3844, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3845, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   3846, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   3847, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3848, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3849, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3850, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3851, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3852, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3853, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3854, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3855, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3856, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3857, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3858, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3859, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3860, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3861, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3862, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3863, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3864, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3865, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3866, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3867, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3868, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3869, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3870, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3871, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3872, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3873, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3874, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3875, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3876, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3877, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3878, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3879, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3880, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3881, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3882, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3883, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3884, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3885, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3886, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3887, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3888, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3889, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3890, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3891, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3892, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3893, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3894, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3895, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3896, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3897, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3898, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3899, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3900, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3901, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3902, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3903, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3904, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3905, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3906, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3907, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3908, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3909, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3910, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3911, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3912, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3913, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3914, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3915, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3916, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3917, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3918, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3919, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3920, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3921, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3922, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3923, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3924, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3925, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3926, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   3927, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   3928, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   3929, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3930, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3931, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3932, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3933, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3934, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3935, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3936, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3937, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3938, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3939, train accuracy: 98.0%, test accuracy: 94.0% -
eopch:   3940, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3941, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3942, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3943, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3944, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3945, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3946, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3947, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3948, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3949, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3950, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   3951, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   3952, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   3953, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3954, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3955, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3956, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3957, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3958, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3959, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3960, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3961, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3962, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3963, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   3964, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3965, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3966, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3967, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3968, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3969, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3970, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3971, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3972, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3973, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3974, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3975, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   3976, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3977, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3978, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3979, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3980, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3981, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3982, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3983, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3984, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   3985, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3986, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3987, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3988, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3989, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3990, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3991, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3992, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3993, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3994, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   3995, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3996, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3997, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3998, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   3999, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4000, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4001, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4002, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4003, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4004, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4005, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4006, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4007, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4008, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4009, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4010, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4011, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4012, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4013, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4014, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4015, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4016, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4017, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4018, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4019, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4020, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4021, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4022, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4023, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4024, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4025, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   4026, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4027, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   4028, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4029, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4030, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4031, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4032, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4033, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4034, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4035, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4036, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4037, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4038, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4039, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4040, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4041, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4042, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4043, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4044, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4045, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4046, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4047, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4048, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4049, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4050, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4051, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   4052, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4053, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4054, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4055, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4056, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4057, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4058, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4059, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4060, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4061, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4062, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4063, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4064, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4065, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4066, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4067, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4068, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4069, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4070, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4071, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4072, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4073, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4074, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   4075, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4076, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4077, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   4078, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4079, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4080, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4081, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4082, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4083, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4084, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4085, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4086, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4087, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4088, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4089, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4090, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4091, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4092, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4093, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4094, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4095, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4096, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4097, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4098, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4099, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4100, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4101, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4102, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4103, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4104, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4105, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4106, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4107, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4108, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4109, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4110, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4111, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4112, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4113, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4114, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4115, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4116, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4117, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4118, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4119, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4120, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4121, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4122, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4123, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4124, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4125, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4126, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4127, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4128, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4129, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4130, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4131, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4132, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4133, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4134, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4135, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4136, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4137, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4138, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4139, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4140, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4141, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4142, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4143, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4144, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4145, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4146, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4147, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4148, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4149, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4150, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4151, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4152, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4153, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4154, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4155, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4156, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4157, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4158, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4159, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4160, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4161, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4162, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4163, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4164, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4165, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4166, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4167, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4168, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4169, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4170, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4171, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4172, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4173, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4174, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4175, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4176, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4177, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4178, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4179, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4180, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4181, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4182, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4183, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4184, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4185, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4186, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4187, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4188, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4189, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4190, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4191, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4192, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4193, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4194, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4195, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4196, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4197, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4198, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4199, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4200, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4201, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4202, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4203, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4204, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4205, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4206, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4207, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4208, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4209, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4210, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4211, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4212, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4213, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4214, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4215, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4216, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4217, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4218, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4219, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4220, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4221, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4222, train accuracy: 98.0%, test accuracy: 93.7% -
eopch:   4223, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4224, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4225, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4226, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4227, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4228, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4229, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4230, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4231, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4232, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4233, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4234, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4235, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4236, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4237, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4238, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4239, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4240, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4241, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4242, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4243, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4244, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4245, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4246, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4247, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4248, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4249, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4250, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4251, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4252, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4253, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4254, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4255, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4256, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4257, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4258, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4259, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4260, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4261, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4262, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4263, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4264, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4265, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4266, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4267, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4268, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4269, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4270, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4271, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4272, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4273, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4274, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4275, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4276, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4277, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4278, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4279, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4280, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4281, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4282, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4283, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4284, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4285, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4286, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4287, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4288, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4289, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4290, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4291, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4292, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4293, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4294, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4295, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4296, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4297, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4298, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4299, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4300, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4301, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4302, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4303, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4304, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4305, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4306, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4307, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4308, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4309, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4310, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4311, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4312, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4313, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4314, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4315, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4316, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4317, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4318, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4319, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4320, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4321, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4322, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4323, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4324, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4325, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4326, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4327, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4328, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4329, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4330, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4331, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4332, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4333, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4334, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4335, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4336, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4337, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4338, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4339, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4340, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4341, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4342, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4343, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4344, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4345, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4346, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4347, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4348, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4349, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4350, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4351, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4352, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4353, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4354, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4355, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4356, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4357, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4358, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4359, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4360, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4361, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4362, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4363, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4364, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4365, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4366, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4367, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4368, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4369, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4370, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4371, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4372, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4373, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4374, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4375, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4376, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4377, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4378, train accuracy: 98.0%, test accuracy: 95.0% -
eopch:   4379, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4380, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4381, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4382, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4383, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4384, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4385, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4386, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4387, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4388, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4389, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4390, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4391, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4392, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4393, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4394, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4395, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4396, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4397, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4398, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4399, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4400, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4401, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4402, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4403, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4404, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4405, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4406, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4407, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4408, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4409, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4410, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4411, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4412, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4413, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4414, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4415, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4416, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4417, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4418, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4419, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4420, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4421, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4422, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4423, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4424, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4425, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4426, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4427, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4428, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4429, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4430, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4431, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4432, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4433, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4434, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4435, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4436, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4437, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4438, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4439, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4440, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4441, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4442, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4443, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4444, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4445, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4446, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4447, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4448, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4449, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4450, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4451, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4452, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4453, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4454, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4455, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4456, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4457, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4458, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4459, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4460, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4461, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4462, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4463, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4464, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4465, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4466, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4467, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4468, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4469, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4470, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4471, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4472, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4473, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4474, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4475, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4476, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4477, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4478, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4479, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4480, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4481, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4482, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4483, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4484, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4485, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4486, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4487, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4488, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4489, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4490, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4491, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4492, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4493, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4494, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4495, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4496, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4497, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4498, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4499, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4500, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4501, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4502, train accuracy:100.0%, test accuracy: 95.7% -
eopch:   4503, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4504, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4505, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4506, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4507, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4508, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4509, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4510, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4511, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4512, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4513, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4514, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4515, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4516, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4517, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4518, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4519, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4520, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4521, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4522, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4523, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4524, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4525, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4526, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4527, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4528, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4529, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4530, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4531, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4532, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4533, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4534, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4535, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4536, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4537, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4538, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4539, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4540, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4541, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4542, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4543, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4544, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4545, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4546, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4547, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4548, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4549, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4550, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4551, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4552, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4553, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4554, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4555, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4556, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4557, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4558, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4559, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4560, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4561, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4562, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4563, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4564, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4565, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4566, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4567, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4568, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4569, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4570, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4571, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4572, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4573, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4574, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4575, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4576, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4577, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4578, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4579, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4580, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4581, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4582, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4583, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4584, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4585, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4586, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4587, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4588, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4589, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4590, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4591, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4592, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4593, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4594, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4595, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4596, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4597, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4598, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4599, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4600, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4601, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4602, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4603, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4604, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4605, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4606, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4607, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4608, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4609, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4610, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4611, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4612, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4613, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4614, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4615, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4616, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4617, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4618, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4619, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4620, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4621, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4622, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4623, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4624, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4625, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4626, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4627, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4628, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4629, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4630, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4631, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4632, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4633, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4634, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4635, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4636, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4637, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4638, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4639, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4640, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4641, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4642, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4643, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4644, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4645, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4646, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4647, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4648, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4649, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4650, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4651, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4652, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4653, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4654, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4655, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4656, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4657, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4658, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4659, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4660, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4661, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4662, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4663, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4664, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4665, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4666, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4667, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4668, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4669, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4670, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4671, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4672, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4673, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4674, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4675, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4676, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4677, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4678, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4679, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4680, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4681, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4682, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4683, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4684, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4685, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4686, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4687, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4688, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4689, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4690, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4691, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4692, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4693, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4694, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4695, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4696, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4697, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4698, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4699, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4700, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4701, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4702, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4703, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4704, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4705, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4706, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4707, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4708, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4709, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4710, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4711, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4712, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4713, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4714, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4715, train accuracy:100.0%, test accuracy: 93.7% -
eopch:   4716, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4717, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4718, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4719, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4720, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4721, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4722, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4723, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4724, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4725, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4726, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4727, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4728, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4729, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4730, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4731, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4732, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4733, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4734, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4735, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4736, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4737, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4738, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4739, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4740, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4741, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4742, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4743, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4744, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4745, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4746, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4747, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4748, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4749, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4750, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4751, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4752, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4753, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4754, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4755, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4756, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4757, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4758, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4759, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4760, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4761, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4762, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4763, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4764, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4765, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4766, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4767, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4768, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4769, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4770, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4771, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4772, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4773, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4774, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4775, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4776, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4777, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4778, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4779, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4780, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4781, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4782, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4783, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4784, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4785, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4786, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4787, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4788, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4789, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4790, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4791, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4792, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4793, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4794, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4795, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4796, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4797, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4798, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4799, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4800, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4801, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4802, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4803, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4804, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4805, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   4806, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4807, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4808, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4809, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4810, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4811, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4812, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4813, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4814, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4815, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4816, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4817, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4818, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4819, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4820, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4821, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4822, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4823, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4824, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4825, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4826, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4827, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4828, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4829, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4830, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4831, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4832, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4833, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4834, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4835, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4836, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4837, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4838, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4839, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4840, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4841, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4842, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4843, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4844, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4845, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4846, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4847, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4848, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4849, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4850, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4851, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4852, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4853, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4854, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4855, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4856, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4857, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4858, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4859, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4860, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4861, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4862, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4863, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4864, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4865, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4866, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4867, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4868, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4869, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4870, train accuracy:100.0%, test accuracy: 94.0% -
eopch:   4871, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4872, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4873, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4874, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4875, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4876, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4877, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4878, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4879, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4880, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4881, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4882, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4883, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4884, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4885, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4886, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4887, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4888, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4889, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4890, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4891, train accuracy: 98.0%, test accuracy: 94.3% -
eopch:   4892, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4893, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4894, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4895, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4896, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4897, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4898, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4899, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4900, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4901, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4902, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4903, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4904, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4905, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4906, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4907, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4908, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4909, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4910, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4911, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4912, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4913, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4914, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4915, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4916, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4917, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4918, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4919, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4920, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4921, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4922, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4923, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4924, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4925, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4926, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4927, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4928, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4929, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4930, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4931, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4932, train accuracy: 98.0%, test accuracy: 94.7% -
eopch:   4933, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4934, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4935, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4936, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4937, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4938, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4939, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4940, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4941, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4942, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4943, train accuracy: 98.0%, test accuracy: 95.3% -
eopch:   4944, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4945, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4946, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4947, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4948, train accuracy:100.0%, test accuracy: 94.7% -
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eopch:   4950, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4951, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4952, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4953, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4954, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4955, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4956, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4957, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4958, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4959, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4960, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4961, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4962, train accuracy:100.0%, test accuracy: 95.0% -
eopch:   4963, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4964, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4965, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4966, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4967, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4968, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4969, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4970, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4971, train accuracy:100.0%, test accuracy: 95.3% -
eopch:   4972, train accuracy:100.0%, test accuracy: 95.3% -
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eopch:   4978, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4979, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4980, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4981, train accuracy:100.0%, test accuracy: 94.3% -
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eopch:   4986, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4987, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4988, train accuracy:100.0%, test accuracy: 94.3% -
eopch:   4989, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4990, train accuracy:100.0%, test accuracy: 94.7% -
eopch:   4991, train accuracy:100.0%, test accuracy: 94.7% -
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Time elapsed: 0:39:09

In [45]:
plt.plot(train_acc, color = 'blue')
plt.title('Test Accuracy')
plt.xlim(0, 5500)
plt.ylim(0, 1)
plt.xlabel('epoch')
plt.ylabel('accuracy (%)')
plt.show()



In [44]:
plt.plot(test_acc, color = 'red')
plt.title('Test Accuracy')
plt.xlim(0, 5500)
plt.ylim(0, 1)
plt.xlabel('epoch')
plt.ylabel('accuracy (%)')
plt.show()



In [51]:
plt.figure(1)
plt.title('Train and Test Accuracy')
plt.plot(train_acc, color = 'blue')
plt.xlim(0, 5500)
plt.ylim(0, 1)
plt.xlabel('epoch')
plt.ylabel('accuracy (%)')

plt.figure(1)
plt.plot(test_acc, color = 'red')
plt.xlim(0, 5500)
plt.ylim(0, 1)

plt.show()



In [53]:
def plot_confusion_matrix(cls_pred):
    # cls_pred is an array of the predicted class-number for
    # all images in the test-set.

    # Get the true classifications for the test-set.
    cls_true = data.valid.cls
    
    # Get the confusion matrix using sklearn.
    cm = confusion_matrix(y_true=cls_true,
                          y_pred=cls_pred)

    # Print the confusion matrix as text.
    print(cm)

    # Plot the confusion matrix as an image.
    plt.matshow(cm)

    # Make various adjustments to the plot.
    plt.colorbar()
    tick_marks = np.arange(num_classes)
    plt.xticks(tick_marks, range(num_classes))
    plt.yticks(tick_marks, range(num_classes))
    plt.xlabel('Predicted')
    plt.ylabel('True')

    # Ensure the plot is shown correctly with multiple plots
    # in a single Notebook cell.
    plt.show()
    
def plot_example_errors(cls_pred, correct):
    # cls_pred is an array of the predicted class-number for
    # all images in the test-set.

    # correct is a boolean array whether the predicted class
    # is equal to the true class for each image in the test-set.

    # Negate the boolean array.
    incorrect = (correct == False)
    
    # Get the images from the test-set that have been
    # incorrectly classified.
    images = data.valid.images[incorrect]
    
    # Get the predicted classes for those images.
    cls_pred = cls_pred[incorrect]

    # Get the true classes for those images.
    cls_true = data.valid.cls[incorrect]
    
    # Plot the first 9 images.
    plot_images(images=images[0:9],
                cls_true=cls_true[0:9],
                cls_pred=cls_pred[0:9])

In [59]:
def print_validation_accuracy(show_example_errors=False,
                        show_confusion_matrix=False):

    # Allocate an array for the predicted classes which
    # will be calculated in batches and filled into this array.
    cls_pred = np.zeros(shape=num_test, dtype=np.int)

    # Now calculate the predicted classes for the batches.
    # We will just iterate through all the batches.
    # There might be a more clever and Pythonic way of doing this.

    # The starting index for the next batch is denoted i.
    i = 0

    while i < num_test:
        # The ending index for the next batch is denoted j.
        j = min(i + 50, num_test)

        # Get the images from the test-set between index i and j.
        images = data.valid.images[i:j, :].reshape(batch_size, img_size_flat)
        

        # Get the associated labels.
        labels = data.valid.labels[i:j, :]

        # Create a feed-dict with these images and labels.
        feed_dict = {x: images,
                     y_true: labels}

        # Calculate the predicted class using TensorFlow.
        cls_pred[i:j] = session.run(y_pred_cls, feed_dict=feed_dict)

        # Set the start-index for the next batch to the
        # end-index of the current batch.
        i = j

    cls_true = np.array(data.valid.cls)
    cls_pred = np.array([classes[x] for x in cls_pred]) 

    # Create a boolean array whether each image is correctly classified.
    correct = (cls_true == cls_pred)

    # Calculate the number of correctly classified images.
    # When summing a boolean array, False means 0 and True means 1.
    correct_sum = correct.sum()

    # Classification accuracy is the number of correctly classified
    # images divided by the total number of images in the test-set.
    acc = float(correct_sum) / num_test

    # Print the accuracy.
    msg = "Accuracy on Test-Set: {0:.1%} ({1} / {2})"
    print(msg.format(acc, correct_sum, num_test))

    # Plot some examples of mis-classifications, if desired.
    if show_example_errors:
        print("Example errors:")
        plot_example_errors(cls_pred=cls_pred, correct=correct)

    # Plot the confusion matrix, if desired.
    if show_confusion_matrix:
        print("Confusion Matrix:")
        plot_confusion_matrix(cls_pred=cls_pred)


---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-59-6acad1e19d72> in <module>()
      6                     y_true: y_batch_test}
      7 
----> 8     cls_pred[i] = session.run(y_pred_cls, feed_dict=feed_dict_test)

/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.pyc in run(self, fetches, feed_dict, options, run_metadata)
    765     try:
    766       result = self._run(None, fetches, feed_dict, options_ptr,
--> 767                          run_metadata_ptr)
    768       if run_metadata:
    769         proto_data = tf_session.TF_GetBuffer(run_metadata_ptr)

/usr/local/lib/python2.7/dist-packages/tensorflow/python/client/session.pyc in _run(self, handle, fetches, feed_dict, options, run_metadata)
    942                 'Cannot feed value of shape %r for Tensor %r, '
    943                 'which has shape %r'
--> 944                 % (np_val.shape, subfeed_t.name, str(subfeed_t.get_shape())))
    945           if not self.graph.is_feedable(subfeed_t):
    946             raise ValueError('Tensor %s may not be fed.' % subfeed_t)

ValueError: Cannot feed value of shape (2048,) for Tensor u'x:0', which has shape '(?, 2048)'

In [60]:
print tensor_values


---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-60-6ebce9a61ff7> in <module>()
----> 1 print tensor_values

NameError: name 'tensor_values' is not defined

In [ ]: