602 KiB
602 KiB
In [1]:
## USE for Multi GPU Systems #import os #os.environ["CUDA_VISIBLE_DEVICES"]="0" from keras.models import Sequential, load_model from keras.layers import * from keras import optimizers from keras import utils from keras.callbacks import TensorBoard, ModelCheckpoint, ReduceLROnPlateau import keras import numpy as np import matplotlib.pyplot as plt import pandas as pd import math import tensorflow as tf # Importing matplotlib to plot images. import matplotlib.pyplot as plt import numpy as np %matplotlib inline # Importing SK-learn to calculate precision and recall import sklearn from sklearn import metrics from sklearn.model_selection import train_test_split, cross_val_score, LeaveOneGroupOut from sklearn.utils import shuffle # Used for graph export from tensorflow.python.framework import graph_util from tensorflow.python.framework import graph_io from keras import backend as K from keras import regularizers import pickle as pkl import h5py from pathlib import Path import os.path import sys import datetime import time from keras.callbacks import Callback
Using TensorFlow backend.
In [2]:
class LoggingTensorBoard(TensorBoard): def __init__(self, log_dir, settings_str_to_log, **kwargs): super(LoggingTensorBoard, self).__init__(log_dir, **kwargs) self.settings_str = settings_str_to_log def on_train_begin(self, logs=None): TensorBoard.on_train_begin(self, logs=logs) tensor = tf.convert_to_tensor(self.settings_str) summary = tf.summary.text ("Run_Settings", tensor) with tf.Session() as sess: s = sess.run(summary) self.writer.add_summary(s)
In [3]:
# the data, split between train and test sets dfAll = pd.read_pickle("DataStudyCollection/df_blobs_area.pkl") lst = dfAll.userID.unique() np.random.seed(42) np.random.shuffle(lst) test_ids = lst[-5:] train_ids = lst[:-5] print(train_ids, test_ids) print(len(train_ids), ":", len(test_ids)) print(len(train_ids) / len(lst), ":", len(test_ids)/ len(lst)) df_train = dfAll[dfAll.userID.isin(train_ids)] df_test = dfAll[dfAll.userID.isin(test_ids) & (dfAll.Version == "Normal")] df_train2 = df_train[['Blobs', 'InputMethod']].copy() df_test2 = df_test[['Blobs', 'InputMethod']].copy()
[ 1 2 9 6 4 14 17 16 12 3 10 18 5] [13 8 11 15 7] 13 : 5 0.7222222222222222 : 0.2777777777777778
In [4]:
len(dfAll)
Out[4]:
618012
In [5]:
x_train = np.vstack(df_train2.Blobs) x_test = np.vstack(df_test2.Blobs) y_train = df_train2.InputMethod.values y_test = df_test2.InputMethod.values x_train = x_train.reshape(-1, 27, 15, 1) x_test = x_test.reshape(-1, 27, 15, 1)
In [6]:
# convert class vectors to binary class matrices (one-hot notation) num_classes = 2 y_train_one_hot = utils.to_categorical(df_train2.InputMethod, num_classes) y_test_one_hot = utils.to_categorical(df_test2.InputMethod, num_classes)
In [7]:
i = 1 plt.imshow(x_train[i].reshape(27, 15)) #np.sqrt(784) = 28 plt.title("Label for image %i is: %s" % (i, y_train[i]))
Out[7]:
Text(0.5, 1.0, 'Label for image 1 is: 0')
In [8]:
# If GPU is not available: # GPU_USE = '/cpu:0' #config = tf.ConfigProto(device_count = {"GPU": 1}) # If GPU is available: config = tf.ConfigProto() config.log_device_placement = True config.allow_soft_placement = True config.gpu_options.allow_growth=True config.gpu_options.allocator_type = 'BFC' # Limit the maximum memory used config.gpu_options.per_process_gpu_memory_fraction = 0.2 # set session config tf.keras.backend.set_session(tf.Session(config=config))
In [ ]:
tf.get_default_graph() ########## HYPER PARAMETERS batch_size = 2000 epochs = 100000 optimizer = tf.keras.optimizers.Adam(lr=0.001) l1v = 0.005 l2v = 0.015 #optimizer = optimizers.RMSprop(lr=0.001, rho=0.9, epsilon=1e-08, decay=0.1) #init=tf.global_variables_initializer() ########## HYPER PARAMETERS ########## MODEL ARCHITECTURE model = tf.keras.models.Sequential() model.add(tf.keras.layers.Conv2D(128, kernel_size=(3, 3), activation='relu', padding='same', input_shape=(27,15,1), kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v))) model.add(tf.keras.layers.BatchNormalization(axis=-1)) model.add(tf.keras.layers.Conv2D(64, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v))) model.add(tf.keras.layers.BatchNormalization(axis=-1)) model.add(tf.keras.layers.MaxPooling2D(pool_size=(2,2), strides=None, padding='same', data_format='channels_last')) model.add(tf.keras.layers.Dropout(0.45)) model.add(tf.keras.layers.Conv2D(64, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v))) model.add(tf.keras.layers.BatchNormalization(axis=-1)) model.add(tf.keras.layers.Conv2D(32, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v))) model.add(tf.keras.layers.BatchNormalization(axis=-1)) model.add(tf.keras.layers.MaxPooling2D(pool_size=(2,2), strides=None, padding='same', data_format='channels_last')) model.add(tf.keras.layers.Dropout(0.45)) model.add(tf.keras.layers.Flatten()) model.add(tf.keras.layers.Dense(140, activation='relu', kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v), use_bias=True)) model.add(tf.keras.layers.Dropout(0.5)) model.add(tf.keras.layers.Dense(70, activation='relu', kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v), use_bias=True)) model.add(tf.keras.layers.Dropout(0.5)) model.add(tf.keras.layers.Dense(num_classes, activation='softmax')) ########## MODEL ARCHITECTURE ####TENSORBOARD config = "" for layer in model.layers: config += str(layer.output).split('\"')[1].split("/")[0] + str(layer.output_shape) + "\n\n" #### END TENSORBOARD config += "batchsize: " + str(batch_size) + "\n\n" + "epochs: " + str(epochs) + "\n\n" # Print summary current_name = "CNN" readable_timestamp = datetime.datetime.fromtimestamp(time.time()).strftime('%Y%m%d_%H%M%S') tensorflowfolder = "/srv/share/tensorboardfiles/" + current_name + readable_timestamp print(current_name + readable_timestamp) model.summary() logger = LoggingTensorBoard(settings_str_to_log = config, log_dir=tensorflowfolder, histogram_freq=0, write_graph=True, write_images=True, update_freq = 'epoch') storer = ModelCheckpoint("./ModelSnapshots/" + current_name + readable_timestamp + '-{epoch:03d}.h5', monitor='val_acc', verbose=1, save_best_only=True, save_weights_only=False, mode='auto', period=1) learning_rate_reduction = ReduceLROnPlateau(monitor='val_loss', patience=140, verbose=1, factor=0.95, min_lr=0.00001) # compile model for training model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy']) history = model.fit(x_train, y_train_one_hot, batch_size=batch_size, epochs=epochs, verbose=2, validation_data=(x_test, y_test_one_hot), callbacks=[logger, storer, learning_rate_reduction])
WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version. Instructions for updating: Colocations handled automatically by placer. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version. Instructions for updating: Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`. CNN _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d_1 (Conv2D) (None, 27, 15, 128) 1280 _________________________________________________________________ batch_normalization_1 (Batch (None, 27, 15, 128) 512 _________________________________________________________________ conv2d_2 (Conv2D) (None, 27, 15, 64) 73792 _________________________________________________________________ batch_normalization_2 (Batch (None, 27, 15, 64) 256 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 14, 8, 64) 0 _________________________________________________________________ dropout_1 (Dropout) (None, 14, 8, 64) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 14, 8, 64) 36928 _________________________________________________________________ batch_normalization_3 (Batch (None, 14, 8, 64) 256 _________________________________________________________________ conv2d_4 (Conv2D) (None, 14, 8, 32) 18464 _________________________________________________________________ batch_normalization_4 (Batch (None, 14, 8, 32) 128 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 7, 4, 32) 0 _________________________________________________________________ dropout_2 (Dropout) (None, 7, 4, 32) 0 _________________________________________________________________ flatten_1 (Flatten) (None, 896) 0 _________________________________________________________________ dense_1 (Dense) (None, 140) 125580 _________________________________________________________________ dropout_3 (Dropout) (None, 140) 0 _________________________________________________________________ dense_2 (Dense) (None, 70) 9870 _________________________________________________________________ dropout_4 (Dropout) (None, 70) 0 _________________________________________________________________ dense_3 (Dense) (None, 2) 142 ================================================================= Total params: 267,208 Trainable params: 266,632 Non-trainable params: 576 _________________________________________________________________ WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version. Instructions for updating: Use tf.cast instead. Train on 465844 samples, validate on 38042 samples Epoch 1/100000 - 22s - loss: 10.6384 - acc: 0.8243 - val_loss: 1.4424 - val_acc: 0.2476 Epoch 00001: val_acc improved from -inf to 0.24765, saving model to ./ModelSnapshots/CNN-001.h5 Epoch 2/100000 - 19s - loss: 0.6649 - acc: 0.9111 - val_loss: 0.6993 - val_acc: 0.9254 Epoch 00002: val_acc improved from 0.24765 to 0.92542, saving model to ./ModelSnapshots/CNN-002.h5 Epoch 3/100000 - 19s - loss: 0.5491 - acc: 0.9172 - val_loss: 0.4966 - val_acc: 0.9273 Epoch 00003: val_acc improved from 0.92542 to 0.92732, saving model to ./ModelSnapshots/CNN-003.h5 Epoch 4/100000 - 20s - loss: 0.5172 - acc: 0.9224 - val_loss: 0.4912 - val_acc: 0.9173 Epoch 00004: val_acc did not improve from 0.92732 Epoch 5/100000 - 19s - loss: 0.5110 - acc: 0.9224 - val_loss: 0.6533 - val_acc: 0.7959 Epoch 00005: val_acc did not improve from 0.92732 Epoch 6/100000 - 19s - loss: 0.5013 - acc: 0.9244 - val_loss: 0.4590 - val_acc: 0.9345 Epoch 00006: val_acc improved from 0.92732 to 0.93449, saving model to ./ModelSnapshots/CNN-006.h5 Epoch 7/100000 - 19s - loss: 0.4876 - acc: 0.9258 - val_loss: 0.8813 - val_acc: 0.7317 Epoch 00007: val_acc did not improve from 0.93449 Epoch 8/100000 - 19s - loss: 0.4874 - acc: 0.9272 - val_loss: 0.4632 - val_acc: 0.9316 Epoch 00008: val_acc did not improve from 0.93449 Epoch 9/100000 - 18s - loss: 0.4859 - acc: 0.9262 - val_loss: 0.4528 - val_acc: 0.9342 Epoch 00009: val_acc did not improve from 0.93449 Epoch 10/100000 - 19s - loss: 0.4795 - acc: 0.9274 - val_loss: 0.5400 - val_acc: 0.8862 Epoch 00010: val_acc did not improve from 0.93449 Epoch 11/100000 - 18s - loss: 0.4747 - acc: 0.9271 - val_loss: 0.4750 - val_acc: 0.9164 Epoch 00011: val_acc did not improve from 0.93449 Epoch 12/100000 - 18s - loss: 0.4673 - acc: 0.9282 - val_loss: 0.6994 - val_acc: 0.8365 Epoch 00012: val_acc did not improve from 0.93449 Epoch 13/100000 - 18s - loss: 0.4585 - acc: 0.9291 - val_loss: 0.4540 - val_acc: 0.9170 Epoch 00013: val_acc did not improve from 0.93449 Epoch 14/100000 - 18s - loss: 0.4556 - acc: 0.9278 - val_loss: 0.4327 - val_acc: 0.9313 Epoch 00014: val_acc did not improve from 0.93449 Epoch 15/100000 - 19s - loss: 0.4564 - acc: 0.9284 - val_loss: 0.4179 - val_acc: 0.9327 Epoch 00015: val_acc did not improve from 0.93449 Epoch 16/100000 - 19s - loss: 0.4476 - acc: 0.9295 - val_loss: 0.4111 - val_acc: 0.9336 Epoch 00016: val_acc did not improve from 0.93449 Epoch 17/100000 - 19s - loss: 0.4486 - acc: 0.9287 - val_loss: 0.4264 - val_acc: 0.9299 Epoch 00017: val_acc did not improve from 0.93449 Epoch 18/100000 - 20s - loss: 0.4490 - acc: 0.9292 - val_loss: 0.4275 - val_acc: 0.9255 Epoch 00018: val_acc did not improve from 0.93449 Epoch 19/100000 - 19s - loss: 0.4426 - acc: 0.9300 - val_loss: 0.4185 - val_acc: 0.9332 Epoch 00019: val_acc did not improve from 0.93449 Epoch 20/100000 - 19s - loss: 0.4419 - acc: 0.9299 - val_loss: 0.4256 - val_acc: 0.9255 Epoch 00020: val_acc did not improve from 0.93449 Epoch 21/100000 - 19s - loss: 0.4459 - acc: 0.9296 - val_loss: 0.4994 - val_acc: 0.9231 Epoch 00021: val_acc did not improve from 0.93449 Epoch 22/100000 - 19s - loss: 0.4388 - acc: 0.9309 - val_loss: 0.4264 - val_acc: 0.9252 Epoch 00022: val_acc did not improve from 0.93449 Epoch 23/100000 - 19s - loss: 0.4330 - acc: 0.9315 - val_loss: 0.3966 - val_acc: 0.9368 Epoch 00023: val_acc improved from 0.93449 to 0.93675, saving model to ./ModelSnapshots/CNN-023.h5 Epoch 24/100000 - 19s - loss: 0.4331 - acc: 0.9308 - val_loss: 0.4026 - val_acc: 0.9325 Epoch 00024: val_acc did not improve from 0.93675 Epoch 25/100000 - 20s - loss: 0.4322 - acc: 0.9312 - val_loss: 0.4607 - val_acc: 0.9141 Epoch 00025: val_acc did not improve from 0.93675 Epoch 26/100000 - 19s - loss: 0.4345 - acc: 0.9300 - val_loss: 0.4082 - val_acc: 0.9336 Epoch 00026: val_acc did not improve from 0.93675 Epoch 27/100000 - 19s - loss: 0.4337 - acc: 0.9312 - val_loss: 0.4118 - val_acc: 0.9313 Epoch 00027: val_acc did not improve from 0.93675 Epoch 28/100000 - 19s - loss: 0.4307 - acc: 0.9316 - val_loss: 0.4559 - val_acc: 0.9112 Epoch 00028: val_acc did not improve from 0.93675 Epoch 29/100000 - 18s - loss: 0.4348 - acc: 0.9312 - val_loss: 0.4312 - val_acc: 0.9201 Epoch 00029: val_acc did not improve from 0.93675 Epoch 30/100000 - 19s - loss: 0.4290 - acc: 0.9310 - val_loss: 0.4249 - val_acc: 0.9152 Epoch 00030: val_acc did not improve from 0.93675 Epoch 31/100000 - 19s - loss: 0.4317 - acc: 0.9312 - val_loss: 0.4365 - val_acc: 0.9219 Epoch 00031: val_acc did not improve from 0.93675 Epoch 32/100000 - 19s - loss: 0.4269 - acc: 0.9315 - val_loss: 0.3956 - val_acc: 0.9345 Epoch 00032: val_acc did not improve from 0.93675 Epoch 33/100000 - 19s - loss: 0.4252 - acc: 0.9313 - val_loss: 0.4402 - val_acc: 0.9201 Epoch 00033: val_acc did not improve from 0.93675 Epoch 34/100000 - 19s - loss: 0.4258 - acc: 0.9323 - val_loss: 0.3936 - val_acc: 0.9355 Epoch 00034: val_acc did not improve from 0.93675 Epoch 35/100000 - 19s - loss: 0.4266 - acc: 0.9311 - val_loss: 0.4042 - val_acc: 0.9342 Epoch 00035: val_acc did not improve from 0.93675 Epoch 36/100000 - 19s - loss: 0.4259 - acc: 0.9322 - val_loss: 0.4084 - val_acc: 0.9268 Epoch 00036: val_acc did not improve from 0.93675 Epoch 37/100000 - 19s - loss: 0.4240 - acc: 0.9318 - val_loss: 0.4365 - val_acc: 0.9198 Epoch 00037: val_acc did not improve from 0.93675 Epoch 38/100000 - 19s - loss: 0.4194 - acc: 0.9327 - val_loss: 0.4481 - val_acc: 0.8921 Epoch 00038: val_acc did not improve from 0.93675 Epoch 39/100000 - 19s - loss: 0.4211 - acc: 0.9312 - val_loss: 0.3893 - val_acc: 0.9346 Epoch 00039: val_acc did not improve from 0.93675 Epoch 40/100000 - 19s - loss: 0.4197 - acc: 0.9324 - val_loss: 0.4019 - val_acc: 0.9331 Epoch 00040: val_acc did not improve from 0.93675 Epoch 41/100000 - 19s - loss: 0.4215 - acc: 0.9311 - val_loss: 0.4159 - val_acc: 0.9282 Epoch 00041: val_acc did not improve from 0.93675 Epoch 42/100000 - 19s - loss: 0.4193 - acc: 0.9319 - val_loss: 0.6113 - val_acc: 0.8096 Epoch 00042: val_acc did not improve from 0.93675 Epoch 43/100000 - 19s - loss: 0.4186 - acc: 0.9320 - val_loss: 1.0623 - val_acc: 0.7866 Epoch 00043: val_acc did not improve from 0.93675 Epoch 44/100000 - 19s - loss: 0.4189 - acc: 0.9330 - val_loss: 0.4174 - val_acc: 0.9302 Epoch 00044: val_acc did not improve from 0.93675 Epoch 45/100000 - 19s - loss: 0.4156 - acc: 0.9320 - val_loss: 0.4213 - val_acc: 0.9212 Epoch 00045: val_acc did not improve from 0.93675 Epoch 46/100000 - 19s - loss: 0.4156 - acc: 0.9320 - val_loss: 0.4395 - val_acc: 0.9141 Epoch 00046: val_acc did not improve from 0.93675 Epoch 47/100000 - 19s - loss: 0.4143 - acc: 0.9324 - val_loss: 0.3903 - val_acc: 0.9353 Epoch 00047: val_acc did not improve from 0.93675 Epoch 48/100000 - 19s - loss: 0.4120 - acc: 0.9323 - val_loss: 0.4650 - val_acc: 0.8933 Epoch 00048: val_acc did not improve from 0.93675 Epoch 49/100000 - 19s - loss: 0.4158 - acc: 0.9317 - val_loss: 0.4139 - val_acc: 0.9272 Epoch 00049: val_acc did not improve from 0.93675 Epoch 50/100000 - 19s - loss: 0.4154 - acc: 0.9321 - val_loss: 0.4007 - val_acc: 0.9321 Epoch 00050: val_acc did not improve from 0.93675 Epoch 51/100000 - 19s - loss: 0.4142 - acc: 0.9324 - val_loss: 0.4773 - val_acc: 0.8966 Epoch 00051: val_acc did not improve from 0.93675 Epoch 52/100000 - 19s - loss: 0.4123 - acc: 0.9323 - val_loss: 0.9801 - val_acc: 0.8088 Epoch 00052: val_acc did not improve from 0.93675 Epoch 53/100000 - 19s - loss: 0.4135 - acc: 0.9315 - val_loss: 0.4215 - val_acc: 0.9125 Epoch 00053: val_acc did not improve from 0.93675 Epoch 54/100000 - 19s - loss: 0.4129 - acc: 0.9327 - val_loss: 0.3969 - val_acc: 0.9334 Epoch 00054: val_acc did not improve from 0.93675 Epoch 55/100000 - 19s - loss: 0.4087 - acc: 0.9330 - val_loss: 0.6396 - val_acc: 0.8209 Epoch 00055: val_acc did not improve from 0.93675 Epoch 56/100000 - 19s - loss: 0.4110 - acc: 0.9319 - val_loss: 0.3968 - val_acc: 0.9301 Epoch 00056: val_acc did not improve from 0.93675 Epoch 57/100000 - 19s - loss: 0.4119 - acc: 0.9323 - val_loss: 0.4063 - val_acc: 0.9287 Epoch 00057: val_acc did not improve from 0.93675 Epoch 58/100000 - 19s - loss: 0.4097 - acc: 0.9324 - val_loss: 0.4219 - val_acc: 0.9252 Epoch 00058: val_acc did not improve from 0.93675 Epoch 59/100000 - 19s - loss: 0.4094 - acc: 0.9327 - val_loss: 0.4067 - val_acc: 0.9263 Epoch 00059: val_acc did not improve from 0.93675 Epoch 60/100000 - 19s - loss: 0.4070 - acc: 0.9337 - val_loss: 0.3934 - val_acc: 0.9332 Epoch 00060: val_acc did not improve from 0.93675 Epoch 61/100000 - 19s - loss: 0.4090 - acc: 0.9326 - val_loss: 0.4402 - val_acc: 0.9150 Epoch 00061: val_acc did not improve from 0.93675 Epoch 62/100000 - 19s - loss: 0.4079 - acc: 0.9330 - val_loss: 0.4429 - val_acc: 0.9156 Epoch 00062: val_acc did not improve from 0.93675 Epoch 63/100000 - 19s - loss: 0.4093 - acc: 0.9323 - val_loss: 0.4007 - val_acc: 0.9314 Epoch 00063: val_acc did not improve from 0.93675 Epoch 64/100000 - 19s - loss: 0.4081 - acc: 0.9333 - val_loss: 0.4042 - val_acc: 0.9201 Epoch 00064: val_acc did not improve from 0.93675 Epoch 65/100000 - 19s - loss: 0.4104 - acc: 0.9319 - val_loss: 0.3883 - val_acc: 0.9363 Epoch 00065: val_acc did not improve from 0.93675 Epoch 66/100000 - 19s - loss: 0.4095 - acc: 0.9326 - val_loss: 0.3803 - val_acc: 0.9366 Epoch 00066: val_acc did not improve from 0.93675 Epoch 67/100000 - 19s - loss: 0.4099 - acc: 0.9329 - val_loss: 0.3824 - val_acc: 0.9372 Epoch 00067: val_acc improved from 0.93675 to 0.93723, saving model to ./ModelSnapshots/CNN-067.h5 Epoch 68/100000 - 19s - loss: 0.4103 - acc: 0.9330 - val_loss: 0.3824 - val_acc: 0.9377 Epoch 00068: val_acc improved from 0.93723 to 0.93773, saving model to ./ModelSnapshots/CNN-068.h5 Epoch 69/100000 - 19s - loss: 0.4068 - acc: 0.9335 - val_loss: 0.3933 - val_acc: 0.9333 Epoch 00069: val_acc did not improve from 0.93773 Epoch 70/100000 - 19s - loss: 0.4102 - acc: 0.9331 - val_loss: 0.4003 - val_acc: 0.9268 Epoch 00070: val_acc did not improve from 0.93773 Epoch 71/100000 - 19s - loss: 0.4072 - acc: 0.9332 - val_loss: 0.3831 - val_acc: 0.9364 Epoch 00071: val_acc did not improve from 0.93773 Epoch 72/100000 - 19s - loss: 0.4106 - acc: 0.9330 - val_loss: 0.4424 - val_acc: 0.9048 Epoch 00072: val_acc did not improve from 0.93773 Epoch 73/100000 - 19s - loss: 0.4077 - acc: 0.9335 - val_loss: 0.4400 - val_acc: 0.9091 Epoch 00073: val_acc did not improve from 0.93773 Epoch 74/100000 - 19s - loss: 0.4126 - acc: 0.9320 - val_loss: 0.4159 - val_acc: 0.9256 Epoch 00074: val_acc did not improve from 0.93773 Epoch 75/100000 - 19s - loss: 0.4082 - acc: 0.9329 - val_loss: 0.4983 - val_acc: 0.8585 Epoch 00075: val_acc did not improve from 0.93773 Epoch 76/100000 - 19s - loss: 0.4097 - acc: 0.9330 - val_loss: 0.4032 - val_acc: 0.9342 Epoch 00076: val_acc did not improve from 0.93773 Epoch 77/100000 - 19s - loss: 0.4094 - acc: 0.9335 - val_loss: 0.4593 - val_acc: 0.8998 Epoch 00077: val_acc did not improve from 0.93773 Epoch 78/100000 - 19s - loss: 0.4086 - acc: 0.9326 - val_loss: 0.5056 - val_acc: 0.8838 Epoch 00078: val_acc did not improve from 0.93773 Epoch 79/100000 - 19s - loss: 0.4061 - acc: 0.9329 - val_loss: 0.4159 - val_acc: 0.9230 Epoch 00079: val_acc did not improve from 0.93773 Epoch 80/100000 - 19s - loss: 0.4060 - acc: 0.9338 - val_loss: 0.4024 - val_acc: 0.9339 Epoch 00080: val_acc did not improve from 0.93773 Epoch 81/100000 - 19s - loss: 0.4033 - acc: 0.9339 - val_loss: 0.3978 - val_acc: 0.9327 Epoch 00081: val_acc did not improve from 0.93773 Epoch 82/100000 - 19s - loss: 0.4089 - acc: 0.9327 - val_loss: 0.4198 - val_acc: 0.9193 Epoch 00082: val_acc did not improve from 0.93773 Epoch 83/100000 - 19s - loss: 0.4096 - acc: 0.9330 - val_loss: 0.3905 - val_acc: 0.9314 Epoch 00083: val_acc did not improve from 0.93773 Epoch 84/100000 - 19s - loss: 0.4063 - acc: 0.9332 - val_loss: 0.4277 - val_acc: 0.9073 Epoch 00084: val_acc did not improve from 0.93773 Epoch 85/100000 - 19s - loss: 0.4064 - acc: 0.9324 - val_loss: 0.4027 - val_acc: 0.9288 Epoch 00085: val_acc did not improve from 0.93773 Epoch 86/100000 - 19s - loss: 0.4039 - acc: 0.9337 - val_loss: 0.4472 - val_acc: 0.9010 Epoch 00086: val_acc did not improve from 0.93773 Epoch 87/100000 - 19s - loss: 0.4078 - acc: 0.9336 - val_loss: 0.3936 - val_acc: 0.9335 Epoch 00087: val_acc did not improve from 0.93773 Epoch 88/100000 - 18s - loss: 0.4056 - acc: 0.9333 - val_loss: 0.4580 - val_acc: 0.9131 Epoch 00088: val_acc did not improve from 0.93773 Epoch 89/100000 - 19s - loss: 0.4075 - acc: 0.9333 - val_loss: 0.3881 - val_acc: 0.9361 Epoch 00089: val_acc did not improve from 0.93773 Epoch 90/100000 - 19s - loss: 0.4054 - acc: 0.9340 - val_loss: 0.3874 - val_acc: 0.9328 Epoch 00090: val_acc did not improve from 0.93773 Epoch 91/100000 - 19s - loss: 0.4079 - acc: 0.9332 - val_loss: 0.3935 - val_acc: 0.9342 Epoch 00091: val_acc did not improve from 0.93773 Epoch 92/100000 - 19s - loss: 0.4062 - acc: 0.9340 - val_loss: 0.4137 - val_acc: 0.9250 Epoch 00092: val_acc did not improve from 0.93773 Epoch 93/100000 - 19s - loss: 0.4079 - acc: 0.9328 - val_loss: 0.6338 - val_acc: 0.8380 Epoch 00093: val_acc did not improve from 0.93773 Epoch 94/100000 - 19s - loss: 0.4096 - acc: 0.9331 - val_loss: 0.3798 - val_acc: 0.9382 Epoch 00094: val_acc improved from 0.93773 to 0.93817, saving model to ./ModelSnapshots/CNN-094.h5 Epoch 95/100000 - 19s - loss: 0.4054 - acc: 0.9335 - val_loss: 0.3844 - val_acc: 0.9366 Epoch 00095: val_acc did not improve from 0.93817 Epoch 96/100000 - 19s - loss: 0.4075 - acc: 0.9331 - val_loss: 0.4462 - val_acc: 0.9086 Epoch 00096: val_acc did not improve from 0.93817 Epoch 97/100000 - 19s - loss: 0.4097 - acc: 0.9325 - val_loss: 0.4847 - val_acc: 0.8882 Epoch 00097: val_acc did not improve from 0.93817 Epoch 98/100000 - 20s - loss: 0.4076 - acc: 0.9339 - val_loss: 0.4225 - val_acc: 0.9201 Epoch 00098: val_acc did not improve from 0.93817 Epoch 99/100000 - 19s - loss: 0.4072 - acc: 0.9334 - val_loss: 0.3894 - val_acc: 0.9347 Epoch 00099: val_acc did not improve from 0.93817 Epoch 100/100000 - 19s - loss: 0.4018 - acc: 0.9346 - val_loss: 0.3839 - val_acc: 0.9344 Epoch 00100: val_acc did not improve from 0.93817 Epoch 101/100000 - 19s - loss: 0.4070 - acc: 0.9328 - val_loss: 0.3996 - val_acc: 0.9298 Epoch 00101: val_acc did not improve from 0.93817 Epoch 102/100000 - 19s - loss: 0.4043 - acc: 0.9342 - val_loss: 0.4956 - val_acc: 0.9097 Epoch 00102: val_acc did not improve from 0.93817 Epoch 103/100000 - 19s - loss: 0.4066 - acc: 0.9332 - val_loss: 0.4098 - val_acc: 0.9266 Epoch 00103: val_acc did not improve from 0.93817 Epoch 104/100000 - 19s - loss: 0.4034 - acc: 0.9344 - val_loss: 0.4489 - val_acc: 0.9175 Epoch 00104: val_acc did not improve from 0.93817 Epoch 105/100000 - 19s - loss: 0.4046 - acc: 0.9340 - val_loss: 0.4827 - val_acc: 0.8891 Epoch 00105: val_acc did not improve from 0.93817 Epoch 106/100000 - 19s - loss: 0.4058 - acc: 0.9343 - val_loss: 0.3853 - val_acc: 0.9350 Epoch 00106: val_acc did not improve from 0.93817 Epoch 107/100000 - 19s - loss: 0.4066 - acc: 0.9336 - val_loss: 0.4043 - val_acc: 0.9303 Epoch 00107: val_acc did not improve from 0.93817 Epoch 108/100000 - 19s - loss: 0.4074 - acc: 0.9341 - val_loss: 0.3846 - val_acc: 0.9355 Epoch 00108: val_acc did not improve from 0.93817 Epoch 109/100000 - 19s - loss: 0.4036 - acc: 0.9355 - val_loss: 0.4847 - val_acc: 0.8968 Epoch 00109: val_acc did not improve from 0.93817 Epoch 110/100000 - 19s - loss: 0.4043 - acc: 0.9343 - val_loss: 0.4023 - val_acc: 0.9276 Epoch 00110: val_acc did not improve from 0.93817 Epoch 111/100000 - 19s - loss: 0.4075 - acc: 0.9342 - val_loss: 0.3929 - val_acc: 0.9307 Epoch 00111: val_acc did not improve from 0.93817 Epoch 112/100000 - 19s - loss: 0.4058 - acc: 0.9347 - val_loss: 0.4070 - val_acc: 0.9277 Epoch 00112: val_acc did not improve from 0.93817 Epoch 113/100000 - 19s - loss: 0.4045 - acc: 0.9348 - val_loss: 0.4018 - val_acc: 0.9273 Epoch 00113: val_acc did not improve from 0.93817 Epoch 114/100000 - 19s - loss: 0.4049 - acc: 0.9341 - val_loss: 0.3926 - val_acc: 0.9296 Epoch 00114: val_acc did not improve from 0.93817 Epoch 115/100000 - 19s - loss: 0.4055 - acc: 0.9339 - val_loss: 0.3904 - val_acc: 0.9354 Epoch 00115: val_acc did not improve from 0.93817 Epoch 116/100000 - 19s - loss: 0.4059 - acc: 0.9332 - val_loss: 0.4077 - val_acc: 0.9229 Epoch 00116: val_acc did not improve from 0.93817 Epoch 117/100000 - 19s - loss: 0.4051 - acc: 0.9333 - val_loss: 0.4226 - val_acc: 0.9146 Epoch 00117: val_acc did not improve from 0.93817 Epoch 118/100000 - 19s - loss: 0.4034 - acc: 0.9341 - val_loss: 0.3989 - val_acc: 0.9256 Epoch 00118: val_acc did not improve from 0.93817 Epoch 119/100000 - 19s - loss: 0.4010 - acc: 0.9349 - val_loss: 0.3932 - val_acc: 0.9324 Epoch 00119: val_acc did not improve from 0.93817 Epoch 120/100000 - 19s - loss: 0.4042 - acc: 0.9342 - val_loss: 0.7033 - val_acc: 0.8155 Epoch 00120: val_acc did not improve from 0.93817 Epoch 121/100000 - 19s - loss: 0.4066 - acc: 0.9339 - val_loss: 0.4062 - val_acc: 0.9259 Epoch 00121: val_acc did not improve from 0.93817 Epoch 122/100000 - 19s - loss: 0.4026 - acc: 0.9342 - val_loss: 0.3889 - val_acc: 0.9322 Epoch 00122: val_acc did not improve from 0.93817 Epoch 123/100000 - 19s - loss: 0.4031 - acc: 0.9350 - val_loss: 0.4046 - val_acc: 0.9289 Epoch 00123: val_acc did not improve from 0.93817 Epoch 124/100000 - 19s - loss: 0.4050 - acc: 0.9346 - val_loss: 0.3852 - val_acc: 0.9400 Epoch 00124: val_acc improved from 0.93817 to 0.94001, saving model to ./ModelSnapshots/CNN-124.h5 Epoch 125/100000 - 19s - loss: 0.4052 - acc: 0.9337 - val_loss: 0.3885 - val_acc: 0.9366 Epoch 00125: val_acc did not improve from 0.94001 Epoch 126/100000 - 19s - loss: 0.4039 - acc: 0.9345 - val_loss: 0.3948 - val_acc: 0.9307 Epoch 00126: val_acc did not improve from 0.94001 Epoch 127/100000 - 19s - loss: 0.4060 - acc: 0.9342 - val_loss: 0.4544 - val_acc: 0.9040 Epoch 00127: val_acc did not improve from 0.94001 Epoch 128/100000 - 19s - loss: 0.4082 - acc: 0.9342 - val_loss: 0.4008 - val_acc: 0.9332 Epoch 00128: val_acc did not improve from 0.94001 Epoch 129/100000 - 20s - loss: 0.4062 - acc: 0.9346 - val_loss: 0.4203 - val_acc: 0.9238 Epoch 00129: val_acc did not improve from 0.94001 Epoch 130/100000 - 20s - loss: 0.4027 - acc: 0.9348 - val_loss: 0.3881 - val_acc: 0.9340 Epoch 00130: val_acc did not improve from 0.94001 Epoch 131/100000 - 19s - loss: 0.4049 - acc: 0.9349 - val_loss: 0.3957 - val_acc: 0.9358 Epoch 00131: val_acc did not improve from 0.94001 Epoch 132/100000 - 19s - loss: 0.4051 - acc: 0.9347 - val_loss: 0.4183 - val_acc: 0.9228 Epoch 00132: val_acc did not improve from 0.94001 Epoch 133/100000 - 19s - loss: 0.4037 - acc: 0.9346 - val_loss: 0.4063 - val_acc: 0.9268 Epoch 00133: val_acc did not improve from 0.94001 Epoch 134/100000 - 19s - loss: 0.4056 - acc: 0.9343 - val_loss: 0.4185 - val_acc: 0.9207 Epoch 00134: val_acc did not improve from 0.94001 Epoch 135/100000 - 19s - loss: 0.4050 - acc: 0.9345 - val_loss: 0.4389 - val_acc: 0.9144 Epoch 00135: val_acc did not improve from 0.94001 Epoch 136/100000 - 19s - loss: 0.4048 - acc: 0.9348 - val_loss: 0.3881 - val_acc: 0.9350 Epoch 00136: val_acc did not improve from 0.94001 Epoch 137/100000 - 19s - loss: 0.4058 - acc: 0.9343 - val_loss: 0.4193 - val_acc: 0.9176 Epoch 00137: val_acc did not improve from 0.94001 Epoch 138/100000 - 19s - loss: 0.4031 - acc: 0.9353 - val_loss: 0.4260 - val_acc: 0.9274 Epoch 00138: val_acc did not improve from 0.94001 Epoch 139/100000 - 19s - loss: 0.4023 - acc: 0.9349 - val_loss: 0.3853 - val_acc: 0.9363 Epoch 00139: val_acc did not improve from 0.94001 Epoch 140/100000 - 19s - loss: 0.4062 - acc: 0.9345 - val_loss: 0.3913 - val_acc: 0.9353 Epoch 00140: val_acc did not improve from 0.94001 Epoch 141/100000 - 19s - loss: 0.4038 - acc: 0.9350 - val_loss: 0.3837 - val_acc: 0.9357 Epoch 00141: val_acc did not improve from 0.94001 Epoch 142/100000 - 19s - loss: 0.4040 - acc: 0.9346 - val_loss: 0.3926 - val_acc: 0.9317 Epoch 00142: val_acc did not improve from 0.94001 Epoch 143/100000 - 19s - loss: 0.4034 - acc: 0.9347 - val_loss: 0.6062 - val_acc: 0.8273 Epoch 00143: val_acc did not improve from 0.94001 Epoch 144/100000 - 19s - loss: 0.4063 - acc: 0.9343 - val_loss: 0.3798 - val_acc: 0.9385 Epoch 00144: val_acc did not improve from 0.94001 Epoch 145/100000 - 19s - loss: 0.4047 - acc: 0.9352 - val_loss: 0.3861 - val_acc: 0.9368 Epoch 00145: val_acc did not improve from 0.94001 Epoch 146/100000 - 19s - loss: 0.4028 - acc: 0.9352 - val_loss: 0.7171 - val_acc: 0.7992 Epoch 00146: val_acc did not improve from 0.94001 Epoch 147/100000 - 19s - loss: 0.4042 - acc: 0.9352 - val_loss: 0.4404 - val_acc: 0.9158 Epoch 00147: val_acc did not improve from 0.94001 Epoch 148/100000 - 20s - loss: 0.4044 - acc: 0.9348 - val_loss: 0.3975 - val_acc: 0.9330 Epoch 00148: val_acc did not improve from 0.94001 Epoch 149/100000 - 19s - loss: 0.4013 - acc: 0.9355 - val_loss: 0.3931 - val_acc: 0.9325 Epoch 00149: val_acc did not improve from 0.94001 Epoch 150/100000 - 19s - loss: 0.4066 - acc: 0.9340 - val_loss: 0.4519 - val_acc: 0.9091 Epoch 00150: val_acc did not improve from 0.94001 Epoch 151/100000 - 19s - loss: 0.4036 - acc: 0.9349 - val_loss: 0.3926 - val_acc: 0.9364 Epoch 00151: val_acc did not improve from 0.94001 Epoch 152/100000 - 18s - loss: 0.4053 - acc: 0.9345 - val_loss: 0.4576 - val_acc: 0.8998 Epoch 00152: val_acc did not improve from 0.94001 Epoch 153/100000 - 19s - loss: 0.4064 - acc: 0.9338 - val_loss: 0.3841 - val_acc: 0.9372 Epoch 00153: val_acc did not improve from 0.94001 Epoch 154/100000 - 19s - loss: 0.4039 - acc: 0.9346 - val_loss: 0.3943 - val_acc: 0.9314 Epoch 00154: val_acc did not improve from 0.94001 Epoch 155/100000 - 19s - loss: 0.4018 - acc: 0.9355 - val_loss: 0.4134 - val_acc: 0.9281 Epoch 00155: val_acc did not improve from 0.94001 Epoch 156/100000 - 19s - loss: 0.4061 - acc: 0.9344 - val_loss: 0.3877 - val_acc: 0.9347 Epoch 00156: val_acc did not improve from 0.94001 Epoch 157/100000 - 19s - loss: 0.4050 - acc: 0.9347 - val_loss: 0.4376 - val_acc: 0.9163 Epoch 00157: val_acc did not improve from 0.94001 Epoch 158/100000 - 19s - loss: 0.4067 - acc: 0.9346 - val_loss: 0.4217 - val_acc: 0.9178 Epoch 00158: val_acc did not improve from 0.94001 Epoch 159/100000 - 18s - loss: 0.4059 - acc: 0.9350 - val_loss: 0.3867 - val_acc: 0.9378 Epoch 00159: val_acc did not improve from 0.94001 Epoch 160/100000 - 19s - loss: 0.4033 - acc: 0.9346 - val_loss: 0.4266 - val_acc: 0.9223 Epoch 00160: val_acc did not improve from 0.94001 Epoch 161/100000 - 19s - loss: 0.4081 - acc: 0.9344 - val_loss: 0.4022 - val_acc: 0.9321 Epoch 00161: val_acc did not improve from 0.94001 Epoch 162/100000 - 19s - loss: 0.4047 - acc: 0.9348 - val_loss: 0.3967 - val_acc: 0.9330 Epoch 00162: val_acc did not improve from 0.94001 Epoch 163/100000 - 19s - loss: 0.4053 - acc: 0.9340 - val_loss: 0.4013 - val_acc: 0.9269 Epoch 00163: val_acc did not improve from 0.94001 Epoch 164/100000 - 19s - loss: 0.4024 - acc: 0.9351 - val_loss: 0.3972 - val_acc: 0.9303 Epoch 00164: val_acc did not improve from 0.94001 Epoch 165/100000 - 19s - loss: 0.4046 - acc: 0.9351 - val_loss: 0.3931 - val_acc: 0.9369 Epoch 00165: val_acc did not improve from 0.94001 Epoch 166/100000 - 19s - loss: 0.4044 - acc: 0.9351 - val_loss: 0.3920 - val_acc: 0.9338 Epoch 00166: val_acc did not improve from 0.94001 Epoch 167/100000 - 19s - loss: 0.4069 - acc: 0.9351 - val_loss: 0.3930 - val_acc: 0.9369 Epoch 00167: val_acc did not improve from 0.94001 Epoch 168/100000 - 19s - loss: 0.4038 - acc: 0.9362 - val_loss: 0.3903 - val_acc: 0.9336 Epoch 00168: val_acc did not improve from 0.94001 Epoch 169/100000 - 19s - loss: 0.4116 - acc: 0.9342 - val_loss: 0.4017 - val_acc: 0.9355 Epoch 00169: val_acc did not improve from 0.94001 Epoch 170/100000 - 19s - loss: 0.4063 - acc: 0.9350 - val_loss: 0.5106 - val_acc: 0.8779 Epoch 00170: val_acc did not improve from 0.94001 Epoch 171/100000 - 19s - loss: 0.4066 - acc: 0.9343 - val_loss: 0.3971 - val_acc: 0.9346 Epoch 00171: val_acc did not improve from 0.94001 Epoch 172/100000 - 19s - loss: 0.4063 - acc: 0.9344 - val_loss: 0.3943 - val_acc: 0.9321 Epoch 00172: val_acc did not improve from 0.94001 Epoch 173/100000 - 19s - loss: 0.4046 - acc: 0.9355 - val_loss: 0.4040 - val_acc: 0.9304 Epoch 00173: val_acc did not improve from 0.94001 Epoch 174/100000 - 19s - loss: 0.4047 - acc: 0.9351 - val_loss: 0.3935 - val_acc: 0.9334 Epoch 00174: val_acc did not improve from 0.94001 Epoch 175/100000 - 19s - loss: 0.4063 - acc: 0.9345 - val_loss: 0.4480 - val_acc: 0.9054 Epoch 00175: val_acc did not improve from 0.94001 Epoch 176/100000 - 19s - loss: 0.4079 - acc: 0.9340 - val_loss: 0.3912 - val_acc: 0.9346 Epoch 00176: val_acc did not improve from 0.94001 Epoch 177/100000 - 19s - loss: 0.4044 - acc: 0.9352 - val_loss: 0.4139 - val_acc: 0.9351 Epoch 00177: val_acc did not improve from 0.94001 Epoch 178/100000 - 19s - loss: 0.4071 - acc: 0.9350 - val_loss: 0.5654 - val_acc: 0.8568 Epoch 00178: val_acc did not improve from 0.94001 Epoch 179/100000 - 19s - loss: 0.4083 - acc: 0.9349 - val_loss: 0.4514 - val_acc: 0.9079 Epoch 00179: val_acc did not improve from 0.94001 Epoch 180/100000 - 19s - loss: 0.4057 - acc: 0.9348 - val_loss: 0.3918 - val_acc: 0.9353 Epoch 00180: val_acc did not improve from 0.94001 Epoch 181/100000 - 18s - loss: 0.4035 - acc: 0.9356 - val_loss: 0.4328 - val_acc: 0.9174 Epoch 00181: val_acc did not improve from 0.94001 Epoch 182/100000 - 19s - loss: 0.4064 - acc: 0.9345 - val_loss: 0.4011 - val_acc: 0.9314 Epoch 00182: val_acc did not improve from 0.94001 Epoch 183/100000 - 18s - loss: 0.4069 - acc: 0.9349 - val_loss: 0.4212 - val_acc: 0.9218 Epoch 00183: val_acc did not improve from 0.94001 Epoch 184/100000 - 18s - loss: 0.4054 - acc: 0.9346 - val_loss: 0.4712 - val_acc: 0.9023 Epoch 00184: val_acc did not improve from 0.94001 Epoch 185/100000 - 19s - loss: 0.4077 - acc: 0.9348 - val_loss: 0.4396 - val_acc: 0.9240 Epoch 00185: val_acc did not improve from 0.94001 Epoch 186/100000 - 19s - loss: 0.4068 - acc: 0.9348 - val_loss: 0.3882 - val_acc: 0.9378 Epoch 00186: val_acc did not improve from 0.94001 Epoch 187/100000 - 18s - loss: 0.4056 - acc: 0.9346 - val_loss: 0.4323 - val_acc: 0.9222 Epoch 00187: val_acc did not improve from 0.94001 Epoch 188/100000 - 19s - loss: 0.4043 - acc: 0.9350 - val_loss: 0.4514 - val_acc: 0.9051 Epoch 00188: val_acc did not improve from 0.94001 Epoch 189/100000 - 19s - loss: 0.4041 - acc: 0.9353 - val_loss: 0.4244 - val_acc: 0.9177 Epoch 00189: val_acc did not improve from 0.94001 Epoch 190/100000 - 18s - loss: 0.4080 - acc: 0.9352 - val_loss: 0.3979 - val_acc: 0.9301 Epoch 00190: val_acc did not improve from 0.94001 Epoch 191/100000 - 19s - loss: 0.4092 - acc: 0.9340 - val_loss: 0.4226 - val_acc: 0.9241 Epoch 00191: val_acc did not improve from 0.94001 Epoch 192/100000 - 18s - loss: 0.4050 - acc: 0.9345 - val_loss: 0.4195 - val_acc: 0.9245 Epoch 00192: val_acc did not improve from 0.94001 Epoch 193/100000 - 19s - loss: 0.4084 - acc: 0.9343 - val_loss: 0.4304 - val_acc: 0.9150 Epoch 00193: val_acc did not improve from 0.94001 Epoch 194/100000 - 19s - loss: 0.4068 - acc: 0.9352 - val_loss: 0.4290 - val_acc: 0.9168 Epoch 00194: val_acc did not improve from 0.94001 Epoch 195/100000 - 18s - loss: 0.4046 - acc: 0.9353 - val_loss: 0.3933 - val_acc: 0.9330 Epoch 00195: val_acc did not improve from 0.94001 Epoch 196/100000 - 19s - loss: 0.4057 - acc: 0.9354 - val_loss: 0.3930 - val_acc: 0.9342 Epoch 00196: val_acc did not improve from 0.94001 Epoch 197/100000 - 19s - loss: 0.4042 - acc: 0.9353 - val_loss: 0.3876 - val_acc: 0.9333 Epoch 00197: val_acc did not improve from 0.94001 Epoch 198/100000 - 19s - loss: 0.4050 - acc: 0.9355 - val_loss: 0.4373 - val_acc: 0.9078 Epoch 00198: val_acc did not improve from 0.94001 Epoch 199/100000 - 19s - loss: 0.4090 - acc: 0.9347 - val_loss: 0.3874 - val_acc: 0.9386 Epoch 00199: val_acc did not improve from 0.94001 Epoch 200/100000 - 19s - loss: 0.4077 - acc: 0.9345 - val_loss: 0.3863 - val_acc: 0.9386 Epoch 00200: val_acc did not improve from 0.94001 Epoch 201/100000 - 19s - loss: 0.4075 - acc: 0.9353 - val_loss: 0.4163 - val_acc: 0.9216 Epoch 00201: val_acc did not improve from 0.94001 Epoch 202/100000 - 19s - loss: 0.4082 - acc: 0.9346 - val_loss: 0.4323 - val_acc: 0.9231 Epoch 00202: val_acc did not improve from 0.94001 Epoch 203/100000 - 18s - loss: 0.4042 - acc: 0.9353 - val_loss: 0.4121 - val_acc: 0.9230 Epoch 00203: val_acc did not improve from 0.94001 Epoch 204/100000 - 19s - loss: 0.4067 - acc: 0.9346 - val_loss: 0.4085 - val_acc: 0.9257 Epoch 00204: val_acc did not improve from 0.94001 Epoch 205/100000 - 18s - loss: 0.4089 - acc: 0.9341 - val_loss: 0.4019 - val_acc: 0.9310 Epoch 00205: val_acc did not improve from 0.94001 Epoch 206/100000 - 19s - loss: 0.4062 - acc: 0.9346 - val_loss: 0.3963 - val_acc: 0.9337 Epoch 00206: val_acc did not improve from 0.94001 Epoch 207/100000 - 19s - loss: 0.4070 - acc: 0.9352 - val_loss: 0.3899 - val_acc: 0.9398 Epoch 00207: val_acc did not improve from 0.94001 Epoch 208/100000 - 19s - loss: 0.4096 - acc: 0.9352 - val_loss: 0.3982 - val_acc: 0.9333 Epoch 00208: val_acc did not improve from 0.94001 Epoch 209/100000 - 19s - loss: 0.4100 - acc: 0.9337 - val_loss: 0.4350 - val_acc: 0.9122 Epoch 00209: val_acc did not improve from 0.94001 Epoch 210/100000 - 19s - loss: 0.4054 - acc: 0.9352 - val_loss: 0.5032 - val_acc: 0.8937 Epoch 00210: val_acc did not improve from 0.94001 Epoch 211/100000 - 19s - loss: 0.4053 - acc: 0.9352 - val_loss: 0.4182 - val_acc: 0.9237 Epoch 00211: val_acc did not improve from 0.94001 Epoch 212/100000 - 18s - loss: 0.4083 - acc: 0.9349 - val_loss: 0.3891 - val_acc: 0.9364 Epoch 00212: val_acc did not improve from 0.94001 Epoch 213/100000 - 19s - loss: 0.4043 - acc: 0.9358 - val_loss: 0.4356 - val_acc: 0.9087 Epoch 00213: val_acc did not improve from 0.94001 Epoch 214/100000 - 18s - loss: 0.4056 - acc: 0.9347 - val_loss: 0.4195 - val_acc: 0.9364 Epoch 00214: val_acc did not improve from 0.94001 Epoch 215/100000 - 19s - loss: 0.4049 - acc: 0.9344 - val_loss: 0.6084 - val_acc: 0.8258 Epoch 00215: val_acc did not improve from 0.94001 Epoch 216/100000 - 19s - loss: 0.4108 - acc: 0.9343 - val_loss: 0.4112 - val_acc: 0.9288 Epoch 00216: val_acc did not improve from 0.94001 Epoch 217/100000 - 18s - loss: 0.4115 - acc: 0.9340 - val_loss: 0.3907 - val_acc: 0.9374 Epoch 00217: val_acc did not improve from 0.94001 Epoch 218/100000 - 19s - loss: 0.4093 - acc: 0.9350 - val_loss: 0.5302 - val_acc: 0.8689 Epoch 00218: val_acc did not improve from 0.94001 Epoch 219/100000 - 18s - loss: 0.4070 - acc: 0.9349 - val_loss: 0.4213 - val_acc: 0.9148 Epoch 00219: val_acc did not improve from 0.94001 Epoch 220/100000 - 19s - loss: 0.4057 - acc: 0.9344 - val_loss: 0.4425 - val_acc: 0.9089 Epoch 00220: val_acc did not improve from 0.94001 Epoch 221/100000 - 18s - loss: 0.4078 - acc: 0.9340 - val_loss: 0.5564 - val_acc: 0.8558 Epoch 00221: val_acc did not improve from 0.94001 Epoch 222/100000 - 19s - loss: 0.4050 - acc: 0.9345 - val_loss: 0.4350 - val_acc: 0.9088 Epoch 00222: val_acc did not improve from 0.94001 Epoch 223/100000 - 19s - loss: 0.4054 - acc: 0.9348 - val_loss: 0.4403 - val_acc: 0.9155 Epoch 00223: val_acc did not improve from 0.94001 Epoch 224/100000 - 19s - loss: 0.4058 - acc: 0.9351 - val_loss: 0.4111 - val_acc: 0.9212 Epoch 00224: val_acc did not improve from 0.94001 Epoch 225/100000 - 18s - loss: 0.4075 - acc: 0.9342 - val_loss: 0.4473 - val_acc: 0.9033 Epoch 00225: val_acc did not improve from 0.94001 Epoch 226/100000 - 19s - loss: 0.4074 - acc: 0.9340 - val_loss: 0.4620 - val_acc: 0.9073 Epoch 00226: val_acc did not improve from 0.94001 Epoch 227/100000 - 19s - loss: 0.4047 - acc: 0.9353 - val_loss: 0.3895 - val_acc: 0.9375 Epoch 00227: val_acc did not improve from 0.94001 Epoch 228/100000 - 18s - loss: 0.4057 - acc: 0.9345 - val_loss: 0.3968 - val_acc: 0.9327 Epoch 00228: val_acc did not improve from 0.94001 Epoch 229/100000 - 19s - loss: 0.4063 - acc: 0.9340 - val_loss: 0.5012 - val_acc: 0.8788 Epoch 00229: val_acc did not improve from 0.94001 Epoch 230/100000 - 19s - loss: 0.4055 - acc: 0.9351 - val_loss: 0.3875 - val_acc: 0.9370 Epoch 00230: val_acc did not improve from 0.94001 Epoch 231/100000 - 19s - loss: 0.4070 - acc: 0.9348 - val_loss: 0.4155 - val_acc: 0.9180 Epoch 00231: val_acc did not improve from 0.94001 Epoch 232/100000 - 19s - loss: 0.4087 - acc: 0.9341 - val_loss: 0.4521 - val_acc: 0.9038 Epoch 00232: val_acc did not improve from 0.94001 Epoch 233/100000 - 19s - loss: 0.4078 - acc: 0.9341 - val_loss: 0.4023 - val_acc: 0.9288 Epoch 00233: val_acc did not improve from 0.94001 Epoch 234/100000 - 19s - loss: 0.4039 - acc: 0.9347 - val_loss: 0.3896 - val_acc: 0.9382 Epoch 00234: val_acc did not improve from 0.94001 Epoch 00234: ReduceLROnPlateau reducing learning rate to 0.0009500000451225787. Epoch 235/100000 - 18s - loss: 0.3999 - acc: 0.9338 - val_loss: 0.3818 - val_acc: 0.9386 Epoch 00235: val_acc did not improve from 0.94001 Epoch 236/100000 - 19s - loss: 0.3963 - acc: 0.9350 - val_loss: 0.4515 - val_acc: 0.8875 Epoch 00236: val_acc did not improve from 0.94001 Epoch 237/100000 - 19s - loss: 0.3957 - acc: 0.9354 - val_loss: 0.4109 - val_acc: 0.9161 Epoch 00237: val_acc did not improve from 0.94001 Epoch 238/100000 - 20s - loss: 0.3957 - acc: 0.9353 - val_loss: 0.3963 - val_acc: 0.9250 Epoch 00238: val_acc did not improve from 0.94001 Epoch 239/100000 - 19s - loss: 0.3949 - acc: 0.9346 - val_loss: 0.3813 - val_acc: 0.9346 Epoch 00239: val_acc did not improve from 0.94001 Epoch 240/100000 - 19s - loss: 0.3967 - acc: 0.9353 - val_loss: 0.4712 - val_acc: 0.8910 Epoch 00240: val_acc did not improve from 0.94001 Epoch 241/100000 - 18s - loss: 0.3932 - acc: 0.9360 - val_loss: 0.4536 - val_acc: 0.8974 Epoch 00241: val_acc did not improve from 0.94001 Epoch 242/100000 - 19s - loss: 0.3959 - acc: 0.9354 - val_loss: 0.4080 - val_acc: 0.9175 Epoch 00242: val_acc did not improve from 0.94001 Epoch 243/100000 - 19s - loss: 0.3991 - acc: 0.9340 - val_loss: 0.3888 - val_acc: 0.9352 Epoch 00243: val_acc did not improve from 0.94001 Epoch 244/100000 - 19s - loss: 0.3988 - acc: 0.9338 - val_loss: 0.3851 - val_acc: 0.9361 Epoch 00244: val_acc did not improve from 0.94001 Epoch 245/100000 - 19s - loss: 0.3952 - acc: 0.9355 - val_loss: 0.4672 - val_acc: 0.8829 Epoch 00245: val_acc did not improve from 0.94001 Epoch 246/100000 - 19s - loss: 0.3952 - acc: 0.9356 - val_loss: 0.3993 - val_acc: 0.9198 Epoch 00246: val_acc did not improve from 0.94001 Epoch 247/100000 - 19s - loss: 0.3936 - acc: 0.9355 - val_loss: 0.3858 - val_acc: 0.9307 Epoch 00247: val_acc did not improve from 0.94001 Epoch 248/100000 - 19s - loss: 0.3959 - acc: 0.9349 - val_loss: 0.4098 - val_acc: 0.9371 Epoch 00248: val_acc did not improve from 0.94001 Epoch 249/100000 - 19s - loss: 0.3936 - acc: 0.9351 - val_loss: 0.7285 - val_acc: 0.7529 Epoch 00249: val_acc did not improve from 0.94001 Epoch 250/100000 - 19s - loss: 0.3956 - acc: 0.9344 - val_loss: 0.5881 - val_acc: 0.8154 Epoch 00250: val_acc did not improve from 0.94001 Epoch 251/100000 - 19s - loss: 0.3964 - acc: 0.9343 - val_loss: 0.4024 - val_acc: 0.9281 Epoch 00251: val_acc did not improve from 0.94001 Epoch 252/100000 - 18s - loss: 0.3950 - acc: 0.9346 - val_loss: 0.4116 - val_acc: 0.9261 Epoch 00252: val_acc did not improve from 0.94001 Epoch 253/100000 - 19s - loss: 0.3923 - acc: 0.9358 - val_loss: 0.3834 - val_acc: 0.9323 Epoch 00253: val_acc did not improve from 0.94001 Epoch 254/100000 - 19s - loss: 0.3927 - acc: 0.9358 - val_loss: 0.3759 - val_acc: 0.9364 Epoch 00254: val_acc did not improve from 0.94001 Epoch 255/100000 - 19s - loss: 0.3951 - acc: 0.9345 - val_loss: 0.6460 - val_acc: 0.8246 Epoch 00255: val_acc did not improve from 0.94001 Epoch 256/100000 - 19s - loss: 0.3931 - acc: 0.9351 - val_loss: 0.3781 - val_acc: 0.9354 Epoch 00256: val_acc did not improve from 0.94001 Epoch 257/100000 - 19s - loss: 0.3945 - acc: 0.9349 - val_loss: 0.3822 - val_acc: 0.9373 Epoch 00257: val_acc did not improve from 0.94001 Epoch 258/100000 - 19s - loss: 0.3909 - acc: 0.9350 - val_loss: 0.3879 - val_acc: 0.9309 Epoch 00258: val_acc did not improve from 0.94001 Epoch 259/100000 - 19s - loss: 0.3951 - acc: 0.9346 - val_loss: 0.4041 - val_acc: 0.9300 Epoch 00259: val_acc did not improve from 0.94001 Epoch 260/100000 - 19s - loss: 0.3962 - acc: 0.9344 - val_loss: 0.3822 - val_acc: 0.9334 Epoch 00260: val_acc did not improve from 0.94001 Epoch 261/100000 - 19s - loss: 0.3928 - acc: 0.9355 - val_loss: 0.4050 - val_acc: 0.9301 Epoch 00261: val_acc did not improve from 0.94001 Epoch 262/100000 - 19s - loss: 0.3973 - acc: 0.9340 - val_loss: 0.3784 - val_acc: 0.9381 Epoch 00262: val_acc did not improve from 0.94001 Epoch 263/100000 - 19s - loss: 0.3965 - acc: 0.9344 - val_loss: 0.3824 - val_acc: 0.9370 Epoch 00263: val_acc did not improve from 0.94001 Epoch 264/100000 - 19s - loss: 0.3953 - acc: 0.9341 - val_loss: 0.3855 - val_acc: 0.9307 Epoch 00264: val_acc did not improve from 0.94001 Epoch 265/100000 - 19s - loss: 0.3925 - acc: 0.9350 - val_loss: 0.3810 - val_acc: 0.9364 Epoch 00265: val_acc did not improve from 0.94001 Epoch 266/100000 - 19s - loss: 0.3953 - acc: 0.9344 - val_loss: 0.3863 - val_acc: 0.9326 Epoch 00266: val_acc did not improve from 0.94001 Epoch 267/100000 - 19s - loss: 0.3946 - acc: 0.9345 - val_loss: 0.3758 - val_acc: 0.9379 Epoch 00267: val_acc did not improve from 0.94001 Epoch 268/100000 - 19s - loss: 0.3936 - acc: 0.9353 - val_loss: 0.3837 - val_acc: 0.9354 Epoch 00268: val_acc did not improve from 0.94001 Epoch 269/100000 - 19s - loss: 0.3935 - acc: 0.9351 - val_loss: 0.3979 - val_acc: 0.9340 Epoch 00269: val_acc did not improve from 0.94001 Epoch 270/100000 - 19s - loss: 0.3910 - acc: 0.9350 - val_loss: 0.3745 - val_acc: 0.9363 Epoch 00270: val_acc did not improve from 0.94001 Epoch 271/100000 - 19s - loss: 0.3931 - acc: 0.9346 - val_loss: 0.3989 - val_acc: 0.9223 Epoch 00271: val_acc did not improve from 0.94001 Epoch 272/100000 - 19s - loss: 0.3926 - acc: 0.9347 - val_loss: 0.5013 - val_acc: 0.8768 Epoch 00272: val_acc did not improve from 0.94001 Epoch 273/100000 - 19s - loss: 0.3951 - acc: 0.9344 - val_loss: 0.3885 - val_acc: 0.9395 Epoch 00273: val_acc did not improve from 0.94001 Epoch 274/100000 - 19s - loss: 0.3927 - acc: 0.9351 - val_loss: 0.4362 - val_acc: 0.8934 Epoch 00274: val_acc did not improve from 0.94001 Epoch 275/100000 - 19s - loss: 0.3941 - acc: 0.9343 - val_loss: 0.3803 - val_acc: 0.9363 Epoch 00275: val_acc did not improve from 0.94001 Epoch 276/100000 - 19s - loss: 0.3939 - acc: 0.9344 - val_loss: 0.3769 - val_acc: 0.9367 Epoch 00276: val_acc did not improve from 0.94001 Epoch 277/100000 - 19s - loss: 0.3940 - acc: 0.9347 - val_loss: 0.4209 - val_acc: 0.9245 Epoch 00277: val_acc did not improve from 0.94001 Epoch 278/100000 - 19s - loss: 0.3951 - acc: 0.9351 - val_loss: 0.3839 - val_acc: 0.9378 Epoch 00278: val_acc did not improve from 0.94001 Epoch 279/100000 - 19s - loss: 0.3933 - acc: 0.9353 - val_loss: 0.4531 - val_acc: 0.8966 Epoch 00279: val_acc did not improve from 0.94001 Epoch 280/100000 - 19s - loss: 0.3966 - acc: 0.9338 - val_loss: 0.4798 - val_acc: 0.9050 Epoch 00280: val_acc did not improve from 0.94001 Epoch 281/100000 - 19s - loss: 0.3929 - acc: 0.9349 - val_loss: 0.3854 - val_acc: 0.9342 Epoch 00281: val_acc did not improve from 0.94001 Epoch 282/100000 - 19s - loss: 0.3959 - acc: 0.9346 - val_loss: 0.3824 - val_acc: 0.9311 Epoch 00282: val_acc did not improve from 0.94001 Epoch 283/100000 - 19s - loss: 0.3933 - acc: 0.9348 - val_loss: 0.4169 - val_acc: 0.9350 Epoch 00283: val_acc did not improve from 0.94001 Epoch 284/100000 - 19s - loss: 0.3967 - acc: 0.9346 - val_loss: 0.3699 - val_acc: 0.9394 Epoch 00284: val_acc did not improve from 0.94001 Epoch 285/100000 - 19s - loss: 0.3967 - acc: 0.9342 - val_loss: 0.3907 - val_acc: 0.9323 Epoch 00285: val_acc did not improve from 0.94001 Epoch 286/100000 - 19s - loss: 0.3922 - acc: 0.9353 - val_loss: 0.3721 - val_acc: 0.9386 Epoch 00286: val_acc did not improve from 0.94001 Epoch 287/100000 - 19s - loss: 0.3950 - acc: 0.9348 - val_loss: 0.3805 - val_acc: 0.9379 Epoch 00287: val_acc did not improve from 0.94001 Epoch 288/100000 - 19s - loss: 0.3988 - acc: 0.9337 - val_loss: 0.4103 - val_acc: 0.9316 Epoch 00288: val_acc did not improve from 0.94001 Epoch 289/100000 - 19s - loss: 0.3923 - acc: 0.9350 - val_loss: 0.6771 - val_acc: 0.7532 Epoch 00289: val_acc did not improve from 0.94001 Epoch 290/100000 - 19s - loss: 0.3953 - acc: 0.9342 - val_loss: 0.3949 - val_acc: 0.9258 Epoch 00290: val_acc did not improve from 0.94001 Epoch 291/100000 - 19s - loss: 0.3964 - acc: 0.9346 - val_loss: 0.3964 - val_acc: 0.9282 Epoch 00291: val_acc did not improve from 0.94001 Epoch 292/100000 - 19s - loss: 0.3964 - acc: 0.9346 - val_loss: 0.4180 - val_acc: 0.9215 Epoch 00292: val_acc did not improve from 0.94001 Epoch 293/100000 - 19s - loss: 0.3980 - acc: 0.9333 - val_loss: 0.3960 - val_acc: 0.9231 Epoch 00293: val_acc did not improve from 0.94001 Epoch 294/100000 - 19s - loss: 0.3964 - acc: 0.9341 - val_loss: 0.5895 - val_acc: 0.8239 Epoch 00294: val_acc did not improve from 0.94001 Epoch 295/100000 - 19s - loss: 0.3968 - acc: 0.9340 - val_loss: 0.4205 - val_acc: 0.9074 Epoch 00295: val_acc did not improve from 0.94001 Epoch 296/100000 - 18s - loss: 0.3944 - acc: 0.9349 - val_loss: 0.3864 - val_acc: 0.9277 Epoch 00296: val_acc did not improve from 0.94001 Epoch 297/100000 - 19s - loss: 0.3945 - acc: 0.9343 - val_loss: 0.4374 - val_acc: 0.9185 Epoch 00297: val_acc did not improve from 0.94001 Epoch 298/100000 - 19s - loss: 0.3960 - acc: 0.9348 - val_loss: 0.3795 - val_acc: 0.9352 Epoch 00298: val_acc did not improve from 0.94001 Epoch 299/100000 - 19s - loss: 0.3981 - acc: 0.9342 - val_loss: 0.3761 - val_acc: 0.9384 Epoch 00299: val_acc did not improve from 0.94001 Epoch 300/100000 - 18s - loss: 0.3946 - acc: 0.9354 - val_loss: 0.3748 - val_acc: 0.9373 Epoch 00300: val_acc did not improve from 0.94001 Epoch 301/100000 - 19s - loss: 0.3937 - acc: 0.9351 - val_loss: 0.4768 - val_acc: 0.8688 Epoch 00301: val_acc did not improve from 0.94001 Epoch 302/100000 - 19s - loss: 0.3950 - acc: 0.9350 - val_loss: 0.3795 - val_acc: 0.9363 Epoch 00302: val_acc did not improve from 0.94001 Epoch 303/100000 - 19s - loss: 0.3967 - acc: 0.9351 - val_loss: 0.5872 - val_acc: 0.8118 Epoch 00303: val_acc did not improve from 0.94001 Epoch 304/100000 - 19s - loss: 0.3973 - acc: 0.9352 - val_loss: 0.4045 - val_acc: 0.9153 Epoch 00304: val_acc did not improve from 0.94001 Epoch 305/100000 - 19s - loss: 0.3947 - acc: 0.9346 - val_loss: 0.3971 - val_acc: 0.9232 Epoch 00305: val_acc did not improve from 0.94001 Epoch 306/100000 - 19s - loss: 0.3961 - acc: 0.9339 - val_loss: 0.4000 - val_acc: 0.9252 Epoch 00306: val_acc did not improve from 0.94001 Epoch 307/100000 - 19s - loss: 0.3961 - acc: 0.9343 - val_loss: 0.3832 - val_acc: 0.9385 Epoch 00307: val_acc did not improve from 0.94001 Epoch 308/100000 - 19s - loss: 0.3940 - acc: 0.9352 - val_loss: 0.3918 - val_acc: 0.9312 Epoch 00308: val_acc did not improve from 0.94001 Epoch 309/100000 - 18s - loss: 0.3968 - acc: 0.9337 - val_loss: 0.3899 - val_acc: 0.9342 Epoch 00309: val_acc did not improve from 0.94001 Epoch 310/100000 - 19s - loss: 0.3944 - acc: 0.9354 - val_loss: 0.3990 - val_acc: 0.9327 Epoch 00310: val_acc did not improve from 0.94001 Epoch 311/100000 - 18s - loss: 0.3946 - acc: 0.9346 - val_loss: 0.3739 - val_acc: 0.9391 Epoch 00311: val_acc did not improve from 0.94001 Epoch 312/100000 - 19s - loss: 0.3966 - acc: 0.9340 - val_loss: 0.4089 - val_acc: 0.9274 Epoch 00312: val_acc did not improve from 0.94001 Epoch 313/100000 - 18s - loss: 0.3938 - acc: 0.9348 - val_loss: 0.4106 - val_acc: 0.9172 Epoch 00313: val_acc did not improve from 0.94001 Epoch 314/100000 - 19s - loss: 0.3967 - acc: 0.9338 - val_loss: 0.3881 - val_acc: 0.9352 Epoch 00314: val_acc did not improve from 0.94001 Epoch 315/100000 - 19s - loss: 0.3963 - acc: 0.9345 - val_loss: 0.4076 - val_acc: 0.9191 Epoch 00315: val_acc did not improve from 0.94001 Epoch 316/100000 - 18s - loss: 0.3965 - acc: 0.9346 - val_loss: 0.3757 - val_acc: 0.9381 Epoch 00316: val_acc did not improve from 0.94001 Epoch 317/100000 - 19s - loss: 0.3945 - acc: 0.9345 - val_loss: 0.3892 - val_acc: 0.9330 Epoch 00317: val_acc did not improve from 0.94001 Epoch 318/100000 - 18s - loss: 0.3951 - acc: 0.9349 - val_loss: 0.5040 - val_acc: 0.8924 Epoch 00318: val_acc did not improve from 0.94001 Epoch 319/100000 - 19s - loss: 0.3951 - acc: 0.9347 - val_loss: 0.3891 - val_acc: 0.9284 Epoch 00319: val_acc did not improve from 0.94001 Epoch 320/100000 - 19s - loss: 0.3968 - acc: 0.9343 - val_loss: 0.3818 - val_acc: 0.9380 Epoch 00320: val_acc did not improve from 0.94001 Epoch 321/100000 - 18s - loss: 0.3981 - acc: 0.9340 - val_loss: 0.3808 - val_acc: 0.9334 Epoch 00321: val_acc did not improve from 0.94001 Epoch 322/100000 - 18s - loss: 0.3976 - acc: 0.9346 - val_loss: 0.3913 - val_acc: 0.9301 Epoch 00322: val_acc did not improve from 0.94001 Epoch 323/100000 - 19s - loss: 0.3951 - acc: 0.9347 - val_loss: 0.4147 - val_acc: 0.9132 Epoch 00323: val_acc did not improve from 0.94001 Epoch 324/100000 - 18s - loss: 0.3959 - acc: 0.9348 - val_loss: 0.4095 - val_acc: 0.9180 Epoch 00324: val_acc did not improve from 0.94001 Epoch 325/100000 - 19s - loss: 0.3998 - acc: 0.9346 - val_loss: 0.3957 - val_acc: 0.9349 Epoch 00325: val_acc did not improve from 0.94001 Epoch 326/100000 - 18s - loss: 0.3982 - acc: 0.9344 - val_loss: 0.3826 - val_acc: 0.9368 Epoch 00326: val_acc did not improve from 0.94001 Epoch 327/100000 - 18s - loss: 0.3960 - acc: 0.9347 - val_loss: 0.3958 - val_acc: 0.9331 Epoch 00327: val_acc did not improve from 0.94001 Epoch 328/100000 - 19s - loss: 0.3934 - acc: 0.9357 - val_loss: 0.5840 - val_acc: 0.8825 Epoch 00328: val_acc did not improve from 0.94001 Epoch 329/100000 - 18s - loss: 0.3960 - acc: 0.9343 - val_loss: 0.3772 - val_acc: 0.9393 Epoch 00329: val_acc did not improve from 0.94001 Epoch 330/100000 - 19s - loss: 0.3957 - acc: 0.9349 - val_loss: 0.3994 - val_acc: 0.9233 Epoch 00330: val_acc did not improve from 0.94001 Epoch 331/100000 - 19s - loss: 0.3977 - acc: 0.9338 - val_loss: 0.4528 - val_acc: 0.8848 Epoch 00331: val_acc did not improve from 0.94001 Epoch 332/100000 - 19s - loss: 0.3950 - acc: 0.9349 - val_loss: 0.3940 - val_acc: 0.9276 Epoch 00332: val_acc did not improve from 0.94001 Epoch 333/100000 - 19s - loss: 0.4000 - acc: 0.9333 - val_loss: 0.4483 - val_acc: 0.9236 Epoch 00333: val_acc did not improve from 0.94001 Epoch 334/100000 - 19s - loss: 0.3962 - acc: 0.9344 - val_loss: 0.3880 - val_acc: 0.9333 Epoch 00334: val_acc did not improve from 0.94001 Epoch 335/100000 - 19s - loss: 0.3970 - acc: 0.9340 - val_loss: 0.4581 - val_acc: 0.9046 Epoch 00335: val_acc did not improve from 0.94001 Epoch 336/100000 - 19s - loss: 0.3953 - acc: 0.9348 - val_loss: 0.3917 - val_acc: 0.9267 Epoch 00336: val_acc did not improve from 0.94001 Epoch 337/100000 - 19s - loss: 0.3937 - acc: 0.9352 - val_loss: 0.4428 - val_acc: 0.8998 Epoch 00337: val_acc did not improve from 0.94001 Epoch 338/100000 - 19s - loss: 0.3956 - acc: 0.9347 - val_loss: 0.3827 - val_acc: 0.9333 Epoch 00338: val_acc did not improve from 0.94001 Epoch 339/100000 - 19s - loss: 0.3988 - acc: 0.9343 - val_loss: 0.3867 - val_acc: 0.9309 Epoch 00339: val_acc did not improve from 0.94001 Epoch 340/100000 - 19s - loss: 0.3958 - acc: 0.9342 - val_loss: 0.3905 - val_acc: 0.9316 Epoch 00340: val_acc did not improve from 0.94001 Epoch 341/100000 - 19s - loss: 0.3951 - acc: 0.9344 - val_loss: 0.4146 - val_acc: 0.9179 Epoch 00341: val_acc did not improve from 0.94001 Epoch 342/100000 - 19s - loss: 0.3957 - acc: 0.9340 - val_loss: 0.4159 - val_acc: 0.9167 Epoch 00342: val_acc did not improve from 0.94001 Epoch 343/100000 - 19s - loss: 0.3945 - acc: 0.9353 - val_loss: 0.3909 - val_acc: 0.9299 Epoch 00343: val_acc did not improve from 0.94001 Epoch 344/100000 - 19s - loss: 0.3969 - acc: 0.9347 - val_loss: 0.3812 - val_acc: 0.9391 Epoch 00344: val_acc did not improve from 0.94001 Epoch 345/100000 - 18s - loss: 0.3976 - acc: 0.9345 - val_loss: 0.3926 - val_acc: 0.9269 Epoch 00345: val_acc did not improve from 0.94001 Epoch 346/100000 - 19s - loss: 0.3954 - acc: 0.9349 - val_loss: 0.3950 - val_acc: 0.9342 Epoch 00346: val_acc did not improve from 0.94001 Epoch 347/100000 - 18s - loss: 0.3981 - acc: 0.9338 - val_loss: 0.4860 - val_acc: 0.9099 Epoch 00347: val_acc did not improve from 0.94001 Epoch 348/100000 - 18s - loss: 0.3988 - acc: 0.9344 - val_loss: 0.3988 - val_acc: 0.9282 Epoch 00348: val_acc did not improve from 0.94001 Epoch 349/100000 - 19s - loss: 0.3965 - acc: 0.9343 - val_loss: 0.5226 - val_acc: 0.8434 Epoch 00349: val_acc did not improve from 0.94001 Epoch 350/100000 - 18s - loss: 0.3960 - acc: 0.9346 - val_loss: 0.4704 - val_acc: 0.8918 Epoch 00350: val_acc did not improve from 0.94001 Epoch 351/100000 - 19s - loss: 0.3937 - acc: 0.9347 - val_loss: 0.3920 - val_acc: 0.9318 Epoch 00351: val_acc did not improve from 0.94001 Epoch 352/100000 - 18s - loss: 0.3948 - acc: 0.9349 - val_loss: 0.4805 - val_acc: 0.8873 Epoch 00352: val_acc did not improve from 0.94001 Epoch 353/100000 - 19s - loss: 0.3989 - acc: 0.9339 - val_loss: 0.3707 - val_acc: 0.9422 Epoch 00353: val_acc improved from 0.94001 to 0.94225, saving model to ./ModelSnapshots/CNN-353.h5 Epoch 354/100000 - 19s - loss: 0.3969 - acc: 0.9347 - val_loss: 0.3850 - val_acc: 0.9346 Epoch 00354: val_acc did not improve from 0.94225 Epoch 355/100000 - 19s - loss: 0.3982 - acc: 0.9344 - val_loss: 0.3779 - val_acc: 0.9363 Epoch 00355: val_acc did not improve from 0.94225 Epoch 356/100000 - 19s - loss: 0.3979 - acc: 0.9341 - val_loss: 0.4924 - val_acc: 0.8875 Epoch 00356: val_acc did not improve from 0.94225 Epoch 357/100000 - 19s - loss: 0.3966 - acc: 0.9347 - val_loss: 0.4153 - val_acc: 0.9132 Epoch 00357: val_acc did not improve from 0.94225 Epoch 358/100000 - 19s - loss: 0.3974 - acc: 0.9344 - val_loss: 0.4070 - val_acc: 0.9299 Epoch 00358: val_acc did not improve from 0.94225 Epoch 359/100000 - 19s - loss: 0.3972 - acc: 0.9346 - val_loss: 0.3953 - val_acc: 0.9329 Epoch 00359: val_acc did not improve from 0.94225 Epoch 360/100000 - 19s - loss: 0.3957 - acc: 0.9347 - val_loss: 0.3962 - val_acc: 0.9309 Epoch 00360: val_acc did not improve from 0.94225 Epoch 361/100000 - 19s - loss: 0.3957 - acc: 0.9347 - val_loss: 0.4077 - val_acc: 0.9202 Epoch 00361: val_acc did not improve from 0.94225 Epoch 362/100000 - 19s - loss: 0.3961 - acc: 0.9345 - val_loss: 0.6163 - val_acc: 0.7919 Epoch 00362: val_acc did not improve from 0.94225 Epoch 363/100000 - 19s - loss: 0.3992 - acc: 0.9335 - val_loss: 0.4250 - val_acc: 0.9272 Epoch 00363: val_acc did not improve from 0.94225 Epoch 364/100000 - 19s - loss: 0.3949 - acc: 0.9352 - val_loss: 0.3871 - val_acc: 0.9270 Epoch 00364: val_acc did not improve from 0.94225 Epoch 365/100000 - 19s - loss: 0.3974 - acc: 0.9344 - val_loss: 0.3863 - val_acc: 0.9293 Epoch 00365: val_acc did not improve from 0.94225 Epoch 366/100000 - 19s - loss: 0.3988 - acc: 0.9340 - val_loss: 0.4407 - val_acc: 0.9095 Epoch 00366: val_acc did not improve from 0.94225 Epoch 367/100000 - 18s - loss: 0.3930 - acc: 0.9349 - val_loss: 0.4103 - val_acc: 0.9203 Epoch 00367: val_acc did not improve from 0.94225 Epoch 368/100000 - 19s - loss: 0.3969 - acc: 0.9346 - val_loss: 0.3766 - val_acc: 0.9369 Epoch 00368: val_acc did not improve from 0.94225 Epoch 369/100000 - 18s - loss: 0.3956 - acc: 0.9348 - val_loss: 0.4009 - val_acc: 0.9281 Epoch 00369: val_acc did not improve from 0.94225 Epoch 370/100000 - 19s - loss: 0.3948 - acc: 0.9347 - val_loss: 0.3784 - val_acc: 0.9383 Epoch 00370: val_acc did not improve from 0.94225 Epoch 371/100000 - 18s - loss: 0.3975 - acc: 0.9337 - val_loss: 0.4197 - val_acc: 0.9266 Epoch 00371: val_acc did not improve from 0.94225 Epoch 372/100000 - 19s - loss: 0.3972 - acc: 0.9345 - val_loss: 0.3916 - val_acc: 0.9314 Epoch 00372: val_acc did not improve from 0.94225 Epoch 373/100000 - 18s - loss: 0.3983 - acc: 0.9340 - val_loss: 0.4921 - val_acc: 0.8681 Epoch 00373: val_acc did not improve from 0.94225 Epoch 374/100000 - 19s - loss: 0.3991 - acc: 0.9347 - val_loss: 0.4028 - val_acc: 0.9305 Epoch 00374: val_acc did not improve from 0.94225 Epoch 375/100000 - 19s - loss: 0.3969 - acc: 0.9340 - val_loss: 0.3990 - val_acc: 0.9242 Epoch 00375: val_acc did not improve from 0.94225 Epoch 376/100000 - 19s - loss: 0.3990 - acc: 0.9343 - val_loss: 0.4141 - val_acc: 0.9291 Epoch 00376: val_acc did not improve from 0.94225 Epoch 377/100000 - 19s - loss: 0.3959 - acc: 0.9345 - val_loss: 0.4142 - val_acc: 0.9103 Epoch 00377: val_acc did not improve from 0.94225 Epoch 378/100000 - 19s - loss: 0.3974 - acc: 0.9341 - val_loss: 0.3783 - val_acc: 0.9370 Epoch 00378: val_acc did not improve from 0.94225 Epoch 379/100000 - 18s - loss: 0.3963 - acc: 0.9343 - val_loss: 0.3905 - val_acc: 0.9328 Epoch 00379: val_acc did not improve from 0.94225 Epoch 380/100000 - 19s - loss: 0.3949 - acc: 0.9351 - val_loss: 0.3983 - val_acc: 0.9328 Epoch 00380: val_acc did not improve from 0.94225 Epoch 381/100000 - 19s - loss: 0.3978 - acc: 0.9345 - val_loss: 0.4146 - val_acc: 0.9204 Epoch 00381: val_acc did not improve from 0.94225 Epoch 382/100000 - 18s - loss: 0.3962 - acc: 0.9348 - val_loss: 0.3957 - val_acc: 0.9284 Epoch 00382: val_acc did not improve from 0.94225 Epoch 383/100000 - 19s - loss: 0.3955 - acc: 0.9342 - val_loss: 0.3834 - val_acc: 0.9338 Epoch 00383: val_acc did not improve from 0.94225 Epoch 384/100000 - 18s - loss: 0.3956 - acc: 0.9343 - val_loss: 0.3966 - val_acc: 0.9236 Epoch 00384: val_acc did not improve from 0.94225 Epoch 385/100000 - 19s - loss: 0.3942 - acc: 0.9350 - val_loss: 0.4539 - val_acc: 0.8910 Epoch 00385: val_acc did not improve from 0.94225 Epoch 386/100000 - 18s - loss: 0.3998 - acc: 0.9334 - val_loss: 0.4513 - val_acc: 0.8985 Epoch 00386: val_acc did not improve from 0.94225 Epoch 387/100000 - 18s - loss: 0.3960 - acc: 0.9342 - val_loss: 0.4464 - val_acc: 0.9122 Epoch 00387: val_acc did not improve from 0.94225 Epoch 388/100000 - 19s - loss: 0.3954 - acc: 0.9344 - val_loss: 0.5134 - val_acc: 0.8496 Epoch 00388: val_acc did not improve from 0.94225 Epoch 389/100000 - 19s - loss: 0.3965 - acc: 0.9345 - val_loss: 0.3970 - val_acc: 0.9292 Epoch 00389: val_acc did not improve from 0.94225 Epoch 390/100000 - 19s - loss: 0.3975 - acc: 0.9341 - val_loss: 0.3818 - val_acc: 0.9385 Epoch 00390: val_acc did not improve from 0.94225 Epoch 391/100000 - 19s - loss: 0.3958 - acc: 0.9345 - val_loss: 0.3894 - val_acc: 0.9275 Epoch 00391: val_acc did not improve from 0.94225 Epoch 392/100000 - 18s - loss: 0.3951 - acc: 0.9342 - val_loss: 0.3928 - val_acc: 0.9265 Epoch 00392: val_acc did not improve from 0.94225 Epoch 393/100000 - 19s - loss: 0.3982 - acc: 0.9346 - val_loss: 0.4041 - val_acc: 0.9288 Epoch 00393: val_acc did not improve from 0.94225 Epoch 394/100000 - 18s - loss: 0.3956 - acc: 0.9343 - val_loss: 0.4016 - val_acc: 0.9316 Epoch 00394: val_acc did not improve from 0.94225 Epoch 395/100000 - 19s - loss: 0.3951 - acc: 0.9346 - val_loss: 0.4112 - val_acc: 0.9292 Epoch 00395: val_acc did not improve from 0.94225 Epoch 396/100000 - 18s - loss: 0.3957 - acc: 0.9352 - val_loss: 0.4031 - val_acc: 0.9238 Epoch 00396: val_acc did not improve from 0.94225 Epoch 397/100000 - 19s - loss: 0.3960 - acc: 0.9349 - val_loss: 0.4604 - val_acc: 0.9044 Epoch 00397: val_acc did not improve from 0.94225 Epoch 398/100000 - 19s - loss: 0.3996 - acc: 0.9339 - val_loss: 0.4998 - val_acc: 0.8609 Epoch 00398: val_acc did not improve from 0.94225 Epoch 399/100000 - 18s - loss: 0.3953 - acc: 0.9351 - val_loss: 0.3926 - val_acc: 0.9318 Epoch 00399: val_acc did not improve from 0.94225 Epoch 400/100000 - 19s - loss: 0.4040 - acc: 0.9328 - val_loss: 0.3926 - val_acc: 0.9264 Epoch 00400: val_acc did not improve from 0.94225 Epoch 401/100000 - 19s - loss: 0.3983 - acc: 0.9335 - val_loss: 0.4238 - val_acc: 0.9105 Epoch 00401: val_acc did not improve from 0.94225 Epoch 402/100000 - 19s - loss: 0.3954 - acc: 0.9351 - val_loss: 0.5009 - val_acc: 0.8659 Epoch 00402: val_acc did not improve from 0.94225 Epoch 403/100000 - 19s - loss: 0.3988 - acc: 0.9343 - val_loss: 0.4153 - val_acc: 0.9237 Epoch 00403: val_acc did not improve from 0.94225 Epoch 404/100000 - 19s - loss: 0.3961 - acc: 0.9341 - val_loss: 0.4492 - val_acc: 0.9110 Epoch 00404: val_acc did not improve from 0.94225 Epoch 405/100000 - 19s - loss: 0.4000 - acc: 0.9335 - val_loss: 0.4161 - val_acc: 0.9331 Epoch 00405: val_acc did not improve from 0.94225 Epoch 406/100000 - 18s - loss: 0.3975 - acc: 0.9341 - val_loss: 0.3899 - val_acc: 0.9365 Epoch 00406: val_acc did not improve from 0.94225 Epoch 407/100000 - 19s - loss: 0.3998 - acc: 0.9331 - val_loss: 0.4004 - val_acc: 0.9283 Epoch 00407: val_acc did not improve from 0.94225 Epoch 408/100000 - 18s - loss: 0.3968 - acc: 0.9341 - val_loss: 0.4631 - val_acc: 0.9163 Epoch 00408: val_acc did not improve from 0.94225 Epoch 409/100000 - 19s - loss: 0.3943 - acc: 0.9343 - val_loss: 0.5393 - val_acc: 0.8576 Epoch 00409: val_acc did not improve from 0.94225 Epoch 410/100000 - 19s - loss: 0.3970 - acc: 0.9345 - val_loss: 0.3905 - val_acc: 0.9330 Epoch 00410: val_acc did not improve from 0.94225 Epoch 411/100000 - 18s - loss: 0.3971 - acc: 0.9347 - val_loss: 0.3771 - val_acc: 0.9381 Epoch 00411: val_acc did not improve from 0.94225 Epoch 412/100000 - 19s - loss: 0.3975 - acc: 0.9340 - val_loss: 0.4578 - val_acc: 0.9153 Epoch 00412: val_acc did not improve from 0.94225 Epoch 413/100000 - 19s - loss: 0.3981 - acc: 0.9340 - val_loss: 0.4280 - val_acc: 0.9183 Epoch 00418: val_acc did not improve from 0.94225 Epoch 419/100000 - 19s - loss: 0.3979 - acc: 0.9340 - val_loss: 0.3753 - val_acc: 0.9372 Epoch 00419: val_acc did not improve from 0.94225 Epoch 420/100000 - 19s - loss: 0.3985 - acc: 0.9334 - val_loss: 0.4093 - val_acc: 0.9185 Epoch 00420: val_acc did not improve from 0.94225 Epoch 421/100000 - 19s - loss: 0.3973 - acc: 0.9341 - val_loss: 0.4216 - val_acc: 0.9139 Epoch 00421: val_acc did not improve from 0.94225 Epoch 422/100000 - 19s - loss: 0.3983 - acc: 0.9345 - val_loss: 0.3978 - val_acc: 0.9317 Epoch 00422: val_acc did not improve from 0.94225 Epoch 423/100000 - 19s - loss: 0.3984 - acc: 0.9348 - val_loss: 0.3900 - val_acc: 0.9350 Epoch 00423: val_acc did not improve from 0.94225 Epoch 424/100000 - 19s - loss: 0.3988 - acc: 0.9341 - val_loss: 0.4112 - val_acc: 0.9127 Epoch 00424: val_acc did not improve from 0.94225 Epoch 00424: ReduceLROnPlateau reducing learning rate to 0.0009025000152178108. Epoch 425/100000 - 19s - loss: 0.3903 - acc: 0.9339 - val_loss: 0.4279 - val_acc: 0.9038 Epoch 00425: val_acc did not improve from 0.94225 Epoch 426/100000 - 18s - loss: 0.3873 - acc: 0.9352 - val_loss: 0.3781 - val_acc: 0.9307 Epoch 00426: val_acc did not improve from 0.94225 Epoch 427/100000 - 19s - loss: 0.3891 - acc: 0.9344 - val_loss: 0.4225 - val_acc: 0.9219 Epoch 00427: val_acc did not improve from 0.94225 Epoch 428/100000 - 19s - loss: 0.3854 - acc: 0.9352 - val_loss: 0.6165 - val_acc: 0.8236 Epoch 00428: val_acc did not improve from 0.94225 Epoch 429/100000 - 19s - loss: 0.3911 - acc: 0.9331 - val_loss: 0.5023 - val_acc: 0.8787 Epoch 00429: val_acc did not improve from 0.94225 Epoch 430/100000 - 19s - loss: 0.3876 - acc: 0.9348 - val_loss: 0.5066 - val_acc: 0.8492 Epoch 00430: val_acc did not improve from 0.94225 Epoch 431/100000 - 19s - loss: 0.3878 - acc: 0.9342 - val_loss: 0.3706 - val_acc: 0.9410 Epoch 00431: val_acc did not improve from 0.94225 Epoch 432/100000 - 18s - loss: 0.3916 - acc: 0.9337 - val_loss: 0.3999 - val_acc: 0.9116 Epoch 00432: val_acc did not improve from 0.94225 Epoch 433/100000 - 18s - loss: 0.3887 - acc: 0.9338 - val_loss: 0.4852 - val_acc: 0.8689 Epoch 00433: val_acc did not improve from 0.94225 Epoch 434/100000 - 19s - loss: 0.3842 - acc: 0.9355 - val_loss: 0.4900 - val_acc: 0.9019 Epoch 00434: val_acc did not improve from 0.94225 Epoch 435/100000 - 19s - loss: 0.3870 - acc: 0.9350 - val_loss: 0.5658 - val_acc: 0.8517 Epoch 00435: val_acc did not improve from 0.94225 Epoch 436/100000 - 18s - loss: 0.3904 - acc: 0.9339 - val_loss: 0.3719 - val_acc: 0.9391 Epoch 00436: val_acc did not improve from 0.94225 Epoch 437/100000 - 19s - loss: 0.3926 - acc: 0.9327 - val_loss: 0.3680 - val_acc: 0.9350 Epoch 00437: val_acc did not improve from 0.94225 Epoch 438/100000 - 18s - loss: 0.3857 - acc: 0.9353 - val_loss: 0.3827 - val_acc: 0.9315 Epoch 00438: val_acc did not improve from 0.94225 Epoch 439/100000 - 19s - loss: 0.3866 - acc: 0.9351 - val_loss: 0.4315 - val_acc: 0.9057 Epoch 00439: val_acc did not improve from 0.94225 Epoch 440/100000 - 18s - loss: 0.3884 - acc: 0.9341 - val_loss: 0.3742 - val_acc: 0.9361 Epoch 00440: val_acc did not improve from 0.94225 Epoch 441/100000 - 19s - loss: 0.3892 - acc: 0.9344 - val_loss: 0.3746 - val_acc: 0.9368 Epoch 00441: val_acc did not improve from 0.94225 Epoch 442/100000 - 19s - loss: 0.3875 - acc: 0.9345 - val_loss: 0.4422 - val_acc: 0.8977 Epoch 00442: val_acc did not improve from 0.94225 Epoch 443/100000 - 19s - loss: 0.3891 - acc: 0.9339 - val_loss: 0.3710 - val_acc: 0.9366 Epoch 00443: val_acc did not improve from 0.94225 Epoch 444/100000 - 18s - loss: 0.3869 - acc: 0.9352 - val_loss: 0.4202 - val_acc: 0.9119 Epoch 00444: val_acc did not improve from 0.94225 Epoch 445/100000 - 19s - loss: 0.3880 - acc: 0.9342 - val_loss: 0.4037 - val_acc: 0.9171 Epoch 00445: val_acc did not improve from 0.94225 Epoch 446/100000 - 19s - loss: 0.3894 - acc: 0.9348 - val_loss: 0.3825 - val_acc: 0.9350 Epoch 00446: val_acc did not improve from 0.94225 Epoch 447/100000 - 19s - loss: 0.3883 - acc: 0.9342 - val_loss: 0.3763 - val_acc: 0.9365 Epoch 00447: val_acc did not improve from 0.94225 Epoch 448/100000 - 19s - loss: 0.3861 - acc: 0.9343 - val_loss: 0.4339 - val_acc: 0.9250 Epoch 00448: val_acc did not improve from 0.94225 Epoch 449/100000 - 19s - loss: 0.3891 - acc: 0.9337 - val_loss: 0.3682 - val_acc: 0.9363 Epoch 00449: val_acc did not improve from 0.94225 Epoch 450/100000 - 19s - loss: 0.3899 - acc: 0.9343 - val_loss: 0.3819 - val_acc: 0.9341 Epoch 00450: val_acc did not improve from 0.94225 Epoch 451/100000 - 19s - loss: 0.3861 - acc: 0.9348 - val_loss: 0.4300 - val_acc: 0.9040 Epoch 00451: val_acc did not improve from 0.94225 Epoch 452/100000 - 19s - loss: 0.3881 - acc: 0.9336 - val_loss: 0.3857 - val_acc: 0.9295 Epoch 00452: val_acc did not improve from 0.94225 Epoch 453/100000 - 18s - loss: 0.3847 - acc: 0.9352 - val_loss: 0.3745 - val_acc: 0.9304 Epoch 00453: val_acc did not improve from 0.94225 Epoch 454/100000 - 19s - loss: 0.3858 - acc: 0.9345 - val_loss: 0.3701 - val_acc: 0.9377 Epoch 00454: val_acc did not improve from 0.94225 Epoch 455/100000 - 18s - loss: 0.3853 - acc: 0.9345 - val_loss: 0.4384 - val_acc: 0.9218 Epoch 00455: val_acc did not improve from 0.94225 Epoch 456/100000 - 19s - loss: 0.3889 - acc: 0.9342 - val_loss: 0.4469 - val_acc: 0.9017 Epoch 00456: val_acc did not improve from 0.94225 Epoch 457/100000 - 19s - loss: 0.3877 - acc: 0.9349 - val_loss: 0.3737 - val_acc: 0.9379 Epoch 00457: val_acc did not improve from 0.94225 Epoch 458/100000 - 19s - loss: 0.3918 - acc: 0.9333 - val_loss: 0.4124 - val_acc: 0.9175 Epoch 00458: val_acc did not improve from 0.94225 Epoch 459/100000 - 19s - loss: 0.3857 - acc: 0.9352 - val_loss: 0.3875 - val_acc: 0.9305 Epoch 00459: val_acc did not improve from 0.94225 Epoch 460/100000 - 19s - loss: 0.3884 - acc: 0.9342 - val_loss: 0.4006 - val_acc: 0.9340 Epoch 00460: val_acc did not improve from 0.94225 Epoch 461/100000 - 19s - loss: 0.3885 - acc: 0.9345 - val_loss: 0.3791 - val_acc: 0.9389 Epoch 00461: val_acc did not improve from 0.94225 Epoch 462/100000 - 19s - loss: 0.3882 - acc: 0.9349 - val_loss: 0.4018 - val_acc: 0.9286 Epoch 00462: val_acc did not improve from 0.94225 Epoch 463/100000 - 19s - loss: 0.3898 - acc: 0.9341 - val_loss: 0.3822 - val_acc: 0.9274 Epoch 00463: val_acc did not improve from 0.94225 Epoch 464/100000 - 19s - loss: 0.3886 - acc: 0.9343 - val_loss: 0.3959 - val_acc: 0.9243 Epoch 00464: val_acc did not improve from 0.94225 Epoch 465/100000 - 18s - loss: 0.3904 - acc: 0.9340 - val_loss: 0.3818 - val_acc: 0.9336 Epoch 00465: val_acc did not improve from 0.94225 Epoch 466/100000 - 19s - loss: 0.3878 - acc: 0.9346 - val_loss: 0.3951 - val_acc: 0.9212 Epoch 00466: val_acc did not improve from 0.94225 Epoch 467/100000 - 18s - loss: 0.3900 - acc: 0.9335 - val_loss: 0.3747 - val_acc: 0.9324 Epoch 00467: val_acc did not improve from 0.94225 Epoch 468/100000 - 19s - loss: 0.3896 - acc: 0.9346 - val_loss: 0.3802 - val_acc: 0.9329 Epoch 00468: val_acc did not improve from 0.94225 Epoch 469/100000 - 18s - loss: 0.3893 - acc: 0.9340 - val_loss: 0.3893 - val_acc: 0.9273 Epoch 00469: val_acc did not improve from 0.94225 Epoch 470/100000 - 18s - loss: 0.3892 - acc: 0.9344 - val_loss: 0.4014 - val_acc: 0.9155 Epoch 00470: val_acc did not improve from 0.94225 Epoch 471/100000 - 19s - loss: 0.3885 - acc: 0.9348 - val_loss: 0.3714 - val_acc: 0.9360 Epoch 00471: val_acc did not improve from 0.94225 Epoch 472/100000 - 18s - loss: 0.3882 - acc: 0.9349 - val_loss: 0.3981 - val_acc: 0.9246 Epoch 00472: val_acc did not improve from 0.94225 Epoch 473/100000 - 19s - loss: 0.3850 - acc: 0.9349 - val_loss: 0.3910 - val_acc: 0.9223 Epoch 00473: val_acc did not improve from 0.94225 Epoch 474/100000 - 19s - loss: 0.3878 - acc: 0.9345 - val_loss: 0.4567 - val_acc: 0.8801 Epoch 00474: val_acc did not improve from 0.94225 Epoch 475/100000 - 18s - loss: 0.3892 - acc: 0.9351 - val_loss: 0.3816 - val_acc: 0.9374 Epoch 00475: val_acc did not improve from 0.94225 Epoch 476/100000 - 19s - loss: 0.3904 - acc: 0.9338 - val_loss: 0.3739 - val_acc: 0.9375 Epoch 00476: val_acc did not improve from 0.94225 Epoch 477/100000 - 18s - loss: 0.3913 - acc: 0.9344 - val_loss: 0.4849 - val_acc: 0.8807 Epoch 00477: val_acc did not improve from 0.94225 Epoch 478/100000 - 19s - loss: 0.3912 - acc: 0.9345 - val_loss: 0.3807 - val_acc: 0.9331 Epoch 00478: val_acc did not improve from 0.94225 Epoch 479/100000 - 19s - loss: 0.3887 - acc: 0.9345 - val_loss: 0.3844 - val_acc: 0.9225 Epoch 00479: val_acc did not improve from 0.94225 Epoch 480/100000 - 19s - loss: 0.3876 - acc: 0.9352 - val_loss: 0.3716 - val_acc: 0.9373 Epoch 00480: val_acc did not improve from 0.94225 Epoch 481/100000 - 19s - loss: 0.3880 - acc: 0.9348 - val_loss: 0.3883 - val_acc: 0.9248 Epoch 00481: val_acc did not improve from 0.94225 Epoch 482/100000 - 19s - loss: 0.3882 - acc: 0.9342 - val_loss: 0.3689 - val_acc: 0.9379 Epoch 00482: val_acc did not improve from 0.94225 Epoch 483/100000 - 19s - loss: 0.3893 - acc: 0.9338 - val_loss: 0.3841 - val_acc: 0.9282 Epoch 00483: val_acc did not improve from 0.94225 Epoch 484/100000 - 19s - loss: 0.3870 - acc: 0.9343 - val_loss: 0.3907 - val_acc: 0.9345 Epoch 00484: val_acc did not improve from 0.94225 Epoch 485/100000 - 19s - loss: 0.3912 - acc: 0.9337 - val_loss: 0.3848 - val_acc: 0.9285 Epoch 00485: val_acc did not improve from 0.94225 Epoch 486/100000 - 19s - loss: 0.3901 - acc: 0.9346 - val_loss: 0.3797 - val_acc: 0.9373 Epoch 00486: val_acc did not improve from 0.94225 Epoch 487/100000 - 19s - loss: 0.3894 - acc: 0.9337 - val_loss: 0.4391 - val_acc: 0.8926 Epoch 00487: val_acc did not improve from 0.94225 Epoch 488/100000 - 18s - loss: 0.3860 - acc: 0.9350 - val_loss: 0.3975 - val_acc: 0.9171 Epoch 00488: val_acc did not improve from 0.94225 Epoch 489/100000 - 19s - loss: 0.3867 - acc: 0.9348 - val_loss: 0.3714 - val_acc: 0.9379 Epoch 00489: val_acc did not improve from 0.94225 Epoch 490/100000 - 19s - loss: 0.3890 - acc: 0.9337 - val_loss: 0.4128 - val_acc: 0.9181 Epoch 00490: val_acc did not improve from 0.94225 Epoch 491/100000 - 19s - loss: 0.3918 - acc: 0.9331 - val_loss: 0.5274 - val_acc: 0.8722 Epoch 00491: val_acc did not improve from 0.94225 Epoch 492/100000 - 19s - loss: 0.3885 - acc: 0.9347 - val_loss: 0.3829 - val_acc: 0.9293 Epoch 00492: val_acc did not improve from 0.94225 Epoch 493/100000 - 19s - loss: 0.3897 - acc: 0.9348 - val_loss: 0.3878 - val_acc: 0.9354 Epoch 00493: val_acc did not improve from 0.94225 Epoch 494/100000 - 19s - loss: 0.3904 - acc: 0.9340 - val_loss: 0.3814 - val_acc: 0.9273 Epoch 00494: val_acc did not improve from 0.94225 Epoch 495/100000 - 18s - loss: 0.3881 - acc: 0.9350 - val_loss: 0.3973 - val_acc: 0.9255 Epoch 00495: val_acc did not improve from 0.94225 Epoch 496/100000 - 19s - loss: 0.3894 - acc: 0.9341 - val_loss: 0.3813 - val_acc: 0.9375 Epoch 00496: val_acc did not improve from 0.94225 Epoch 497/100000 - 18s - loss: 0.3891 - acc: 0.9340 - val_loss: 0.3759 - val_acc: 0.9390 Epoch 00497: val_acc did not improve from 0.94225 Epoch 498/100000 - 19s - loss: 0.3914 - acc: 0.9332 - val_loss: 0.3937 - val_acc: 0.9267 Epoch 00498: val_acc did not improve from 0.94225 Epoch 499/100000 - 19s - loss: 0.3878 - acc: 0.9348 - val_loss: 0.4182 - val_acc: 0.9042 Epoch 00499: val_acc did not improve from 0.94225 Epoch 500/100000 - 18s - loss: 0.3901 - acc: 0.9348 - val_loss: 0.4485 - val_acc: 0.9114 Epoch 00500: val_acc did not improve from 0.94225 Epoch 501/100000 - 19s - loss: 0.3908 - acc: 0.9344 - val_loss: 0.5070 - val_acc: 0.8653 Epoch 00501: val_acc did not improve from 0.94225 Epoch 502/100000 - 18s - loss: 0.3889 - acc: 0.9345 - val_loss: 0.3704 - val_acc: 0.9366 Epoch 00502: val_acc did not improve from 0.94225 Epoch 503/100000 - 19s - loss: 0.3891 - acc: 0.9344 - val_loss: 0.3717 - val_acc: 0.9361 Epoch 00503: val_acc did not improve from 0.94225 Epoch 504/100000 - 18s - loss: 0.3907 - acc: 0.9339 - val_loss: 0.3746 - val_acc: 0.9330 Epoch 00504: val_acc did not improve from 0.94225 Epoch 505/100000 - 19s - loss: 0.3897 - acc: 0.9342 - val_loss: 0.4514 - val_acc: 0.8870 Epoch 00505: val_acc did not improve from 0.94225 Epoch 506/100000 - 19s - loss: 0.3895 - acc: 0.9337 - val_loss: 0.3828 - val_acc: 0.9338 Epoch 00506: val_acc did not improve from 0.94225 Epoch 507/100000 - 19s - loss: 0.3919 - acc: 0.9334 - val_loss: 0.3786 - val_acc: 0.9365 Epoch 00507: val_acc did not improve from 0.94225 Epoch 508/100000 - 19s - loss: 0.3893 - acc: 0.9347 - val_loss: 0.3916 - val_acc: 0.9272 Epoch 00508: val_acc did not improve from 0.94225 Epoch 509/100000 - 19s - loss: 0.3862 - acc: 0.9350 - val_loss: 0.4134 - val_acc: 0.9084 Epoch 00509: val_acc did not improve from 0.94225 Epoch 510/100000 - 18s - loss: 0.3901 - acc: 0.9338 - val_loss: 0.3840 - val_acc: 0.9340 Epoch 00510: val_acc did not improve from 0.94225 Epoch 511/100000 - 19s - loss: 0.3891 - acc: 0.9340 - val_loss: 0.3769 - val_acc: 0.9337 Epoch 00511: val_acc did not improve from 0.94225 Epoch 512/100000 - 18s - loss: 0.3912 - acc: 0.9340 - val_loss: 0.3935 - val_acc: 0.9355 Epoch 00512: val_acc did not improve from 0.94225 Epoch 513/100000 - 19s - loss: 0.3886 - acc: 0.9351 - val_loss: 0.5641 - val_acc: 0.8408 Epoch 00513: val_acc did not improve from 0.94225 Epoch 514/100000 - 18s - loss: 0.3890 - acc: 0.9346 - val_loss: 0.4265 - val_acc: 0.9001 Epoch 00514: val_acc did not improve from 0.94225 Epoch 515/100000 - 20s - loss: 0.3876 - acc: 0.9345 - val_loss: 0.3850 - val_acc: 0.9313 Epoch 00515: val_acc did not improve from 0.94225 Epoch 516/100000 - 19s - loss: 0.3865 - acc: 0.9347 - val_loss: 0.4356 - val_acc: 0.8957 Epoch 00516: val_acc did not improve from 0.94225 Epoch 517/100000 - 18s - loss: 0.3890 - acc: 0.9341 - val_loss: 0.3715 - val_acc: 0.9371 Epoch 00517: val_acc did not improve from 0.94225 Epoch 518/100000 - 19s - loss: 0.3864 - acc: 0.9343 - val_loss: 0.4276 - val_acc: 0.9041 Epoch 00518: val_acc did not improve from 0.94225 Epoch 519/100000 - 18s - loss: 0.3878 - acc: 0.9349 - val_loss: 0.3802 - val_acc: 0.9331 Epoch 00519: val_acc did not improve from 0.94225 Epoch 520/100000 - 19s - loss: 0.3894 - acc: 0.9343 - val_loss: 0.3798 - val_acc: 0.9348 Epoch 00520: val_acc did not improve from 0.94225 Epoch 521/100000 - 19s - loss: 0.3915 - acc: 0.9336 - val_loss: 0.3790 - val_acc: 0.9353 Epoch 00521: val_acc did not improve from 0.94225 Epoch 522/100000 - 18s - loss: 0.3897 - acc: 0.9343 - val_loss: 0.3886 - val_acc: 0.9329 Epoch 00522: val_acc did not improve from 0.94225 Epoch 523/100000 - 19s - loss: 0.3906 - acc: 0.9340 - val_loss: 0.4196 - val_acc: 0.9296 Epoch 00523: val_acc did not improve from 0.94225 Epoch 524/100000 - 18s - loss: 0.3910 - acc: 0.9341 - val_loss: 0.3871 - val_acc: 0.9293 Epoch 00524: val_acc did not improve from 0.94225 Epoch 525/100000 - 19s - loss: 0.3872 - acc: 0.9344 - val_loss: 0.3840 - val_acc: 0.9373 Epoch 00525: val_acc did not improve from 0.94225 Epoch 526/100000 - 19s - loss: 0.3905 - acc: 0.9341 - val_loss: 0.4848 - val_acc: 0.8520 Epoch 00526: val_acc did not improve from 0.94225 Epoch 527/100000 - 19s - loss: 0.3883 - acc: 0.9350 - val_loss: 0.3856 - val_acc: 0.9325 Epoch 00527: val_acc did not improve from 0.94225 Epoch 528/100000 - 19s - loss: 0.3892 - acc: 0.9342 - val_loss: 0.3745 - val_acc: 0.9376 Epoch 00528: val_acc did not improve from 0.94225 Epoch 529/100000 - 19s - loss: 0.3896 - acc: 0.9343 - val_loss: 0.4346 - val_acc: 0.9039 Epoch 00529: val_acc did not improve from 0.94225 Epoch 530/100000 - 19s - loss: 0.3925 - acc: 0.9332 - val_loss: 0.4347 - val_acc: 0.9019 Epoch 00530: val_acc did not improve from 0.94225 Epoch 531/100000 - 18s - loss: 0.3917 - acc: 0.9337 - val_loss: 0.3870 - val_acc: 0.9375 Epoch 00531: val_acc did not improve from 0.94225 Epoch 532/100000 - 19s - loss: 0.3893 - acc: 0.9342 - val_loss: 0.4613 - val_acc: 0.8869 Epoch 00532: val_acc did not improve from 0.94225 Epoch 533/100000 - 18s - loss: 0.3895 - acc: 0.9340 - val_loss: 0.3790 - val_acc: 0.9348 Epoch 00533: val_acc did not improve from 0.94225 Epoch 534/100000 - 19s - loss: 0.3904 - acc: 0.9344 - val_loss: 0.4047 - val_acc: 0.9212 Epoch 00534: val_acc did not improve from 0.94225 Epoch 535/100000 - 19s - loss: 0.3873 - acc: 0.9356 - val_loss: 0.3876 - val_acc: 0.9243 Epoch 00535: val_acc did not improve from 0.94225 Epoch 536/100000 - 19s - loss: 0.3886 - acc: 0.9345 - val_loss: 0.3754 - val_acc: 0.9382 Epoch 00536: val_acc did not improve from 0.94225 Epoch 537/100000 - 19s - loss: 0.3903 - acc: 0.9345 - val_loss: 0.3870 - val_acc: 0.9290 Epoch 00537: val_acc did not improve from 0.94225 Epoch 538/100000 - 19s - loss: 0.3897 - acc: 0.9340 - val_loss: 0.3874 - val_acc: 0.9276 Epoch 00538: val_acc did not improve from 0.94225 Epoch 539/100000 - 19s - loss: 0.3896 - acc: 0.9339 - val_loss: 0.3879 - val_acc: 0.9307 Epoch 00539: val_acc did not improve from 0.94225 Epoch 540/100000 - 19s - loss: 0.3866 - acc: 0.9344 - val_loss: 0.4102 - val_acc: 0.9175 Epoch 00540: val_acc did not improve from 0.94225 Epoch 541/100000 - 19s - loss: 0.3909 - acc: 0.9338 - val_loss: 0.5077 - val_acc: 0.8792 Epoch 00541: val_acc did not improve from 0.94225 Epoch 542/100000 - 18s - loss: 0.3932 - acc: 0.9332 - val_loss: 0.4151 - val_acc: 0.9098 Epoch 00542: val_acc did not improve from 0.94225 Epoch 543/100000 - 19s - loss: 0.3863 - acc: 0.9349 - val_loss: 0.4328 - val_acc: 0.8954 Epoch 00543: val_acc did not improve from 0.94225 Epoch 544/100000 - 19s - loss: 0.3888 - acc: 0.9342 - val_loss: 0.3837 - val_acc: 0.9343 Epoch 00544: val_acc did not improve from 0.94225 Epoch 545/100000 - 18s - loss: 0.3895 - acc: 0.9344 - val_loss: 0.3835 - val_acc: 0.9345 Epoch 00545: val_acc did not improve from 0.94225 Epoch 546/100000 - 19s - loss: 0.3916 - acc: 0.9337 - val_loss: 0.4144 - val_acc: 0.9085 Epoch 00546: val_acc did not improve from 0.94225 Epoch 547/100000 - 19s - loss: 0.3896 - acc: 0.9343 - val_loss: 0.4783 - val_acc: 0.8717 Epoch 00547: val_acc did not improve from 0.94225 Epoch 548/100000 - 19s - loss: 0.3905 - acc: 0.9342 - val_loss: 0.3820 - val_acc: 0.9354 Epoch 00548: val_acc did not improve from 0.94225 Epoch 549/100000 - 19s - loss: 0.3896 - acc: 0.9345 - val_loss: 0.3798 - val_acc: 0.9286 Epoch 00549: val_acc did not improve from 0.94225 Epoch 550/100000 - 19s - loss: 0.3896 - acc: 0.9342 - val_loss: 0.4307 - val_acc: 0.9131 Epoch 00550: val_acc did not improve from 0.94225 Epoch 551/100000 - 18s - loss: 0.3885 - acc: 0.9342 - val_loss: 0.3731 - val_acc: 0.9355 Epoch 00551: val_acc did not improve from 0.94225 Epoch 552/100000 - 19s - loss: 0.3883 - acc: 0.9349 - val_loss: 0.4225 - val_acc: 0.9234 Epoch 00552: val_acc did not improve from 0.94225 Epoch 553/100000 - 18s - loss: 0.3888 - acc: 0.9343 - val_loss: 0.4251 - val_acc: 0.9084 Epoch 00553: val_acc did not improve from 0.94225 Epoch 554/100000 - 19s - loss: 0.3901 - acc: 0.9339 - val_loss: 0.4113 - val_acc: 0.9138 Epoch 00554: val_acc did not improve from 0.94225 Epoch 555/100000 - 19s - loss: 0.3866 - acc: 0.9342 - val_loss: 0.3780 - val_acc: 0.9327 Epoch 00555: val_acc did not improve from 0.94225 Epoch 556/100000 - 18s - loss: 0.3869 - acc: 0.9343 - val_loss: 0.4453 - val_acc: 0.9016 Epoch 00556: val_acc did not improve from 0.94225 Epoch 557/100000 - 19s - loss: 0.3896 - acc: 0.9344 - val_loss: 0.3972 - val_acc: 0.9357 Epoch 00557: val_acc did not improve from 0.94225 Epoch 558/100000 - 19s - loss: 0.3883 - acc: 0.9344 - val_loss: 0.4326 - val_acc: 0.9168 Epoch 00558: val_acc did not improve from 0.94225 Epoch 559/100000 - 19s - loss: 0.3909 - acc: 0.9337 - val_loss: 0.3951 - val_acc: 0.9311 Epoch 00559: val_acc did not improve from 0.94225 Epoch 560/100000 - 19s - loss: 0.3896 - acc: 0.9341 - val_loss: 0.4256 - val_acc: 0.9271 Epoch 00560: val_acc did not improve from 0.94225 Epoch 561/100000 - 19s - loss: 0.3913 - acc: 0.9334 - val_loss: 0.3812 - val_acc: 0.9388 Epoch 00561: val_acc did not improve from 0.94225 Epoch 562/100000 - 18s - loss: 0.3881 - acc: 0.9344 - val_loss: 0.4252 - val_acc: 0.8997 Epoch 00562: val_acc did not improve from 0.94225 Epoch 563/100000 - 19s - loss: 0.3892 - acc: 0.9341 - val_loss: 0.5081 - val_acc: 0.8627 Epoch 00563: val_acc did not improve from 0.94225 Epoch 564/100000 - 19s - loss: 0.3879 - acc: 0.9343 - val_loss: 0.4423 - val_acc: 0.8970 Epoch 00564: val_acc did not improve from 0.94225 Epoch 565/100000 - 19s - loss: 0.3898 - acc: 0.9335 - val_loss: 0.3721 - val_acc: 0.9377 Epoch 00565: val_acc did not improve from 0.94225 Epoch 566/100000 - 19s - loss: 0.3875 - acc: 0.9347 - val_loss: 0.4689 - val_acc: 0.8928 Epoch 00566: val_acc did not improve from 0.94225 Epoch 567/100000 - 19s - loss: 0.3887 - acc: 0.9346 - val_loss: 0.3980 - val_acc: 0.9271 Epoch 00567: val_acc did not improve from 0.94225 Epoch 568/100000 - 19s - loss: 0.3889 - acc: 0.9344 - val_loss: 0.3769 - val_acc: 0.9348 Epoch 00568: val_acc did not improve from 0.94225 Epoch 569/100000 - 19s - loss: 0.3871 - acc: 0.9344 - val_loss: 0.3833 - val_acc: 0.9391 Epoch 00569: val_acc did not improve from 0.94225 Epoch 570/100000 - 19s - loss: 0.3891 - acc: 0.9336 - val_loss: 0.3943 - val_acc: 0.9320 Epoch 00570: val_acc did not improve from 0.94225 Epoch 571/100000 - 19s - loss: 0.3913 - acc: 0.9336 - val_loss: 0.4071 - val_acc: 0.9325 Epoch 00571: val_acc did not improve from 0.94225 Epoch 572/100000 - 19s - loss: 0.3891 - acc: 0.9340 - val_loss: 0.3988 - val_acc: 0.9359 Epoch 00572: val_acc did not improve from 0.94225 Epoch 573/100000 - 19s - loss: 0.3924 - acc: 0.9335 - val_loss: 0.4232 - val_acc: 0.9095 Epoch 00573: val_acc did not improve from 0.94225 Epoch 574/100000 - 18s - loss: 0.3889 - acc: 0.9337 - val_loss: 0.3809 - val_acc: 0.9346 Epoch 00574: val_acc did not improve from 0.94225 Epoch 575/100000 - 18s - loss: 0.3882 - acc: 0.9345 - val_loss: 0.4112 - val_acc: 0.9159 Epoch 00575: val_acc did not improve from 0.94225 Epoch 576/100000 - 19s - loss: 0.3882 - acc: 0.9338 - val_loss: 0.4809 - val_acc: 0.8983 Epoch 00576: val_acc did not improve from 0.94225 Epoch 577/100000 - 18s - loss: 0.3882 - acc: 0.9341 - val_loss: 0.3886 - val_acc: 0.9334 Epoch 00577: val_acc did not improve from 0.94225 Epoch 00577: ReduceLROnPlateau reducing learning rate to 0.0008573750033974647. Epoch 578/100000 - 19s - loss: 0.3809 - acc: 0.9339 - val_loss: 0.3703 - val_acc: 0.9364 Epoch 00578: val_acc did not improve from 0.94225 Epoch 579/100000 - 18s - loss: 0.3780 - acc: 0.9343 - val_loss: 0.3910 - val_acc: 0.9226 Epoch 00579: val_acc did not improve from 0.94225 Epoch 580/100000 - 19s - loss: 0.3765 - acc: 0.9348 - val_loss: 0.3937 - val_acc: 0.9092 Epoch 00580: val_acc did not improve from 0.94225 Epoch 581/100000 - 19s - loss: 0.3816 - acc: 0.9336 - val_loss: 0.3745 - val_acc: 0.9305 Epoch 00581: val_acc did not improve from 0.94225 Epoch 582/100000 - 18s - loss: 0.3781 - acc: 0.9345 - val_loss: 0.3646 - val_acc: 0.9373 Epoch 00582: val_acc did not improve from 0.94225 Epoch 583/100000 - 19s - loss: 0.3812 - acc: 0.9333 - val_loss: 0.5008 - val_acc: 0.8540 Epoch 00583: val_acc did not improve from 0.94225 Epoch 584/100000 - 19s - loss: 0.3791 - acc: 0.9345 - val_loss: 0.3701 - val_acc: 0.9288 Epoch 00584: val_acc did not improve from 0.94225 Epoch 585/100000 - 19s - loss: 0.3755 - acc: 0.9352 - val_loss: 0.3850 - val_acc: 0.9211 Epoch 00585: val_acc did not improve from 0.94225 Epoch 586/100000 - 19s - loss: 0.3790 - acc: 0.9338 - val_loss: 0.3616 - val_acc: 0.9376 Epoch 00586: val_acc did not improve from 0.94225 Epoch 587/100000 - 18s - loss: 0.3754 - acc: 0.9355 - val_loss: 0.4552 - val_acc: 0.8937 Epoch 00587: val_acc did not improve from 0.94225 Epoch 588/100000 - 19s - loss: 0.3775 - acc: 0.9339 - val_loss: 0.3803 - val_acc: 0.9294 Epoch 00588: val_acc did not improve from 0.94225 Epoch 589/100000 - 19s - loss: 0.3807 - acc: 0.9342 - val_loss: 0.3644 - val_acc: 0.9381 Epoch 00589: val_acc did not improve from 0.94225 Epoch 590/100000 - 18s - loss: 0.3784 - acc: 0.9348 - val_loss: 0.3641 - val_acc: 0.9337 Epoch 00590: val_acc did not improve from 0.94225 Epoch 591/100000 - 19s - loss: 0.3788 - acc: 0.9343 - val_loss: 0.6189 - val_acc: 0.7987 Epoch 00591: val_acc did not improve from 0.94225 Epoch 592/100000 - 19s - loss: 0.3766 - acc: 0.9348 - val_loss: 0.3623 - val_acc: 0.9379 Epoch 00592: val_acc did not improve from 0.94225 Epoch 593/100000 - 18s - loss: 0.3801 - acc: 0.9345 - val_loss: 0.3660 - val_acc: 0.9318 Epoch 00593: val_acc did not improve from 0.94225 Epoch 594/100000 - 19s - loss: 0.3796 - acc: 0.9339 - val_loss: 0.8390 - val_acc: 0.8398 Epoch 00594: val_acc did not improve from 0.94225 Epoch 595/100000 - 18s - loss: 0.3793 - acc: 0.9342 - val_loss: 0.3632 - val_acc: 0.9361 Epoch 00595: val_acc did not improve from 0.94225 Epoch 596/100000 - 19s - loss: 0.3811 - acc: 0.9339 - val_loss: 0.3732 - val_acc: 0.9345 Epoch 00596: val_acc did not improve from 0.94225 Epoch 597/100000 - 18s - loss: 0.3763 - acc: 0.9347 - val_loss: 0.3957 - val_acc: 0.9145 Epoch 00597: val_acc did not improve from 0.94225 Epoch 598/100000 - 19s - loss: 0.3770 - acc: 0.9349 - val_loss: 0.3944 - val_acc: 0.9252 Epoch 00598: val_acc did not improve from 0.94225 Epoch 599/100000 - 19s - loss: 0.3790 - acc: 0.9343 - val_loss: 0.3731 - val_acc: 0.9322 Epoch 00599: val_acc did not improve from 0.94225 Epoch 600/100000 - 18s - loss: 0.3783 - acc: 0.9345 - val_loss: 0.7100 - val_acc: 0.8460 Epoch 00600: val_acc did not improve from 0.94225 Epoch 601/100000 - 19s - loss: 0.3777 - acc: 0.9348 - val_loss: 0.3732 - val_acc: 0.9314 Epoch 00601: val_acc did not improve from 0.94225 Epoch 602/100000 - 18s - loss: 0.3771 - acc: 0.9350 - val_loss: 0.3764 - val_acc: 0.9337 Epoch 00602: val_acc did not improve from 0.94225 Epoch 603/100000 - 19s - loss: 0.3766 - acc: 0.9354 - val_loss: 0.3885 - val_acc: 0.9259 Epoch 00603: val_acc did not improve from 0.94225 Epoch 604/100000 - 18s - loss: 0.3793 - acc: 0.9341 - val_loss: 0.4155 - val_acc: 0.9179 Epoch 00604: val_acc did not improve from 0.94225 Epoch 605/100000 - 19s - loss: 0.3784 - acc: 0.9343 - val_loss: 0.4017 - val_acc: 0.9163 Epoch 00605: val_acc did not improve from 0.94225 Epoch 606/100000 - 18s - loss: 0.3770 - acc: 0.9354 - val_loss: 0.3908 - val_acc: 0.9168 Epoch 00606: val_acc did not improve from 0.94225 Epoch 607/100000 - 19s - loss: 0.3778 - acc: 0.9348 - val_loss: 0.3622 - val_acc: 0.9343 Epoch 00607: val_acc did not improve from 0.94225 Epoch 608/100000 - 19s - loss: 0.3781 - acc: 0.9343 - val_loss: 0.3821 - val_acc: 0.9274 Epoch 00608: val_acc did not improve from 0.94225 Epoch 609/100000 - 19s - loss: 0.3781 - acc: 0.9343 - val_loss: 0.3940 - val_acc: 0.9141 Epoch 00609: val_acc did not improve from 0.94225 Epoch 610/100000 - 19s - loss: 0.3791 - acc: 0.9346 - val_loss: 0.4071 - val_acc: 0.9129 Epoch 00610: val_acc did not improve from 0.94225 Epoch 611/100000 - 19s - loss: 0.3786 - acc: 0.9346 - val_loss: 0.3791 - val_acc: 0.9264 Epoch 00611: val_acc did not improve from 0.94225 Epoch 612/100000 - 19s - loss: 0.3804 - acc: 0.9343 - val_loss: 0.3829 - val_acc: 0.9204 Epoch 00612: val_acc did not improve from 0.94225 Epoch 613/100000 - 19s - loss: 0.3789 - acc: 0.9345 - val_loss: 0.3635 - val_acc: 0.9371 Epoch 00613: val_acc did not improve from 0.94225 Epoch 614/100000 - 19s - loss: 0.3774 - acc: 0.9348 - val_loss: 0.3549 - val_acc: 0.9391 Epoch 00614: val_acc did not improve from 0.94225 Epoch 615/100000 - 19s - loss: 0.3770 - acc: 0.9351 - val_loss: 0.3810 - val_acc: 0.9344 Epoch 00615: val_acc did not improve from 0.94225 Epoch 616/100000 - 18s - loss: 0.3794 - acc: 0.9341 - val_loss: 0.3658 - val_acc: 0.9359 Epoch 00616: val_acc did not improve from 0.94225 Epoch 617/100000 - 19s - loss: 0.3810 - acc: 0.9341 - val_loss: 0.4580 - val_acc: 0.8960 Epoch 00617: val_acc did not improve from 0.94225 Epoch 618/100000 - 19s - loss: 0.3796 - acc: 0.9345 - val_loss: 0.3745 - val_acc: 0.9347 Epoch 00618: val_acc did not improve from 0.94225 Epoch 619/100000 - 18s - loss: 0.3794 - acc: 0.9347 - val_loss: 0.3897 - val_acc: 0.9227 Epoch 00619: val_acc did not improve from 0.94225 Epoch 620/100000 - 19s - loss: 0.3794 - acc: 0.9349 - val_loss: 0.4037 - val_acc: 0.9246 Epoch 00620: val_acc did not improve from 0.94225 Epoch 621/100000 - 18s - loss: 0.3792 - acc: 0.9347 - val_loss: 0.3791 - val_acc: 0.9254 Epoch 00621: val_acc did not improve from 0.94225 Epoch 622/100000 - 18s - loss: 0.3835 - acc: 0.9338 - val_loss: 0.3653 - val_acc: 0.9359 Epoch 00622: val_acc did not improve from 0.94225 Epoch 623/100000 - 18s - loss: 0.3840 - acc: 0.9334 - val_loss: 0.3737 - val_acc: 0.9345 Epoch 00623: val_acc did not improve from 0.94225 Epoch 624/100000 - 19s - loss: 0.3805 - acc: 0.9342 - val_loss: 0.3861 - val_acc: 0.9307 Epoch 00624: val_acc did not improve from 0.94225 Epoch 625/100000 - 18s - loss: 0.3805 - acc: 0.9343 - val_loss: 0.3730 - val_acc: 0.9330 Epoch 00625: val_acc did not improve from 0.94225 Epoch 626/100000 - 19s - loss: 0.3799 - acc: 0.9348 - val_loss: 0.4311 - val_acc: 0.9044 Epoch 00626: val_acc did not improve from 0.94225 Epoch 627/100000 - 18s - loss: 0.3803 - acc: 0.9341 - val_loss: 0.3959 - val_acc: 0.9181 Epoch 00627: val_acc did not improve from 0.94225 Epoch 628/100000 - 18s - loss: 0.3775 - acc: 0.9352 - val_loss: 0.3884 - val_acc: 0.9327 Epoch 00628: val_acc did not improve from 0.94225 Epoch 629/100000 - 19s - loss: 0.3782 - acc: 0.9353 - val_loss: 0.3964 - val_acc: 0.9152 Epoch 00629: val_acc did not improve from 0.94225 Epoch 630/100000 - 19s - loss: 0.3792 - acc: 0.9343 - val_loss: 0.4396 - val_acc: 0.9041 Epoch 00630: val_acc did not improve from 0.94225 Epoch 631/100000 - 19s - loss: 0.3807 - acc: 0.9336 - val_loss: 0.3772 - val_acc: 0.9270 Epoch 00631: val_acc did not improve from 0.94225 Epoch 632/100000 - 19s - loss: 0.3786 - acc: 0.9347 - val_loss: 0.4404 - val_acc: 0.9050 Epoch 00632: val_acc did not improve from 0.94225 Epoch 633/100000 - 19s - loss: 0.3806 - acc: 0.9340 - val_loss: 0.3706 - val_acc: 0.9352 Epoch 00633: val_acc did not improve from 0.94225 Epoch 634/100000 - 19s - loss: 0.3813 - acc: 0.9346 - val_loss: 0.3819 - val_acc: 0.9262 Epoch 00634: val_acc did not improve from 0.94225 Epoch 635/100000 - 19s - loss: 0.3813 - acc: 0.9344 - val_loss: 0.3713 - val_acc: 0.9374 Epoch 00635: val_acc did not improve from 0.94225 Epoch 636/100000 - 19s - loss: 0.3829 - acc: 0.9332 - val_loss: 0.4335 - val_acc: 0.8970 Epoch 00636: val_acc did not improve from 0.94225 Epoch 637/100000 - 19s - loss: 0.3778 - acc: 0.9346 - val_loss: 0.3979 - val_acc: 0.9265 Epoch 00637: val_acc did not improve from 0.94225 Epoch 638/100000 - 18s - loss: 0.3779 - acc: 0.9345 - val_loss: 0.3819 - val_acc: 0.9269 Epoch 00638: val_acc did not improve from 0.94225 Epoch 639/100000 - 19s - loss: 0.3801 - acc: 0.9343 - val_loss: 0.3714 - val_acc: 0.9306 Epoch 00639: val_acc did not improve from 0.94225 Epoch 640/100000 - 19s - loss: 0.3760 - acc: 0.9350 - val_loss: 0.4263 - val_acc: 0.9100 Epoch 00640: val_acc did not improve from 0.94225 Epoch 641/100000 - 19s - loss: 0.3783 - acc: 0.9347 - val_loss: 0.3699 - val_acc: 0.9347 Epoch 00641: val_acc did not improve from 0.94225 Epoch 642/100000 - 18s - loss: 0.3790 - acc: 0.9345 - val_loss: 0.3690 - val_acc: 0.9343 Epoch 00642: val_acc did not improve from 0.94225 Epoch 643/100000 - 19s - loss: 0.3820 - acc: 0.9337 - val_loss: 0.3767 - val_acc: 0.9326 Epoch 00643: val_acc did not improve from 0.94225 Epoch 644/100000 - 19s - loss: 0.3788 - acc: 0.9356 - val_loss: 0.3741 - val_acc: 0.9372 Epoch 00644: val_acc did not improve from 0.94225 Epoch 645/100000 - 19s - loss: 0.3841 - acc: 0.9338 - val_loss: 0.3770 - val_acc: 0.9341 Epoch 00645: val_acc did not improve from 0.94225 Epoch 646/100000 - 19s - loss: 0.3827 - acc: 0.9347 - val_loss: 0.3673 - val_acc: 0.9366 Epoch 00646: val_acc did not improve from 0.94225 Epoch 647/100000 - 19s - loss: 0.3804 - acc: 0.9351 - val_loss: 0.3602 - val_acc: 0.9399 Epoch 00647: val_acc did not improve from 0.94225 Epoch 648/100000 - 18s - loss: 0.3780 - acc: 0.9344 - val_loss: 0.4046 - val_acc: 0.9208 Epoch 00648: val_acc did not improve from 0.94225 Epoch 649/100000 - 19s - loss: 0.3787 - acc: 0.9341 - val_loss: 0.3771 - val_acc: 0.9307 Epoch 00649: val_acc did not improve from 0.94225 Epoch 650/100000 - 18s - loss: 0.3788 - acc: 0.9347 - val_loss: 0.4698 - val_acc: 0.8820 Epoch 00650: val_acc did not improve from 0.94225 Epoch 651/100000 - 19s - loss: 0.3798 - acc: 0.9342 - val_loss: 0.3757 - val_acc: 0.9280 Epoch 00651: val_acc did not improve from 0.94225 Epoch 652/100000 - 18s - loss: 0.3789 - acc: 0.9349 - val_loss: 0.4087 - val_acc: 0.9172 Epoch 00652: val_acc did not improve from 0.94225 Epoch 653/100000 - 19s - loss: 0.3786 - acc: 0.9351 - val_loss: 0.4727 - val_acc: 0.9054 Epoch 00653: val_acc did not improve from 0.94225 Epoch 654/100000 - 19s - loss: 0.3786 - acc: 0.9346 - val_loss: 0.4045 - val_acc: 0.9207 Epoch 00654: val_acc did not improve from 0.94225 Epoch 655/100000 - 19s - loss: 0.3807 - acc: 0.9338 - val_loss: 0.5151 - val_acc: 0.8732 Epoch 00655: val_acc did not improve from 0.94225 Epoch 656/100000 - 18s - loss: 0.3773 - acc: 0.9346 - val_loss: 0.4580 - val_acc: 0.8963 Epoch 00656: val_acc did not improve from 0.94225 Epoch 657/100000 - 19s - loss: 0.3773 - acc: 0.9351 - val_loss: 0.3740 - val_acc: 0.9356 Epoch 00657: val_acc did not improve from 0.94225 Epoch 658/100000 - 18s - loss: 0.3808 - acc: 0.9339 - val_loss: 0.4696 - val_acc: 0.8698 Epoch 00658: val_acc did not improve from 0.94225 Epoch 659/100000 - 19s - loss: 0.4057 - acc: 0.9326 - val_loss: 0.6827 - val_acc: 0.8110 Epoch 00659: val_acc did not improve from 0.94225 Epoch 660/100000 - 18s - loss: 0.3829 - acc: 0.9345 - val_loss: 0.3905 - val_acc: 0.9295 Epoch 00660: val_acc did not improve from 0.94225 Epoch 661/100000 - 18s - loss: 0.3809 - acc: 0.9351 - val_loss: 0.4302 - val_acc: 0.9010 Epoch 00661: val_acc did not improve from 0.94225 Epoch 662/100000 - 18s - loss: 0.3830 - acc: 0.9341 - val_loss: 0.4423 - val_acc: 0.9229 Epoch 00662: val_acc did not improve from 0.94225 Epoch 663/100000 - 18s - loss: 0.3843 - acc: 0.9337 - val_loss: 0.3998 - val_acc: 0.9192 Epoch 00663: val_acc did not improve from 0.94225 Epoch 664/100000 - 19s - loss: 0.3801 - acc: 0.9341 - val_loss: 0.4312 - val_acc: 0.9040 Epoch 00664: val_acc did not improve from 0.94225 Epoch 665/100000 - 18s - loss: 0.3826 - acc: 0.9334 - val_loss: 0.4027 - val_acc: 0.9295 Epoch 00665: val_acc did not improve from 0.94225 Epoch 666/100000 - 19s - loss: 0.3770 - acc: 0.9350 - val_loss: 0.3937 - val_acc: 0.9276 Epoch 00666: val_acc did not improve from 0.94225 Epoch 667/100000 - 18s - loss: 0.3772 - acc: 0.9351 - val_loss: 0.3842 - val_acc: 0.9307 Epoch 00667: val_acc did not improve from 0.94225 Epoch 668/100000 - 18s - loss: 0.3809 - acc: 0.9339 - val_loss: 0.3844 - val_acc: 0.9309 Epoch 00668: val_acc did not improve from 0.94225 Epoch 669/100000 - 19s - loss: 0.3804 - acc: 0.9349 - val_loss: 0.3713 - val_acc: 0.9368 Epoch 00669: val_acc did not improve from 0.94225 Epoch 670/100000 - 18s - loss: 0.3795 - acc: 0.9344 - val_loss: 0.3684 - val_acc: 0.9371 Epoch 00670: val_acc did not improve from 0.94225 Epoch 671/100000 - 19s - loss: 0.3793 - acc: 0.9338 - val_loss: 0.3813 - val_acc: 0.9316 Epoch 00671: val_acc did not improve from 0.94225 Epoch 672/100000 - 19s - loss: 0.3776 - acc: 0.9344 - val_loss: 0.4438 - val_acc: 0.8856 Epoch 00672: val_acc did not improve from 0.94225 Epoch 673/100000 - 18s - loss: 0.3779 - acc: 0.9344 - val_loss: 0.3848 - val_acc: 0.9225 Epoch 00673: val_acc did not improve from 0.94225 Epoch 674/100000 - 19s - loss: 0.3765 - acc: 0.9349 - val_loss: 0.4575 - val_acc: 0.8904 Epoch 00674: val_acc did not improve from 0.94225 Epoch 675/100000 - 18s - loss: 0.3755 - acc: 0.9351 - val_loss: 0.4283 - val_acc: 0.9026 Epoch 00675: val_acc did not improve from 0.94225 Epoch 676/100000 - 19s - loss: 0.3775 - acc: 0.9347 - val_loss: 0.3565 - val_acc: 0.9392 Epoch 00676: val_acc did not improve from 0.94225 Epoch 677/100000 - 19s - loss: 0.3818 - acc: 0.9340 - val_loss: 0.3740 - val_acc: 0.9387 Epoch 00677: val_acc did not improve from 0.94225 Epoch 678/100000 - 19s - loss: 0.3809 - acc: 0.9342 - val_loss: 0.3740 - val_acc: 0.9407 Epoch 00678: val_acc did not improve from 0.94225 Epoch 679/100000 - 19s - loss: 0.3790 - acc: 0.9345 - val_loss: 0.3687 - val_acc: 0.9357 Epoch 00679: val_acc did not improve from 0.94225 Epoch 680/100000 - 19s - loss: 0.3814 - acc: 0.9344 - val_loss: 0.4969 - val_acc: 0.8720 Epoch 00680: val_acc did not improve from 0.94225 Epoch 681/100000 - 19s - loss: 0.3800 - acc: 0.9345 - val_loss: 0.3764 - val_acc: 0.9319 Epoch 00681: val_acc did not improve from 0.94225 Epoch 682/100000 - 19s - loss: 0.3781 - acc: 0.9353 - val_loss: 0.3978 - val_acc: 0.9203 Epoch 00682: val_acc did not improve from 0.94225 Epoch 683/100000 - 19s - loss: 0.3776 - acc: 0.9346 - val_loss: 0.3640 - val_acc: 0.9337 Epoch 00683: val_acc did not improve from 0.94225 Epoch 684/100000 - 19s - loss: 0.3788 - acc: 0.9346 - val_loss: 0.3716 - val_acc: 0.9374 Epoch 00684: val_acc did not improve from 0.94225 Epoch 685/100000 - 19s - loss: 0.3757 - acc: 0.9347 - val_loss: 0.4724 - val_acc: 0.8705 Epoch 00685: val_acc did not improve from 0.94225 Epoch 686/100000 - 19s - loss: 0.3757 - acc: 0.9352 - val_loss: 0.4218 - val_acc: 0.9005 Epoch 00686: val_acc did not improve from 0.94225 Epoch 687/100000 - 19s - loss: 0.3751 - acc: 0.9354 - val_loss: 0.3734 - val_acc: 0.9364 Epoch 00687: val_acc did not improve from 0.94225 Epoch 688/100000 - 19s - loss: 0.3787 - acc: 0.9342 - val_loss: 0.4124 - val_acc: 0.9099 Epoch 00688: val_acc did not improve from 0.94225 Epoch 689/100000 - 19s - loss: 0.3804 - acc: 0.9340 - val_loss: 0.4480 - val_acc: 0.8794 Epoch 00689: val_acc did not improve from 0.94225 Epoch 690/100000 - 19s - loss: 0.3807 - acc: 0.9339 - val_loss: 0.3826 - val_acc: 0.9283 Epoch 00690: val_acc did not improve from 0.94225 Epoch 691/100000 - 19s - loss: 0.3803 - acc: 0.9342 - val_loss: 0.3705 - val_acc: 0.9316 Epoch 00691: val_acc did not improve from 0.94225 Epoch 692/100000 - 19s - loss: 0.3779 - acc: 0.9348 - val_loss: 0.3717 - val_acc: 0.9334 Epoch 00692: val_acc did not improve from 0.94225 Epoch 693/100000 - 19s - loss: 0.3777 - acc: 0.9354 - val_loss: 0.4409 - val_acc: 0.8942 Epoch 00693: val_acc did not improve from 0.94225 Epoch 694/100000 - 19s - loss: 0.3798 - acc: 0.9343 - val_loss: 0.3922 - val_acc: 0.9222 Epoch 00694: val_acc did not improve from 0.94225 Epoch 695/100000 - 19s - loss: 0.3771 - acc: 0.9348 - val_loss: 0.3740 - val_acc: 0.9345 Epoch 00695: val_acc did not improve from 0.94225 Epoch 696/100000 - 19s - loss: 0.3790 - acc: 0.9342 - val_loss: 0.3680 - val_acc: 0.9337 Epoch 00696: val_acc did not improve from 0.94225 Epoch 697/100000 - 19s - loss: 0.3761 - acc: 0.9349 - val_loss: 0.7643 - val_acc: 0.7615 Epoch 00697: val_acc did not improve from 0.94225 Epoch 698/100000 - 19s - loss: 0.3778 - acc: 0.9352 - val_loss: 0.4694 - val_acc: 0.8857 Epoch 00698: val_acc did not improve from 0.94225 Epoch 699/100000 - 19s - loss: 0.3781 - acc: 0.9343 - val_loss: 0.3801 - val_acc: 0.9232 Epoch 00699: val_acc did not improve from 0.94225 Epoch 700/100000 - 18s - loss: 0.3782 - acc: 0.9351 - val_loss: 0.3661 - val_acc: 0.9388 Epoch 00700: val_acc did not improve from 0.94225 Epoch 701/100000 - 19s - loss: 0.3770 - acc: 0.9351 - val_loss: 0.3751 - val_acc: 0.9326 Epoch 00701: val_acc did not improve from 0.94225 Epoch 702/100000 - 18s - loss: 0.3818 - acc: 0.9346 - val_loss: 0.3845 - val_acc: 0.9235 Epoch 00702: val_acc did not improve from 0.94225 Epoch 703/100000 - 18s - loss: 0.3801 - acc: 0.9343 - val_loss: 0.3782 - val_acc: 0.9285 Epoch 00703: val_acc did not improve from 0.94225 Epoch 704/100000 - 19s - loss: 0.3767 - acc: 0.9353 - val_loss: 0.3924 - val_acc: 0.9212 Epoch 00704: val_acc did not improve from 0.94225 Epoch 705/100000 - 19s - loss: 0.3774 - acc: 0.9344 - val_loss: 0.3659 - val_acc: 0.9307 Epoch 00705: val_acc did not improve from 0.94225 Epoch 706/100000 - 20s - loss: 0.3777 - acc: 0.9349 - val_loss: 0.4487 - val_acc: 0.8984 Epoch 00706: val_acc did not improve from 0.94225 Epoch 707/100000 - 19s - loss: 0.3790 - acc: 0.9346 - val_loss: 0.3673 - val_acc: 0.9365 Epoch 00707: val_acc did not improve from 0.94225 Epoch 708/100000 - 19s - loss: 0.3776 - acc: 0.9347 - val_loss: 0.4078 - val_acc: 0.9167 Epoch 00708: val_acc did not improve from 0.94225 Epoch 709/100000 - 19s - loss: 0.3796 - acc: 0.9343 - val_loss: 0.3727 - val_acc: 0.9335 Epoch 00709: val_acc did not improve from 0.94225 Epoch 710/100000 - 19s - loss: 0.3769 - acc: 0.9351 - val_loss: 0.3802 - val_acc: 0.9302 Epoch 00710: val_acc did not improve from 0.94225 Epoch 711/100000 - 19s - loss: 0.3801 - acc: 0.9348 - val_loss: 0.3875 - val_acc: 0.9267 Epoch 00711: val_acc did not improve from 0.94225 Epoch 712/100000 - 19s - loss: 0.3786 - acc: 0.9345 - val_loss: 0.4152 - val_acc: 0.9036 Epoch 00712: val_acc did not improve from 0.94225 Epoch 713/100000 - 19s - loss: 0.3796 - acc: 0.9340 - val_loss: 0.3615 - val_acc: 0.9399 Epoch 00713: val_acc did not improve from 0.94225 Epoch 714/100000 - 19s - loss: 0.3792 - acc: 0.9351 - val_loss: 0.3711 - val_acc: 0.9349 Epoch 00714: val_acc did not improve from 0.94225 Epoch 715/100000 - 18s - loss: 0.3822 - acc: 0.9342 - val_loss: 0.4784 - val_acc: 0.8695 Epoch 00715: val_acc did not improve from 0.94225 Epoch 716/100000 - 19s - loss: 0.3792 - acc: 0.9354 - val_loss: 0.3992 - val_acc: 0.9137 Epoch 00716: val_acc did not improve from 0.94225 Epoch 717/100000 - 18s - loss: 0.3787 - acc: 0.9343 - val_loss: 0.4005 - val_acc: 0.9248 Epoch 00717: val_acc did not improve from 0.94225 Epoch 718/100000 - 18s - loss: 0.3802 - acc: 0.9337 - val_loss: 0.3626 - val_acc: 0.9338 Epoch 00718: val_acc did not improve from 0.94225 Epoch 719/100000 - 19s - loss: 0.3782 - acc: 0.9345 - val_loss: 0.3770 - val_acc: 0.9312 Epoch 00719: val_acc did not improve from 0.94225 Epoch 720/100000 - 18s - loss: 0.3778 - acc: 0.9354 - val_loss: 0.3678 - val_acc: 0.9364 Epoch 00720: val_acc did not improve from 0.94225 Epoch 721/100000 - 18s - loss: 0.3776 - acc: 0.9348 - val_loss: 0.3646 - val_acc: 0.9365 Epoch 00721: val_acc did not improve from 0.94225 Epoch 722/100000 - 18s - loss: 0.3790 - acc: 0.9347 - val_loss: 0.3897 - val_acc: 0.9181 Epoch 00722: val_acc did not improve from 0.94225 Epoch 723/100000 - 19s - loss: 0.3793 - acc: 0.9349 - val_loss: 0.3649 - val_acc: 0.9389 Epoch 00723: val_acc did not improve from 0.94225 Epoch 724/100000 - 19s - loss: 0.3795 - acc: 0.9343 - val_loss: 0.3645 - val_acc: 0.9373 Epoch 00724: val_acc did not improve from 0.94225 Epoch 725/100000 - 18s - loss: 0.3767 - acc: 0.9351 - val_loss: 0.3979 - val_acc: 0.9236 Epoch 00725: val_acc did not improve from 0.94225 Epoch 726/100000 - 19s - loss: 0.3785 - acc: 0.9342 - val_loss: 0.4071 - val_acc: 0.9076 Epoch 00726: val_acc did not improve from 0.94225 Epoch 727/100000 - 19s - loss: 0.3787 - acc: 0.9339 - val_loss: 0.4158 - val_acc: 0.9085 Epoch 00727: val_acc did not improve from 0.94225 Epoch 728/100000 - 19s - loss: 0.3781 - acc: 0.9347 - val_loss: 0.4179 - val_acc: 0.9229 Epoch 00728: val_acc did not improve from 0.94225 Epoch 729/100000 - 19s - loss: 0.3788 - acc: 0.9346 - val_loss: 0.3907 - val_acc: 0.9303 Epoch 00729: val_acc did not improve from 0.94225 Epoch 730/100000 - 19s - loss: 0.3787 - acc: 0.9352 - val_loss: 0.3907 - val_acc: 0.9237 Epoch 00730: val_acc did not improve from 0.94225 Epoch 731/100000 - 18s - loss: 0.3781 - acc: 0.9349 - val_loss: 0.3692 - val_acc: 0.9359 Epoch 00731: val_acc did not improve from 0.94225 Epoch 732/100000 - 19s - loss: 0.3805 - acc: 0.9337 - val_loss: 0.4081 - val_acc: 0.9055 Epoch 00732: val_acc did not improve from 0.94225 Epoch 733/100000 - 19s - loss: 0.3785 - acc: 0.9344 - val_loss: 0.3692 - val_acc: 0.9365 Epoch 00733: val_acc did not improve from 0.94225 Epoch 734/100000 - 19s - loss: 0.3797 - acc: 0.9350 - val_loss: 0.3772 - val_acc: 0.9283 Epoch 00734: val_acc did not improve from 0.94225 Epoch 735/100000 - 18s - loss: 0.3807 - acc: 0.9345 - val_loss: 0.3739 - val_acc: 0.9310 Epoch 00735: val_acc did not improve from 0.94225 Epoch 736/100000 - 19s - loss: 0.3767 - acc: 0.9350 - val_loss: 0.3630 - val_acc: 0.9384 Epoch 00736: val_acc did not improve from 0.94225 Epoch 737/100000 - 18s - loss: 0.3769 - acc: 0.9347 - val_loss: 0.4213 - val_acc: 0.9074 Epoch 00737: val_acc did not improve from 0.94225 Epoch 738/100000 - 19s - loss: 0.3807 - acc: 0.9336 - val_loss: 0.3637 - val_acc: 0.9368 Epoch 00738: val_acc did not improve from 0.94225 Epoch 739/100000 - 19s - loss: 0.3765 - acc: 0.9351 - val_loss: 0.3808 - val_acc: 0.9301 Epoch 00739: val_acc did not improve from 0.94225 Epoch 740/100000 - 18s - loss: 0.3774 - acc: 0.9346 - val_loss: 0.3783 - val_acc: 0.9337 Epoch 00740: val_acc did not improve from 0.94225 Epoch 741/100000 - 19s - loss: 0.3792 - acc: 0.9350 - val_loss: 0.3681 - val_acc: 0.9319 Epoch 00741: val_acc did not improve from 0.94225 Epoch 742/100000 - 18s - loss: 0.3800 - acc: 0.9342 - val_loss: 0.3957 - val_acc: 0.9172 Epoch 00742: val_acc did not improve from 0.94225 Epoch 743/100000 - 19s - loss: 0.3777 - acc: 0.9348 - val_loss: 0.3887 - val_acc: 0.9283 Epoch 00743: val_acc did not improve from 0.94225 Epoch 744/100000 - 18s - loss: 0.3780 - acc: 0.9340 - val_loss: 0.3671 - val_acc: 0.9371 Epoch 00744: val_acc did not improve from 0.94225 Epoch 745/100000 - 19s - loss: 0.3772 - acc: 0.9347 - val_loss: 0.3989 - val_acc: 0.9130 Epoch 00745: val_acc did not improve from 0.94225 Epoch 746/100000 - 19s - loss: 0.3803 - acc: 0.9341 - val_loss: 0.3751 - val_acc: 0.9333 Epoch 00746: val_acc did not improve from 0.94225 Epoch 747/100000 - 18s - loss: 0.3765 - acc: 0.9351 - val_loss: 0.4008 - val_acc: 0.9113 Epoch 00747: val_acc did not improve from 0.94225 Epoch 748/100000 - 19s - loss: 0.3793 - acc: 0.9350 - val_loss: 0.4131 - val_acc: 0.9245 Epoch 00748: val_acc did not improve from 0.94225 Epoch 749/100000 - 18s - loss: 0.3781 - acc: 0.9348 - val_loss: 0.4171 - val_acc: 0.9108 Epoch 00749: val_acc did not improve from 0.94225 Epoch 750/100000 - 19s - loss: 0.3776 - acc: 0.9348 - val_loss: 0.3574 - val_acc: 0.9387 Epoch 00750: val_acc did not improve from 0.94225 Epoch 751/100000 - 19s - loss: 0.3760 - acc: 0.9349 - val_loss: 0.3613 - val_acc: 0.9373 Epoch 00751: val_acc did not improve from 0.94225 Epoch 752/100000 - 19s - loss: 0.3798 - acc: 0.9343 - val_loss: 0.3728 - val_acc: 0.9344 Epoch 00752: val_acc did not improve from 0.94225 Epoch 753/100000 - 18s - loss: 0.3758 - acc: 0.9352 - val_loss: 0.3673 - val_acc: 0.9359 Epoch 00753: val_acc did not improve from 0.94225 Epoch 754/100000 - 19s - loss: 0.3793 - acc: 0.9345 - val_loss: 0.3728 - val_acc: 0.9317 Epoch 00754: val_acc did not improve from 0.94225 Epoch 00754: ReduceLROnPlateau reducing learning rate to 0.0008145062311086804. Epoch 755/100000 - 19s - loss: 0.3713 - acc: 0.9343 - val_loss: 0.3890 - val_acc: 0.9212 Epoch 00755: val_acc did not improve from 0.94225 Epoch 756/100000 - 18s - loss: 0.3683 - acc: 0.9347 - val_loss: 0.3545 - val_acc: 0.9360 Epoch 00756: val_acc did not improve from 0.94225 Epoch 757/100000 - 18s - loss: 0.3679 - acc: 0.9350 - val_loss: 0.4251 - val_acc: 0.9188 Epoch 00757: val_acc did not improve from 0.94225 Epoch 758/100000 - 19s - loss: 0.3691 - acc: 0.9353 - val_loss: 0.3651 - val_acc: 0.9317 Epoch 00758: val_acc did not improve from 0.94225 Epoch 759/100000 - 19s - loss: 0.3676 - acc: 0.9355 - val_loss: 0.3806 - val_acc: 0.9346 Epoch 00759: val_acc did not improve from 0.94225 Epoch 760/100000 - 19s - loss: 0.3665 - acc: 0.9357 - val_loss: 0.3723 - val_acc: 0.9292 Epoch 00760: val_acc did not improve from 0.94225 Epoch 761/100000 - 19s - loss: 0.3692 - acc: 0.9347 - val_loss: 0.3615 - val_acc: 0.9340 Epoch 00761: val_acc did not improve from 0.94225 Epoch 762/100000 - 18s - loss: 0.3696 - acc: 0.9352 - val_loss: 0.3999 - val_acc: 0.9171 Epoch 00762: val_acc did not improve from 0.94225 Epoch 763/100000 - 19s - loss: 0.3677 - acc: 0.9357 - val_loss: 0.4208 - val_acc: 0.9109 Epoch 00763: val_acc did not improve from 0.94225 Epoch 764/100000 - 18s - loss: 0.3675 - acc: 0.9352 - val_loss: 0.3548 - val_acc: 0.9368 Epoch 00764: val_acc did not improve from 0.94225 Epoch 765/100000 - 19s - loss: 0.3658 - acc: 0.9356 - val_loss: 0.3548 - val_acc: 0.9358 Epoch 00765: val_acc did not improve from 0.94225 Epoch 766/100000 - 19s - loss: 0.3701 - acc: 0.9341 - val_loss: 0.3799 - val_acc: 0.9205 Epoch 00766: val_acc did not improve from 0.94225 Epoch 767/100000 - 18s - loss: 0.3678 - acc: 0.9352 - val_loss: 0.3727 - val_acc: 0.9276 Epoch 00767: val_acc did not improve from 0.94225 Epoch 768/100000 - 18s - loss: 0.3695 - acc: 0.9346 - val_loss: 0.3752 - val_acc: 0.9319 Epoch 00768: val_acc did not improve from 0.94225 Epoch 769/100000 - 19s - loss: 0.3677 - acc: 0.9353 - val_loss: 0.3650 - val_acc: 0.9345 Epoch 00769: val_acc did not improve from 0.94225 Epoch 770/100000 - 18s - loss: 0.3683 - acc: 0.9355 - val_loss: 0.3740 - val_acc: 0.9306 Epoch 00770: val_acc did not improve from 0.94225 Epoch 771/100000 - 19s - loss: 0.3668 - acc: 0.9355 - val_loss: 0.4004 - val_acc: 0.9144 Epoch 00771: val_acc did not improve from 0.94225 Epoch 772/100000 - 18s - loss: 0.3708 - acc: 0.9345 - val_loss: 0.3804 - val_acc: 0.9221 Epoch 00772: val_acc did not improve from 0.94225 Epoch 773/100000 - 18s - loss: 0.3683 - acc: 0.9355 - val_loss: 0.3922 - val_acc: 0.9177 Epoch 00773: val_acc did not improve from 0.94225 Epoch 774/100000 - 19s - loss: 0.3687 - acc: 0.9353 - val_loss: 0.3916 - val_acc: 0.9178 Epoch 00774: val_acc did not improve from 0.94225 Epoch 775/100000 - 19s - loss: 0.3706 - acc: 0.9349 - val_loss: 0.3752 - val_acc: 0.9328 Epoch 00775: val_acc did not improve from 0.94225 Epoch 776/100000 - 18s - loss: 0.3695 - acc: 0.9352 - val_loss: 0.3545 - val_acc: 0.9349 Epoch 00776: val_acc did not improve from 0.94225 Epoch 777/100000 - 19s - loss: 0.3671 - acc: 0.9352 - val_loss: 0.4058 - val_acc: 0.9146 Epoch 00777: val_acc did not improve from 0.94225 Epoch 778/100000 - 19s - loss: 0.3674 - acc: 0.9352 - val_loss: 0.3854 - val_acc: 0.9218 Epoch 00778: val_acc did not improve from 0.94225 Epoch 779/100000 - 18s - loss: 0.3666 - acc: 0.9359 - val_loss: 0.3708 - val_acc: 0.9326 Epoch 00779: val_acc did not improve from 0.94225 Epoch 780/100000 - 19s - loss: 0.3717 - acc: 0.9346 - val_loss: 0.4261 - val_acc: 0.9064 Epoch 00780: val_acc did not improve from 0.94225 Epoch 781/100000 - 18s - loss: 0.3703 - acc: 0.9350 - val_loss: 0.3795 - val_acc: 0.9210 Epoch 00781: val_acc did not improve from 0.94225 Epoch 782/100000 - 18s - loss: 0.3649 - acc: 0.9363 - val_loss: 0.4089 - val_acc: 0.9240 Epoch 00782: val_acc did not improve from 0.94225 Epoch 783/100000 - 19s - loss: 0.3692 - acc: 0.9345 - val_loss: 0.5078 - val_acc: 0.8677 Epoch 00783: val_acc did not improve from 0.94225 Epoch 784/100000 - 19s - loss: 0.3679 - acc: 0.9350 - val_loss: 0.3764 - val_acc: 0.9341 Epoch 00784: val_acc did not improve from 0.94225 Epoch 785/100000 - 19s - loss: 0.3681 - acc: 0.9355 - val_loss: 0.3577 - val_acc: 0.9381 Epoch 00785: val_acc did not improve from 0.94225 Epoch 786/100000 - 19s - loss: 0.3695 - acc: 0.9353 - val_loss: 0.3614 - val_acc: 0.9343 Epoch 00786: val_acc did not improve from 0.94225 Epoch 787/100000 - 18s - loss: 0.3695 - acc: 0.9354 - val_loss: 0.3585 - val_acc: 0.9367 Epoch 00787: val_acc did not improve from 0.94225 Epoch 788/100000 - 19s - loss: 0.3709 - acc: 0.9352 - val_loss: 0.3749 - val_acc: 0.9282 Epoch 00788: val_acc did not improve from 0.94225 Epoch 789/100000 - 19s - loss: 0.3670 - acc: 0.9356 - val_loss: 0.3633 - val_acc: 0.9361 Epoch 00789: val_acc did not improve from 0.94225 Epoch 790/100000 - 18s - loss: 0.3695 - acc: 0.9357 - val_loss: 0.3663 - val_acc: 0.9287 Epoch 00790: val_acc did not improve from 0.94225 Epoch 791/100000 - 19s - loss: 0.3705 - acc: 0.9345 - val_loss: 0.3555 - val_acc: 0.9392 Epoch 00791: val_acc did not improve from 0.94225 Epoch 792/100000 - 18s - loss: 0.3698 - acc: 0.9345 - val_loss: 0.4211 - val_acc: 0.9135 Epoch 00792: val_acc did not improve from 0.94225 Epoch 793/100000 - 19s - loss: 0.3690 - acc: 0.9351 - val_loss: 0.3914 - val_acc: 0.9294 Epoch 00793: val_acc did not improve from 0.94225 Epoch 794/100000 - 18s - loss: 0.3662 - acc: 0.9358 - val_loss: 0.3840 - val_acc: 0.9295 Epoch 00794: val_acc did not improve from 0.94225 Epoch 795/100000 - 19s - loss: 0.3676 - acc: 0.9353 - val_loss: 0.3589 - val_acc: 0.9382 Epoch 00795: val_acc did not improve from 0.94225 Epoch 796/100000 - 19s - loss: 0.3832 - acc: 0.9347 - val_loss: 0.3726 - val_acc: 0.9340 Epoch 00796: val_acc did not improve from 0.94225 Epoch 797/100000 - 18s - loss: 0.3701 - acc: 0.9358 - val_loss: 0.3664 - val_acc: 0.9313 Epoch 00797: val_acc did not improve from 0.94225 Epoch 798/100000 - 19s - loss: 0.3716 - acc: 0.9347 - val_loss: 0.3745 - val_acc: 0.9304 Epoch 00798: val_acc did not improve from 0.94225 Epoch 799/100000 - 18s - loss: 0.3690 - acc: 0.9349 - val_loss: 0.3630 - val_acc: 0.9341 Epoch 00799: val_acc did not improve from 0.94225 Epoch 800/100000 - 19s - loss: 0.3707 - acc: 0.9348 - val_loss: 0.3807 - val_acc: 0.9319 Epoch 00800: val_acc did not improve from 0.94225 Epoch 801/100000 - 18s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.3994 - val_acc: 0.9158 Epoch 00801: val_acc did not improve from 0.94225 Epoch 802/100000 - 19s - loss: 0.3686 - acc: 0.9353 - val_loss: 0.3653 - val_acc: 0.9344 Epoch 00802: val_acc did not improve from 0.94225 Epoch 803/100000 - 19s - loss: 0.3681 - acc: 0.9354 - val_loss: 0.3653 - val_acc: 0.9354 Epoch 00803: val_acc did not improve from 0.94225 Epoch 804/100000 - 19s - loss: 0.3674 - acc: 0.9350 - val_loss: 0.3856 - val_acc: 0.9192 Epoch 00804: val_acc did not improve from 0.94225 Epoch 805/100000 - 19s - loss: 0.3688 - acc: 0.9347 - val_loss: 0.3610 - val_acc: 0.9382 Epoch 00805: val_acc did not improve from 0.94225 Epoch 806/100000 - 19s - loss: 0.3667 - acc: 0.9351 - val_loss: 0.4244 - val_acc: 0.9028 Epoch 00806: val_acc did not improve from 0.94225 Epoch 807/100000 - 19s - loss: 0.3660 - acc: 0.9362 - val_loss: 0.3534 - val_acc: 0.9373 Epoch 00807: val_acc did not improve from 0.94225 Epoch 808/100000 - 18s - loss: 0.3693 - acc: 0.9349 - val_loss: 0.4597 - val_acc: 0.8820 Epoch 00808: val_acc did not improve from 0.94225 Epoch 809/100000 - 19s - loss: 0.3694 - acc: 0.9350 - val_loss: 0.3918 - val_acc: 0.9227 Epoch 00809: val_acc did not improve from 0.94225 Epoch 810/100000 - 18s - loss: 0.3702 - acc: 0.9345 - val_loss: 0.3701 - val_acc: 0.9280 Epoch 00810: val_acc did not improve from 0.94225 Epoch 811/100000 - 19s - loss: 0.3720 - acc: 0.9345 - val_loss: 0.3940 - val_acc: 0.9175 Epoch 00811: val_acc did not improve from 0.94225 Epoch 812/100000 - 19s - loss: 0.3686 - acc: 0.9347 - val_loss: 0.4201 - val_acc: 0.9053 Epoch 00812: val_acc did not improve from 0.94225 Epoch 813/100000 - 19s - loss: 0.3684 - acc: 0.9347 - val_loss: 0.4689 - val_acc: 0.9188 Epoch 00813: val_acc did not improve from 0.94225 Epoch 814/100000 - 18s - loss: 0.3714 - acc: 0.9352 - val_loss: 0.3492 - val_acc: 0.9381 Epoch 00814: val_acc did not improve from 0.94225 Epoch 815/100000 - 19s - loss: 0.3692 - acc: 0.9348 - val_loss: 0.3726 - val_acc: 0.9320 Epoch 00815: val_acc did not improve from 0.94225 Epoch 816/100000 - 18s - loss: 0.3685 - acc: 0.9349 - val_loss: 0.3745 - val_acc: 0.9278 Epoch 00816: val_acc did not improve from 0.94225 Epoch 817/100000 - 18s - loss: 0.3696 - acc: 0.9348 - val_loss: 0.3696 - val_acc: 0.9318 Epoch 00817: val_acc did not improve from 0.94225 Epoch 818/100000 - 18s - loss: 0.3682 - acc: 0.9360 - val_loss: 0.4135 - val_acc: 0.9065 Epoch 00818: val_acc did not improve from 0.94225 Epoch 819/100000 - 19s - loss: 0.3686 - acc: 0.9358 - val_loss: 0.4224 - val_acc: 0.9000 Epoch 00819: val_acc did not improve from 0.94225 Epoch 820/100000 - 18s - loss: 0.3702 - acc: 0.9351 - val_loss: 0.4221 - val_acc: 0.9104 Epoch 00820: val_acc did not improve from 0.94225 Epoch 821/100000 - 19s - loss: 0.3701 - acc: 0.9348 - val_loss: 0.3642 - val_acc: 0.9369 Epoch 00821: val_acc did not improve from 0.94225 Epoch 822/100000 - 19s - loss: 0.3716 - acc: 0.9336 - val_loss: 0.3812 - val_acc: 0.9339 Epoch 00822: val_acc did not improve from 0.94225 Epoch 823/100000 - 19s - loss: 0.3678 - acc: 0.9352 - val_loss: 0.4046 - val_acc: 0.9226 Epoch 00823: val_acc did not improve from 0.94225 Epoch 824/100000 - 18s - loss: 0.3693 - acc: 0.9348 - val_loss: 0.3854 - val_acc: 0.9211 Epoch 00824: val_acc did not improve from 0.94225 Epoch 825/100000 - 19s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.4669 - val_acc: 0.8761 Epoch 00825: val_acc did not improve from 0.94225 Epoch 826/100000 - 19s - loss: 0.3718 - acc: 0.9346 - val_loss: 0.5650 - val_acc: 0.8329 Epoch 00826: val_acc did not improve from 0.94225 Epoch 827/100000 - 18s - loss: 0.3696 - acc: 0.9358 - val_loss: 0.3839 - val_acc: 0.9282 Epoch 00827: val_acc did not improve from 0.94225 Epoch 828/100000 - 19s - loss: 0.3731 - acc: 0.9352 - val_loss: 0.3533 - val_acc: 0.9397 Epoch 00828: val_acc did not improve from 0.94225 Epoch 829/100000 - 18s - loss: 0.3722 - acc: 0.9349 - val_loss: 0.3716 - val_acc: 0.9358 Epoch 00829: val_acc did not improve from 0.94225 Epoch 830/100000 - 19s - loss: 0.3673 - acc: 0.9359 - val_loss: 0.3555 - val_acc: 0.9335 Epoch 00830: val_acc did not improve from 0.94225 Epoch 831/100000 - 19s - loss: 0.3688 - acc: 0.9345 - val_loss: 0.3586 - val_acc: 0.9346 Epoch 00831: val_acc did not improve from 0.94225 Epoch 832/100000 - 19s - loss: 0.3683 - acc: 0.9353 - val_loss: 0.3840 - val_acc: 0.9207 Epoch 00832: val_acc did not improve from 0.94225 Epoch 833/100000 - 19s - loss: 0.3674 - acc: 0.9352 - val_loss: 0.4149 - val_acc: 0.9095 Epoch 00833: val_acc did not improve from 0.94225 Epoch 834/100000 - 19s - loss: 0.3661 - acc: 0.9360 - val_loss: 0.4385 - val_acc: 0.8936 Epoch 00834: val_acc did not improve from 0.94225 Epoch 835/100000 - 19s - loss: 0.3715 - acc: 0.9341 - val_loss: 0.5857 - val_acc: 0.8354 Epoch 00835: val_acc did not improve from 0.94225 Epoch 836/100000 - 19s - loss: 0.3706 - acc: 0.9348 - val_loss: 0.4281 - val_acc: 0.9051 Epoch 00836: val_acc did not improve from 0.94225 Epoch 837/100000 - 19s - loss: 0.3688 - acc: 0.9355 - val_loss: 0.3857 - val_acc: 0.9291 Epoch 00837: val_acc did not improve from 0.94225 Epoch 838/100000 - 19s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.3686 - val_acc: 0.9396 Epoch 00838: val_acc did not improve from 0.94225 Epoch 839/100000 - 19s - loss: 0.3702 - acc: 0.9346 - val_loss: 0.3547 - val_acc: 0.9372 Epoch 00839: val_acc did not improve from 0.94225 Epoch 840/100000 - 18s - loss: 0.3677 - acc: 0.9356 - val_loss: 0.3726 - val_acc: 0.9365 Epoch 00840: val_acc did not improve from 0.94225 Epoch 841/100000 - 19s - loss: 0.3678 - acc: 0.9349 - val_loss: 0.3826 - val_acc: 0.9220 Epoch 00841: val_acc did not improve from 0.94225 Epoch 842/100000 - 19s - loss: 0.3696 - acc: 0.9346 - val_loss: 0.3728 - val_acc: 0.9342 Epoch 00842: val_acc did not improve from 0.94225 Epoch 843/100000 - 19s - loss: 0.3719 - acc: 0.9346 - val_loss: 0.4048 - val_acc: 0.9100 Epoch 00843: val_acc did not improve from 0.94225 Epoch 844/100000 - 19s - loss: 0.3709 - acc: 0.9351 - val_loss: 0.4000 - val_acc: 0.9263 Epoch 00844: val_acc did not improve from 0.94225 Epoch 845/100000 - 19s - loss: 0.3708 - acc: 0.9351 - val_loss: 0.3479 - val_acc: 0.9405 Epoch 00845: val_acc did not improve from 0.94225 Epoch 846/100000 - 18s - loss: 0.3708 - acc: 0.9354 - val_loss: 0.4133 - val_acc: 0.9320 Epoch 00846: val_acc did not improve from 0.94225 Epoch 847/100000 - 19s - loss: 0.3733 - acc: 0.9349 - val_loss: 0.3578 - val_acc: 0.9381 Epoch 00847: val_acc did not improve from 0.94225 Epoch 848/100000 - 19s - loss: 0.3692 - acc: 0.9355 - val_loss: 0.4061 - val_acc: 0.9177 Epoch 00848: val_acc did not improve from 0.94225 Epoch 849/100000 - 19s - loss: 0.3685 - acc: 0.9348 - val_loss: 0.4407 - val_acc: 0.9061 Epoch 00849: val_acc did not improve from 0.94225 Epoch 850/100000 - 19s - loss: 0.3691 - acc: 0.9350 - val_loss: 0.3587 - val_acc: 0.9354 Epoch 00850: val_acc did not improve from 0.94225 Epoch 851/100000 - 19s - loss: 0.3695 - acc: 0.9348 - val_loss: 0.4356 - val_acc: 0.8978 Epoch 00851: val_acc did not improve from 0.94225 Epoch 852/100000 - 19s - loss: 0.3699 - acc: 0.9347 - val_loss: 0.3590 - val_acc: 0.9315 Epoch 00852: val_acc did not improve from 0.94225 Epoch 853/100000 - 19s - loss: 0.3714 - acc: 0.9348 - val_loss: 0.3570 - val_acc: 0.9365 Epoch 00853: val_acc did not improve from 0.94225 Epoch 854/100000 - 19s - loss: 0.3685 - acc: 0.9358 - val_loss: 0.3602 - val_acc: 0.9358 Epoch 00854: val_acc did not improve from 0.94225 Epoch 855/100000 - 18s - loss: 0.3713 - acc: 0.9346 - val_loss: 0.3806 - val_acc: 0.9308 Epoch 00855: val_acc did not improve from 0.94225 Epoch 856/100000 - 19s - loss: 0.3712 - acc: 0.9352 - val_loss: 0.4086 - val_acc: 0.9274 Epoch 00856: val_acc did not improve from 0.94225 Epoch 857/100000 - 18s - loss: 0.3693 - acc: 0.9352 - val_loss: 0.3585 - val_acc: 0.9363 Epoch 00857: val_acc did not improve from 0.94225 Epoch 858/100000 - 19s - loss: 0.3677 - acc: 0.9351 - val_loss: 0.3653 - val_acc: 0.9335 Epoch 00858: val_acc did not improve from 0.94225 Epoch 859/100000 - 19s - loss: 0.3697 - acc: 0.9349 - val_loss: 0.3805 - val_acc: 0.9272 Epoch 00859: val_acc did not improve from 0.94225 Epoch 860/100000 - 19s - loss: 0.3703 - acc: 0.9356 - val_loss: 0.3670 - val_acc: 0.9339 Epoch 00860: val_acc did not improve from 0.94225 Epoch 861/100000 - 19s - loss: 0.3698 - acc: 0.9354 - val_loss: 0.3690 - val_acc: 0.9362 Epoch 00861: val_acc did not improve from 0.94225 Epoch 862/100000 - 18s - loss: 0.3721 - acc: 0.9357 - val_loss: 0.3699 - val_acc: 0.9322 Epoch 00862: val_acc did not improve from 0.94225 Epoch 863/100000 - 19s - loss: 0.3787 - acc: 0.9351 - val_loss: 0.3664 - val_acc: 0.9363 Epoch 00863: val_acc did not improve from 0.94225 Epoch 864/100000 - 18s - loss: 0.3719 - acc: 0.9348 - val_loss: 0.3663 - val_acc: 0.9360 Epoch 00864: val_acc did not improve from 0.94225 Epoch 865/100000 - 18s - loss: 0.3698 - acc: 0.9355 - val_loss: 0.4007 - val_acc: 0.9042 Epoch 00865: val_acc did not improve from 0.94225 Epoch 866/100000 - 18s - loss: 0.3682 - acc: 0.9358 - val_loss: 0.4400 - val_acc: 0.8985 Epoch 00866: val_acc did not improve from 0.94225 Epoch 867/100000 - 19s - loss: 0.3717 - acc: 0.9342 - val_loss: 0.5341 - val_acc: 0.8577 Epoch 00867: val_acc did not improve from 0.94225 Epoch 868/100000 - 19s - loss: 0.3695 - acc: 0.9348 - val_loss: 0.3563 - val_acc: 0.9382 Epoch 00868: val_acc did not improve from 0.94225 Epoch 869/100000 - 18s - loss: 0.3690 - acc: 0.9349 - val_loss: 0.3616 - val_acc: 0.9330 Epoch 00869: val_acc did not improve from 0.94225 Epoch 870/100000 - 19s - loss: 0.3677 - acc: 0.9357 - val_loss: 0.3499 - val_acc: 0.9406 Epoch 00870: val_acc did not improve from 0.94225 Epoch 871/100000 - 19s - loss: 0.3688 - acc: 0.9352 - val_loss: 0.4537 - val_acc: 0.8939 Epoch 00871: val_acc did not improve from 0.94225 Epoch 872/100000 - 18s - loss: 0.3685 - acc: 0.9349 - val_loss: 0.3643 - val_acc: 0.9321 Epoch 00872: val_acc did not improve from 0.94225 Epoch 873/100000 - 19s - loss: 0.3702 - acc: 0.9351 - val_loss: 0.4030 - val_acc: 0.9173 Epoch 00873: val_acc did not improve from 0.94225 Epoch 874/100000 - 19s - loss: 0.3694 - acc: 0.9351 - val_loss: 0.3518 - val_acc: 0.9393 Epoch 00874: val_acc did not improve from 0.94225 Epoch 875/100000 - 19s - loss: 0.3690 - acc: 0.9348 - val_loss: 0.3889 - val_acc: 0.9244 Epoch 00875: val_acc did not improve from 0.94225 Epoch 876/100000 - 19s - loss: 0.3704 - acc: 0.9348 - val_loss: 0.4140 - val_acc: 0.9079 Epoch 00876: val_acc did not improve from 0.94225 Epoch 877/100000 - 18s - loss: 0.3655 - acc: 0.9362 - val_loss: 0.3707 - val_acc: 0.9303 Epoch 00877: val_acc did not improve from 0.94225 Epoch 878/100000 - 19s - loss: 0.3677 - acc: 0.9356 - val_loss: 0.3727 - val_acc: 0.9365 Epoch 00878: val_acc did not improve from 0.94225 Epoch 879/100000 - 18s - loss: 0.3679 - acc: 0.9352 - val_loss: 0.3842 - val_acc: 0.9272 Epoch 00879: val_acc did not improve from 0.94225 Epoch 880/100000 - 19s - loss: 0.3690 - acc: 0.9350 - val_loss: 0.3659 - val_acc: 0.9298 Epoch 00880: val_acc did not improve from 0.94225 Epoch 881/100000 - 18s - loss: 0.3689 - acc: 0.9360 - val_loss: 0.3472 - val_acc: 0.9410 Epoch 00881: val_acc did not improve from 0.94225 Epoch 882/100000 - 19s - loss: 0.3709 - acc: 0.9351 - val_loss: 0.3796 - val_acc: 0.9240 Epoch 00882: val_acc did not improve from 0.94225 Epoch 883/100000 - 18s - loss: 0.3703 - acc: 0.9354 - val_loss: 0.3553 - val_acc: 0.9386 Epoch 00883: val_acc did not improve from 0.94225 Epoch 884/100000 - 19s - loss: 0.3679 - acc: 0.9360 - val_loss: 0.3717 - val_acc: 0.9386 Epoch 00884: val_acc did not improve from 0.94225 Epoch 885/100000 - 18s - loss: 0.3733 - acc: 0.9347 - val_loss: 0.3841 - val_acc: 0.9299 Epoch 00885: val_acc did not improve from 0.94225 Epoch 886/100000 - 19s - loss: 0.3725 - acc: 0.9347 - val_loss: 0.3570 - val_acc: 0.9356 Epoch 00886: val_acc did not improve from 0.94225 Epoch 887/100000 - 18s - loss: 0.3687 - acc: 0.9351 - val_loss: 0.3621 - val_acc: 0.9310 Epoch 00887: val_acc did not improve from 0.94225 Epoch 888/100000 - 19s - loss: 0.3679 - acc: 0.9349 - val_loss: 0.3540 - val_acc: 0.9376 Epoch 00888: val_acc did not improve from 0.94225 Epoch 889/100000 - 19s - loss: 0.3691 - acc: 0.9351 - val_loss: 0.3810 - val_acc: 0.9213 Epoch 00889: val_acc did not improve from 0.94225 Epoch 890/100000 - 19s - loss: 0.3720 - acc: 0.9339 - val_loss: 0.4381 - val_acc: 0.9199 Epoch 00890: val_acc did not improve from 0.94225 Epoch 891/100000 - 19s - loss: 0.3700 - acc: 0.9356 - val_loss: 0.4386 - val_acc: 0.8918 Epoch 00891: val_acc did not improve from 0.94225 Epoch 892/100000 - 19s - loss: 0.3788 - acc: 0.9352 - val_loss: 0.3775 - val_acc: 0.9302 Epoch 00892: val_acc did not improve from 0.94225 Epoch 893/100000 - 19s - loss: 0.3737 - acc: 0.9349 - val_loss: 0.3662 - val_acc: 0.9290 Epoch 00893: val_acc did not improve from 0.94225 Epoch 894/100000 - 19s - loss: 0.3704 - acc: 0.9355 - val_loss: 0.5097 - val_acc: 0.8513 Epoch 00894: val_acc did not improve from 0.94225 Epoch 895/100000 - 19s - loss: 0.3683 - acc: 0.9352 - val_loss: 0.3650 - val_acc: 0.9335 Epoch 00895: val_acc did not improve from 0.94225 Epoch 896/100000 - 19s - loss: 0.3705 - acc: 0.9345 - val_loss: 0.4798 - val_acc: 0.8715 Epoch 00896: val_acc did not improve from 0.94225 Epoch 897/100000 - 19s - loss: 0.3685 - acc: 0.9353 - val_loss: 0.3714 - val_acc: 0.9351 Epoch 00897: val_acc did not improve from 0.94225 Epoch 898/100000 - 19s - loss: 0.3696 - acc: 0.9353 - val_loss: 0.4371 - val_acc: 0.8925 Epoch 00898: val_acc did not improve from 0.94225 Epoch 899/100000 - 19s - loss: 0.3692 - acc: 0.9355 - val_loss: 0.3752 - val_acc: 0.9358 Epoch 00899: val_acc did not improve from 0.94225 Epoch 900/100000 - 18s - loss: 0.3683 - acc: 0.9357 - val_loss: 0.3795 - val_acc: 0.9271 Epoch 00900: val_acc did not improve from 0.94225 Epoch 901/100000 - 19s - loss: 0.3688 - acc: 0.9354 - val_loss: 0.3578 - val_acc: 0.9375 Epoch 00901: val_acc did not improve from 0.94225 Epoch 902/100000 - 19s - loss: 0.3711 - acc: 0.9342 - val_loss: 0.3597 - val_acc: 0.9337 Epoch 00902: val_acc did not improve from 0.94225 Epoch 903/100000 - 19s - loss: 0.3700 - acc: 0.9351 - val_loss: 0.3584 - val_acc: 0.9374 Epoch 00903: val_acc did not improve from 0.94225 Epoch 904/100000 - 19s - loss: 0.3694 - acc: 0.9356 - val_loss: 0.3729 - val_acc: 0.9317 Epoch 00904: val_acc did not improve from 0.94225 Epoch 905/100000 - 19s - loss: 0.3691 - acc: 0.9354 - val_loss: 0.3595 - val_acc: 0.9331 Epoch 00905: val_acc did not improve from 0.94225 Epoch 906/100000 - 18s - loss: 0.3675 - acc: 0.9353 - val_loss: 0.3856 - val_acc: 0.9276 Epoch 00906: val_acc did not improve from 0.94225 Epoch 907/100000 - 19s - loss: 0.3710 - acc: 0.9339 - val_loss: 0.3753 - val_acc: 0.9296 Epoch 00907: val_acc did not improve from 0.94225 Epoch 908/100000 - 19s - loss: 0.3676 - acc: 0.9356 - val_loss: 0.3600 - val_acc: 0.9352 Epoch 00908: val_acc did not improve from 0.94225 Epoch 909/100000 - 19s - loss: 0.3701 - acc: 0.9353 - val_loss: 0.3770 - val_acc: 0.9267 Epoch 00909: val_acc did not improve from 0.94225 Epoch 910/100000 - 19s - loss: 0.3692 - acc: 0.9347 - val_loss: 0.3586 - val_acc: 0.9341 Epoch 00910: val_acc did not improve from 0.94225 Epoch 911/100000 - 19s - loss: 0.3777 - acc: 0.9345 - val_loss: 0.3757 - val_acc: 0.9287 Epoch 00911: val_acc did not improve from 0.94225 Epoch 912/100000 - 19s - loss: 0.3692 - acc: 0.9354 - val_loss: 0.3734 - val_acc: 0.9263 Epoch 00912: val_acc did not improve from 0.94225 Epoch 913/100000 - 19s - loss: 0.3698 - acc: 0.9354 - val_loss: 0.3631 - val_acc: 0.9349 Epoch 00913: val_acc did not improve from 0.94225 Epoch 914/100000 - 18s - loss: 0.3670 - acc: 0.9361 - val_loss: 0.3696 - val_acc: 0.9331 Epoch 00914: val_acc did not improve from 0.94225 Epoch 915/100000 - 19s - loss: 0.3666 - acc: 0.9358 - val_loss: 0.3705 - val_acc: 0.9284 Epoch 00915: val_acc did not improve from 0.94225 Epoch 916/100000 - 19s - loss: 0.3715 - acc: 0.9343 - val_loss: 0.3684 - val_acc: 0.9340 Epoch 00916: val_acc did not improve from 0.94225 Epoch 917/100000 - 19s - loss: 0.3690 - acc: 0.9350 - val_loss: 0.4192 - val_acc: 0.9105 Epoch 00917: val_acc did not improve from 0.94225 Epoch 918/100000 - 19s - loss: 0.3682 - acc: 0.9354 - val_loss: 0.3831 - val_acc: 0.9201 Epoch 00918: val_acc did not improve from 0.94225 Epoch 919/100000 - 19s - loss: 0.3700 - acc: 0.9348 - val_loss: 0.3727 - val_acc: 0.9273 Epoch 00919: val_acc did not improve from 0.94225 Epoch 920/100000 - 18s - loss: 0.3711 - acc: 0.9355 - val_loss: 0.3746 - val_acc: 0.9342 Epoch 00920: val_acc did not improve from 0.94225 Epoch 921/100000 - 18s - loss: 0.3710 - acc: 0.9345 - val_loss: 0.5080 - val_acc: 0.8611 Epoch 00921: val_acc did not improve from 0.94225 Epoch 922/100000 - 18s - loss: 0.3692 - acc: 0.9350 - val_loss: 0.3991 - val_acc: 0.9195 Epoch 00922: val_acc did not improve from 0.94225 Epoch 923/100000 - 19s - loss: 0.3711 - acc: 0.9355 - val_loss: 0.3512 - val_acc: 0.9410 Epoch 00923: val_acc did not improve from 0.94225 Epoch 924/100000 - 19s - loss: 0.3702 - acc: 0.9351 - val_loss: 0.3697 - val_acc: 0.9354 Epoch 00924: val_acc did not improve from 0.94225 Epoch 925/100000 - 18s - loss: 0.3703 - acc: 0.9348 - val_loss: 0.3726 - val_acc: 0.9257 Epoch 00925: val_acc did not improve from 0.94225 Epoch 926/100000 - 19s - loss: 0.3722 - acc: 0.9347 - val_loss: 0.3712 - val_acc: 0.9332 Epoch 00926: val_acc did not improve from 0.94225 Epoch 927/100000 - 18s - loss: 0.3684 - acc: 0.9355 - val_loss: 0.4057 - val_acc: 0.9200 Epoch 00927: val_acc did not improve from 0.94225 Epoch 928/100000 - 19s - loss: 0.3702 - acc: 0.9346 - val_loss: 0.4334 - val_acc: 0.9022 Epoch 00928: val_acc did not improve from 0.94225 Epoch 929/100000 - 18s - loss: 0.3699 - acc: 0.9349 - val_loss: 0.4640 - val_acc: 0.9127 Epoch 00929: val_acc did not improve from 0.94225 Epoch 930/100000 - 19s - loss: 0.3703 - acc: 0.9351 - val_loss: 0.3636 - val_acc: 0.9361 Epoch 00930: val_acc did not improve from 0.94225 Epoch 931/100000 - 18s - loss: 0.3701 - acc: 0.9346 - val_loss: 0.3531 - val_acc: 0.9359 Epoch 00931: val_acc did not improve from 0.94225 Epoch 932/100000 - 19s - loss: 0.3676 - acc: 0.9357 - val_loss: 0.3653 - val_acc: 0.9331 Epoch 00932: val_acc did not improve from 0.94225 Epoch 933/100000 - 18s - loss: 0.3756 - acc: 0.9345 - val_loss: 0.3529 - val_acc: 0.9394 Epoch 00933: val_acc did not improve from 0.94225 Epoch 934/100000 - 19s - loss: 0.3711 - acc: 0.9356 - val_loss: 0.4170 - val_acc: 0.9113 Epoch 00934: val_acc did not improve from 0.94225 Epoch 935/100000 - 19s - loss: 0.3702 - acc: 0.9355 - val_loss: 0.3608 - val_acc: 0.9352 Epoch 00935: val_acc did not improve from 0.94225 Epoch 936/100000 - 18s - loss: 0.3688 - acc: 0.9356 - val_loss: 0.4597 - val_acc: 0.8720 Epoch 00936: val_acc did not improve from 0.94225 Epoch 937/100000 - 19s - loss: 0.3703 - acc: 0.9348 - val_loss: 0.3580 - val_acc: 0.9359 Epoch 00937: val_acc did not improve from 0.94225 Epoch 938/100000 - 19s - loss: 0.3664 - acc: 0.9359 - val_loss: 0.4087 - val_acc: 0.9040 Epoch 00938: val_acc did not improve from 0.94225 Epoch 939/100000 - 19s - loss: 0.3741 - acc: 0.9349 - val_loss: 0.3821 - val_acc: 0.9242 Epoch 00939: val_acc did not improve from 0.94225 Epoch 940/100000 - 19s - loss: 0.3692 - acc: 0.9348 - val_loss: 0.3700 - val_acc: 0.9323 Epoch 00940: val_acc did not improve from 0.94225 Epoch 941/100000 - 19s - loss: 0.3694 - acc: 0.9345 - val_loss: 0.3679 - val_acc: 0.9359 Epoch 00941: val_acc did not improve from 0.94225 Epoch 942/100000 - 18s - loss: 0.3711 - acc: 0.9349 - val_loss: 0.3549 - val_acc: 0.9376 Epoch 00942: val_acc did not improve from 0.94225 Epoch 943/100000 - 19s - loss: 0.3654 - acc: 0.9361 - val_loss: 0.3527 - val_acc: 0.9382 Epoch 00943: val_acc did not improve from 0.94225 Epoch 944/100000 - 19s - loss: 0.3694 - acc: 0.9351 - val_loss: 0.3573 - val_acc: 0.9362 Epoch 00944: val_acc did not improve from 0.94225 Epoch 945/100000 - 19s - loss: 0.3687 - acc: 0.9358 - val_loss: 0.3673 - val_acc: 0.9304 Epoch 00950: val_acc did not improve from 0.94225 Epoch 951/100000 - 19s - loss: 0.3675 - acc: 0.9357 - val_loss: 0.3832 - val_acc: 0.9180 Epoch 00951: val_acc did not improve from 0.94225 Epoch 952/100000 - 19s - loss: 0.3693 - acc: 0.9354 - val_loss: 0.4486 - val_acc: 0.8881 Epoch 00952: val_acc did not improve from 0.94225 Epoch 953/100000 - 19s - loss: 0.3696 - acc: 0.9348 - val_loss: 0.4675 - val_acc: 0.8906 Epoch 00953: val_acc did not improve from 0.94225 Epoch 954/100000 - 19s - loss: 0.3689 - acc: 0.9347 - val_loss: 0.3679 - val_acc: 0.9338 Epoch 00954: val_acc did not improve from 0.94225 Epoch 955/100000 - 18s - loss: 0.3666 - acc: 0.9361 - val_loss: 0.3597 - val_acc: 0.9356 Epoch 00955: val_acc did not improve from 0.94225 Epoch 956/100000 - 19s - loss: 0.3726 - acc: 0.9349 - val_loss: 0.3635 - val_acc: 0.9372 Epoch 00956: val_acc did not improve from 0.94225 Epoch 957/100000 - 19s - loss: 0.3707 - acc: 0.9356 - val_loss: 0.4386 - val_acc: 0.9002 Epoch 00957: val_acc did not improve from 0.94225 Epoch 958/100000 - 19s - loss: 0.3684 - acc: 0.9353 - val_loss: 0.3702 - val_acc: 0.9296 Epoch 00958: val_acc did not improve from 0.94225 Epoch 959/100000 - 19s - loss: 0.3669 - acc: 0.9360 - val_loss: 0.3556 - val_acc: 0.9383 Epoch 00959: val_acc did not improve from 0.94225 Epoch 960/100000 - 19s - loss: 0.3710 - acc: 0.9350 - val_loss: 0.3578 - val_acc: 0.9350 Epoch 00960: val_acc did not improve from 0.94225 Epoch 961/100000 - 19s - loss: 0.3681 - acc: 0.9352 - val_loss: 0.3766 - val_acc: 0.9243 Epoch 00961: val_acc did not improve from 0.94225 Epoch 962/100000 - 19s - loss: 0.3706 - acc: 0.9346 - val_loss: 0.3936 - val_acc: 0.9216 Epoch 00962: val_acc did not improve from 0.94225 Epoch 963/100000 - 19s - loss: 0.3680 - acc: 0.9353 - val_loss: 0.3806 - val_acc: 0.9342 Epoch 00963: val_acc did not improve from 0.94225 Epoch 964/100000 - 18s - loss: 0.3697 - acc: 0.9355 - val_loss: 0.3882 - val_acc: 0.9182 Epoch 00964: val_acc did not improve from 0.94225 Epoch 965/100000 - 19s - loss: 0.3692 - acc: 0.9355 - val_loss: 0.4790 - val_acc: 0.8930 Epoch 00965: val_acc did not improve from 0.94225 Epoch 966/100000 - 18s - loss: 0.3680 - acc: 0.9356 - val_loss: 0.3589 - val_acc: 0.9358 Epoch 00966: val_acc did not improve from 0.94225 Epoch 967/100000 - 19s - loss: 0.3679 - acc: 0.9358 - val_loss: 0.5199 - val_acc: 0.8695 Epoch 00967: val_acc did not improve from 0.94225 Epoch 968/100000 - 19s - loss: 0.3671 - acc: 0.9356 - val_loss: 0.3737 - val_acc: 0.9349 Epoch 00968: val_acc did not improve from 0.94225 Epoch 969/100000 - 18s - loss: 0.3689 - acc: 0.9351 - val_loss: 0.3668 - val_acc: 0.9390 Epoch 00969: val_acc did not improve from 0.94225 Epoch 970/100000 - 19s - loss: 0.3769 - acc: 0.9355 - val_loss: 0.3705 - val_acc: 0.9361 Epoch 00970: val_acc did not improve from 0.94225 Epoch 971/100000 - 18s - loss: 0.3741 - acc: 0.9342 - val_loss: 0.4023 - val_acc: 0.9199 Epoch 00971: val_acc did not improve from 0.94225 Epoch 972/100000 - 19s - loss: 0.3709 - acc: 0.9355 - val_loss: 0.3594 - val_acc: 0.9357 Epoch 00972: val_acc did not improve from 0.94225 Epoch 973/100000 - 18s - loss: 0.3688 - acc: 0.9348 - val_loss: 0.3753 - val_acc: 0.9332 Epoch 00973: val_acc did not improve from 0.94225 Epoch 974/100000 - 18s - loss: 0.3688 - acc: 0.9351 - val_loss: 0.4787 - val_acc: 0.8756 Epoch 00974: val_acc did not improve from 0.94225 Epoch 975/100000 - 19s - loss: 0.3675 - acc: 0.9353 - val_loss: 0.3528 - val_acc: 0.9387 Epoch 00975: val_acc did not improve from 0.94225 Epoch 976/100000 - 18s - loss: 0.3698 - acc: 0.9355 - val_loss: 0.3602 - val_acc: 0.9340 Epoch 00976: val_acc did not improve from 0.94225 Epoch 977/100000 - 19s - loss: 0.3671 - acc: 0.9355 - val_loss: 0.3692 - val_acc: 0.9348 Epoch 00977: val_acc did not improve from 0.94225 Epoch 978/100000 - 18s - loss: 0.3673 - acc: 0.9353 - val_loss: 0.3905 - val_acc: 0.9179 Epoch 00978: val_acc did not improve from 0.94225 Epoch 979/100000 - 19s - loss: 0.3662 - acc: 0.9355 - val_loss: 0.5235 - val_acc: 0.8545 Epoch 00979: val_acc did not improve from 0.94225 Epoch 980/100000 - 19s - loss: 0.3711 - acc: 0.9344 - val_loss: 0.3732 - val_acc: 0.9262 Epoch 00980: val_acc did not improve from 0.94225 Epoch 981/100000 - 19s - loss: 0.3689 - acc: 0.9350 - val_loss: 0.3575 - val_acc: 0.9346 Epoch 00981: val_acc did not improve from 0.94225 Epoch 982/100000 - 19s - loss: 0.3659 - acc: 0.9362 - val_loss: 0.3526 - val_acc: 0.9365 Epoch 00982: val_acc did not improve from 0.94225 Epoch 983/100000 - 19s - loss: 0.3649 - acc: 0.9355 - val_loss: 0.3654 - val_acc: 0.9303 Epoch 00983: val_acc did not improve from 0.94225 Epoch 984/100000 - 18s - loss: 0.3696 - acc: 0.9349 - val_loss: 0.3543 - val_acc: 0.9376 Epoch 00984: val_acc did not improve from 0.94225 Epoch 985/100000 - 19s - loss: 0.3678 - acc: 0.9355 - val_loss: 0.3865 - val_acc: 0.9215 Epoch 00985: val_acc did not improve from 0.94225 Epoch 986/100000 - 18s - loss: 0.3683 - acc: 0.9355 - val_loss: 0.3663 - val_acc: 0.9261 Epoch 00986: val_acc did not improve from 0.94225 Epoch 987/100000 - 19s - loss: 0.3692 - acc: 0.9351 - val_loss: 0.3641 - val_acc: 0.9338 Epoch 00987: val_acc did not improve from 0.94225 Epoch 988/100000 - 18s - loss: 0.3711 - acc: 0.9350 - val_loss: 0.3741 - val_acc: 0.9322 Epoch 00988: val_acc did not improve from 0.94225 Epoch 989/100000 - 19s - loss: 0.3714 - acc: 0.9352 - val_loss: 0.3934 - val_acc: 0.9291 Epoch 00989: val_acc did not improve from 0.94225 Epoch 990/100000 - 18s - loss: 0.3706 - acc: 0.9352 - val_loss: 0.3845 - val_acc: 0.9182 Epoch 00990: val_acc did not improve from 0.94225 Epoch 991/100000 - 19s - loss: 0.3686 - acc: 0.9357 - val_loss: 0.4132 - val_acc: 0.9096 Epoch 00991: val_acc did not improve from 0.94225 Epoch 992/100000 - 18s - loss: 0.3685 - acc: 0.9353 - val_loss: 0.4026 - val_acc: 0.9117 Epoch 00992: val_acc did not improve from 0.94225 Epoch 993/100000 - 19s - loss: 0.3671 - acc: 0.9361 - val_loss: 0.4523 - val_acc: 0.8918 Epoch 00993: val_acc did not improve from 0.94225 Epoch 994/100000 - 19s - loss: 0.3655 - acc: 0.9353 - val_loss: 0.3633 - val_acc: 0.9392 Epoch 00994: val_acc did not improve from 0.94225 Epoch 995/100000 - 18s - loss: 0.3707 - acc: 0.9350 - val_loss: 0.3904 - val_acc: 0.9223 Epoch 00995: val_acc did not improve from 0.94225 Epoch 996/100000 - 19s - loss: 0.3713 - acc: 0.9350 - val_loss: 0.3561 - val_acc: 0.9340 Epoch 00996: val_acc did not improve from 0.94225 Epoch 997/100000 - 18s - loss: 0.3665 - acc: 0.9359 - val_loss: 0.3723 - val_acc: 0.9282 Epoch 00997: val_acc did not improve from 0.94225 Epoch 998/100000 - 19s - loss: 0.3659 - acc: 0.9362 - val_loss: 0.3898 - val_acc: 0.9191 Epoch 00998: val_acc did not improve from 0.94225 Epoch 999/100000 - 19s - loss: 0.3689 - acc: 0.9345 - val_loss: 0.3863 - val_acc: 0.9168 Epoch 00999: val_acc did not improve from 0.94225 Epoch 1000/100000 - 19s - loss: 0.3655 - acc: 0.9360 - val_loss: 0.3560 - val_acc: 0.9361 Epoch 01000: val_acc did not improve from 0.94225 Epoch 1001/100000 - 19s - loss: 0.3689 - acc: 0.9357 - val_loss: 0.4617 - val_acc: 0.8773 Epoch 01001: val_acc did not improve from 0.94225 Epoch 1002/100000 - 19s - loss: 0.3702 - acc: 0.9354 - val_loss: 0.4845 - val_acc: 0.8792 Epoch 01002: val_acc did not improve from 0.94225 Epoch 1003/100000 - 18s - loss: 0.3726 - acc: 0.9343 - val_loss: 0.4135 - val_acc: 0.9026 Epoch 01003: val_acc did not improve from 0.94225 Epoch 1004/100000 - 19s - loss: 0.3658 - acc: 0.9359 - val_loss: 0.3567 - val_acc: 0.9371 Epoch 01004: val_acc did not improve from 0.94225 Epoch 1005/100000 - 18s - loss: 0.3694 - acc: 0.9351 - val_loss: 0.3876 - val_acc: 0.9230 Epoch 01005: val_acc did not improve from 0.94225 Epoch 1006/100000 - 20s - loss: 0.3688 - acc: 0.9342 - val_loss: 0.4080 - val_acc: 0.9221 Epoch 01006: val_acc did not improve from 0.94225 Epoch 1007/100000 - 19s - loss: 0.3708 - acc: 0.9352 - val_loss: 0.3818 - val_acc: 0.9192 Epoch 01007: val_acc did not improve from 0.94225 Epoch 1008/100000 - 19s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.3908 - val_acc: 0.9166 Epoch 01008: val_acc did not improve from 0.94225 Epoch 1009/100000 - 19s - loss: 0.3729 - acc: 0.9347 - val_loss: 0.4244 - val_acc: 0.9037 Epoch 01009: val_acc did not improve from 0.94225 Epoch 1010/100000 - 18s - loss: 0.3700 - acc: 0.9356 - val_loss: 0.3676 - val_acc: 0.9343 Epoch 01010: val_acc did not improve from 0.94225 Epoch 1011/100000 - 19s - loss: 0.3694 - acc: 0.9349 - val_loss: 0.3629 - val_acc: 0.9315 Epoch 01011: val_acc did not improve from 0.94225 Epoch 1012/100000 - 18s - loss: 0.3699 - acc: 0.9352 - val_loss: 0.3848 - val_acc: 0.9329 Epoch 01012: val_acc did not improve from 0.94225 Epoch 1013/100000 - 19s - loss: 0.3672 - acc: 0.9358 - val_loss: 0.4152 - val_acc: 0.9199 Epoch 01013: val_acc did not improve from 0.94225 Epoch 1014/100000 - 18s - loss: 0.3681 - acc: 0.9350 - val_loss: 0.4354 - val_acc: 0.8935 Epoch 01014: val_acc did not improve from 0.94225 Epoch 1015/100000 - 18s - loss: 0.3664 - acc: 0.9353 - val_loss: 0.3524 - val_acc: 0.9369 Epoch 01015: val_acc did not improve from 0.94225 Epoch 1016/100000 - 19s - loss: 0.3688 - acc: 0.9359 - val_loss: 0.4288 - val_acc: 0.9082 Epoch 01016: val_acc did not improve from 0.94225 Epoch 1017/100000 - 19s - loss: 0.3750 - acc: 0.9343 - val_loss: 0.3659 - val_acc: 0.9346 Epoch 01017: val_acc did not improve from 0.94225 Epoch 1018/100000 - 19s - loss: 0.3671 - acc: 0.9364 - val_loss: 0.3569 - val_acc: 0.9379 Epoch 01018: val_acc did not improve from 0.94225 Epoch 1019/100000 - 19s - loss: 0.3704 - acc: 0.9347 - val_loss: 0.3696 - val_acc: 0.9344 Epoch 01019: val_acc did not improve from 0.94225 Epoch 1020/100000 - 19s - loss: 0.3664 - acc: 0.9361 - val_loss: 0.3648 - val_acc: 0.9310 Epoch 01020: val_acc did not improve from 0.94225 Epoch 1021/100000 - 19s - loss: 0.3674 - acc: 0.9356 - val_loss: 0.3922 - val_acc: 0.9088 Epoch 01021: val_acc did not improve from 0.94225 Epoch 01021: ReduceLROnPlateau reducing learning rate to 0.0007737808919046074. Epoch 1022/100000 - 19s - loss: 0.3610 - acc: 0.9354 - val_loss: 0.3905 - val_acc: 0.9103 Epoch 01022: val_acc did not improve from 0.94225 Epoch 1023/100000 - 19s - loss: 0.3582 - acc: 0.9358 - val_loss: 0.3477 - val_acc: 0.9373 Epoch 01023: val_acc did not improve from 0.94225 Epoch 1024/100000 - 19s - loss: 0.3586 - acc: 0.9362 - val_loss: 0.4202 - val_acc: 0.9004 Epoch 01024: val_acc did not improve from 0.94225 Epoch 1025/100000 - 19s - loss: 0.3600 - acc: 0.9349 - val_loss: 0.3616 - val_acc: 0.9297 Epoch 01025: val_acc did not improve from 0.94225 Epoch 1026/100000 - 18s - loss: 0.3586 - acc: 0.9364 - val_loss: 0.3522 - val_acc: 0.9353 Epoch 01026: val_acc did not improve from 0.94225 Epoch 1027/100000 - 19s - loss: 0.3590 - acc: 0.9356 - val_loss: 0.3971 - val_acc: 0.9078 Epoch 01027: val_acc did not improve from 0.94225 Epoch 1028/100000 - 19s - loss: 0.3606 - acc: 0.9352 - val_loss: 0.3717 - val_acc: 0.9326 Epoch 01028: val_acc did not improve from 0.94225 Epoch 1029/100000 - 18s - loss: 0.3629 - acc: 0.9355 - val_loss: 0.3563 - val_acc: 0.9382 Epoch 01029: val_acc did not improve from 0.94225 Epoch 1030/100000 - 18s - loss: 0.3625 - acc: 0.9353 - val_loss: 0.3926 - val_acc: 0.9314 Epoch 01030: val_acc did not improve from 0.94225 Epoch 1031/100000 - 19s - loss: 0.3589 - acc: 0.9354 - val_loss: 0.3511 - val_acc: 0.9389 Epoch 01031: val_acc did not improve from 0.94225 Epoch 1032/100000 - 19s - loss: 0.3600 - acc: 0.9356 - val_loss: 0.3683 - val_acc: 0.9300 Epoch 01032: val_acc did not improve from 0.94225 Epoch 1033/100000 - 18s - loss: 0.3598 - acc: 0.9362 - val_loss: 0.3531 - val_acc: 0.9347 Epoch 01033: val_acc did not improve from 0.94225 Epoch 1034/100000 - 19s - loss: 0.3602 - acc: 0.9353 - val_loss: 0.3663 - val_acc: 0.9328 Epoch 01034: val_acc did not improve from 0.94225 Epoch 1035/100000 - 18s - loss: 0.3640 - acc: 0.9360 - val_loss: 0.3815 - val_acc: 0.9166 Epoch 01035: val_acc did not improve from 0.94225 Epoch 1036/100000 - 19s - loss: 0.3620 - acc: 0.9357 - val_loss: 0.3550 - val_acc: 0.9300 Epoch 01036: val_acc did not improve from 0.94225 Epoch 1037/100000 - 19s - loss: 0.3655 - acc: 0.9343 - val_loss: 0.4479 - val_acc: 0.8834 Epoch 01037: val_acc did not improve from 0.94225 Epoch 1038/100000 - 19s - loss: 0.3594 - acc: 0.9357 - val_loss: 0.4071 - val_acc: 0.9060 Epoch 01038: val_acc did not improve from 0.94225 Epoch 1039/100000 - 18s - loss: 0.3608 - acc: 0.9356 - val_loss: 0.3546 - val_acc: 0.9361 Epoch 01039: val_acc did not improve from 0.94225 Epoch 1040/100000 - 19s - loss: 0.3588 - acc: 0.9354 - val_loss: 0.3529 - val_acc: 0.9342 Epoch 01040: val_acc did not improve from 0.94225 Epoch 1041/100000 - 19s - loss: 0.3620 - acc: 0.9354 - val_loss: 0.3611 - val_acc: 0.9334 Epoch 01041: val_acc did not improve from 0.94225 Epoch 1042/100000 - 19s - loss: 0.3586 - acc: 0.9356 - val_loss: 0.3821 - val_acc: 0.9175 Epoch 01042: val_acc did not improve from 0.94225 Epoch 1043/100000 - 19s - loss: 0.3590 - acc: 0.9360 - val_loss: 0.3599 - val_acc: 0.9237 Epoch 01043: val_acc did not improve from 0.94225 Epoch 1044/100000 - 18s - loss: 0.3586 - acc: 0.9359 - val_loss: 0.4377 - val_acc: 0.8873 Epoch 01044: val_acc did not improve from 0.94225 Epoch 1045/100000 - 19s - loss: 0.3599 - acc: 0.9367 - val_loss: 0.3597 - val_acc: 0.9347 Epoch 01045: val_acc did not improve from 0.94225 Epoch 1046/100000 - 19s - loss: 0.3620 - acc: 0.9354 - val_loss: 0.3557 - val_acc: 0.9330 Epoch 01046: val_acc did not improve from 0.94225 Epoch 1047/100000 - 19s - loss: 0.3574 - acc: 0.9366 - val_loss: 0.4169 - val_acc: 0.9222 Epoch 01047: val_acc did not improve from 0.94225 Epoch 1048/100000 - 19s - loss: 0.3611 - acc: 0.9353 - val_loss: 0.3805 - val_acc: 0.9238 Epoch 01048: val_acc did not improve from 0.94225 Epoch 1049/100000 - 19s - loss: 0.3616 - acc: 0.9369 - val_loss: 0.3614 - val_acc: 0.9269 Epoch 01049: val_acc did not improve from 0.94225 Epoch 1050/100000 - 19s - loss: 0.3596 - acc: 0.9362 - val_loss: 0.3883 - val_acc: 0.9196 Epoch 01050: val_acc did not improve from 0.94225 Epoch 1051/100000 - 19s - loss: 0.3592 - acc: 0.9362 - val_loss: 0.3851 - val_acc: 0.9248 Epoch 01051: val_acc did not improve from 0.94225 Epoch 1052/100000 - 19s - loss: 0.3614 - acc: 0.9350 - val_loss: 0.3693 - val_acc: 0.9322 Epoch 01052: val_acc did not improve from 0.94225 Epoch 1053/100000 - 19s - loss: 0.3604 - acc: 0.9357 - val_loss: 0.3481 - val_acc: 0.9389 Epoch 01053: val_acc did not improve from 0.94225 Epoch 1054/100000 - 19s - loss: 0.3616 - acc: 0.9358 - val_loss: 0.3653 - val_acc: 0.9307 Epoch 01054: val_acc did not improve from 0.94225 Epoch 1055/100000 - 19s - loss: 0.3610 - acc: 0.9362 - val_loss: 0.3789 - val_acc: 0.9315 Epoch 01055: val_acc did not improve from 0.94225 Epoch 1056/100000 - 18s - loss: 0.3603 - acc: 0.9357 - val_loss: 0.3585 - val_acc: 0.9322 Epoch 01056: val_acc did not improve from 0.94225 Epoch 1057/100000 - 18s - loss: 0.3579 - acc: 0.9354 - val_loss: 0.3861 - val_acc: 0.9181 Epoch 01057: val_acc did not improve from 0.94225 Epoch 1058/100000 - 19s - loss: 0.3603 - acc: 0.9352 - val_loss: 0.3684 - val_acc: 0.9287 Epoch 01058: val_acc did not improve from 0.94225 Epoch 1059/100000 - 18s - loss: 0.3592 - acc: 0.9366 - val_loss: 0.3538 - val_acc: 0.9326 Epoch 01059: val_acc did not improve from 0.94225 Epoch 1060/100000 - 19s - loss: 0.3617 - acc: 0.9355 - val_loss: 0.3526 - val_acc: 0.9358 Epoch 01060: val_acc did not improve from 0.94225 Epoch 1061/100000 - 19s - loss: 0.3620 - acc: 0.9354 - val_loss: 0.4439 - val_acc: 0.9052 Epoch 01061: val_acc did not improve from 0.94225 Epoch 1062/100000 - 19s - loss: 0.3597 - acc: 0.9361 - val_loss: 0.3466 - val_acc: 0.9371 Epoch 01062: val_acc did not improve from 0.94225 Epoch 1063/100000 - 19s - loss: 0.3620 - acc: 0.9349 - val_loss: 0.3642 - val_acc: 0.9311 Epoch 01063: val_acc did not improve from 0.94225 Epoch 1064/100000 - 19s - loss: 0.3596 - acc: 0.9355 - val_loss: 0.3436 - val_acc: 0.9379 Epoch 01064: val_acc did not improve from 0.94225 Epoch 1065/100000 - 19s - loss: 0.3580 - acc: 0.9367 - val_loss: 0.3443 - val_acc: 0.9363 Epoch 01065: val_acc did not improve from 0.94225 Epoch 1066/100000 - 19s - loss: 0.3603 - acc: 0.9358 - val_loss: 0.3527 - val_acc: 0.9359 Epoch 01066: val_acc did not improve from 0.94225 Epoch 1067/100000 - 19s - loss: 0.3625 - acc: 0.9363 - val_loss: 0.3588 - val_acc: 0.9328 Epoch 01067: val_acc did not improve from 0.94225 Epoch 1068/100000 - 19s - loss: 0.3609 - acc: 0.9352 - val_loss: 0.3745 - val_acc: 0.9270 Epoch 01068: val_acc did not improve from 0.94225 Epoch 1069/100000 - 19s - loss: 0.3591 - acc: 0.9362 - val_loss: 0.3635 - val_acc: 0.9271 Epoch 01069: val_acc did not improve from 0.94225 Epoch 1070/100000 - 19s - loss: 0.3607 - acc: 0.9359 - val_loss: 0.3800 - val_acc: 0.9260 Epoch 01070: val_acc did not improve from 0.94225 Epoch 1071/100000 - 19s - loss: 0.3626 - acc: 0.9359 - val_loss: 0.3877 - val_acc: 0.9150 Epoch 01071: val_acc did not improve from 0.94225 Epoch 1072/100000 - 19s - loss: 0.3612 - acc: 0.9355 - val_loss: 0.3566 - val_acc: 0.9350 Epoch 01072: val_acc did not improve from 0.94225 Epoch 1073/100000 - 18s - loss: 0.3633 - acc: 0.9351 - val_loss: 0.3567 - val_acc: 0.9327 Epoch 01073: val_acc did not improve from 0.94225 Epoch 1074/100000 - 19s - loss: 0.3589 - acc: 0.9356 - val_loss: 0.3495 - val_acc: 0.9333 Epoch 01074: val_acc did not improve from 0.94225 Epoch 1075/100000 - 19s - loss: 0.3580 - acc: 0.9355 - val_loss: 0.3666 - val_acc: 0.9309 Epoch 01075: val_acc did not improve from 0.94225 Epoch 1076/100000 - 19s - loss: 0.3577 - acc: 0.9362 - val_loss: 0.3483 - val_acc: 0.9350 Epoch 01076: val_acc did not improve from 0.94225 Epoch 1077/100000 - 19s - loss: 0.3592 - acc: 0.9358 - val_loss: 0.3499 - val_acc: 0.9354 Epoch 01077: val_acc did not improve from 0.94225 Epoch 1078/100000 - 18s - loss: 0.3560 - acc: 0.9368 - val_loss: 0.4120 - val_acc: 0.9058 Epoch 01078: val_acc did not improve from 0.94225 Epoch 1079/100000 - 19s - loss: 0.3602 - acc: 0.9357 - val_loss: 0.3637 - val_acc: 0.9339 Epoch 01079: val_acc did not improve from 0.94225 Epoch 1080/100000 - 18s - loss: 0.3582 - acc: 0.9359 - val_loss: 0.3686 - val_acc: 0.9272 Epoch 01080: val_acc did not improve from 0.94225 Epoch 1081/100000 - 19s - loss: 0.3609 - acc: 0.9353 - val_loss: 0.3763 - val_acc: 0.9190 Epoch 01081: val_acc did not improve from 0.94225 Epoch 1082/100000 - 19s - loss: 0.3597 - acc: 0.9355 - val_loss: 0.3695 - val_acc: 0.9320 Epoch 01082: val_acc did not improve from 0.94225 Epoch 1083/100000 - 19s - loss: 0.3629 - acc: 0.9355 - val_loss: 0.3737 - val_acc: 0.9273 Epoch 01083: val_acc did not improve from 0.94225 Epoch 1084/100000 - 18s - loss: 0.3574 - acc: 0.9369 - val_loss: 0.3719 - val_acc: 0.9184 Epoch 01084: val_acc did not improve from 0.94225 Epoch 1085/100000 - 19s - loss: 0.3601 - acc: 0.9356 - val_loss: 0.3503 - val_acc: 0.9373 Epoch 01085: val_acc did not improve from 0.94225 Epoch 1086/100000 - 19s - loss: 0.3589 - acc: 0.9359 - val_loss: 0.3958 - val_acc: 0.9151 Epoch 01086: val_acc did not improve from 0.94225 Epoch 1087/100000 - 19s - loss: 0.3596 - acc: 0.9356 - val_loss: 0.3657 - val_acc: 0.9333 Epoch 01087: val_acc did not improve from 0.94225 Epoch 1088/100000 - 19s - loss: 0.3619 - acc: 0.9356 - val_loss: 0.3708 - val_acc: 0.9258 Epoch 01088: val_acc did not improve from 0.94225 Epoch 1089/100000 - 19s - loss: 0.3614 - acc: 0.9355 - val_loss: 0.3594 - val_acc: 0.9331 Epoch 01089: val_acc did not improve from 0.94225 Epoch 1090/100000 - 18s - loss: 0.3632 - acc: 0.9355 - val_loss: 0.3885 - val_acc: 0.9230 Epoch 01090: val_acc did not improve from 0.94225 Epoch 1091/100000 - 19s - loss: 0.3611 - acc: 0.9352 - val_loss: 0.3528 - val_acc: 0.9366 Epoch 01091: val_acc did not improve from 0.94225 Epoch 1092/100000 - 19s - loss: 0.3596 - acc: 0.9357 - val_loss: 0.4545 - val_acc: 0.8758 Epoch 01092: val_acc did not improve from 0.94225 Epoch 1093/100000 - 18s - loss: 0.3593 - acc: 0.9356 - val_loss: 0.3640 - val_acc: 0.9354 Epoch 01093: val_acc did not improve from 0.94225 Epoch 1094/100000 - 19s - loss: 0.3573 - acc: 0.9365 - val_loss: 0.3825 - val_acc: 0.9177 Epoch 01094: val_acc did not improve from 0.94225 Epoch 1095/100000 - 18s - loss: 0.3582 - acc: 0.9358 - val_loss: 0.3581 - val_acc: 0.9335 Epoch 01095: val_acc did not improve from 0.94225 Epoch 1096/100000 - 19s - loss: 0.3564 - acc: 0.9358 - val_loss: 0.3449 - val_acc: 0.9371 Epoch 01096: val_acc did not improve from 0.94225 Epoch 1097/100000 - 18s - loss: 0.3602 - acc: 0.9354 - val_loss: 0.3632 - val_acc: 0.9353 Epoch 01097: val_acc did not improve from 0.94225 Epoch 1098/100000 - 19s - loss: 0.3576 - acc: 0.9361 - val_loss: 0.4003 - val_acc: 0.9083 Epoch 01098: val_acc did not improve from 0.94225 Epoch 1099/100000 - 19s - loss: 0.3591 - acc: 0.9355 - val_loss: 0.3667 - val_acc: 0.9323 Epoch 01099: val_acc did not improve from 0.94225 Epoch 1100/100000 - 19s - loss: 0.3607 - acc: 0.9351 - val_loss: 0.4439 - val_acc: 0.9078 Epoch 01100: val_acc did not improve from 0.94225 Epoch 1101/100000 - 18s - loss: 0.3569 - acc: 0.9362 - val_loss: 0.3593 - val_acc: 0.9314 Epoch 01101: val_acc did not improve from 0.94225 Epoch 1102/100000 - 18s - loss: 0.3618 - acc: 0.9352 - val_loss: 0.4063 - val_acc: 0.9079 Epoch 01102: val_acc did not improve from 0.94225 Epoch 1103/100000 - 19s - loss: 0.3613 - acc: 0.9356 - val_loss: 0.3780 - val_acc: 0.9300 Epoch 01103: val_acc did not improve from 0.94225 Epoch 1104/100000 - 18s - loss: 0.3572 - acc: 0.9363 - val_loss: 0.3644 - val_acc: 0.9334 Epoch 01104: val_acc did not improve from 0.94225 Epoch 1105/100000 - 19s - loss: 0.3599 - acc: 0.9351 - val_loss: 0.3491 - val_acc: 0.9362 Epoch 01105: val_acc did not improve from 0.94225 Epoch 1106/100000 - 19s - loss: 0.3601 - acc: 0.9358 - val_loss: 0.4023 - val_acc: 0.9279 Epoch 01106: val_acc did not improve from 0.94225 Epoch 1107/100000 - 19s - loss: 0.3575 - acc: 0.9367 - val_loss: 0.3596 - val_acc: 0.9353 Epoch 01107: val_acc did not improve from 0.94225 Epoch 1108/100000 - 19s - loss: 0.3593 - acc: 0.9354 - val_loss: 0.3698 - val_acc: 0.9347 Epoch 01108: val_acc did not improve from 0.94225 Epoch 1109/100000 - 19s - loss: 0.3579 - acc: 0.9368 - val_loss: 0.3541 - val_acc: 0.9389 Epoch 01109: val_acc did not improve from 0.94225 Epoch 1110/100000 - 19s - loss: 0.3609 - acc: 0.9358 - val_loss: 0.3623 - val_acc: 0.9361 Epoch 01110: val_acc did not improve from 0.94225 Epoch 1111/100000 - 19s - loss: 0.3579 - acc: 0.9358 - val_loss: 0.4410 - val_acc: 0.9088 Epoch 01111: val_acc did not improve from 0.94225 Epoch 1112/100000 - 19s - loss: 0.3606 - acc: 0.9348 - val_loss: 0.3723 - val_acc: 0.9308 Epoch 01112: val_acc did not improve from 0.94225 Epoch 1113/100000 - 19s - loss: 0.3601 - acc: 0.9366 - val_loss: 0.3540 - val_acc: 0.9339 Epoch 01113: val_acc did not improve from 0.94225 Epoch 1114/100000 - 19s - loss: 0.3583 - acc: 0.9360 - val_loss: 0.3552 - val_acc: 0.9368 Epoch 01114: val_acc did not improve from 0.94225 Epoch 1115/100000 - 18s - loss: 0.3563 - acc: 0.9367 - val_loss: 0.3485 - val_acc: 0.9344 Epoch 01115: val_acc did not improve from 0.94225 Epoch 1116/100000 - 19s - loss: 0.3575 - acc: 0.9362 - val_loss: 0.3540 - val_acc: 0.9334 Epoch 01116: val_acc did not improve from 0.94225 Epoch 1117/100000 - 18s - loss: 0.3630 - acc: 0.9350 - val_loss: 0.4921 - val_acc: 0.8713 Epoch 01117: val_acc did not improve from 0.94225 Epoch 1118/100000 - 18s - loss: 0.3612 - acc: 0.9363 - val_loss: 0.3579 - val_acc: 0.9327 Epoch 01118: val_acc did not improve from 0.94225 Epoch 1119/100000 - 19s - loss: 0.3641 - acc: 0.9357 - val_loss: 0.3490 - val_acc: 0.9374 Epoch 01119: val_acc did not improve from 0.94225 Epoch 1120/100000 - 19s - loss: 0.3560 - acc: 0.9368 - val_loss: 0.3551 - val_acc: 0.9309 Epoch 01120: val_acc did not improve from 0.94225 Epoch 1121/100000 - 19s - loss: 0.3597 - acc: 0.9358 - val_loss: 0.3585 - val_acc: 0.9309 Epoch 01121: val_acc did not improve from 0.94225 Epoch 1122/100000 - 19s - loss: 0.3572 - acc: 0.9366 - val_loss: 0.3454 - val_acc: 0.9396 Epoch 01122: val_acc did not improve from 0.94225 Epoch 1123/100000 - 19s - loss: 0.3565 - acc: 0.9365 - val_loss: 0.3447 - val_acc: 0.9358 Epoch 01123: val_acc did not improve from 0.94225 Epoch 1124/100000 - 19s - loss: 0.3571 - acc: 0.9358 - val_loss: 0.3658 - val_acc: 0.9291 Epoch 01124: val_acc did not improve from 0.94225 Epoch 1125/100000 - 18s - loss: 0.3639 - acc: 0.9360 - val_loss: 0.3565 - val_acc: 0.9365 Epoch 01125: val_acc did not improve from 0.94225 Epoch 1126/100000 - 19s - loss: 0.3652 - acc: 0.9359 - val_loss: 0.4050 - val_acc: 0.9264 Epoch 01126: val_acc did not improve from 0.94225 Epoch 1127/100000 - 19s - loss: 0.3605 - acc: 0.9361 - val_loss: 0.3539 - val_acc: 0.9360 Epoch 01127: val_acc did not improve from 0.94225 Epoch 1128/100000 - 18s - loss: 0.3621 - acc: 0.9366 - val_loss: 0.3543 - val_acc: 0.9367 Epoch 01128: val_acc did not improve from 0.94225 Epoch 1129/100000 - 19s - loss: 0.3603 - acc: 0.9362 - val_loss: 0.3643 - val_acc: 0.9265 Epoch 01129: val_acc did not improve from 0.94225 Epoch 1130/100000 - 19s - loss: 0.3581 - acc: 0.9364 - val_loss: 0.3483 - val_acc: 0.9317 Epoch 01130: val_acc did not improve from 0.94225 Epoch 1131/100000 - 19s - loss: 0.3589 - acc: 0.9351 - val_loss: 0.4475 - val_acc: 0.8930 Epoch 01131: val_acc did not improve from 0.94225 Epoch 1132/100000 - 18s - loss: 0.3563 - acc: 0.9364 - val_loss: 0.3564 - val_acc: 0.9308 Epoch 01132: val_acc did not improve from 0.94225 Epoch 1133/100000 - 19s - loss: 0.3603 - acc: 0.9357 - val_loss: 0.3730 - val_acc: 0.9294 Epoch 01133: val_acc did not improve from 0.94225 Epoch 1134/100000 - 19s - loss: 0.3575 - acc: 0.9366 - val_loss: 0.4411 - val_acc: 0.8936 Epoch 01134: val_acc did not improve from 0.94225 Epoch 1135/100000 - 18s - loss: 0.3608 - acc: 0.9361 - val_loss: 0.4857 - val_acc: 0.8861 Epoch 01135: val_acc did not improve from 0.94225 Epoch 1136/100000 - 18s - loss: 0.3579 - acc: 0.9358 - val_loss: 0.4125 - val_acc: 0.9252 Epoch 01136: val_acc did not improve from 0.94225 Epoch 1137/100000 - 18s - loss: 0.3558 - acc: 0.9361 - val_loss: 0.3608 - val_acc: 0.9316 Epoch 01137: val_acc did not improve from 0.94225 Epoch 1138/100000 - 19s - loss: 0.3575 - acc: 0.9359 - val_loss: 0.3970 - val_acc: 0.9120 Epoch 01138: val_acc did not improve from 0.94225 Epoch 1139/100000 - 18s - loss: 0.3571 - acc: 0.9358 - val_loss: 0.4211 - val_acc: 0.8972 Epoch 01139: val_acc did not improve from 0.94225 Epoch 1140/100000 - 19s - loss: 0.3610 - acc: 0.9353 - val_loss: 0.3916 - val_acc: 0.9168 Epoch 01140: val_acc did not improve from 0.94225 Epoch 1141/100000 - 18s - loss: 0.3594 - acc: 0.9355 - val_loss: 0.3521 - val_acc: 0.9401 Epoch 01141: val_acc did not improve from 0.94225 Epoch 1142/100000 - 19s - loss: 0.3593 - acc: 0.9366 - val_loss: 0.3431 - val_acc: 0.9381 Epoch 01142: val_acc did not improve from 0.94225 Epoch 1143/100000 - 18s - loss: 0.3612 - acc: 0.9358 - val_loss: 0.3640 - val_acc: 0.9368 Epoch 01143: val_acc did not improve from 0.94225 Epoch 1144/100000 - 19s - loss: 0.3584 - acc: 0.9358 - val_loss: 0.3558 - val_acc: 0.9320 Epoch 01144: val_acc did not improve from 0.94225 Epoch 1145/100000 - 18s - loss: 0.3606 - acc: 0.9360 - val_loss: 0.3875 - val_acc: 0.9244 Epoch 01145: val_acc did not improve from 0.94225 Epoch 1146/100000 - 19s - loss: 0.3598 - acc: 0.9367 - val_loss: 0.3411 - val_acc: 0.9384 Epoch 01146: val_acc did not improve from 0.94225 Epoch 1147/100000 - 18s - loss: 0.3593 - acc: 0.9358 - val_loss: 0.3730 - val_acc: 0.9281 Epoch 01147: val_acc did not improve from 0.94225 Epoch 1148/100000 - 18s - loss: 0.3572 - acc: 0.9367 - val_loss: 0.3561 - val_acc: 0.9355 Epoch 01148: val_acc did not improve from 0.94225 Epoch 1149/100000 - 19s - loss: 0.3627 - acc: 0.9357 - val_loss: 0.3520 - val_acc: 0.9361 Epoch 01149: val_acc did not improve from 0.94225 Epoch 1150/100000 - 19s - loss: 0.3573 - acc: 0.9361 - val_loss: 0.3520 - val_acc: 0.9352 Epoch 01150: val_acc did not improve from 0.94225 Epoch 1151/100000 - 18s - loss: 0.3613 - acc: 0.9353 - val_loss: 0.3449 - val_acc: 0.9382 Epoch 01151: val_acc did not improve from 0.94225 Epoch 1152/100000 - 19s - loss: 0.3597 - acc: 0.9361 - val_loss: 0.4182 - val_acc: 0.9023 Epoch 01152: val_acc did not improve from 0.94225 Epoch 1153/100000 - 18s - loss: 0.3603 - acc: 0.9359 - val_loss: 0.3829 - val_acc: 0.9202 Epoch 01153: val_acc did not improve from 0.94225 Epoch 1154/100000 - 19s - loss: 0.3611 - acc: 0.9352 - val_loss: 0.3667 - val_acc: 0.9335 Epoch 01154: val_acc did not improve from 0.94225 Epoch 1155/100000 - 18s - loss: 0.3588 - acc: 0.9361 - val_loss: 0.3589 - val_acc: 0.9345 Epoch 01155: val_acc did not improve from 0.94225 Epoch 1156/100000 - 19s - loss: 0.3581 - acc: 0.9361 - val_loss: 0.4061 - val_acc: 0.9257 Epoch 01156: val_acc did not improve from 0.94225 Epoch 1157/100000 - 19s - loss: 0.3615 - acc: 0.9355 - val_loss: 0.3540 - val_acc: 0.9344 Epoch 01157: val_acc did not improve from 0.94225 Epoch 1158/100000 - 19s - loss: 0.3584 - acc: 0.9359 - val_loss: 0.3480 - val_acc: 0.9365 Epoch 01158: val_acc did not improve from 0.94225 Epoch 1159/100000 - 19s - loss: 0.3590 - acc: 0.9365 - val_loss: 0.6041 - val_acc: 0.8105 Epoch 01159: val_acc did not improve from 0.94225 Epoch 1160/100000 - 19s - loss: 0.3589 - acc: 0.9364 - val_loss: 0.3692 - val_acc: 0.9317 Epoch 01160: val_acc did not improve from 0.94225 Epoch 1161/100000 - 19s - loss: 0.3609 - acc: 0.9356 - val_loss: 0.3574 - val_acc: 0.9348 Epoch 01161: val_acc did not improve from 0.94225 Epoch 1162/100000 - 19s - loss: 0.3600 - acc: 0.9359 - val_loss: 0.3821 - val_acc: 0.9330 Epoch 01162: val_acc did not improve from 0.94225 Epoch 1163/100000 - 19s - loss: 0.3597 - acc: 0.9360 - val_loss: 0.3619 - val_acc: 0.9355 Epoch 01163: val_acc did not improve from 0.94225 Epoch 1164/100000 - 19s - loss: 0.3723 - acc: 0.9346 - val_loss: 0.3601 - val_acc: 0.9350 Epoch 01164: val_acc did not improve from 0.94225 Epoch 1165/100000 - 18s - loss: 0.3625 - acc: 0.9358 - val_loss: 0.3693 - val_acc: 0.9347 Epoch 01165: val_acc did not improve from 0.94225 Epoch 1166/100000 - 19s - loss: 0.3606 - acc: 0.9363 - val_loss: 0.3890 - val_acc: 0.9250 Epoch 01166: val_acc did not improve from 0.94225 Epoch 1167/100000 - 18s - loss: 0.3588 - acc: 0.9366 - val_loss: 0.3762 - val_acc: 0.9238 Epoch 01167: val_acc did not improve from 0.94225 Epoch 1168/100000 - 19s - loss: 0.3590 - acc: 0.9358 - val_loss: 0.3602 - val_acc: 0.9317 Epoch 01168: val_acc did not improve from 0.94225 Epoch 1169/100000 - 18s - loss: 0.3548 - acc: 0.9369 - val_loss: 0.3650 - val_acc: 0.9312 Epoch 01169: val_acc did not improve from 0.94225 Epoch 1170/100000 - 19s - loss: 0.3600 - acc: 0.9356 - val_loss: 0.3917 - val_acc: 0.9190 Epoch 01170: val_acc did not improve from 0.94225 Epoch 1171/100000 - 19s - loss: 0.3592 - acc: 0.9357 - val_loss: 0.5134 - val_acc: 0.8695 Epoch 01171: val_acc did not improve from 0.94225 Epoch 1172/100000 - 18s - loss: 0.3580 - acc: 0.9363 - val_loss: 0.3624 - val_acc: 0.9339 Epoch 01172: val_acc did not improve from 0.94225 Epoch 1173/100000 - 19s - loss: 0.3577 - acc: 0.9356 - val_loss: 0.3523 - val_acc: 0.9344 Epoch 01173: val_acc did not improve from 0.94225 Epoch 1174/100000 - 19s - loss: 0.3579 - acc: 0.9360 - val_loss: 0.3914 - val_acc: 0.9199 Epoch 01174: val_acc did not improve from 0.94225 Epoch 1175/100000 - 18s - loss: 0.3570 - acc: 0.9364 - val_loss: 0.4204 - val_acc: 0.9030 Epoch 01175: val_acc did not improve from 0.94225 Epoch 1176/100000 - 19s - loss: 0.3591 - acc: 0.9358 - val_loss: 0.3784 - val_acc: 0.9281 Epoch 01176: val_acc did not improve from 0.94225 Epoch 1177/100000 - 19s - loss: 0.3616 - acc: 0.9355 - val_loss: 0.3564 - val_acc: 0.9319 Epoch 01177: val_acc did not improve from 0.94225 Epoch 1178/100000 - 18s - loss: 0.3605 - acc: 0.9352 - val_loss: 0.3502 - val_acc: 0.9374 Epoch 01178: val_acc did not improve from 0.94225 Epoch 1179/100000 - 19s - loss: 0.3600 - acc: 0.9356 - val_loss: 0.4329 - val_acc: 0.9030 Epoch 01179: val_acc did not improve from 0.94225 Epoch 1180/100000 - 18s - loss: 0.3597 - acc: 0.9359 - val_loss: 0.3773 - val_acc: 0.9279 Epoch 01180: val_acc did not improve from 0.94225 Epoch 1181/100000 - 19s - loss: 0.3578 - acc: 0.9365 - val_loss: 0.3541 - val_acc: 0.9355 Epoch 01181: val_acc did not improve from 0.94225 Epoch 1182/100000 - 19s - loss: 0.3647 - acc: 0.9351 - val_loss: 0.3621 - val_acc: 0.9267 Epoch 01182: val_acc did not improve from 0.94225 Epoch 1183/100000 - 19s - loss: 0.3602 - acc: 0.9362 - val_loss: 0.3877 - val_acc: 0.9190 Epoch 01183: val_acc did not improve from 0.94225 Epoch 1184/100000 - 19s - loss: 0.3580 - acc: 0.9358 - val_loss: 0.3559 - val_acc: 0.9326 Epoch 01184: val_acc did not improve from 0.94225 Epoch 1185/100000 - 18s - loss: 0.3565 - acc: 0.9370 - val_loss: 0.4044 - val_acc: 0.9096 Epoch 01185: val_acc did not improve from 0.94225 Epoch 1186/100000 - 19s - loss: 0.3580 - acc: 0.9352 - val_loss: 0.3478 - val_acc: 0.9392 Epoch 01186: val_acc did not improve from 0.94225 Epoch 1187/100000 - 19s - loss: 0.3560 - acc: 0.9363 - val_loss: 0.3496 - val_acc: 0.9361 Epoch 01187: val_acc did not improve from 0.94225 Epoch 1188/100000 - 19s - loss: 0.3588 - acc: 0.9356 - val_loss: 0.3934 - val_acc: 0.9141 Epoch 01188: val_acc did not improve from 0.94225 Epoch 1189/100000 - 19s - loss: 0.3583 - acc: 0.9361 - val_loss: 0.4334 - val_acc: 0.8921 Epoch 01189: val_acc did not improve from 0.94225 Epoch 1190/100000 - 19s - loss: 0.3598 - acc: 0.9358 - val_loss: 0.3973 - val_acc: 0.9169 Epoch 01190: val_acc did not improve from 0.94225 Epoch 1191/100000 - 19s - loss: 0.3587 - acc: 0.9362 - val_loss: 0.3464 - val_acc: 0.9369 Epoch 01191: val_acc did not improve from 0.94225 Epoch 1192/100000 - 19s - loss: 0.3596 - acc: 0.9361 - val_loss: 0.3521 - val_acc: 0.9306 Epoch 01192: val_acc did not improve from 0.94225 Epoch 1193/100000 - 19s - loss: 0.3621 - acc: 0.9354 - val_loss: 0.4276 - val_acc: 0.9015 Epoch 01193: val_acc did not improve from 0.94225 Epoch 1194/100000 - 19s - loss: 0.3568 - acc: 0.9363 - val_loss: 0.3681 - val_acc: 0.9269 Epoch 01194: val_acc did not improve from 0.94225 Epoch 1195/100000 - 19s - loss: 0.3581 - acc: 0.9353 - val_loss: 0.3727 - val_acc: 0.9246 Epoch 01195: val_acc did not improve from 0.94225 Epoch 1196/100000 - 19s - loss: 0.3595 - acc: 0.9354 - val_loss: 0.3542 - val_acc: 0.9358 Epoch 01196: val_acc did not improve from 0.94225 Epoch 1197/100000 - 19s - loss: 0.3567 - acc: 0.9366 - val_loss: 0.3694 - val_acc: 0.9229 Epoch 01197: val_acc did not improve from 0.94225 Epoch 1198/100000 - 19s - loss: 0.3587 - acc: 0.9361 - val_loss: 0.3853 - val_acc: 0.9106 Epoch 01198: val_acc did not improve from 0.94225 Epoch 1199/100000 - 19s - loss: 0.3594 - acc: 0.9362 - val_loss: 0.3656 - val_acc: 0.9340 Epoch 01199: val_acc did not improve from 0.94225 Epoch 1200/100000 - 19s - loss: 0.3636 - acc: 0.9342 - val_loss: 0.3509 - val_acc: 0.9350 Epoch 01200: val_acc did not improve from 0.94225 Epoch 1201/100000 - 18s - loss: 0.3594 - acc: 0.9356 - val_loss: 0.4513 - val_acc: 0.9011 Epoch 01201: val_acc did not improve from 0.94225 Epoch 1202/100000 - 19s - loss: 0.3575 - acc: 0.9359 - val_loss: 0.3671 - val_acc: 0.9277 Epoch 01202: val_acc did not improve from 0.94225 Epoch 1203/100000 - 18s - loss: 0.3581 - acc: 0.9360 - val_loss: 0.4738 - val_acc: 0.8876 Epoch 01203: val_acc did not improve from 0.94225 Epoch 1204/100000 - 19s - loss: 0.3630 - acc: 0.9355 - val_loss: 0.3852 - val_acc: 0.9197 Epoch 01204: val_acc did not improve from 0.94225 Epoch 1205/100000 - 18s - loss: 0.3604 - acc: 0.9362 - val_loss: 0.4052 - val_acc: 0.9134 Epoch 01205: val_acc did not improve from 0.94225 Epoch 1206/100000 - 19s - loss: 0.3593 - acc: 0.9352 - val_loss: 0.4701 - val_acc: 0.8816 Epoch 01206: val_acc did not improve from 0.94225 Epoch 1207/100000 - 19s - loss: 0.3571 - acc: 0.9364 - val_loss: 0.3683 - val_acc: 0.9287 Epoch 01207: val_acc did not improve from 0.94225 Epoch 1208/100000 - 18s - loss: 0.3577 - acc: 0.9354 - val_loss: 0.4464 - val_acc: 0.8817 Epoch 01208: val_acc did not improve from 0.94225 Epoch 1209/100000 - 19s - loss: 0.3583 - acc: 0.9357 - val_loss: 0.3472 - val_acc: 0.9351 Epoch 01209: val_acc did not improve from 0.94225 Epoch 1210/100000 - 19s - loss: 0.3601 - acc: 0.9356 - val_loss: 0.3925 - val_acc: 0.9152 Epoch 01210: val_acc did not improve from 0.94225 Epoch 1211/100000 - 19s - loss: 0.3618 - acc: 0.9353 - val_loss: 0.3874 - val_acc: 0.9238 Epoch 01211: val_acc did not improve from 0.94225 Epoch 1212/100000 - 19s - loss: 0.3610 - acc: 0.9359 - val_loss: 0.3558 - val_acc: 0.9379 Epoch 01212: val_acc did not improve from 0.94225 Epoch 1213/100000 - 19s - loss: 0.3574 - acc: 0.9365 - val_loss: 0.3701 - val_acc: 0.9213 Epoch 01213: val_acc did not improve from 0.94225 Epoch 1214/100000 - 19s - loss: 0.3567 - acc: 0.9364 - val_loss: 0.3620 - val_acc: 0.9308 Epoch 01214: val_acc did not improve from 0.94225 Epoch 1215/100000 - 19s - loss: 0.3576 - acc: 0.9362 - val_loss: 0.3854 - val_acc: 0.9245 Epoch 01215: val_acc did not improve from 0.94225 Epoch 1216/100000 - 19s - loss: 0.3570 - acc: 0.9363 - val_loss: 0.3704 - val_acc: 0.9280 Epoch 01216: val_acc did not improve from 0.94225 Epoch 1217/100000 - 19s - loss: 0.3601 - acc: 0.9358 - val_loss: 0.3468 - val_acc: 0.9306 Epoch 01217: val_acc did not improve from 0.94225 Epoch 1218/100000 - 19s - loss: 0.3587 - acc: 0.9353 - val_loss: 0.3458 - val_acc: 0.9349 Epoch 01218: val_acc did not improve from 0.94225 Epoch 1219/100000 - 18s - loss: 0.3593 - acc: 0.9363 - val_loss: 0.3549 - val_acc: 0.9340 Epoch 01219: val_acc did not improve from 0.94225 Epoch 1220/100000 - 19s - loss: 0.3592 - acc: 0.9364 - val_loss: 0.3557 - val_acc: 0.9297 Epoch 01220: val_acc did not improve from 0.94225 Epoch 1221/100000 - 18s - loss: 0.3588 - acc: 0.9360 - val_loss: 0.3977 - val_acc: 0.9138 Epoch 01221: val_acc did not improve from 0.94225 Epoch 1222/100000 - 18s - loss: 0.3586 - acc: 0.9362 - val_loss: 0.3557 - val_acc: 0.9346 Epoch 01222: val_acc did not improve from 0.94225 Epoch 1223/100000 - 19s - loss: 0.3636 - acc: 0.9364 - val_loss: 0.3560 - val_acc: 0.9339 Epoch 01223: val_acc did not improve from 0.94225 Epoch 1224/100000 - 18s - loss: 0.3623 - acc: 0.9364 - val_loss: 0.3531 - val_acc: 0.9366 Epoch 01224: val_acc did not improve from 0.94225 Epoch 1225/100000 - 19s - loss: 0.3585 - acc: 0.9361 - val_loss: 0.3497 - val_acc: 0.9351 Epoch 01225: val_acc did not improve from 0.94225 Epoch 1226/100000 - 18s - loss: 0.3593 - acc: 0.9351 - val_loss: 0.3582 - val_acc: 0.9341 Epoch 01226: val_acc did not improve from 0.94225 Epoch 1227/100000 - 18s - loss: 0.3575 - acc: 0.9360 - val_loss: 0.3502 - val_acc: 0.9374 Epoch 01227: val_acc did not improve from 0.94225 Epoch 1228/100000 - 18s - loss: 0.3587 - acc: 0.9359 - val_loss: 0.3858 - val_acc: 0.9169 Epoch 01228: val_acc did not improve from 0.94225 Epoch 1229/100000 - 18s - loss: 0.3568 - acc: 0.9363 - val_loss: 0.5091 - val_acc: 0.8639 Epoch 01229: val_acc did not improve from 0.94225 Epoch 1230/100000 - 19s - loss: 0.3594 - acc: 0.9354 - val_loss: 0.3561 - val_acc: 0.9314 Epoch 01230: val_acc did not improve from 0.94225 Epoch 1231/100000 - 19s - loss: 0.3598 - acc: 0.9356 - val_loss: 0.3674 - val_acc: 0.9269 Epoch 01231: val_acc did not improve from 0.94225 Epoch 1232/100000 - 18s - loss: 0.3609 - acc: 0.9355 - val_loss: 0.3586 - val_acc: 0.9307 Epoch 01232: val_acc did not improve from 0.94225 Epoch 1233/100000 - 18s - loss: 0.3581 - acc: 0.9361 - val_loss: 0.3548 - val_acc: 0.9367 Epoch 01233: val_acc did not improve from 0.94225 Epoch 1234/100000 - 19s - loss: 0.3586 - acc: 0.9361 - val_loss: 0.4034 - val_acc: 0.9129 Epoch 01234: val_acc did not improve from 0.94225 Epoch 1235/100000 - 18s - loss: 0.3548 - acc: 0.9369 - val_loss: 0.3567 - val_acc: 0.9313 Epoch 01235: val_acc did not improve from 0.94225 Epoch 1236/100000 - 19s - loss: 0.3588 - acc: 0.9359 - val_loss: 0.3822 - val_acc: 0.9181 Epoch 01236: val_acc did not improve from 0.94225 Epoch 1237/100000 - 19s - loss: 0.3576 - acc: 0.9356 - val_loss: 0.4058 - val_acc: 0.9252 Epoch 01237: val_acc did not improve from 0.94225 Epoch 1238/100000 - 19s - loss: 0.3600 - acc: 0.9361 - val_loss: 0.3624 - val_acc: 0.9350 Epoch 01238: val_acc did not improve from 0.94225 Epoch 1239/100000 - 19s - loss: 0.3645 - acc: 0.9360 - val_loss: 0.3573 - val_acc: 0.9337 Epoch 01239: val_acc did not improve from 0.94225 Epoch 1240/100000 - 19s - loss: 0.3621 - acc: 0.9357 - val_loss: 0.4141 - val_acc: 0.9023 Epoch 01240: val_acc did not improve from 0.94225 Epoch 1241/100000 - 19s - loss: 0.3652 - acc: 0.9360 - val_loss: 0.3802 - val_acc: 0.9290 Epoch 01241: val_acc did not improve from 0.94225 Epoch 1242/100000 - 19s - loss: 0.3644 - acc: 0.9354 - val_loss: 0.3492 - val_acc: 0.9346 Epoch 01242: val_acc did not improve from 0.94225 Epoch 1243/100000 - 19s - loss: 0.3598 - acc: 0.9357 - val_loss: 0.3558 - val_acc: 0.9373 Epoch 01243: val_acc did not improve from 0.94225 Epoch 1244/100000 - 19s - loss: 0.3570 - acc: 0.9363 - val_loss: 0.3535 - val_acc: 0.9326 Epoch 01244: val_acc did not improve from 0.94225 Epoch 1245/100000 - 19s - loss: 0.3564 - acc: 0.9358 - val_loss: 0.3835 - val_acc: 0.9206 Epoch 01245: val_acc did not improve from 0.94225 Epoch 1246/100000 - 19s - loss: 0.3597 - acc: 0.9356 - val_loss: 0.4218 - val_acc: 0.8994 Epoch 01246: val_acc did not improve from 0.94225 Epoch 1247/100000 - 19s - loss: 0.3579 - acc: 0.9356 - val_loss: 0.3473 - val_acc: 0.9388 Epoch 01247: val_acc did not improve from 0.94225 Epoch 1248/100000 - 19s - loss: 0.3587 - acc: 0.9352 - val_loss: 0.3813 - val_acc: 0.9178 Epoch 01248: val_acc did not improve from 0.94225 Epoch 1249/100000 - 19s - loss: 0.3558 - acc: 0.9365 - val_loss: 0.3492 - val_acc: 0.9347 Epoch 01249: val_acc did not improve from 0.94225 Epoch 1250/100000 - 19s - loss: 0.3608 - acc: 0.9362 - val_loss: 0.3969 - val_acc: 0.9146 Epoch 01250: val_acc did not improve from 0.94225 Epoch 1251/100000 - 19s - loss: 0.3637 - acc: 0.9357 - val_loss: 0.3599 - val_acc: 0.9334 Epoch 01251: val_acc did not improve from 0.94225 Epoch 1252/100000 - 18s - loss: 0.3621 - acc: 0.9354 - val_loss: 0.3641 - val_acc: 0.9288 Epoch 01252: val_acc did not improve from 0.94225 Epoch 1253/100000 - 19s - loss: 0.3582 - acc: 0.9358 - val_loss: 0.3521 - val_acc: 0.9365 Epoch 01253: val_acc did not improve from 0.94225 Epoch 1254/100000 - 18s - loss: 0.3621 - acc: 0.9345 - val_loss: 0.3537 - val_acc: 0.9357 Epoch 01254: val_acc did not improve from 0.94225 Epoch 1255/100000 - 18s - loss: 0.3571 - acc: 0.9357 - val_loss: 0.3619 - val_acc: 0.9348 Epoch 01255: val_acc did not improve from 0.94225 Epoch 1256/100000 - 18s - loss: 0.3549 - acc: 0.9362 - val_loss: 0.3444 - val_acc: 0.9385 Epoch 01256: val_acc did not improve from 0.94225 Epoch 1257/100000 - 18s - loss: 0.3567 - acc: 0.9360 - val_loss: 0.3557 - val_acc: 0.9337 Epoch 01257: val_acc did not improve from 0.94225 Epoch 1258/100000 - 19s - loss: 0.3602 - acc: 0.9359 - val_loss: 0.3829 - val_acc: 0.9226 Epoch 01258: val_acc did not improve from 0.94225 Epoch 1259/100000 - 19s - loss: 0.3605 - acc: 0.9357 - val_loss: 0.3874 - val_acc: 0.9197 Epoch 01259: val_acc did not improve from 0.94225 Epoch 1260/100000 - 19s - loss: 0.3556 - acc: 0.9366 - val_loss: 0.4037 - val_acc: 0.9101 Epoch 01260: val_acc did not improve from 0.94225 Epoch 1261/100000 - 19s - loss: 0.3573 - acc: 0.9354 - val_loss: 0.3705 - val_acc: 0.9196 Epoch 01261: val_acc did not improve from 0.94225 Epoch 1262/100000 - 18s - loss: 0.3577 - acc: 0.9354 - val_loss: 0.3475 - val_acc: 0.9319 Epoch 01262: val_acc did not improve from 0.94225 Epoch 1263/100000 - 19s - loss: 0.3581 - acc: 0.9355 - val_loss: 0.3562 - val_acc: 0.9354 Epoch 01263: val_acc did not improve from 0.94225 Epoch 1264/100000 - 19s - loss: 0.3579 - acc: 0.9351 - val_loss: 0.3526 - val_acc: 0.9332 Epoch 01264: val_acc did not improve from 0.94225 Epoch 1265/100000 - 19s - loss: 0.3563 - acc: 0.9352 - val_loss: 0.5401 - val_acc: 0.8478 Epoch 01265: val_acc did not improve from 0.94225 Epoch 1266/100000 - 18s - loss: 0.3538 - acc: 0.9368 - val_loss: 0.3755 - val_acc: 0.9176 Epoch 01266: val_acc did not improve from 0.94225 Epoch 1267/100000 - 19s - loss: 0.3590 - acc: 0.9358 - val_loss: 0.3439 - val_acc: 0.9369 Epoch 01267: val_acc did not improve from 0.94225 Epoch 1268/100000 - 20s - loss: 0.3589 - acc: 0.9359 - val_loss: 0.3707 - val_acc: 0.9289 Epoch 01268: val_acc did not improve from 0.94225 Epoch 1269/100000 - 19s - loss: 0.3557 - acc: 0.9364 - val_loss: 0.3529 - val_acc: 0.9310 Epoch 01269: val_acc did not improve from 0.94225 Epoch 1270/100000 - 19s - loss: 0.3576 - acc: 0.9351 - val_loss: 0.3546 - val_acc: 0.9369 Epoch 01270: val_acc did not improve from 0.94225 Epoch 1271/100000 - 18s - loss: 0.3602 - acc: 0.9360 - val_loss: 0.3715 - val_acc: 0.9345 Epoch 01271: val_acc did not improve from 0.94225 Epoch 1272/100000 - 19s - loss: 0.3581 - acc: 0.9358 - val_loss: 0.3762 - val_acc: 0.9284 Epoch 01272: val_acc did not improve from 0.94225 Epoch 1273/100000 - 19s - loss: 0.3562 - acc: 0.9365 - val_loss: 0.3410 - val_acc: 0.9407 Epoch 01273: val_acc did not improve from 0.94225 Epoch 1274/100000 - 18s - loss: 0.3565 - acc: 0.9356 - val_loss: 0.3539 - val_acc: 0.9317 Epoch 01274: val_acc did not improve from 0.94225 Epoch 1275/100000 - 19s - loss: 0.3545 - acc: 0.9364 - val_loss: 0.3632 - val_acc: 0.9276 Epoch 01275: val_acc did not improve from 0.94225 Epoch 1276/100000 - 19s - loss: 0.3568 - acc: 0.9360 - val_loss: 0.4181 - val_acc: 0.9032 Epoch 01276: val_acc did not improve from 0.94225 Epoch 1277/100000 - 18s - loss: 0.3574 - acc: 0.9364 - val_loss: 0.4111 - val_acc: 0.9107 Epoch 01277: val_acc did not improve from 0.94225 Epoch 1278/100000 - 18s - loss: 0.3598 - acc: 0.9349 - val_loss: 0.5373 - val_acc: 0.8367 Epoch 01278: val_acc did not improve from 0.94225 Epoch 1279/100000 - 19s - loss: 0.3550 - acc: 0.9369 - val_loss: 0.5288 - val_acc: 0.8457 Epoch 01279: val_acc did not improve from 0.94225 Epoch 1280/100000 - 18s - loss: 0.3568 - acc: 0.9362 - val_loss: 0.3934 - val_acc: 0.9126 Epoch 01280: val_acc did not improve from 0.94225 Epoch 1281/100000 - 20s - loss: 0.3569 - acc: 0.9364 - val_loss: 0.3653 - val_acc: 0.9251 Epoch 01281: val_acc did not improve from 0.94225 Epoch 1282/100000 - 19s - loss: 0.3610 - acc: 0.9351 - val_loss: 0.3441 - val_acc: 0.9378 Epoch 01282: val_acc did not improve from 0.94225 Epoch 1283/100000 - 19s - loss: 0.3596 - acc: 0.9360 - val_loss: 0.4125 - val_acc: 0.9167 Epoch 01283: val_acc did not improve from 0.94225 Epoch 1284/100000 - 19s - loss: 0.3595 - acc: 0.9356 - val_loss: 0.3550 - val_acc: 0.9360 Epoch 01284: val_acc did not improve from 0.94225 Epoch 1285/100000 - 19s - loss: 0.3580 - acc: 0.9361 - val_loss: 0.3451 - val_acc: 0.9409 Epoch 01285: val_acc did not improve from 0.94225 Epoch 1286/100000 - 19s - loss: 0.3580 - acc: 0.9358 - val_loss: 0.4535 - val_acc: 0.8897 Epoch 01286: val_acc did not improve from 0.94225 Epoch 01286: ReduceLROnPlateau reducing learning rate to 0.000735091819660738. Epoch 1287/100000 - 19s - loss: 0.3520 - acc: 0.9362 - val_loss: 0.3907 - val_acc: 0.9232 Epoch 01287: val_acc did not improve from 0.94225 Epoch 1288/100000 - 19s - loss: 0.3477 - acc: 0.9366 - val_loss: 0.3336 - val_acc: 0.9376 Epoch 01288: val_acc did not improve from 0.94225 Epoch 1289/100000 - 18s - loss: 0.3484 - acc: 0.9362 - val_loss: 0.3497 - val_acc: 0.9329 Epoch 01289: val_acc did not improve from 0.94225 Epoch 1290/100000 - 19s - loss: 0.3471 - acc: 0.9368 - val_loss: 0.3646 - val_acc: 0.9252 Epoch 01290: val_acc did not improve from 0.94225 Epoch 1291/100000 - 18s - loss: 0.3487 - acc: 0.9361 - val_loss: 0.3363 - val_acc: 0.9380 Epoch 01291: val_acc did not improve from 0.94225 Epoch 1292/100000 - 19s - loss: 0.3510 - acc: 0.9361 - val_loss: 0.3603 - val_acc: 0.9288 Epoch 01292: val_acc did not improve from 0.94225 Epoch 1293/100000 - 19s - loss: 0.3490 - acc: 0.9367 - val_loss: 0.4813 - val_acc: 0.8736 Epoch 01293: val_acc did not improve from 0.94225 Epoch 1294/100000 - 19s - loss: 0.3482 - acc: 0.9363 - val_loss: 0.3447 - val_acc: 0.9339 Epoch 01294: val_acc did not improve from 0.94225 Epoch 1295/100000 - 19s - loss: 0.3506 - acc: 0.9364 - val_loss: 0.3877 - val_acc: 0.9054 Epoch 01295: val_acc did not improve from 0.94225 Epoch 1296/100000 - 19s - loss: 0.3538 - acc: 0.9353 - val_loss: 0.4202 - val_acc: 0.8993 Epoch 01296: val_acc did not improve from 0.94225 Epoch 1297/100000 - 19s - loss: 0.3494 - acc: 0.9369 - val_loss: 0.3981 - val_acc: 0.9292 Epoch 01297: val_acc did not improve from 0.94225 Epoch 1298/100000 - 19s - loss: 0.3486 - acc: 0.9365 - val_loss: 0.3663 - val_acc: 0.9203 Epoch 01298: val_acc did not improve from 0.94225 Epoch 1299/100000 - 19s - loss: 0.3506 - acc: 0.9359 - val_loss: 0.3596 - val_acc: 0.9311 Epoch 01299: val_acc did not improve from 0.94225 Epoch 1300/100000 - 19s - loss: 0.3494 - acc: 0.9360 - val_loss: 0.3594 - val_acc: 0.9307 Epoch 01300: val_acc did not improve from 0.94225 Epoch 1301/100000 - 19s - loss: 0.3512 - acc: 0.9353 - val_loss: 0.3475 - val_acc: 0.9314 Epoch 01301: val_acc did not improve from 0.94225 Epoch 1302/100000 - 19s - loss: 0.3484 - acc: 0.9368 - val_loss: 0.4905 - val_acc: 0.8686 Epoch 01302: val_acc did not improve from 0.94225 Epoch 1303/100000 - 19s - loss: 0.3524 - acc: 0.9360 - val_loss: 0.3535 - val_acc: 0.9271 Epoch 01303: val_acc did not improve from 0.94225 Epoch 1304/100000 - 19s - loss: 0.3479 - acc: 0.9365 - val_loss: 0.4334 - val_acc: 0.8951 Epoch 01304: val_acc did not improve from 0.94225 Epoch 1305/100000 - 19s - loss: 0.3511 - acc: 0.9361 - val_loss: 0.3498 - val_acc: 0.9349 Epoch 01305: val_acc did not improve from 0.94225 Epoch 1306/100000 - 19s - loss: 0.3513 - acc: 0.9365 - val_loss: 0.3516 - val_acc: 0.9327 Epoch 01306: val_acc did not improve from 0.94225 Epoch 1307/100000 - 19s - loss: 0.3503 - acc: 0.9365 - val_loss: 0.4595 - val_acc: 0.8725 Epoch 01307: val_acc did not improve from 0.94225 Epoch 1308/100000 - 18s - loss: 0.3502 - acc: 0.9364 - val_loss: 0.3387 - val_acc: 0.9369 Epoch 01308: val_acc did not improve from 0.94225 Epoch 1309/100000 - 19s - loss: 0.3493 - acc: 0.9358 - val_loss: 0.3703 - val_acc: 0.9181 Epoch 01309: val_acc did not improve from 0.94225 Epoch 1310/100000 - 19s - loss: 0.3502 - acc: 0.9359 - val_loss: 0.3550 - val_acc: 0.9357 Epoch 01310: val_acc did not improve from 0.94225 Epoch 1311/100000 - 18s - loss: 0.3490 - acc: 0.9361 - val_loss: 0.3437 - val_acc: 0.9339 Epoch 01311: val_acc did not improve from 0.94225 Epoch 1312/100000 - 19s - loss: 0.3495 - acc: 0.9362 - val_loss: 0.5847 - val_acc: 0.8269 Epoch 01312: val_acc did not improve from 0.94225 Epoch 1313/100000 - 19s - loss: 0.3522 - acc: 0.9358 - val_loss: 0.4976 - val_acc: 0.8589 Epoch 01313: val_acc did not improve from 0.94225 Epoch 1314/100000 - 19s - loss: 0.3546 - acc: 0.9355 - val_loss: 0.3692 - val_acc: 0.9295 Epoch 01314: val_acc did not improve from 0.94225 Epoch 1315/100000 - 19s - loss: 0.3506 - acc: 0.9359 - val_loss: 0.3653 - val_acc: 0.9217 Epoch 01315: val_acc did not improve from 0.94225 Epoch 1316/100000 - 19s - loss: 0.3601 - acc: 0.9355 - val_loss: 0.3492 - val_acc: 0.9348 Epoch 01316: val_acc did not improve from 0.94225 Epoch 1317/100000 - 19s - loss: 0.3491 - acc: 0.9371 - val_loss: 0.3431 - val_acc: 0.9360 Epoch 01317: val_acc did not improve from 0.94225 Epoch 1318/100000 - 19s - loss: 0.3510 - acc: 0.9359 - val_loss: 0.3548 - val_acc: 0.9277 Epoch 01318: val_acc did not improve from 0.94225 Epoch 1319/100000 - 19s - loss: 0.3505 - acc: 0.9360 - val_loss: 0.3685 - val_acc: 0.9247 Epoch 01319: val_acc did not improve from 0.94225 Epoch 1320/100000 - 19s - loss: 0.3478 - acc: 0.9367 - val_loss: 0.4238 - val_acc: 0.9019 Epoch 01320: val_acc did not improve from 0.94225 Epoch 1321/100000 - 19s - loss: 0.3495 - acc: 0.9361 - val_loss: 0.3664 - val_acc: 0.9227 Epoch 01321: val_acc did not improve from 0.94225 Epoch 1322/100000 - 19s - loss: 0.3485 - acc: 0.9366 - val_loss: 0.3918 - val_acc: 0.9128 Epoch 01322: val_acc did not improve from 0.94225 Epoch 1323/100000 - 19s - loss: 0.3471 - acc: 0.9362 - val_loss: 0.3484 - val_acc: 0.9344 Epoch 01323: val_acc did not improve from 0.94225 Epoch 1324/100000 - 19s - loss: 0.3509 - acc: 0.9363 - val_loss: 0.3639 - val_acc: 0.9297 Epoch 01324: val_acc did not improve from 0.94225 Epoch 1325/100000 - 18s - loss: 0.3497 - acc: 0.9361 - val_loss: 0.3365 - val_acc: 0.9382 Epoch 01325: val_acc did not improve from 0.94225 Epoch 1326/100000 - 19s - loss: 0.3508 - acc: 0.9354 - val_loss: 0.3898 - val_acc: 0.9152 Epoch 01326: val_acc did not improve from 0.94225 Epoch 1327/100000 - 19s - loss: 0.3467 - acc: 0.9368 - val_loss: 0.3324 - val_acc: 0.9389 Epoch 01327: val_acc did not improve from 0.94225 Epoch 1328/100000 - 19s - loss: 0.3472 - acc: 0.9366 - val_loss: 0.4140 - val_acc: 0.9076 Epoch 01328: val_acc did not improve from 0.94225 Epoch 1329/100000 - 18s - loss: 0.3501 - acc: 0.9362 - val_loss: 0.3408 - val_acc: 0.9357 Epoch 01329: val_acc did not improve from 0.94225 Epoch 1330/100000 - 18s - loss: 0.3471 - acc: 0.9369 - val_loss: 0.3520 - val_acc: 0.9288 Epoch 01330: val_acc did not improve from 0.94225 Epoch 1331/100000 - 19s - loss: 0.3495 - acc: 0.9358 - val_loss: 0.3488 - val_acc: 0.9361 Epoch 01331: val_acc did not improve from 0.94225 Epoch 1332/100000 - 19s - loss: 0.3477 - acc: 0.9366 - val_loss: 0.3378 - val_acc: 0.9378 Epoch 01332: val_acc did not improve from 0.94225 Epoch 1333/100000 - 19s - loss: 0.3461 - acc: 0.9375 - val_loss: 0.3621 - val_acc: 0.9226 Epoch 01333: val_acc did not improve from 0.94225 Epoch 1334/100000 - 19s - loss: 0.3496 - acc: 0.9362 - val_loss: 0.3540 - val_acc: 0.9334 Epoch 01334: val_acc did not improve from 0.94225 Epoch 1335/100000 - 18s - loss: 0.3498 - acc: 0.9358 - val_loss: 0.3483 - val_acc: 0.9299 Epoch 01335: val_acc did not improve from 0.94225 Epoch 1336/100000 - 19s - loss: 0.3528 - acc: 0.9359 - val_loss: 0.3635 - val_acc: 0.9363 Epoch 01336: val_acc did not improve from 0.94225 Epoch 1337/100000 - 19s - loss: 0.3522 - acc: 0.9358 - val_loss: 0.3385 - val_acc: 0.9381 Epoch 01337: val_acc did not improve from 0.94225 Epoch 1338/100000 - 19s - loss: 0.3488 - acc: 0.9373 - val_loss: 0.3531 - val_acc: 0.9363 Epoch 01338: val_acc did not improve from 0.94225 Epoch 1339/100000 - 18s - loss: 0.3497 - acc: 0.9363 - val_loss: 0.3799 - val_acc: 0.9136 Epoch 01339: val_acc did not improve from 0.94225 Epoch 1340/100000 - 19s - loss: 0.3504 - acc: 0.9361 - val_loss: 0.3649 - val_acc: 0.9332 Epoch 01340: val_acc did not improve from 0.94225 Epoch 1341/100000 - 19s - loss: 0.3517 - acc: 0.9361 - val_loss: 0.3956 - val_acc: 0.9161 Epoch 01341: val_acc did not improve from 0.94225 Epoch 1342/100000 - 18s - loss: 0.3510 - acc: 0.9367 - val_loss: 0.3512 - val_acc: 0.9310 Epoch 01342: val_acc did not improve from 0.94225 Epoch 1343/100000 - 18s - loss: 0.3492 - acc: 0.9368 - val_loss: 0.3510 - val_acc: 0.9324 Epoch 01343: val_acc did not improve from 0.94225 Epoch 1344/100000 - 19s - loss: 0.3507 - acc: 0.9363 - val_loss: 0.3877 - val_acc: 0.9195 Epoch 01344: val_acc did not improve from 0.94225 Epoch 1345/100000 - 18s - loss: 0.3487 - acc: 0.9362 - val_loss: 0.3785 - val_acc: 0.9118 Epoch 01345: val_acc did not improve from 0.94225 Epoch 1346/100000 - 19s - loss: 0.3520 - acc: 0.9361 - val_loss: 0.3456 - val_acc: 0.9342 Epoch 01346: val_acc did not improve from 0.94225 Epoch 1347/100000 - 18s - loss: 0.3491 - acc: 0.9365 - val_loss: 0.3323 - val_acc: 0.9415 Epoch 01347: val_acc did not improve from 0.94225 Epoch 1348/100000 - 19s - loss: 0.3467 - acc: 0.9373 - val_loss: 0.3378 - val_acc: 0.9358 Epoch 01348: val_acc did not improve from 0.94225 Epoch 1349/100000 - 19s - loss: 0.3503 - acc: 0.9358 - val_loss: 0.3460 - val_acc: 0.9328 Epoch 01349: val_acc did not improve from 0.94225 Epoch 1350/100000 - 19s - loss: 0.3487 - acc: 0.9357 - val_loss: 0.3574 - val_acc: 0.9308 Epoch 01350: val_acc did not improve from 0.94225 Epoch 1351/100000 - 19s - loss: 0.3495 - acc: 0.9361 - val_loss: 0.3418 - val_acc: 0.9358 Epoch 01351: val_acc did not improve from 0.94225 Epoch 1352/100000 - 19s - loss: 0.3471 - acc: 0.9365 - val_loss: 0.3556 - val_acc: 0.9365 Epoch 01352: val_acc did not improve from 0.94225 Epoch 1353/100000 - 18s - loss: 0.3534 - acc: 0.9354 - val_loss: 0.4185 - val_acc: 0.9064 Epoch 01353: val_acc did not improve from 0.94225 Epoch 1354/100000 - 19s - loss: 0.3492 - acc: 0.9369 - val_loss: 0.3780 - val_acc: 0.9179 Epoch 01354: val_acc did not improve from 0.94225 Epoch 1355/100000 - 19s - loss: 0.3530 - acc: 0.9364 - val_loss: 0.3556 - val_acc: 0.9267 Epoch 01355: val_acc did not improve from 0.94225 Epoch 1356/100000 - 18s - loss: 0.3495 - acc: 0.9364 - val_loss: 0.3535 - val_acc: 0.9378 Epoch 01356: val_acc did not improve from 0.94225 Epoch 1357/100000 - 20s - loss: 0.3484 - acc: 0.9370 - val_loss: 0.4011 - val_acc: 0.9021 Epoch 01357: val_acc did not improve from 0.94225 Epoch 1358/100000 - 19s - loss: 0.3522 - acc: 0.9360 - val_loss: 0.3770 - val_acc: 0.9220 Epoch 01358: val_acc did not improve from 0.94225 Epoch 1359/100000 - 19s - loss: 0.3494 - acc: 0.9363 - val_loss: 0.3472 - val_acc: 0.9303 Epoch 01359: val_acc did not improve from 0.94225 Epoch 1360/100000 - 19s - loss: 0.3486 - acc: 0.9367 - val_loss: 0.3615 - val_acc: 0.9316 Epoch 01360: val_acc did not improve from 0.94225 Epoch 1361/100000 - 19s - loss: 0.3492 - acc: 0.9362 - val_loss: 0.4447 - val_acc: 0.8936 Epoch 01361: val_acc did not improve from 0.94225 Epoch 1362/100000 - 19s - loss: 0.3480 - acc: 0.9365 - val_loss: 0.3556 - val_acc: 0.9263 Epoch 01362: val_acc did not improve from 0.94225 Epoch 1363/100000 - 19s - loss: 0.3500 - acc: 0.9361 - val_loss: 0.3450 - val_acc: 0.9337 Epoch 01363: val_acc did not improve from 0.94225 Epoch 1364/100000 - 18s - loss: 0.3499 - acc: 0.9366 - val_loss: 0.3697 - val_acc: 0.9319 Epoch 01364: val_acc did not improve from 0.94225 Epoch 1365/100000 - 19s - loss: 0.3481 - acc: 0.9362 - val_loss: 0.3614 - val_acc: 0.9202 Epoch 01365: val_acc did not improve from 0.94225 Epoch 1366/100000 - 18s - loss: 0.3520 - acc: 0.9356 - val_loss: 0.3464 - val_acc: 0.9366 Epoch 01366: val_acc did not improve from 0.94225 Epoch 1367/100000 - 19s - loss: 0.3573 - acc: 0.9357 - val_loss: 0.4283 - val_acc: 0.8999 Epoch 01367: val_acc did not improve from 0.94225 Epoch 1368/100000 - 19s - loss: 0.3488 - acc: 0.9369 - val_loss: 0.3501 - val_acc: 0.9258 Epoch 01368: val_acc did not improve from 0.94225 Epoch 1369/100000 - 18s - loss: 0.3482 - acc: 0.9367 - val_loss: 0.4369 - val_acc: 0.8915 Epoch 01369: val_acc did not improve from 0.94225 Epoch 1370/100000 - 19s - loss: 0.3479 - acc: 0.9363 - val_loss: 0.4671 - val_acc: 0.8727 Epoch 01370: val_acc did not improve from 0.94225 Epoch 1371/100000 - 18s - loss: 0.3489 - acc: 0.9359 - val_loss: 0.3383 - val_acc: 0.9377 Epoch 01371: val_acc did not improve from 0.94225 Epoch 1372/100000 - 19s - loss: 0.3481 - acc: 0.9365 - val_loss: 0.3334 - val_acc: 0.9378 Epoch 01372: val_acc did not improve from 0.94225 Epoch 1373/100000 - 18s - loss: 0.3484 - acc: 0.9359 - val_loss: 0.3782 - val_acc: 0.9281 Epoch 01373: val_acc did not improve from 0.94225 Epoch 1374/100000 - 19s - loss: 0.3489 - acc: 0.9372 - val_loss: 0.3432 - val_acc: 0.9357 Epoch 01374: val_acc did not improve from 0.94225 Epoch 1375/100000 - 18s - loss: 0.3507 - acc: 0.9366 - val_loss: 0.4488 - val_acc: 0.8877 Epoch 01375: val_acc did not improve from 0.94225 Epoch 1376/100000 - 19s - loss: 0.3525 - acc: 0.9355 - val_loss: 0.3381 - val_acc: 0.9354 Epoch 01376: val_acc did not improve from 0.94225 Epoch 1377/100000 - 18s - loss: 0.3502 - acc: 0.9362 - val_loss: 0.3431 - val_acc: 0.9343 Epoch 01377: val_acc did not improve from 0.94225 Epoch 1378/100000 - 19s - loss: 0.3481 - acc: 0.9369 - val_loss: 0.4166 - val_acc: 0.9187 Epoch 01378: val_acc did not improve from 0.94225 Epoch 1379/100000 - 18s - loss: 0.3491 - acc: 0.9363 - val_loss: 0.3777 - val_acc: 0.9246 Epoch 01379: val_acc did not improve from 0.94225 Epoch 1380/100000 - 19s - loss: 0.3493 - acc: 0.9365 - val_loss: 0.3459 - val_acc: 0.9335 Epoch 01380: val_acc did not improve from 0.94225 Epoch 1381/100000 - 19s - loss: 0.3553 - acc: 0.9357 - val_loss: 0.3466 - val_acc: 0.9345 Epoch 01381: val_acc did not improve from 0.94225 Epoch 1382/100000 - 18s - loss: 0.3523 - acc: 0.9364 - val_loss: 0.3564 - val_acc: 0.9296 Epoch 01382: val_acc did not improve from 0.94225 Epoch 1383/100000 - 19s - loss: 0.3486 - acc: 0.9366 - val_loss: 0.4778 - val_acc: 0.8678 Epoch 01383: val_acc did not improve from 0.94225 Epoch 1384/100000 - 18s - loss: 0.3506 - acc: 0.9362 - val_loss: 0.4096 - val_acc: 0.9019 Epoch 01384: val_acc did not improve from 0.94225 Epoch 1385/100000 - 18s - loss: 0.3499 - acc: 0.9352 - val_loss: 0.3587 - val_acc: 0.9236 Epoch 01385: val_acc did not improve from 0.94225 Epoch 1386/100000 - 19s - loss: 0.3494 - acc: 0.9369 - val_loss: 0.3566 - val_acc: 0.9256 Epoch 01386: val_acc did not improve from 0.94225 Epoch 1387/100000 - 18s - loss: 0.3481 - acc: 0.9369 - val_loss: 0.4287 - val_acc: 0.9017 Epoch 01387: val_acc did not improve from 0.94225 Epoch 1388/100000 - 19s - loss: 0.3513 - acc: 0.9354 - val_loss: 0.3424 - val_acc: 0.9365 Epoch 01388: val_acc did not improve from 0.94225 Epoch 1389/100000 - 19s - loss: 0.3523 - acc: 0.9361 - val_loss: 0.3537 - val_acc: 0.9292 Epoch 01389: val_acc did not improve from 0.94225 Epoch 1390/100000 - 19s - loss: 0.3468 - acc: 0.9367 - val_loss: 0.3287 - val_acc: 0.9418 Epoch 01390: val_acc did not improve from 0.94225 Epoch 1391/100000 - 19s - loss: 0.3535 - acc: 0.9348 - val_loss: 0.3419 - val_acc: 0.9346 Epoch 01391: val_acc did not improve from 0.94225 Epoch 1392/100000 - 19s - loss: 0.3498 - acc: 0.9371 - val_loss: 0.3676 - val_acc: 0.9271 Epoch 01392: val_acc did not improve from 0.94225 Epoch 1393/100000 - 19s - loss: 0.3536 - acc: 0.9356 - val_loss: 0.3657 - val_acc: 0.9239 Epoch 01393: val_acc did not improve from 0.94225 Epoch 1394/100000 - 18s - loss: 0.3476 - acc: 0.9364 - val_loss: 0.3571 - val_acc: 0.9283 Epoch 01394: val_acc did not improve from 0.94225 Epoch 1395/100000 - 18s - loss: 0.3513 - acc: 0.9362 - val_loss: 0.4587 - val_acc: 0.8906 Epoch 01395: val_acc did not improve from 0.94225 Epoch 1396/100000 - 18s - loss: 0.3477 - acc: 0.9367 - val_loss: 0.3422 - val_acc: 0.9363 Epoch 01396: val_acc did not improve from 0.94225 Epoch 1397/100000 - 18s - loss: 0.3479 - acc: 0.9364 - val_loss: 0.3876 - val_acc: 0.9124 Epoch 01397: val_acc did not improve from 0.94225 Epoch 1398/100000 - 18s - loss: 0.3481 - acc: 0.9367 - val_loss: 0.3598 - val_acc: 0.9312 Epoch 01398: val_acc did not improve from 0.94225 Epoch 1399/100000 - 18s - loss: 0.3494 - acc: 0.9362 - val_loss: 0.3834 - val_acc: 0.9194 Epoch 01399: val_acc did not improve from 0.94225 Epoch 1400/100000 - 18s - loss: 0.3488 - acc: 0.9366 - val_loss: 0.3538 - val_acc: 0.9265 Epoch 01400: val_acc did not improve from 0.94225 Epoch 1401/100000 - 19s - loss: 0.3506 - acc: 0.9352 - val_loss: 0.3365 - val_acc: 0.9393 Epoch 01401: val_acc did not improve from 0.94225 Epoch 1402/100000 - 19s - loss: 0.3538 - acc: 0.9358 - val_loss: 0.3517 - val_acc: 0.9334 Epoch 01402: val_acc did not improve from 0.94225 Epoch 1403/100000 - 19s - loss: 0.3511 - acc: 0.9363 - val_loss: 0.3398 - val_acc: 0.9380 Epoch 01403: val_acc did not improve from 0.94225 Epoch 1404/100000 - 19s - loss: 0.3514 - acc: 0.9360 - val_loss: 0.3674 - val_acc: 0.9240 Epoch 01404: val_acc did not improve from 0.94225 Epoch 1405/100000 - 18s - loss: 0.3513 - acc: 0.9357 - val_loss: 0.3635 - val_acc: 0.9268 Epoch 01405: val_acc did not improve from 0.94225 Epoch 1406/100000 - 19s - loss: 0.3516 - acc: 0.9358 - val_loss: 0.5827 - val_acc: 0.8352 Epoch 01406: val_acc did not improve from 0.94225 Epoch 1407/100000 - 18s - loss: 0.3533 - acc: 0.9349 - val_loss: 0.3791 - val_acc: 0.9178 Epoch 01407: val_acc did not improve from 0.94225 Epoch 1408/100000 - 19s - loss: 0.3493 - acc: 0.9364 - val_loss: 0.3378 - val_acc: 0.9370 Epoch 01408: val_acc did not improve from 0.94225 Epoch 1409/100000 - 19s - loss: 0.3515 - acc: 0.9359 - val_loss: 0.4120 - val_acc: 0.9102 Epoch 01409: val_acc did not improve from 0.94225 Epoch 1410/100000 - 18s - loss: 0.3529 - acc: 0.9359 - val_loss: 0.3996 - val_acc: 0.9085 Epoch 01410: val_acc did not improve from 0.94225 Epoch 1411/100000 - 19s - loss: 0.3528 - acc: 0.9361 - val_loss: 0.3415 - val_acc: 0.9366 Epoch 01411: val_acc did not improve from 0.94225 Epoch 1412/100000 - 19s - loss: 0.3492 - acc: 0.9364 - val_loss: 0.3477 - val_acc: 0.9337 Epoch 01412: val_acc did not improve from 0.94225 Epoch 1413/100000 - 19s - loss: 0.3496 - acc: 0.9363 - val_loss: 0.4005 - val_acc: 0.9243 Epoch 01413: val_acc did not improve from 0.94225 Epoch 1414/100000 - 18s - loss: 0.3503 - acc: 0.9366 - val_loss: 0.3504 - val_acc: 0.9342 Epoch 01414: val_acc did not improve from 0.94225 Epoch 1415/100000 - 19s - loss: 0.3462 - acc: 0.9375 - val_loss: 0.3837 - val_acc: 0.9134 Epoch 01415: val_acc did not improve from 0.94225 Epoch 1416/100000 - 19s - loss: 0.3509 - acc: 0.9360 - val_loss: 0.4320 - val_acc: 0.8960 Epoch 01416: val_acc did not improve from 0.94225 Epoch 1417/100000 - 19s - loss: 0.3505 - acc: 0.9356 - val_loss: 0.3397 - val_acc: 0.9335 Epoch 01417: val_acc did not improve from 0.94225 Epoch 1418/100000 - 19s - loss: 0.3493 - acc: 0.9361 - val_loss: 0.4234 - val_acc: 0.9027 Epoch 01418: val_acc did not improve from 0.94225 Epoch 1419/100000 - 19s - loss: 0.3484 - acc: 0.9362 - val_loss: 0.3763 - val_acc: 0.9196 Epoch 01419: val_acc did not improve from 0.94225 Epoch 1420/100000 - 19s - loss: 0.3476 - acc: 0.9363 - val_loss: 0.3391 - val_acc: 0.9376 Epoch 01420: val_acc did not improve from 0.94225 Epoch 1421/100000 - 19s - loss: 0.3495 - acc: 0.9367 - val_loss: 0.3594 - val_acc: 0.9303 Epoch 01421: val_acc did not improve from 0.94225 Epoch 1422/100000 - 19s - loss: 0.3533 - acc: 0.9362 - val_loss: 0.3419 - val_acc: 0.9375 Epoch 01422: val_acc did not improve from 0.94225 Epoch 1423/100000 - 19s - loss: 0.3535 - acc: 0.9368 - val_loss: 0.3701 - val_acc: 0.9259 Epoch 01423: val_acc did not improve from 0.94225 Epoch 1424/100000 - 18s - loss: 0.3520 - acc: 0.9358 - val_loss: 0.3560 - val_acc: 0.9344 Epoch 01424: val_acc did not improve from 0.94225 Epoch 1425/100000 - 19s - loss: 0.3510 - acc: 0.9367 - val_loss: 0.3446 - val_acc: 0.9366 Epoch 01425: val_acc did not improve from 0.94225 Epoch 1426/100000 - 18s - loss: 0.3493 - acc: 0.9359 - val_loss: 0.3683 - val_acc: 0.9305 Epoch 01426: val_acc did not improve from 0.94225 Epoch 1427/100000 - 19s - loss: 0.3475 - acc: 0.9370 - val_loss: 0.3341 - val_acc: 0.9406 Epoch 01427: val_acc did not improve from 0.94225 Epoch 1428/100000 - 18s - loss: 0.3489 - acc: 0.9359 - val_loss: 0.3567 - val_acc: 0.9302 Epoch 01428: val_acc did not improve from 0.94225 Epoch 1429/100000 - 19s - loss: 0.3495 - acc: 0.9361 - val_loss: 0.3644 - val_acc: 0.9285 Epoch 01429: val_acc did not improve from 0.94225 Epoch 1430/100000 - 18s - loss: 0.3497 - acc: 0.9361 - val_loss: 0.3904 - val_acc: 0.9063 Epoch 01430: val_acc did not improve from 0.94225 Epoch 1431/100000 - 19s - loss: 0.3455 - acc: 0.9368 - val_loss: 0.3572 - val_acc: 0.9268 Epoch 01431: val_acc did not improve from 0.94225 Epoch 1432/100000 - 18s - loss: 0.3555 - acc: 0.9355 - val_loss: 0.3418 - val_acc: 0.9354 Epoch 01432: val_acc did not improve from 0.94225 Epoch 1433/100000 - 19s - loss: 0.3512 - acc: 0.9365 - val_loss: 0.3448 - val_acc: 0.9356 Epoch 01433: val_acc did not improve from 0.94225 Epoch 1434/100000 - 19s - loss: 0.3500 - acc: 0.9359 - val_loss: 0.4012 - val_acc: 0.9196 Epoch 01434: val_acc did not improve from 0.94225 Epoch 1435/100000 - 19s - loss: 0.3531 - acc: 0.9357 - val_loss: 0.3553 - val_acc: 0.9280 Epoch 01435: val_acc did not improve from 0.94225 Epoch 1436/100000 - 19s - loss: 0.3511 - acc: 0.9357 - val_loss: 0.3551 - val_acc: 0.9339 Epoch 01436: val_acc did not improve from 0.94225 Epoch 1437/100000 - 19s - loss: 0.3511 - acc: 0.9358 - val_loss: 0.3416 - val_acc: 0.9353 Epoch 01437: val_acc did not improve from 0.94225 Epoch 1438/100000 - 19s - loss: 0.3495 - acc: 0.9365 - val_loss: 0.3846 - val_acc: 0.9108 Epoch 01438: val_acc did not improve from 0.94225 Epoch 1439/100000 - 19s - loss: 0.3509 - acc: 0.9361 - val_loss: 0.3707 - val_acc: 0.9206 Epoch 01439: val_acc did not improve from 0.94225 Epoch 1440/100000 - 19s - loss: 0.3494 - acc: 0.9361 - val_loss: 0.3389 - val_acc: 0.9366 Epoch 01440: val_acc did not improve from 0.94225 Epoch 1441/100000 - 19s - loss: 0.3493 - acc: 0.9361 - val_loss: 0.3400 - val_acc: 0.9380 Epoch 01441: val_acc did not improve from 0.94225 Epoch 1442/100000 - 18s - loss: 0.3519 - acc: 0.9353 - val_loss: 0.3477 - val_acc: 0.9272 Epoch 01442: val_acc did not improve from 0.94225 Epoch 1443/100000 - 19s - loss: 0.3501 - acc: 0.9366 - val_loss: 0.4107 - val_acc: 0.9003 Epoch 01443: val_acc did not improve from 0.94225 Epoch 1444/100000 - 18s - loss: 0.3545 - acc: 0.9353 - val_loss: 0.3454 - val_acc: 0.9356 Epoch 01444: val_acc did not improve from 0.94225 Epoch 1445/100000 - 19s - loss: 0.3500 - acc: 0.9368 - val_loss: 0.4156 - val_acc: 0.9098 Epoch 01445: val_acc did not improve from 0.94225 Epoch 1446/100000 - 19s - loss: 0.3478 - acc: 0.9366 - val_loss: 0.4297 - val_acc: 0.8980 Epoch 01446: val_acc did not improve from 0.94225 Epoch 1447/100000 - 18s - loss: 0.3505 - acc: 0.9360 - val_loss: 0.3440 - val_acc: 0.9380 Epoch 01447: val_acc did not improve from 0.94225 Epoch 1448/100000 - 19s - loss: 0.3486 - acc: 0.9366 - val_loss: 0.3783 - val_acc: 0.9264 Epoch 01448: val_acc did not improve from 0.94225 Epoch 1449/100000 - 18s - loss: 0.3545 - acc: 0.9357 - val_loss: 0.3403 - val_acc: 0.9373 Epoch 01449: val_acc did not improve from 0.94225 Epoch 1450/100000 - 19s - loss: 0.3494 - acc: 0.9364 - val_loss: 0.3599 - val_acc: 0.9283 Epoch 01450: val_acc did not improve from 0.94225 Epoch 1451/100000 - 18s - loss: 0.3495 - acc: 0.9360 - val_loss: 0.3365 - val_acc: 0.9361 Epoch 01451: val_acc did not improve from 0.94225 Epoch 1452/100000 - 19s - loss: 0.3513 - acc: 0.9361 - val_loss: 0.3477 - val_acc: 0.9336 Epoch 01452: val_acc did not improve from 0.94225 Epoch 1453/100000 - 18s - loss: 0.3509 - acc: 0.9364 - val_loss: 0.3647 - val_acc: 0.9243 Epoch 01453: val_acc did not improve from 0.94225 Epoch 1454/100000 - 19s - loss: 0.3491 - acc: 0.9362 - val_loss: 0.3393 - val_acc: 0.9352 Epoch 01454: val_acc did not improve from 0.94225 Epoch 1455/100000 - 18s - loss: 0.3517 - acc: 0.9364 - val_loss: 0.3953 - val_acc: 0.9145 Epoch 01455: val_acc did not improve from 0.94225 Epoch 1456/100000 - 18s - loss: 0.3523 - acc: 0.9358 - val_loss: 0.3341 - val_acc: 0.9388 Epoch 01456: val_acc did not improve from 0.94225 Epoch 1457/100000 - 19s - loss: 0.3508 - acc: 0.9365 - val_loss: 0.3426 - val_acc: 0.9344 Epoch 01457: val_acc did not improve from 0.94225 Epoch 1458/100000 - 18s - loss: 0.3485 - acc: 0.9364 - val_loss: 0.3435 - val_acc: 0.9369 Epoch 01458: val_acc did not improve from 0.94225 Epoch 1459/100000 - 19s - loss: 0.3508 - acc: 0.9364 - val_loss: 0.3481 - val_acc: 0.9347 Epoch 01459: val_acc did not improve from 0.94225 Epoch 1460/100000 - 18s - loss: 0.3535 - acc: 0.9361 - val_loss: 0.3494 - val_acc: 0.9343 Epoch 01460: val_acc did not improve from 0.94225 Epoch 1461/100000 - 19s - loss: 0.3509 - acc: 0.9364 - val_loss: 0.3750 - val_acc: 0.9236 Epoch 01461: val_acc did not improve from 0.94225 Epoch 1462/100000 - 19s - loss: 0.3516 - acc: 0.9369 - val_loss: 0.3636 - val_acc: 0.9316 Epoch 01462: val_acc did not improve from 0.94225 Epoch 1463/100000 - 18s - loss: 0.3530 - acc: 0.9357 - val_loss: 0.3581 - val_acc: 0.9354 Epoch 01463: val_acc did not improve from 0.94225 Epoch 1464/100000 - 18s - loss: 0.3494 - acc: 0.9363 - val_loss: 0.6312 - val_acc: 0.8087 Epoch 01464: val_acc did not improve from 0.94225 Epoch 1465/100000 - 19s - loss: 0.3493 - acc: 0.9358 - val_loss: 0.4659 - val_acc: 0.8841 Epoch 01465: val_acc did not improve from 0.94225 Epoch 1466/100000 - 18s - loss: 0.3462 - acc: 0.9370 - val_loss: 0.3509 - val_acc: 0.9330 Epoch 01466: val_acc did not improve from 0.94225 Epoch 1467/100000 - 19s - loss: 0.3486 - acc: 0.9369 - val_loss: 0.3432 - val_acc: 0.9343 Epoch 01467: val_acc did not improve from 0.94225 Epoch 1468/100000 - 19s - loss: 0.3515 - acc: 0.9360 - val_loss: 0.3659 - val_acc: 0.9321 Epoch 01468: val_acc did not improve from 0.94225 Epoch 1469/100000 - 19s - loss: 0.3500 - acc: 0.9361 - val_loss: 0.3613 - val_acc: 0.9203 Epoch 01469: val_acc did not improve from 0.94225 Epoch 1470/100000 - 19s - loss: 0.3490 - acc: 0.9365 - val_loss: 0.3663 - val_acc: 0.9218 Epoch 01470: val_acc did not improve from 0.94225 Epoch 1471/100000 - 19s - loss: 0.3492 - acc: 0.9367 - val_loss: 0.3404 - val_acc: 0.9351 Epoch 01471: val_acc did not improve from 0.94225 Epoch 1472/100000 - 19s - loss: 0.3519 - acc: 0.9363 - val_loss: 0.3744 - val_acc: 0.9211 Epoch 01472: val_acc did not improve from 0.94225 Epoch 1473/100000 - 19s - loss: 0.3515 - acc: 0.9362 - val_loss: 0.3351 - val_acc: 0.9409 Epoch 01473: val_acc did not improve from 0.94225 Epoch 1474/100000 - 19s - loss: 0.3569 - acc: 0.9359 - val_loss: 0.3683 - val_acc: 0.9215 Epoch 01474: val_acc did not improve from 0.94225 Epoch 1475/100000 - 19s - loss: 0.3504 - acc: 0.9362 - val_loss: 0.4214 - val_acc: 0.8992 Epoch 01475: val_acc did not improve from 0.94225 Epoch 1476/100000 - 19s - loss: 0.3469 - acc: 0.9367 - val_loss: 0.3385 - val_acc: 0.9376 Epoch 01476: val_acc did not improve from 0.94225 Epoch 1477/100000 - 19s - loss: 0.3515 - acc: 0.9360 - val_loss: 0.3513 - val_acc: 0.9380 Epoch 01477: val_acc did not improve from 0.94225 Epoch 1478/100000 - 19s - loss: 0.3521 - acc: 0.9364 - val_loss: 0.3562 - val_acc: 0.9304 Epoch 01478: val_acc did not improve from 0.94225 Epoch 1479/100000 - 19s - loss: 0.3509 - acc: 0.9364 - val_loss: 0.3768 - val_acc: 0.9202 Epoch 01479: val_acc did not improve from 0.94225 Epoch 1480/100000 - 19s - loss: 0.3501 - acc: 0.9364 - val_loss: 0.3593 - val_acc: 0.9296 Epoch 01480: val_acc did not improve from 0.94225 Epoch 1481/100000 - 19s - loss: 0.3502 - acc: 0.9361 - val_loss: 0.3468 - val_acc: 0.9351 Epoch 01481: val_acc did not improve from 0.94225 Epoch 1482/100000 - 18s - loss: 0.3479 - acc: 0.9367 - val_loss: 0.3384 - val_acc: 0.9378 Epoch 01482: val_acc did not improve from 0.94225 Epoch 1483/100000 - 19s - loss: 0.3488 - acc: 0.9365 - val_loss: 0.4288 - val_acc: 0.8928 Epoch 01483: val_acc did not improve from 0.94225 Epoch 1484/100000 - 19s - loss: 0.3481 - acc: 0.9369 - val_loss: 0.4086 - val_acc: 0.8979 Epoch 01484: val_acc did not improve from 0.94225 Epoch 1485/100000 - 19s - loss: 0.3510 - acc: 0.9358 - val_loss: 0.3734 - val_acc: 0.9304 Epoch 01485: val_acc did not improve from 0.94225 Epoch 1486/100000 - 19s - loss: 0.3470 - acc: 0.9365 - val_loss: 0.3493 - val_acc: 0.9322 Epoch 01486: val_acc did not improve from 0.94225 Epoch 1487/100000 - 19s - loss: 0.3515 - acc: 0.9356 - val_loss: 0.3544 - val_acc: 0.9286 Epoch 01487: val_acc did not improve from 0.94225 Epoch 1488/100000 - 19s - loss: 0.3498 - acc: 0.9361 - val_loss: 0.4364 - val_acc: 0.8996 Epoch 01488: val_acc did not improve from 0.94225 Epoch 1489/100000 - 19s - loss: 0.3591 - acc: 0.9352 - val_loss: 0.4778 - val_acc: 0.8883 Epoch 01489: val_acc did not improve from 0.94225 Epoch 1490/100000 - 19s - loss: 0.3585 - acc: 0.9358 - val_loss: 0.3359 - val_acc: 0.9379 Epoch 01490: val_acc did not improve from 0.94225 Epoch 1491/100000 - 19s - loss: 0.3500 - acc: 0.9367 - val_loss: 0.3578 - val_acc: 0.9230 Epoch 01491: val_acc did not improve from 0.94225 Epoch 1492/100000 - 19s - loss: 0.3529 - acc: 0.9355 - val_loss: 0.3451 - val_acc: 0.9353 Epoch 01492: val_acc did not improve from 0.94225 Epoch 1493/100000 - 18s - loss: 0.3507 - acc: 0.9362 - val_loss: 0.3988 - val_acc: 0.9051 Epoch 01493: val_acc did not improve from 0.94225 Epoch 1494/100000 - 19s - loss: 0.3505 - acc: 0.9363 - val_loss: 0.5826 - val_acc: 0.8449 Epoch 01494: val_acc did not improve from 0.94225 Epoch 1495/100000 - 18s - loss: 0.3493 - acc: 0.9362 - val_loss: 0.3989 - val_acc: 0.9055 Epoch 01495: val_acc did not improve from 0.94225 Epoch 1496/100000 - 19s - loss: 0.3509 - acc: 0.9356 - val_loss: 0.3461 - val_acc: 0.9327 Epoch 01496: val_acc did not improve from 0.94225 Epoch 1497/100000 - 19s - loss: 0.3501 - acc: 0.9360 - val_loss: 0.3541 - val_acc: 0.9257 Epoch 01497: val_acc did not improve from 0.94225 Epoch 1498/100000 - 19s - loss: 0.3477 - acc: 0.9372 - val_loss: 0.4306 - val_acc: 0.8910 Epoch 01498: val_acc did not improve from 0.94225 Epoch 1499/100000 - 19s - loss: 0.3475 - acc: 0.9372 - val_loss: 0.3435 - val_acc: 0.9325 Epoch 01499: val_acc did not improve from 0.94225 Epoch 1500/100000 - 19s - loss: 0.3486 - acc: 0.9362 - val_loss: 0.3405 - val_acc: 0.9340 Epoch 01500: val_acc did not improve from 0.94225 Epoch 1501/100000 - 19s - loss: 0.3475 - acc: 0.9361 - val_loss: 0.4006 - val_acc: 0.9228 Epoch 01501: val_acc did not improve from 0.94225 Epoch 1502/100000 - 19s - loss: 0.3476 - acc: 0.9373 - val_loss: 0.3332 - val_acc: 0.9376 Epoch 01502: val_acc did not improve from 0.94225 Epoch 1503/100000 - 19s - loss: 0.3776 - acc: 0.9333 - val_loss: 0.5306 - val_acc: 0.9109 Epoch 01503: val_acc did not improve from 0.94225 Epoch 1504/100000 - 19s - loss: 0.3992 - acc: 0.9342 - val_loss: 0.3567 - val_acc: 0.9327 Epoch 01504: val_acc did not improve from 0.94225 Epoch 1505/100000 - 18s - loss: 0.3694 - acc: 0.9332 - val_loss: 0.3941 - val_acc: 0.9350 Epoch 01505: val_acc did not improve from 0.94225 Epoch 1506/100000 - 19s - loss: 0.3810 - acc: 0.9341 - val_loss: 0.4813 - val_acc: 0.8712 Epoch 01506: val_acc did not improve from 0.94225 Epoch 1507/100000 - 18s - loss: 0.3643 - acc: 0.9347 - val_loss: 0.3607 - val_acc: 0.9358 Epoch 01507: val_acc did not improve from 0.94225 Epoch 1508/100000 - 19s - loss: 0.3639 - acc: 0.9346 - val_loss: 0.3479 - val_acc: 0.9373 Epoch 01508: val_acc did not improve from 0.94225 Epoch 1509/100000 - 18s - loss: 0.3628 - acc: 0.9343 - val_loss: 0.4007 - val_acc: 0.9044 Epoch 01509: val_acc did not improve from 0.94225 Epoch 1510/100000 - 18s - loss: 0.3621 - acc: 0.9346 - val_loss: 0.3396 - val_acc: 0.9369 Epoch 01510: val_acc did not improve from 0.94225 Epoch 1511/100000 - 19s - loss: 0.3599 - acc: 0.9352 - val_loss: 0.3535 - val_acc: 0.9330 Epoch 01511: val_acc did not improve from 0.94225 Epoch 1512/100000 - 19s - loss: 0.3616 - acc: 0.9350 - val_loss: 0.4083 - val_acc: 0.8999 Epoch 01512: val_acc did not improve from 0.94225 Epoch 1513/100000 - 19s - loss: 0.3603 - acc: 0.9345 - val_loss: 0.3352 - val_acc: 0.9394 Epoch 01513: val_acc did not improve from 0.94225 Epoch 1514/100000 - 18s - loss: 0.3585 - acc: 0.9350 - val_loss: 0.3534 - val_acc: 0.9312 Epoch 01514: val_acc did not improve from 0.94225 Epoch 1515/100000 - 19s - loss: 0.3614 - acc: 0.9337 - val_loss: 0.3539 - val_acc: 0.9325 Epoch 01515: val_acc did not improve from 0.94225 Epoch 1516/100000 - 19s - loss: 0.3582 - acc: 0.9345 - val_loss: 0.4412 - val_acc: 0.8963 Epoch 01516: val_acc did not improve from 0.94225 Epoch 1517/100000 - 19s - loss: 0.3604 - acc: 0.9345 - val_loss: 0.3486 - val_acc: 0.9336 Epoch 01517: val_acc did not improve from 0.94225 Epoch 1518/100000 - 19s - loss: 0.3601 - acc: 0.9341 - val_loss: 0.3562 - val_acc: 0.9320 Epoch 01518: val_acc did not improve from 0.94225 Epoch 1519/100000 - 18s - loss: 0.3559 - acc: 0.9347 - val_loss: 0.3548 - val_acc: 0.9288 Epoch 01519: val_acc did not improve from 0.94225 Epoch 1520/100000 - 19s - loss: 0.3577 - acc: 0.9343 - val_loss: 0.3877 - val_acc: 0.9121 Epoch 01520: val_acc did not improve from 0.94225 Epoch 1521/100000 - 19s - loss: 0.3589 - acc: 0.9342 - val_loss: 0.3806 - val_acc: 0.9134 Epoch 01521: val_acc did not improve from 0.94225 Epoch 1522/100000 - 19s - loss: 0.3570 - acc: 0.9346 - val_loss: 0.4517 - val_acc: 0.8753 Epoch 01522: val_acc did not improve from 0.94225 Epoch 1523/100000 - 19s - loss: 0.3562 - acc: 0.9345 - val_loss: 0.3592 - val_acc: 0.9226 Epoch 01523: val_acc did not improve from 0.94225 Epoch 1524/100000 - 19s - loss: 0.3584 - acc: 0.9343 - val_loss: 0.3479 - val_acc: 0.9345 Epoch 01524: val_acc did not improve from 0.94225 Epoch 1525/100000 - 19s - loss: 0.3581 - acc: 0.9340 - val_loss: 0.3395 - val_acc: 0.9371 Epoch 01525: val_acc did not improve from 0.94225 Epoch 1526/100000 - 19s - loss: 0.3541 - acc: 0.9350 - val_loss: 0.3697 - val_acc: 0.9290 Epoch 01526: val_acc did not improve from 0.94225 Epoch 1527/100000 - 18s - loss: 0.3566 - acc: 0.9343 - val_loss: 0.5285 - val_acc: 0.8809 Epoch 01527: val_acc did not improve from 0.94225 Epoch 1528/100000 - 19s - loss: 0.3588 - acc: 0.9340 - val_loss: 0.3725 - val_acc: 0.9172 Epoch 01528: val_acc did not improve from 0.94225 Epoch 1529/100000 - 19s - loss: 0.3604 - acc: 0.9343 - val_loss: 0.3467 - val_acc: 0.9308 Epoch 01529: val_acc did not improve from 0.94225 Epoch 1530/100000 - 19s - loss: 0.3602 - acc: 0.9336 - val_loss: 0.3526 - val_acc: 0.9317 Epoch 01530: val_acc did not improve from 0.94225 Epoch 01530: ReduceLROnPlateau reducing learning rate to 0.0006983372120885178. Epoch 1531/100000 - 19s - loss: 0.3486 - acc: 0.9353 - val_loss: 0.3665 - val_acc: 0.9218 Epoch 01531: val_acc did not improve from 0.94225 Epoch 1532/100000 - 18s - loss: 0.3486 - acc: 0.9353 - val_loss: 0.3354 - val_acc: 0.9379 Epoch 01532: val_acc did not improve from 0.94225 Epoch 1533/100000 - 19s - loss: 0.3492 - acc: 0.9350 - val_loss: 0.3638 - val_acc: 0.9227 Epoch 01533: val_acc did not improve from 0.94225 Epoch 1534/100000 - 18s - loss: 0.3462 - acc: 0.9355 - val_loss: 0.3396 - val_acc: 0.9347 Epoch 01534: val_acc did not improve from 0.94225 Epoch 1535/100000 - 18s - loss: 0.3471 - acc: 0.9351 - val_loss: 0.3609 - val_acc: 0.9216 Epoch 01535: val_acc did not improve from 0.94225 Epoch 1536/100000 - 19s - loss: 0.3483 - acc: 0.9350 - val_loss: 0.3394 - val_acc: 0.9339 Epoch 01536: val_acc did not improve from 0.94225 Epoch 1537/100000 - 18s - loss: 0.3518 - acc: 0.9342 - val_loss: 0.3750 - val_acc: 0.9301 Epoch 01537: val_acc did not improve from 0.94225 Epoch 1538/100000 - 19s - loss: 0.3488 - acc: 0.9351 - val_loss: 0.3339 - val_acc: 0.9343 Epoch 01538: val_acc did not improve from 0.94225 Epoch 1539/100000 - 18s - loss: 0.3491 - acc: 0.9345 - val_loss: 0.3946 - val_acc: 0.9078 Epoch 01539: val_acc did not improve from 0.94225 Epoch 1540/100000 - 19s - loss: 0.3539 - acc: 0.9330 - val_loss: 0.3448 - val_acc: 0.9355 Epoch 01540: val_acc did not improve from 0.94225 Epoch 1541/100000 - 18s - loss: 0.3482 - acc: 0.9349 - val_loss: 0.3439 - val_acc: 0.9347 Epoch 01541: val_acc did not improve from 0.94225 Epoch 1542/100000 - 19s - loss: 0.3475 - acc: 0.9355 - val_loss: 0.4212 - val_acc: 0.8824 Epoch 01542: val_acc did not improve from 0.94225 Epoch 1543/100000 - 19s - loss: 0.3481 - acc: 0.9351 - val_loss: 0.3338 - val_acc: 0.9355 Epoch 01543: val_acc did not improve from 0.94225 Epoch 1544/100000 - 19s - loss: 0.3493 - acc: 0.9351 - val_loss: 0.4214 - val_acc: 0.9045 Epoch 01544: val_acc did not improve from 0.94225 Epoch 1545/100000 - 18s - loss: 0.3503 - acc: 0.9352 - val_loss: 0.4191 - val_acc: 0.8949 Epoch 01545: val_acc did not improve from 0.94225 Epoch 1546/100000 - 19s - loss: 0.3474 - acc: 0.9351 - val_loss: 0.3665 - val_acc: 0.9228 Epoch 01546: val_acc did not improve from 0.94225 Epoch 1547/100000 - 19s - loss: 0.3488 - acc: 0.9345 - val_loss: 0.3359 - val_acc: 0.9356 Epoch 01547: val_acc did not improve from 0.94225 Epoch 1548/100000 - 18s - loss: 0.3481 - acc: 0.9353 - val_loss: 0.3314 - val_acc: 0.9365 Epoch 01548: val_acc did not improve from 0.94225 Epoch 1549/100000 - 19s - loss: 0.3481 - acc: 0.9343 - val_loss: 0.3400 - val_acc: 0.9323 Epoch 01549: val_acc did not improve from 0.94225 Epoch 1550/100000 - 19s - loss: 0.3479 - acc: 0.9347 - val_loss: 0.3540 - val_acc: 0.9308 Epoch 01550: val_acc did not improve from 0.94225 Epoch 1551/100000 - 18s - loss: 0.3486 - acc: 0.9345 - val_loss: 0.3953 - val_acc: 0.9038 Epoch 01551: val_acc did not improve from 0.94225 Epoch 1552/100000 - 18s - loss: 0.3487 - acc: 0.9353 - val_loss: 0.3591 - val_acc: 0.9245 Epoch 01552: val_acc did not improve from 0.94225 Epoch 1553/100000 - 18s - loss: 0.3469 - acc: 0.9354 - val_loss: 0.4223 - val_acc: 0.8981 Epoch 01553: val_acc did not improve from 0.94225 Epoch 1554/100000 - 18s - loss: 0.3462 - acc: 0.9353 - val_loss: 0.3439 - val_acc: 0.9255 Epoch 01554: val_acc did not improve from 0.94225 Epoch 1555/100000 - 19s - loss: 0.3490 - acc: 0.9344 - val_loss: 0.3527 - val_acc: 0.9298 Epoch 01555: val_acc did not improve from 0.94225 Epoch 1556/100000 - 19s - loss: 0.3501 - acc: 0.9345 - val_loss: 0.3484 - val_acc: 0.9301 Epoch 01556: val_acc did not improve from 0.94225 Epoch 1557/100000 - 19s - loss: 0.3490 - acc: 0.9348 - val_loss: 0.3360 - val_acc: 0.9349 Epoch 01557: val_acc did not improve from 0.94225 Epoch 1558/100000 - 18s - loss: 0.3495 - acc: 0.9351 - val_loss: 0.3474 - val_acc: 0.9310 Epoch 01558: val_acc did not improve from 0.94225 Epoch 1559/100000 - 19s - loss: 0.3465 - acc: 0.9358 - val_loss: 0.3691 - val_acc: 0.9205 Epoch 01559: val_acc did not improve from 0.94225 Epoch 1560/100000 - 18s - loss: 0.3494 - acc: 0.9343 - val_loss: 0.3717 - val_acc: 0.9190 Epoch 01560: val_acc did not improve from 0.94225 Epoch 1561/100000 - 19s - loss: 0.3487 - acc: 0.9361 - val_loss: 0.3438 - val_acc: 0.9308 Epoch 01561: val_acc did not improve from 0.94225 Epoch 1562/100000 - 19s - loss: 0.3483 - acc: 0.9345 - val_loss: 0.3556 - val_acc: 0.9269 Epoch 01562: val_acc did not improve from 0.94225 Epoch 1563/100000 - 18s - loss: 0.3465 - acc: 0.9356 - val_loss: 0.3443 - val_acc: 0.9305 Epoch 01563: val_acc did not improve from 0.94225 Epoch 1564/100000 - 19s - loss: 0.3486 - acc: 0.9347 - val_loss: 0.3411 - val_acc: 0.9344 Epoch 01564: val_acc did not improve from 0.94225 Epoch 1565/100000 - 18s - loss: 0.3485 - acc: 0.9349 - val_loss: 0.3609 - val_acc: 0.9210 Epoch 01565: val_acc did not improve from 0.94225 Epoch 1566/100000 - 19s - loss: 0.3501 - acc: 0.9346 - val_loss: 0.3521 - val_acc: 0.9374 Epoch 01566: val_acc did not improve from 0.94225 Epoch 1567/100000 - 19s - loss: 0.3483 - acc: 0.9349 - val_loss: 0.3436 - val_acc: 0.9312 Epoch 01567: val_acc did not improve from 0.94225 Epoch 1568/100000 - 19s - loss: 0.3475 - acc: 0.9351 - val_loss: 0.3788 - val_acc: 0.9105 Epoch 01568: val_acc did not improve from 0.94225 Epoch 1569/100000 - 19s - loss: 0.3482 - acc: 0.9347 - val_loss: 0.5227 - val_acc: 0.8554 Epoch 01569: val_acc did not improve from 0.94225 Epoch 1570/100000 - 19s - loss: 0.3483 - acc: 0.9351 - val_loss: 0.3496 - val_acc: 0.9343 Epoch 01570: val_acc did not improve from 0.94225 Epoch 1571/100000 - 19s - loss: 0.3493 - acc: 0.9350 - val_loss: 0.3829 - val_acc: 0.9273 Epoch 01571: val_acc did not improve from 0.94225 Epoch 1572/100000 - 18s - loss: 0.3498 - acc: 0.9344 - val_loss: 0.3900 - val_acc: 0.9012 Epoch 01572: val_acc did not improve from 0.94225 Epoch 1573/100000 - 18s - loss: 0.3479 - acc: 0.9351 - val_loss: 0.3395 - val_acc: 0.9346 Epoch 01573: val_acc did not improve from 0.94225 Epoch 1574/100000 - 19s - loss: 0.3490 - acc: 0.9352 - val_loss: 0.3400 - val_acc: 0.9340 Epoch 01574: val_acc did not improve from 0.94225 Epoch 1575/100000 - 18s - loss: 0.3497 - acc: 0.9352 - val_loss: 0.3423 - val_acc: 0.9317 Epoch 01575: val_acc did not improve from 0.94225 Epoch 1576/100000 - 18s - loss: 0.3481 - acc: 0.9352 - val_loss: 0.3398 - val_acc: 0.9347 Epoch 01576: val_acc did not improve from 0.94225 Epoch 1577/100000 - 19s - loss: 0.3498 - acc: 0.9345 - val_loss: 0.3477 - val_acc: 0.9306 Epoch 01577: val_acc did not improve from 0.94225 Epoch 1578/100000 - 19s - loss: 0.3491 - acc: 0.9352 - val_loss: 0.3490 - val_acc: 0.9248 Epoch 01578: val_acc did not improve from 0.94225 Epoch 1579/100000 - 19s - loss: 0.3465 - acc: 0.9351 - val_loss: 0.3394 - val_acc: 0.9325 Epoch 01579: val_acc did not improve from 0.94225 Epoch 1580/100000 - 19s - loss: 0.3454 - acc: 0.9359 - val_loss: 0.3401 - val_acc: 0.9304 Epoch 01580: val_acc did not improve from 0.94225 Epoch 1581/100000 - 19s - loss: 0.3468 - acc: 0.9353 - val_loss: 0.3471 - val_acc: 0.9322 Epoch 01581: val_acc did not improve from 0.94225 Epoch 1582/100000 - 18s - loss: 0.3449 - acc: 0.9359 - val_loss: 0.3564 - val_acc: 0.9222 Epoch 01582: val_acc did not improve from 0.94225 Epoch 1583/100000 - 19s - loss: 0.3483 - acc: 0.9348 - val_loss: 0.3328 - val_acc: 0.9364 Epoch 01583: val_acc did not improve from 0.94225 Epoch 1584/100000 - 18s - loss: 0.3464 - acc: 0.9360 - val_loss: 0.3413 - val_acc: 0.9329 Epoch 01584: val_acc did not improve from 0.94225 Epoch 1585/100000 - 19s - loss: 0.3462 - acc: 0.9362 - val_loss: 0.3646 - val_acc: 0.9200 Epoch 01585: val_acc did not improve from 0.94225 Epoch 1586/100000 - 18s - loss: 0.3485 - acc: 0.9352 - val_loss: 0.3585 - val_acc: 0.9277 Epoch 01586: val_acc did not improve from 0.94225 Epoch 1587/100000 - 19s - loss: 0.3474 - acc: 0.9353 - val_loss: 0.3410 - val_acc: 0.9357 Epoch 01587: val_acc did not improve from 0.94225 Epoch 1588/100000 - 18s - loss: 0.3488 - acc: 0.9350 - val_loss: 0.4182 - val_acc: 0.9034 Epoch 01588: val_acc did not improve from 0.94225 Epoch 1589/100000 - 19s - loss: 0.3477 - acc: 0.9351 - val_loss: 0.3368 - val_acc: 0.9329 Epoch 01589: val_acc did not improve from 0.94225 Epoch 1590/100000 - 18s - loss: 0.3435 - acc: 0.9362 - val_loss: 0.3360 - val_acc: 0.9353 Epoch 01590: val_acc did not improve from 0.94225 Epoch 1591/100000 - 18s - loss: 0.3445 - acc: 0.9356 - val_loss: 0.3583 - val_acc: 0.9234 Epoch 01591: val_acc did not improve from 0.94225 Epoch 1592/100000 - 18s - loss: 0.3474 - acc: 0.9354 - val_loss: 0.3424 - val_acc: 0.9345 Epoch 01592: val_acc did not improve from 0.94225 Epoch 1593/100000 - 19s - loss: 0.3489 - acc: 0.9349 - val_loss: 0.3690 - val_acc: 0.9242 Epoch 01593: val_acc did not improve from 0.94225 Epoch 1594/100000 - 18s - loss: 0.3464 - acc: 0.9350 - val_loss: 0.3367 - val_acc: 0.9329 Epoch 01594: val_acc did not improve from 0.94225 Epoch 1595/100000 - 19s - loss: 0.3434 - acc: 0.9362 - val_loss: 0.3363 - val_acc: 0.9330 Epoch 01595: val_acc did not improve from 0.94225 Epoch 1596/100000 - 19s - loss: 0.3446 - acc: 0.9355 - val_loss: 0.3364 - val_acc: 0.9381 Epoch 01596: val_acc did not improve from 0.94225 Epoch 1597/100000 - 19s - loss: 0.3443 - acc: 0.9358 - val_loss: 0.3494 - val_acc: 0.9344 Epoch 01597: val_acc did not improve from 0.94225 Epoch 1598/100000 - 19s - loss: 0.3447 - acc: 0.9358 - val_loss: 0.3393 - val_acc: 0.9351 Epoch 01598: val_acc did not improve from 0.94225 Epoch 1599/100000 - 18s - loss: 0.3464 - acc: 0.9351 - val_loss: 0.3433 - val_acc: 0.9341 Epoch 01599: val_acc did not improve from 0.94225 Epoch 1600/100000 - 18s - loss: 0.3488 - acc: 0.9344 - val_loss: 0.3429 - val_acc: 0.9394 Epoch 01600: val_acc did not improve from 0.94225 Epoch 1601/100000 - 19s - loss: 0.3443 - acc: 0.9362 - val_loss: 0.4774 - val_acc: 0.8533 Epoch 01601: val_acc did not improve from 0.94225 Epoch 1602/100000 - 18s - loss: 0.3483 - acc: 0.9346 - val_loss: 0.3416 - val_acc: 0.9347 Epoch 01602: val_acc did not improve from 0.94225 Epoch 1603/100000 - 19s - loss: 0.3445 - acc: 0.9357 - val_loss: 0.3289 - val_acc: 0.9373 Epoch 01603: val_acc did not improve from 0.94225 Epoch 1604/100000 - 18s - loss: 0.3447 - acc: 0.9366 - val_loss: 0.3392 - val_acc: 0.9394 Epoch 01604: val_acc did not improve from 0.94225 Epoch 1605/100000 - 19s - loss: 0.3473 - acc: 0.9351 - val_loss: 0.3371 - val_acc: 0.9336 Epoch 01605: val_acc did not improve from 0.94225 Epoch 1606/100000 - 18s - loss: 0.3465 - acc: 0.9350 - val_loss: 0.3333 - val_acc: 0.9343 Epoch 01606: val_acc did not improve from 0.94225 Epoch 1607/100000 - 19s - loss: 0.3454 - acc: 0.9355 - val_loss: 0.3370 - val_acc: 0.9353 Epoch 01607: val_acc did not improve from 0.94225 Epoch 1608/100000 - 19s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3343 - val_acc: 0.9355 Epoch 01608: val_acc did not improve from 0.94225 Epoch 1609/100000 - 19s - loss: 0.3466 - acc: 0.9356 - val_loss: 0.3300 - val_acc: 0.9390 Epoch 01609: val_acc did not improve from 0.94225 Epoch 1610/100000 - 19s - loss: 0.3487 - acc: 0.9358 - val_loss: 0.3603 - val_acc: 0.9310 Epoch 01610: val_acc did not improve from 0.94225 Epoch 1611/100000 - 18s - loss: 0.3464 - acc: 0.9362 - val_loss: 0.3817 - val_acc: 0.9193 Epoch 01611: val_acc did not improve from 0.94225 Epoch 1612/100000 - 19s - loss: 0.3451 - acc: 0.9362 - val_loss: 0.3258 - val_acc: 0.9417 Epoch 01612: val_acc did not improve from 0.94225 Epoch 1613/100000 - 19s - loss: 0.3459 - acc: 0.9360 - val_loss: 0.3432 - val_acc: 0.9297 Epoch 01613: val_acc did not improve from 0.94225 Epoch 1614/100000 - 19s - loss: 0.3455 - acc: 0.9356 - val_loss: 0.3327 - val_acc: 0.9374 Epoch 01614: val_acc did not improve from 0.94225 Epoch 1615/100000 - 18s - loss: 0.3446 - acc: 0.9359 - val_loss: 0.3321 - val_acc: 0.9388 Epoch 01615: val_acc did not improve from 0.94225 Epoch 1616/100000 - 19s - loss: 0.3469 - acc: 0.9355 - val_loss: 0.3439 - val_acc: 0.9356 Epoch 01616: val_acc did not improve from 0.94225 Epoch 1617/100000 - 19s - loss: 0.3447 - acc: 0.9355 - val_loss: 0.3449 - val_acc: 0.9337 Epoch 01617: val_acc did not improve from 0.94225 Epoch 1618/100000 - 19s - loss: 0.3466 - acc: 0.9346 - val_loss: 0.3747 - val_acc: 0.9158 Epoch 01618: val_acc did not improve from 0.94225 Epoch 1619/100000 - 18s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3319 - val_acc: 0.9369 Epoch 01619: val_acc did not improve from 0.94225 Epoch 1620/100000 - 19s - loss: 0.3460 - acc: 0.9355 - val_loss: 0.3611 - val_acc: 0.9245 Epoch 01620: val_acc did not improve from 0.94225 Epoch 1621/100000 - 18s - loss: 0.3443 - acc: 0.9361 - val_loss: 0.3344 - val_acc: 0.9379 Epoch 01621: val_acc did not improve from 0.94225 Epoch 1622/100000 - 19s - loss: 0.3442 - acc: 0.9357 - val_loss: 0.3352 - val_acc: 0.9329 Epoch 01622: val_acc did not improve from 0.94225 Epoch 1623/100000 - 19s - loss: 0.3438 - acc: 0.9354 - val_loss: 0.3325 - val_acc: 0.9380 Epoch 01623: val_acc did not improve from 0.94225 Epoch 1624/100000 - 19s - loss: 0.3481 - acc: 0.9346 - val_loss: 0.3577 - val_acc: 0.9231 Epoch 01624: val_acc did not improve from 0.94225 Epoch 1625/100000 - 19s - loss: 0.3495 - acc: 0.9352 - val_loss: 0.3412 - val_acc: 0.9335 Epoch 01625: val_acc did not improve from 0.94225 Epoch 1626/100000 - 19s - loss: 0.3481 - acc: 0.9362 - val_loss: 0.3484 - val_acc: 0.9287 Epoch 01626: val_acc did not improve from 0.94225 Epoch 1627/100000 - 18s - loss: 0.3444 - acc: 0.9361 - val_loss: 0.3314 - val_acc: 0.9345 Epoch 01627: val_acc did not improve from 0.94225 Epoch 1628/100000 - 19s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3709 - val_acc: 0.9179 Epoch 01628: val_acc did not improve from 0.94225 Epoch 1629/100000 - 18s - loss: 0.3443 - acc: 0.9358 - val_loss: 0.3754 - val_acc: 0.9152 Epoch 01629: val_acc did not improve from 0.94225 Epoch 1630/100000 - 19s - loss: 0.3447 - acc: 0.9360 - val_loss: 0.3456 - val_acc: 0.9333 Epoch 01630: val_acc did not improve from 0.94225 Epoch 1631/100000 - 19s - loss: 0.3471 - acc: 0.9352 - val_loss: 0.3426 - val_acc: 0.9323 Epoch 01631: val_acc did not improve from 0.94225 Epoch 1632/100000 - 18s - loss: 0.3438 - acc: 0.9361 - val_loss: 0.3754 - val_acc: 0.9179 Epoch 01632: val_acc did not improve from 0.94225 Epoch 1633/100000 - 19s - loss: 0.3450 - acc: 0.9358 - val_loss: 0.3397 - val_acc: 0.9347 Epoch 01633: val_acc did not improve from 0.94225 Epoch 1634/100000 - 19s - loss: 0.3453 - acc: 0.9359 - val_loss: 0.4063 - val_acc: 0.8991 Epoch 01634: val_acc did not improve from 0.94225 Epoch 1635/100000 - 19s - loss: 0.3429 - acc: 0.9365 - val_loss: 0.3493 - val_acc: 0.9257 Epoch 01635: val_acc did not improve from 0.94225 Epoch 1636/100000 - 19s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3527 - val_acc: 0.9253 Epoch 01636: val_acc did not improve from 0.94225 Epoch 1637/100000 - 19s - loss: 0.3425 - acc: 0.9363 - val_loss: 0.3715 - val_acc: 0.9200 Epoch 01637: val_acc did not improve from 0.94225 Epoch 1638/100000 - 18s - loss: 0.3465 - acc: 0.9350 - val_loss: 0.3477 - val_acc: 0.9317 Epoch 01638: val_acc did not improve from 0.94225 Epoch 1639/100000 - 19s - loss: 0.3435 - acc: 0.9357 - val_loss: 0.3380 - val_acc: 0.9337 Epoch 01639: val_acc did not improve from 0.94225 Epoch 1640/100000 - 19s - loss: 0.3440 - acc: 0.9361 - val_loss: 0.3594 - val_acc: 0.9247 Epoch 01640: val_acc did not improve from 0.94225 Epoch 1641/100000 - 19s - loss: 0.3449 - acc: 0.9358 - val_loss: 0.3258 - val_acc: 0.9397 Epoch 01641: val_acc did not improve from 0.94225 Epoch 1642/100000 - 18s - loss: 0.3408 - acc: 0.9363 - val_loss: 0.3678 - val_acc: 0.9222 Epoch 01642: val_acc did not improve from 0.94225 Epoch 1643/100000 - 18s - loss: 0.3461 - acc: 0.9348 - val_loss: 0.3350 - val_acc: 0.9355 Epoch 01643: val_acc did not improve from 0.94225 Epoch 1644/100000 - 19s - loss: 0.3451 - acc: 0.9355 - val_loss: 0.3369 - val_acc: 0.9336 Epoch 01644: val_acc did not improve from 0.94225 Epoch 1645/100000 - 19s - loss: 0.3438 - acc: 0.9364 - val_loss: 0.3309 - val_acc: 0.9370 Epoch 01645: val_acc did not improve from 0.94225 Epoch 1646/100000 - 19s - loss: 0.3454 - acc: 0.9361 - val_loss: 0.3353 - val_acc: 0.9334 Epoch 01646: val_acc did not improve from 0.94225 Epoch 1647/100000 - 19s - loss: 0.3414 - acc: 0.9366 - val_loss: 0.3882 - val_acc: 0.9058 Epoch 01647: val_acc did not improve from 0.94225 Epoch 1648/100000 - 19s - loss: 0.3422 - acc: 0.9358 - val_loss: 0.3841 - val_acc: 0.9138 Epoch 01648: val_acc did not improve from 0.94225 Epoch 1649/100000 - 18s - loss: 0.3428 - acc: 0.9357 - val_loss: 0.3569 - val_acc: 0.9308 Epoch 01649: val_acc did not improve from 0.94225 Epoch 1650/100000 - 19s - loss: 0.3447 - acc: 0.9355 - val_loss: 0.4562 - val_acc: 0.8792 Epoch 01650: val_acc did not improve from 0.94225 Epoch 1651/100000 - 19s - loss: 0.3428 - acc: 0.9360 - val_loss: 0.3273 - val_acc: 0.9394 Epoch 01651: val_acc did not improve from 0.94225 Epoch 1652/100000 - 19s - loss: 0.3444 - acc: 0.9355 - val_loss: 0.3486 - val_acc: 0.9348 Epoch 01652: val_acc did not improve from 0.94225 Epoch 1653/100000 - 19s - loss: 0.3439 - acc: 0.9355 - val_loss: 0.3413 - val_acc: 0.9325 Epoch 01653: val_acc did not improve from 0.94225 Epoch 1654/100000 - 19s - loss: 0.3462 - acc: 0.9356 - val_loss: 0.3870 - val_acc: 0.9082 Epoch 01654: val_acc did not improve from 0.94225 Epoch 1655/100000 - 19s - loss: 0.3412 - acc: 0.9367 - val_loss: 0.4030 - val_acc: 0.9109 Epoch 01655: val_acc did not improve from 0.94225 Epoch 1656/100000 - 19s - loss: 0.3430 - acc: 0.9360 - val_loss: 0.3620 - val_acc: 0.9208 Epoch 01656: val_acc did not improve from 0.94225 Epoch 1657/100000 - 18s - loss: 0.3476 - acc: 0.9351 - val_loss: 0.3447 - val_acc: 0.9286 Epoch 01657: val_acc did not improve from 0.94225 Epoch 1658/100000 - 18s - loss: 0.3434 - acc: 0.9354 - val_loss: 0.3915 - val_acc: 0.9119 Epoch 01658: val_acc did not improve from 0.94225 Epoch 1659/100000 - 19s - loss: 0.3440 - acc: 0.9361 - val_loss: 0.4365 - val_acc: 0.9025 Epoch 01659: val_acc did not improve from 0.94225 Epoch 1660/100000 - 19s - loss: 0.3437 - acc: 0.9366 - val_loss: 0.3494 - val_acc: 0.9364 Epoch 01660: val_acc did not improve from 0.94225 Epoch 1661/100000 - 18s - loss: 0.3466 - acc: 0.9356 - val_loss: 0.3381 - val_acc: 0.9364 Epoch 01661: val_acc did not improve from 0.94225 Epoch 1662/100000 - 19s - loss: 0.3439 - acc: 0.9357 - val_loss: 0.3647 - val_acc: 0.9226 Epoch 01662: val_acc did not improve from 0.94225 Epoch 1663/100000 - 18s - loss: 0.3427 - acc: 0.9363 - val_loss: 0.3479 - val_acc: 0.9335 Epoch 01663: val_acc did not improve from 0.94225 Epoch 1664/100000 - 19s - loss: 0.3469 - acc: 0.9354 - val_loss: 0.3681 - val_acc: 0.9180 Epoch 01664: val_acc did not improve from 0.94225 Epoch 1665/100000 - 19s - loss: 0.3438 - acc: 0.9361 - val_loss: 0.3655 - val_acc: 0.9196 Epoch 01665: val_acc did not improve from 0.94225 Epoch 1666/100000 - 18s - loss: 0.3465 - acc: 0.9355 - val_loss: 0.3244 - val_acc: 0.9389 Epoch 01666: val_acc did not improve from 0.94225 Epoch 1667/100000 - 18s - loss: 0.3452 - acc: 0.9353 - val_loss: 0.3734 - val_acc: 0.9197 Epoch 01667: val_acc did not improve from 0.94225 Epoch 1668/100000 - 19s - loss: 0.3427 - acc: 0.9359 - val_loss: 0.3355 - val_acc: 0.9341 Epoch 01668: val_acc did not improve from 0.94225 Epoch 1669/100000 - 18s - loss: 0.3443 - acc: 0.9362 - val_loss: 0.3602 - val_acc: 0.9214 Epoch 01669: val_acc did not improve from 0.94225 Epoch 1670/100000 - 18s - loss: 0.3449 - acc: 0.9359 - val_loss: 0.3741 - val_acc: 0.9289 Epoch 01670: val_acc did not improve from 0.94225 Epoch 1671/100000 - 18s - loss: 0.3432 - acc: 0.9362 - val_loss: 0.3407 - val_acc: 0.9371 Epoch 01671: val_acc did not improve from 0.94225 Epoch 1672/100000 - 19s - loss: 0.3441 - acc: 0.9361 - val_loss: 0.4221 - val_acc: 0.8875 Epoch 01672: val_acc did not improve from 0.94225 Epoch 1673/100000 - 18s - loss: 0.3485 - acc: 0.9346 - val_loss: 0.3327 - val_acc: 0.9387 Epoch 01673: val_acc did not improve from 0.94225 Epoch 1674/100000 - 19s - loss: 0.3444 - acc: 0.9360 - val_loss: 0.3337 - val_acc: 0.9368 Epoch 01674: val_acc did not improve from 0.94225 Epoch 1675/100000 - 18s - loss: 0.3420 - acc: 0.9367 - val_loss: 0.3317 - val_acc: 0.9368 Epoch 01675: val_acc did not improve from 0.94225 Epoch 1676/100000 - 19s - loss: 0.3458 - acc: 0.9359 - val_loss: 0.3403 - val_acc: 0.9325 Epoch 01676: val_acc did not improve from 0.94225 Epoch 1677/100000 - 19s - loss: 0.3442 - acc: 0.9363 - val_loss: 0.3326 - val_acc: 0.9345 Epoch 01677: val_acc did not improve from 0.94225 Epoch 1678/100000 - 19s - loss: 0.3440 - acc: 0.9359 - val_loss: 0.4178 - val_acc: 0.8981 Epoch 01678: val_acc did not improve from 0.94225 Epoch 1679/100000 - 18s - loss: 0.3452 - acc: 0.9360 - val_loss: 0.3279 - val_acc: 0.9384 Epoch 01679: val_acc did not improve from 0.94225 Epoch 1680/100000 - 19s - loss: 0.3480 - acc: 0.9356 - val_loss: 0.3342 - val_acc: 0.9407 Epoch 01680: val_acc did not improve from 0.94225 Epoch 1681/100000 - 19s - loss: 0.3467 - acc: 0.9359 - val_loss: 0.3473 - val_acc: 0.9358 Epoch 01681: val_acc did not improve from 0.94225 Epoch 1682/100000 - 19s - loss: 0.3464 - acc: 0.9359 - val_loss: 0.3478 - val_acc: 0.9292 Epoch 01682: val_acc did not improve from 0.94225 Epoch 1683/100000 - 18s - loss: 0.3445 - acc: 0.9359 - val_loss: 0.3420 - val_acc: 0.9321 Epoch 01683: val_acc did not improve from 0.94225 Epoch 1684/100000 - 19s - loss: 0.3421 - acc: 0.9362 - val_loss: 0.3478 - val_acc: 0.9306 Epoch 01684: val_acc did not improve from 0.94225 Epoch 1685/100000 - 19s - loss: 0.3470 - acc: 0.9355 - val_loss: 0.3705 - val_acc: 0.9248 Epoch 01685: val_acc did not improve from 0.94225 Epoch 1686/100000 - 19s - loss: 0.3464 - acc: 0.9354 - val_loss: 0.3491 - val_acc: 0.9291 Epoch 01686: val_acc did not improve from 0.94225 Epoch 1687/100000 - 19s - loss: 0.3437 - acc: 0.9358 - val_loss: 0.3414 - val_acc: 0.9327 Epoch 01687: val_acc did not improve from 0.94225 Epoch 1688/100000 - 19s - loss: 0.3431 - acc: 0.9353 - val_loss: 0.3396 - val_acc: 0.9348 Epoch 01688: val_acc did not improve from 0.94225 Epoch 1689/100000 - 19s - loss: 0.3455 - acc: 0.9359 - val_loss: 0.3668 - val_acc: 0.9242 Epoch 01689: val_acc did not improve from 0.94225 Epoch 1690/100000 - 18s - loss: 0.3441 - acc: 0.9361 - val_loss: 0.3416 - val_acc: 0.9331 Epoch 01690: val_acc did not improve from 0.94225 Epoch 1691/100000 - 19s - loss: 0.3458 - acc: 0.9357 - val_loss: 0.3389 - val_acc: 0.9345 Epoch 01691: val_acc did not improve from 0.94225 Epoch 1692/100000 - 19s - loss: 0.3459 - acc: 0.9351 - val_loss: 0.3362 - val_acc: 0.9379 Epoch 01692: val_acc did not improve from 0.94225 Epoch 1693/100000 - 18s - loss: 0.3433 - acc: 0.9363 - val_loss: 0.3345 - val_acc: 0.9348 Epoch 01693: val_acc did not improve from 0.94225 Epoch 1694/100000 - 19s - loss: 0.3441 - acc: 0.9359 - val_loss: 0.4655 - val_acc: 0.8590 Epoch 01694: val_acc did not improve from 0.94225 Epoch 1695/100000 - 18s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3398 - val_acc: 0.9361 Epoch 01695: val_acc did not improve from 0.94225 Epoch 1696/100000 - 19s - loss: 0.3441 - acc: 0.9355 - val_loss: 0.3628 - val_acc: 0.9300 Epoch 01696: val_acc did not improve from 0.94225 Epoch 1697/100000 - 19s - loss: 0.3441 - acc: 0.9363 - val_loss: 0.3391 - val_acc: 0.9352 Epoch 01697: val_acc did not improve from 0.94225 Epoch 1698/100000 - 18s - loss: 0.3475 - acc: 0.9351 - val_loss: 0.3350 - val_acc: 0.9347 Epoch 01698: val_acc did not improve from 0.94225 Epoch 1699/100000 - 19s - loss: 0.3451 - acc: 0.9350 - val_loss: 0.3376 - val_acc: 0.9364 Epoch 01699: val_acc did not improve from 0.94225 Epoch 1700/100000 - 18s - loss: 0.3490 - acc: 0.9349 - val_loss: 0.3493 - val_acc: 0.9280 Epoch 01700: val_acc did not improve from 0.94225 Epoch 1701/100000 - 19s - loss: 0.3430 - acc: 0.9363 - val_loss: 0.3804 - val_acc: 0.9165 Epoch 01701: val_acc did not improve from 0.94225 Epoch 1702/100000 - 19s - loss: 0.3431 - acc: 0.9354 - val_loss: 0.3645 - val_acc: 0.9149 Epoch 01702: val_acc did not improve from 0.94225 Epoch 1703/100000 - 19s - loss: 0.3449 - acc: 0.9354 - val_loss: 0.3316 - val_acc: 0.9366 Epoch 01703: val_acc did not improve from 0.94225 Epoch 1704/100000 - 19s - loss: 0.3448 - acc: 0.9358 - val_loss: 0.3767 - val_acc: 0.9126 Epoch 01704: val_acc did not improve from 0.94225 Epoch 1705/100000 - 19s - loss: 0.3428 - acc: 0.9358 - val_loss: 0.3345 - val_acc: 0.9332 Epoch 01705: val_acc did not improve from 0.94225 Epoch 1706/100000 - 19s - loss: 0.3441 - acc: 0.9359 - val_loss: 0.3294 - val_acc: 0.9380 Epoch 01706: val_acc did not improve from 0.94225 Epoch 1707/100000 - 19s - loss: 0.3434 - acc: 0.9363 - val_loss: 0.5831 - val_acc: 0.8240 Epoch 01707: val_acc did not improve from 0.94225 Epoch 1708/100000 - 19s - loss: 0.3443 - acc: 0.9357 - val_loss: 0.3494 - val_acc: 0.9294 Epoch 01708: val_acc did not improve from 0.94225 Epoch 1709/100000 - 18s - loss: 0.3461 - acc: 0.9349 - val_loss: 0.3415 - val_acc: 0.9313 Epoch 01709: val_acc did not improve from 0.94225 Epoch 1710/100000 - 19s - loss: 0.3421 - acc: 0.9365 - val_loss: 0.3345 - val_acc: 0.9356 Epoch 01710: val_acc did not improve from 0.94225 Epoch 1711/100000 - 19s - loss: 0.3448 - acc: 0.9355 - val_loss: 0.3742 - val_acc: 0.9245 Epoch 01711: val_acc did not improve from 0.94225 Epoch 1712/100000 - 18s - loss: 0.3457 - acc: 0.9356 - val_loss: 0.3552 - val_acc: 0.9294 Epoch 01712: val_acc did not improve from 0.94225 Epoch 1713/100000 - 19s - loss: 0.3476 - acc: 0.9357 - val_loss: 0.3498 - val_acc: 0.9303 Epoch 01713: val_acc did not improve from 0.94225 Epoch 1714/100000 - 19s - loss: 0.3438 - acc: 0.9357 - val_loss: 0.3344 - val_acc: 0.9392 Epoch 01714: val_acc did not improve from 0.94225 Epoch 1715/100000 - 19s - loss: 0.3450 - acc: 0.9355 - val_loss: 0.3500 - val_acc: 0.9311 Epoch 01715: val_acc did not improve from 0.94225 Epoch 1716/100000 - 18s - loss: 0.3433 - acc: 0.9358 - val_loss: 0.3420 - val_acc: 0.9317 Epoch 01716: val_acc did not improve from 0.94225 Epoch 1717/100000 - 19s - loss: 0.3440 - acc: 0.9361 - val_loss: 0.3423 - val_acc: 0.9315 Epoch 01717: val_acc did not improve from 0.94225 Epoch 1718/100000 - 19s - loss: 0.3441 - acc: 0.9359 - val_loss: 0.3352 - val_acc: 0.9388 Epoch 01718: val_acc did not improve from 0.94225 Epoch 1719/100000 - 18s - loss: 0.3438 - acc: 0.9365 - val_loss: 0.3395 - val_acc: 0.9348 Epoch 01719: val_acc did not improve from 0.94225 Epoch 1720/100000 - 19s - loss: 0.3472 - acc: 0.9348 - val_loss: 0.3764 - val_acc: 0.9224 Epoch 01720: val_acc did not improve from 0.94225 Epoch 1721/100000 - 19s - loss: 0.3417 - acc: 0.9370 - val_loss: 0.3564 - val_acc: 0.9295 Epoch 01721: val_acc did not improve from 0.94225 Epoch 1722/100000 - 18s - loss: 0.3439 - acc: 0.9359 - val_loss: 0.3345 - val_acc: 0.9348 Epoch 01722: val_acc did not improve from 0.94225 Epoch 1723/100000 - 19s - loss: 0.3454 - acc: 0.9353 - val_loss: 0.3339 - val_acc: 0.9353 Epoch 01723: val_acc did not improve from 0.94225 Epoch 1724/100000 - 19s - loss: 0.3426 - acc: 0.9361 - val_loss: 0.3722 - val_acc: 0.9200 Epoch 01724: val_acc did not improve from 0.94225 Epoch 1725/100000 - 19s - loss: 0.3446 - acc: 0.9360 - val_loss: 0.3671 - val_acc: 0.9212 Epoch 01725: val_acc did not improve from 0.94225 Epoch 1726/100000 - 19s - loss: 0.3447 - acc: 0.9360 - val_loss: 0.3396 - val_acc: 0.9332 Epoch 01726: val_acc did not improve from 0.94225 Epoch 1727/100000 - 19s - loss: 0.3454 - acc: 0.9357 - val_loss: 0.5618 - val_acc: 0.8532 Epoch 01727: val_acc did not improve from 0.94225 Epoch 1728/100000 - 19s - loss: 0.3446 - acc: 0.9367 - val_loss: 0.3351 - val_acc: 0.9351 Epoch 01728: val_acc did not improve from 0.94225 Epoch 1729/100000 - 19s - loss: 0.3472 - acc: 0.9349 - val_loss: 0.3545 - val_acc: 0.9313 Epoch 01729: val_acc did not improve from 0.94225 Epoch 1730/100000 - 18s - loss: 0.3458 - acc: 0.9359 - val_loss: 0.3827 - val_acc: 0.9148 Epoch 01730: val_acc did not improve from 0.94225 Epoch 1731/100000 - 19s - loss: 0.3466 - acc: 0.9350 - val_loss: 0.4218 - val_acc: 0.8952 Epoch 01731: val_acc did not improve from 0.94225 Epoch 1732/100000 - 19s - loss: 0.3463 - acc: 0.9361 - val_loss: 0.3861 - val_acc: 0.9171 Epoch 01732: val_acc did not improve from 0.94225 Epoch 1733/100000 - 19s - loss: 0.3462 - acc: 0.9349 - val_loss: 0.3724 - val_acc: 0.9179 Epoch 01733: val_acc did not improve from 0.94225 Epoch 1734/100000 - 19s - loss: 0.3442 - acc: 0.9362 - val_loss: 0.3649 - val_acc: 0.9167 Epoch 01734: val_acc did not improve from 0.94225 Epoch 1735/100000 - 19s - loss: 0.3457 - acc: 0.9361 - val_loss: 0.3591 - val_acc: 0.9212 Epoch 01735: val_acc did not improve from 0.94225 Epoch 1736/100000 - 19s - loss: 0.3449 - acc: 0.9363 - val_loss: 0.3331 - val_acc: 0.9382 Epoch 01736: val_acc did not improve from 0.94225 Epoch 1737/100000 - 18s - loss: 0.3444 - acc: 0.9356 - val_loss: 0.3535 - val_acc: 0.9275 Epoch 01737: val_acc did not improve from 0.94225 Epoch 1738/100000 - 18s - loss: 0.3451 - acc: 0.9352 - val_loss: 0.3405 - val_acc: 0.9332 Epoch 01738: val_acc did not improve from 0.94225 Epoch 1739/100000 - 18s - loss: 0.3450 - acc: 0.9360 - val_loss: 0.3644 - val_acc: 0.9349 Epoch 01739: val_acc did not improve from 0.94225 Epoch 1740/100000 - 19s - loss: 0.3475 - acc: 0.9354 - val_loss: 0.3492 - val_acc: 0.9293 Epoch 01740: val_acc did not improve from 0.94225 Epoch 1741/100000 - 19s - loss: 0.3438 - acc: 0.9364 - val_loss: 0.3353 - val_acc: 0.9367 Epoch 01741: val_acc did not improve from 0.94225 Epoch 1742/100000 - 19s - loss: 0.3432 - acc: 0.9358 - val_loss: 0.3533 - val_acc: 0.9343 Epoch 01742: val_acc did not improve from 0.94225 Epoch 1743/100000 - 19s - loss: 0.3495 - acc: 0.9349 - val_loss: 0.3384 - val_acc: 0.9356 Epoch 01743: val_acc did not improve from 0.94225 Epoch 1744/100000 - 19s - loss: 0.3461 - acc: 0.9351 - val_loss: 0.3420 - val_acc: 0.9335 Epoch 01744: val_acc did not improve from 0.94225 Epoch 1745/100000 - 19s - loss: 0.3434 - acc: 0.9356 - val_loss: 0.5406 - val_acc: 0.8353 Epoch 01745: val_acc did not improve from 0.94225 Epoch 1746/100000 - 19s - loss: 0.3448 - acc: 0.9356 - val_loss: 0.3458 - val_acc: 0.9346 Epoch 01746: val_acc did not improve from 0.94225 Epoch 1747/100000 - 19s - loss: 0.3433 - acc: 0.9362 - val_loss: 0.3567 - val_acc: 0.9282 Epoch 01747: val_acc did not improve from 0.94225 Epoch 1748/100000 - 18s - loss: 0.3457 - acc: 0.9356 - val_loss: 0.3527 - val_acc: 0.9292 Epoch 01748: val_acc did not improve from 0.94225 Epoch 1749/100000 - 19s - loss: 0.3443 - acc: 0.9360 - val_loss: 0.3767 - val_acc: 0.9055 Epoch 01749: val_acc did not improve from 0.94225 Epoch 1750/100000 - 19s - loss: 0.3460 - acc: 0.9357 - val_loss: 0.3426 - val_acc: 0.9266 Epoch 01750: val_acc did not improve from 0.94225 Epoch 1751/100000 - 18s - loss: 0.3447 - acc: 0.9355 - val_loss: 0.3402 - val_acc: 0.9332 Epoch 01751: val_acc did not improve from 0.94225 Epoch 1752/100000 - 19s - loss: 0.3440 - acc: 0.9366 - val_loss: 0.3238 - val_acc: 0.9387 Epoch 01752: val_acc did not improve from 0.94225 Epoch 1753/100000 - 18s - loss: 0.3451 - acc: 0.9357 - val_loss: 0.4722 - val_acc: 0.8796 Epoch 01753: val_acc did not improve from 0.94225 Epoch 1754/100000 - 19s - loss: 0.3444 - acc: 0.9354 - val_loss: 0.3667 - val_acc: 0.9242 Epoch 01754: val_acc did not improve from 0.94225 Epoch 1755/100000 - 19s - loss: 0.3422 - acc: 0.9365 - val_loss: 0.3503 - val_acc: 0.9296 Epoch 01755: val_acc did not improve from 0.94225 Epoch 1756/100000 - 18s - loss: 0.3440 - acc: 0.9365 - val_loss: 0.3486 - val_acc: 0.9304 Epoch 01756: val_acc did not improve from 0.94225 Epoch 1757/100000 - 19s - loss: 0.3459 - acc: 0.9360 - val_loss: 0.3721 - val_acc: 0.9223 Epoch 01757: val_acc did not improve from 0.94225 Epoch 1758/100000 - 19s - loss: 0.3422 - acc: 0.9370 - val_loss: 0.3434 - val_acc: 0.9302 Epoch 01758: val_acc did not improve from 0.94225 Epoch 1759/100000 - 18s - loss: 0.3469 - acc: 0.9354 - val_loss: 0.3970 - val_acc: 0.9048 Epoch 01759: val_acc did not improve from 0.94225 Epoch 1760/100000 - 18s - loss: 0.3462 - acc: 0.9358 - val_loss: 0.4063 - val_acc: 0.9033 Epoch 01760: val_acc did not improve from 0.94225 Epoch 1761/100000 - 19s - loss: 0.3471 - acc: 0.9356 - val_loss: 0.3360 - val_acc: 0.9354 Epoch 01761: val_acc did not improve from 0.94225 Epoch 1762/100000 - 18s - loss: 0.3458 - acc: 0.9357 - val_loss: 0.3582 - val_acc: 0.9275 Epoch 01762: val_acc did not improve from 0.94225 Epoch 1763/100000 - 19s - loss: 0.3464 - acc: 0.9352 - val_loss: 0.3693 - val_acc: 0.9172 Epoch 01763: val_acc did not improve from 0.94225 Epoch 1764/100000 - 19s - loss: 0.3433 - acc: 0.9360 - val_loss: 0.3368 - val_acc: 0.9334 Epoch 01764: val_acc did not improve from 0.94225 Epoch 1765/100000 - 19s - loss: 0.3435 - acc: 0.9361 - val_loss: 0.3365 - val_acc: 0.9364 Epoch 01765: val_acc did not improve from 0.94225 Epoch 1766/100000 - 19s - loss: 0.3482 - acc: 0.9354 - val_loss: 0.3367 - val_acc: 0.9391 Epoch 01766: val_acc did not improve from 0.94225 Epoch 1767/100000 - 19s - loss: 0.3449 - acc: 0.9360 - val_loss: 0.3322 - val_acc: 0.9333 Epoch 01767: val_acc did not improve from 0.94225 Epoch 1768/100000 - 19s - loss: 0.3461 - acc: 0.9358 - val_loss: 0.5011 - val_acc: 0.8784 Epoch 01768: val_acc did not improve from 0.94225 Epoch 1769/100000 - 18s - loss: 0.3445 - acc: 0.9361 - val_loss: 0.3607 - val_acc: 0.9216 Epoch 01769: val_acc did not improve from 0.94225 Epoch 1770/100000 - 19s - loss: 0.3439 - acc: 0.9361 - val_loss: 0.3617 - val_acc: 0.9244 Epoch 01770: val_acc did not improve from 0.94225 Epoch 1771/100000 - 19s - loss: 0.3460 - acc: 0.9355 - val_loss: 0.3482 - val_acc: 0.9360 Epoch 01771: val_acc did not improve from 0.94225 Epoch 1772/100000 - 19s - loss: 0.3451 - acc: 0.9363 - val_loss: 0.3517 - val_acc: 0.9241 Epoch 01772: val_acc did not improve from 0.94225 Epoch 1773/100000 - 19s - loss: 0.3476 - acc: 0.9357 - val_loss: 0.3437 - val_acc: 0.9306 Epoch 01773: val_acc did not improve from 0.94225 Epoch 1774/100000 - 18s - loss: 0.3475 - acc: 0.9351 - val_loss: 0.3953 - val_acc: 0.9081 Epoch 01774: val_acc did not improve from 0.94225 Epoch 1775/100000 - 19s - loss: 0.3455 - acc: 0.9353 - val_loss: 0.3874 - val_acc: 0.9141 Epoch 01775: val_acc did not improve from 0.94225 Epoch 1776/100000 - 19s - loss: 0.3438 - acc: 0.9358 - val_loss: 0.3388 - val_acc: 0.9352 Epoch 01776: val_acc did not improve from 0.94225 Epoch 1777/100000 - 19s - loss: 0.3433 - acc: 0.9360 - val_loss: 0.3924 - val_acc: 0.9108 Epoch 01777: val_acc did not improve from 0.94225 Epoch 1778/100000 - 19s - loss: 0.3443 - acc: 0.9354 - val_loss: 0.3360 - val_acc: 0.9354 Epoch 01778: val_acc did not improve from 0.94225 Epoch 1779/100000 - 19s - loss: 0.3449 - acc: 0.9362 - val_loss: 0.4493 - val_acc: 0.9014 Epoch 01779: val_acc did not improve from 0.94225 Epoch 1780/100000 - 19s - loss: 0.3450 - acc: 0.9362 - val_loss: 0.3414 - val_acc: 0.9296 Epoch 01780: val_acc did not improve from 0.94225 Epoch 1781/100000 - 19s - loss: 0.3449 - acc: 0.9357 - val_loss: 0.3748 - val_acc: 0.9180 Epoch 01781: val_acc did not improve from 0.94225 Epoch 1782/100000 - 18s - loss: 0.3441 - acc: 0.9363 - val_loss: 0.3718 - val_acc: 0.9294 Epoch 01782: val_acc did not improve from 0.94225 Epoch 1783/100000 - 19s - loss: 0.3457 - acc: 0.9358 - val_loss: 0.3416 - val_acc: 0.9365 Epoch 01783: val_acc did not improve from 0.94225 Epoch 1784/100000 - 19s - loss: 0.3454 - acc: 0.9360 - val_loss: 0.4069 - val_acc: 0.9051 Epoch 01784: val_acc did not improve from 0.94225 Epoch 1785/100000 - 19s - loss: 0.3436 - acc: 0.9367 - val_loss: 0.3453 - val_acc: 0.9312 Epoch 01785: val_acc did not improve from 0.94225 Epoch 1786/100000 - 18s - loss: 0.3436 - acc: 0.9363 - val_loss: 0.3952 - val_acc: 0.9058 Epoch 01786: val_acc did not improve from 0.94225 Epoch 1787/100000 - 19s - loss: 0.3453 - acc: 0.9362 - val_loss: 0.3863 - val_acc: 0.9085 Epoch 01787: val_acc did not improve from 0.94225 Epoch 1788/100000 - 18s - loss: 0.3433 - acc: 0.9366 - val_loss: 0.3388 - val_acc: 0.9359 Epoch 01788: val_acc did not improve from 0.94225 Epoch 1789/100000 - 19s - loss: 0.3472 - acc: 0.9351 - val_loss: 0.3632 - val_acc: 0.9232 Epoch 01789: val_acc did not improve from 0.94225 Epoch 1790/100000 - 18s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3549 - val_acc: 0.9297 Epoch 01790: val_acc did not improve from 0.94225 Epoch 1791/100000 - 19s - loss: 0.3456 - acc: 0.9351 - val_loss: 0.3600 - val_acc: 0.9195 Epoch 01791: val_acc did not improve from 0.94225 Epoch 1792/100000 - 19s - loss: 0.3457 - acc: 0.9356 - val_loss: 0.3565 - val_acc: 0.9310 Epoch 01792: val_acc did not improve from 0.94225 Epoch 1793/100000 - 19s - loss: 0.3449 - acc: 0.9359 - val_loss: 0.3614 - val_acc: 0.9238 Epoch 01793: val_acc did not improve from 0.94225 Epoch 1794/100000 - 19s - loss: 0.3473 - acc: 0.9358 - val_loss: 0.3562 - val_acc: 0.9309 Epoch 01794: val_acc did not improve from 0.94225 Epoch 1795/100000 - 19s - loss: 0.3457 - acc: 0.9357 - val_loss: 0.3765 - val_acc: 0.9223 Epoch 01795: val_acc did not improve from 0.94225 Epoch 1796/100000 - 19s - loss: 0.3454 - acc: 0.9355 - val_loss: 0.3620 - val_acc: 0.9217 Epoch 01796: val_acc did not improve from 0.94225 Epoch 1797/100000 - 19s - loss: 0.3472 - acc: 0.9349 - val_loss: 0.3366 - val_acc: 0.9320 Epoch 01797: val_acc did not improve from 0.94225 Epoch 1798/100000 - 19s - loss: 0.3437 - acc: 0.9369 - val_loss: 0.3318 - val_acc: 0.9350 Epoch 01798: val_acc did not improve from 0.94225 Epoch 1799/100000 - 19s - loss: 0.3499 - acc: 0.9347 - val_loss: 0.3550 - val_acc: 0.9320 Epoch 01799: val_acc did not improve from 0.94225 Epoch 1800/100000 - 19s - loss: 0.3434 - acc: 0.9360 - val_loss: 0.3579 - val_acc: 0.9295 Epoch 01800: val_acc did not improve from 0.94225 Epoch 1801/100000 - 18s - loss: 0.3461 - acc: 0.9351 - val_loss: 0.3316 - val_acc: 0.9360 Epoch 01801: val_acc did not improve from 0.94225 Epoch 1802/100000 - 19s - loss: 0.3431 - acc: 0.9370 - val_loss: 0.3450 - val_acc: 0.9359 Epoch 01802: val_acc did not improve from 0.94225 Epoch 1803/100000 - 19s - loss: 0.3478 - acc: 0.9351 - val_loss: 0.3380 - val_acc: 0.9391 Epoch 01803: val_acc did not improve from 0.94225 Epoch 1804/100000 - 19s - loss: 0.3470 - acc: 0.9360 - val_loss: 0.3379 - val_acc: 0.9327 Epoch 01804: val_acc did not improve from 0.94225 Epoch 1805/100000 - 18s - loss: 0.3482 - acc: 0.9349 - val_loss: 0.3516 - val_acc: 0.9345 Epoch 01805: val_acc did not improve from 0.94225 Epoch 1806/100000 - 19s - loss: 0.3464 - acc: 0.9354 - val_loss: 0.3631 - val_acc: 0.9328 Epoch 01806: val_acc did not improve from 0.94225 Epoch 1807/100000 - 19s - loss: 0.3455 - acc: 0.9356 - val_loss: 0.3397 - val_acc: 0.9381 Epoch 01807: val_acc did not improve from 0.94225 Epoch 1808/100000 - 19s - loss: 0.3449 - acc: 0.9356 - val_loss: 0.4644 - val_acc: 0.8650 Epoch 01808: val_acc did not improve from 0.94225 Epoch 1809/100000 - 19s - loss: 0.3421 - acc: 0.9365 - val_loss: 0.4945 - val_acc: 0.8542 Epoch 01809: val_acc did not improve from 0.94225 Epoch 1810/100000 - 19s - loss: 0.3462 - acc: 0.9360 - val_loss: 0.3433 - val_acc: 0.9287 Epoch 01810: val_acc did not improve from 0.94225 Epoch 1811/100000 - 18s - loss: 0.3458 - acc: 0.9351 - val_loss: 0.3511 - val_acc: 0.9299 Epoch 01811: val_acc did not improve from 0.94225 Epoch 1812/100000 - 19s - loss: 0.3450 - acc: 0.9354 - val_loss: 0.3510 - val_acc: 0.9313 Epoch 01812: val_acc did not improve from 0.94225 Epoch 1813/100000 - 19s - loss: 0.3432 - acc: 0.9359 - val_loss: 0.3347 - val_acc: 0.9345 Epoch 01813: val_acc did not improve from 0.94225 Epoch 1814/100000 - 19s - loss: 0.3454 - acc: 0.9358 - val_loss: 0.3679 - val_acc: 0.9173 Epoch 01814: val_acc did not improve from 0.94225 Epoch 1815/100000 - 18s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3394 - val_acc: 0.9348 Epoch 01815: val_acc did not improve from 0.94225 Epoch 1816/100000 - 19s - loss: 0.3454 - acc: 0.9356 - val_loss: 0.4141 - val_acc: 0.8937 Epoch 01816: val_acc did not improve from 0.94225 Epoch 1817/100000 - 19s - loss: 0.3465 - acc: 0.9359 - val_loss: 0.3329 - val_acc: 0.9381 Epoch 01817: val_acc did not improve from 0.94225 Epoch 1818/100000 - 18s - loss: 0.3493 - acc: 0.9352 - val_loss: 0.3462 - val_acc: 0.9310 Epoch 01818: val_acc did not improve from 0.94225 Epoch 1819/100000 - 19s - loss: 0.3462 - acc: 0.9366 - val_loss: 0.3872 - val_acc: 0.9099 Epoch 01819: val_acc did not improve from 0.94225 Epoch 1820/100000 - 18s - loss: 0.3465 - acc: 0.9351 - val_loss: 0.4943 - val_acc: 0.8578 Epoch 01820: val_acc did not improve from 0.94225 Epoch 1821/100000 - 19s - loss: 0.3467 - acc: 0.9355 - val_loss: 0.3535 - val_acc: 0.9312 Epoch 01821: val_acc did not improve from 0.94225 Epoch 1822/100000 - 18s - loss: 0.3455 - acc: 0.9355 - val_loss: 0.3351 - val_acc: 0.9348 Epoch 01822: val_acc did not improve from 0.94225 Epoch 1823/100000 - 19s - loss: 0.3469 - acc: 0.9359 - val_loss: 0.3380 - val_acc: 0.9322 Epoch 01823: val_acc did not improve from 0.94225 Epoch 1824/100000 - 18s - loss: 0.3442 - acc: 0.9356 - val_loss: 0.3514 - val_acc: 0.9299 Epoch 01824: val_acc did not improve from 0.94225 Epoch 1825/100000 - 19s - loss: 0.3450 - acc: 0.9359 - val_loss: 0.4265 - val_acc: 0.8963 Epoch 01825: val_acc did not improve from 0.94225 Epoch 1826/100000 - 19s - loss: 0.3453 - acc: 0.9362 - val_loss: 0.3394 - val_acc: 0.9353 Epoch 01826: val_acc did not improve from 0.94225 Epoch 1827/100000 - 18s - loss: 0.3455 - acc: 0.9353 - val_loss: 0.3601 - val_acc: 0.9244 Epoch 01827: val_acc did not improve from 0.94225 Epoch 1828/100000 - 19s - loss: 0.3453 - acc: 0.9359 - val_loss: 0.3357 - val_acc: 0.9338 Epoch 01828: val_acc did not improve from 0.94225 Epoch 1829/100000 - 19s - loss: 0.3459 - acc: 0.9356 - val_loss: 0.3413 - val_acc: 0.9320 Epoch 01829: val_acc did not improve from 0.94225 Epoch 1830/100000 - 19s - loss: 0.3445 - acc: 0.9353 - val_loss: 0.3349 - val_acc: 0.9355 Epoch 01830: val_acc did not improve from 0.94225 Epoch 1831/100000 - 18s - loss: 0.3448 - acc: 0.9364 - val_loss: 0.3533 - val_acc: 0.9257 Epoch 01831: val_acc did not improve from 0.94225 Epoch 1832/100000 - 19s - loss: 0.3459 - acc: 0.9356 - val_loss: 0.3687 - val_acc: 0.9172 Epoch 01832: val_acc did not improve from 0.94225 Epoch 1833/100000 - 19s - loss: 0.3490 - acc: 0.9345 - val_loss: 0.3467 - val_acc: 0.9362 Epoch 01833: val_acc did not improve from 0.94225 Epoch 1834/100000 - 19s - loss: 0.3482 - acc: 0.9358 - val_loss: 0.3371 - val_acc: 0.9357 Epoch 01834: val_acc did not improve from 0.94225 Epoch 1835/100000 - 19s - loss: 0.3454 - acc: 0.9363 - val_loss: 0.3371 - val_acc: 0.9380 Epoch 01835: val_acc did not improve from 0.94225 Epoch 1836/100000 - 19s - loss: 0.3487 - acc: 0.9353 - val_loss: 0.4199 - val_acc: 0.8958 Epoch 01836: val_acc did not improve from 0.94225 Epoch 1837/100000 - 19s - loss: 0.3425 - acc: 0.9361 - val_loss: 0.4083 - val_acc: 0.9120 Epoch 01837: val_acc did not improve from 0.94225 Epoch 1838/100000 - 19s - loss: 0.3433 - acc: 0.9363 - val_loss: 0.3328 - val_acc: 0.9348 Epoch 01838: val_acc did not improve from 0.94225 Epoch 1839/100000 - 19s - loss: 0.3430 - acc: 0.9363 - val_loss: 0.3676 - val_acc: 0.9196 Epoch 01839: val_acc did not improve from 0.94225 Epoch 1840/100000 - 19s - loss: 0.3451 - acc: 0.9357 - val_loss: 0.3266 - val_acc: 0.9389 Epoch 01840: val_acc did not improve from 0.94225 Epoch 1841/100000 - 19s - loss: 0.3429 - acc: 0.9358 - val_loss: 0.4048 - val_acc: 0.8994 Epoch 01841: val_acc did not improve from 0.94225 Epoch 1842/100000 - 19s - loss: 0.3487 - acc: 0.9354 - val_loss: 0.3389 - val_acc: 0.9346 Epoch 01842: val_acc did not improve from 0.94225 Epoch 1843/100000 - 19s - loss: 0.3438 - acc: 0.9361 - val_loss: 0.3264 - val_acc: 0.9400 Epoch 01843: val_acc did not improve from 0.94225 Epoch 1844/100000 - 19s - loss: 0.3454 - acc: 0.9353 - val_loss: 0.3441 - val_acc: 0.9333 Epoch 01844: val_acc did not improve from 0.94225 Epoch 1845/100000 - 19s - loss: 0.3437 - acc: 0.9360 - val_loss: 0.3494 - val_acc: 0.9380 Epoch 01845: val_acc did not improve from 0.94225 Epoch 1846/100000 - 19s - loss: 0.3463 - acc: 0.9351 - val_loss: 0.3424 - val_acc: 0.9337 Epoch 01846: val_acc did not improve from 0.94225 Epoch 1847/100000 - 19s - loss: 0.3446 - acc: 0.9356 - val_loss: 0.3768 - val_acc: 0.9230 Epoch 01847: val_acc did not improve from 0.94225 Epoch 1848/100000 - 19s - loss: 0.3474 - acc: 0.9363 - val_loss: 0.3597 - val_acc: 0.9245 Epoch 01848: val_acc did not improve from 0.94225 Epoch 1849/100000 - 19s - loss: 0.3456 - acc: 0.9359 - val_loss: 0.3336 - val_acc: 0.9362 Epoch 01849: val_acc did not improve from 0.94225 Epoch 1850/100000 - 19s - loss: 0.3447 - acc: 0.9362 - val_loss: 0.3817 - val_acc: 0.9098 Epoch 01850: val_acc did not improve from 0.94225 Epoch 1851/100000 - 19s - loss: 0.3429 - acc: 0.9366 - val_loss: 0.3690 - val_acc: 0.9146 Epoch 01851: val_acc did not improve from 0.94225 Epoch 1852/100000 - 19s - loss: 0.3431 - acc: 0.9359 - val_loss: 0.3440 - val_acc: 0.9333 Epoch 01852: val_acc did not improve from 0.94225 Epoch 1853/100000 - 19s - loss: 0.3442 - acc: 0.9356 - val_loss: 0.3455 - val_acc: 0.9311 Epoch 01853: val_acc did not improve from 0.94225 Epoch 1854/100000 - 18s - loss: 0.3458 - acc: 0.9353 - val_loss: 0.3345 - val_acc: 0.9348 Epoch 01854: val_acc did not improve from 0.94225 Epoch 1855/100000 - 19s - loss: 0.3426 - acc: 0.9366 - val_loss: 0.3273 - val_acc: 0.9374 Epoch 01855: val_acc did not improve from 0.94225 Epoch 1856/100000 - 19s - loss: 0.3475 - acc: 0.9348 - val_loss: 0.3643 - val_acc: 0.9217 Epoch 01856: val_acc did not improve from 0.94225 Epoch 1857/100000 - 18s - loss: 0.3485 - acc: 0.9351 - val_loss: 0.3886 - val_acc: 0.9213 Epoch 01857: val_acc did not improve from 0.94225 Epoch 1858/100000 - 19s - loss: 0.3481 - acc: 0.9356 - val_loss: 0.3429 - val_acc: 0.9258 Epoch 01858: val_acc did not improve from 0.94225 Epoch 1859/100000 - 19s - loss: 0.3457 - acc: 0.9355 - val_loss: 0.3502 - val_acc: 0.9313 Epoch 01859: val_acc did not improve from 0.94225 Epoch 1860/100000 - 19s - loss: 0.3444 - acc: 0.9357 - val_loss: 0.3297 - val_acc: 0.9379 Epoch 01860: val_acc did not improve from 0.94225 Epoch 1861/100000 - 18s - loss: 0.3473 - acc: 0.9359 - val_loss: 0.3376 - val_acc: 0.9361 Epoch 01861: val_acc did not improve from 0.94225 Epoch 1862/100000 - 19s - loss: 0.3442 - acc: 0.9366 - val_loss: 0.3787 - val_acc: 0.9207 Epoch 01862: val_acc did not improve from 0.94225 Epoch 1863/100000 - 19s - loss: 0.3449 - acc: 0.9356 - val_loss: 0.3275 - val_acc: 0.9373 Epoch 01863: val_acc did not improve from 0.94225 Epoch 1864/100000 - 19s - loss: 0.3443 - acc: 0.9361 - val_loss: 0.3474 - val_acc: 0.9353 Epoch 01864: val_acc did not improve from 0.94225 Epoch 1865/100000 - 19s - loss: 0.3452 - acc: 0.9356 - val_loss: 0.4720 - val_acc: 0.8775 Epoch 01865: val_acc did not improve from 0.94225 Epoch 1866/100000 - 19s - loss: 0.3463 - acc: 0.9364 - val_loss: 0.3485 - val_acc: 0.9291 Epoch 01866: val_acc did not improve from 0.94225 Epoch 1867/100000 - 19s - loss: 0.3443 - acc: 0.9360 - val_loss: 0.3654 - val_acc: 0.9213 Epoch 01867: val_acc did not improve from 0.94225 Epoch 1868/100000 - 19s - loss: 0.3439 - acc: 0.9363 - val_loss: 0.4282 - val_acc: 0.8903 Epoch 01868: val_acc did not improve from 0.94225 Epoch 1869/100000 - 19s - loss: 0.3466 - acc: 0.9356 - val_loss: 0.3756 - val_acc: 0.9195 Epoch 01869: val_acc did not improve from 0.94225 Epoch 1870/100000 - 19s - loss: 0.3430 - acc: 0.9366 - val_loss: 0.3423 - val_acc: 0.9318 Epoch 01870: val_acc did not improve from 0.94225 Epoch 1871/100000 - 19s - loss: 0.3438 - acc: 0.9356 - val_loss: 0.3364 - val_acc: 0.9362 Epoch 01871: val_acc did not improve from 0.94225 Epoch 1872/100000 - 19s - loss: 0.3428 - acc: 0.9361 - val_loss: 0.3392 - val_acc: 0.9355 Epoch 01872: val_acc did not improve from 0.94225 Epoch 1873/100000 - 19s - loss: 0.3440 - acc: 0.9363 - val_loss: 0.3449 - val_acc: 0.9339 Epoch 01873: val_acc did not improve from 0.94225 Epoch 1874/100000 - 19s - loss: 0.3462 - acc: 0.9351 - val_loss: 0.3953 - val_acc: 0.9092 Epoch 01874: val_acc did not improve from 0.94225 Epoch 1875/100000 - 19s - loss: 0.3439 - acc: 0.9367 - val_loss: 0.3386 - val_acc: 0.9369 Epoch 01875: val_acc did not improve from 0.94225 Epoch 1876/100000 - 19s - loss: 0.3451 - acc: 0.9361 - val_loss: 0.3408 - val_acc: 0.9348 Epoch 01876: val_acc did not improve from 0.94225 Epoch 1877/100000 - 19s - loss: 0.3465 - acc: 0.9359 - val_loss: 0.3338 - val_acc: 0.9366 Epoch 01877: val_acc did not improve from 0.94225 Epoch 1878/100000 - 19s - loss: 0.3448 - acc: 0.9360 - val_loss: 0.3281 - val_acc: 0.9375 Epoch 01878: val_acc did not improve from 0.94225 Epoch 1879/100000 - 19s - loss: 0.3501 - acc: 0.9347 - val_loss: 0.3600 - val_acc: 0.9245 Epoch 01879: val_acc did not improve from 0.94225 Epoch 1880/100000 - 19s - loss: 0.3444 - acc: 0.9362 - val_loss: 0.3468 - val_acc: 0.9281 Epoch 01880: val_acc did not improve from 0.94225 Epoch 1881/100000 - 19s - loss: 0.3463 - acc: 0.9356 - val_loss: 0.3463 - val_acc: 0.9344 Epoch 01881: val_acc did not improve from 0.94225 Epoch 1882/100000 - 19s - loss: 0.3456 - acc: 0.9362 - val_loss: 0.3378 - val_acc: 0.9345 Epoch 01882: val_acc did not improve from 0.94225 Epoch 1883/100000 - 19s - loss: 0.3486 - acc: 0.9348 - val_loss: 0.4030 - val_acc: 0.9203 Epoch 01883: val_acc did not improve from 0.94225 Epoch 1884/100000 - 18s - loss: 0.3457 - acc: 0.9350 - val_loss: 0.3446 - val_acc: 0.9351 Epoch 01884: val_acc did not improve from 0.94225 Epoch 1885/100000 - 19s - loss: 0.3457 - acc: 0.9359 - val_loss: 0.3403 - val_acc: 0.9326 Epoch 01885: val_acc did not improve from 0.94225 Epoch 1886/100000 - 18s - loss: 0.3436 - acc: 0.9359 - val_loss: 0.3296 - val_acc: 0.9373 Epoch 01886: val_acc did not improve from 0.94225 Epoch 1887/100000 - 19s - loss: 0.3444 - acc: 0.9356 - val_loss: 0.3730 - val_acc: 0.9352 Epoch 01887: val_acc did not improve from 0.94225 Epoch 1888/100000 - 18s - loss: 0.3432 - acc: 0.9364 - val_loss: 0.3392 - val_acc: 0.9370 Epoch 01888: val_acc did not improve from 0.94225 Epoch 1889/100000 - 19s - loss: 0.3470 - acc: 0.9346 - val_loss: 0.3721 - val_acc: 0.9356 Epoch 01889: val_acc did not improve from 0.94225 Epoch 1890/100000 - 18s - loss: 0.3470 - acc: 0.9361 - val_loss: 0.4126 - val_acc: 0.9019 Epoch 01890: val_acc did not improve from 0.94225 Epoch 1891/100000 - 19s - loss: 0.3465 - acc: 0.9352 - val_loss: 0.3599 - val_acc: 0.9315 Epoch 01891: val_acc did not improve from 0.94225 Epoch 1892/100000 - 18s - loss: 0.3444 - acc: 0.9359 - val_loss: 0.3766 - val_acc: 0.9184 Epoch 01892: val_acc did not improve from 0.94225 Epoch 01892: ReduceLROnPlateau reducing learning rate to 0.0006634203542489559. Epoch 1893/100000 - 18s - loss: 0.3396 - acc: 0.9357 - val_loss: 0.3297 - val_acc: 0.9348 Epoch 01893: val_acc did not improve from 0.94225 Epoch 1894/100000 - 18s - loss: 0.3397 - acc: 0.9355 - val_loss: 0.3516 - val_acc: 0.9317 Epoch 01894: val_acc did not improve from 0.94225 Epoch 1895/100000 - 18s - loss: 0.3364 - acc: 0.9359 - val_loss: 0.3380 - val_acc: 0.9297 Epoch 01895: val_acc did not improve from 0.94225 Epoch 1896/100000 - 19s - loss: 0.3376 - acc: 0.9362 - val_loss: 0.3287 - val_acc: 0.9347 Epoch 01896: val_acc did not improve from 0.94225 Epoch 1897/100000 - 18s - loss: 0.3398 - acc: 0.9353 - val_loss: 0.5274 - val_acc: 0.8443 Epoch 01897: val_acc did not improve from 0.94225 Epoch 1898/100000 - 19s - loss: 0.3387 - acc: 0.9359 - val_loss: 0.6311 - val_acc: 0.8186 Epoch 01898: val_acc did not improve from 0.94225 Epoch 1899/100000 - 19s - loss: 0.3411 - acc: 0.9353 - val_loss: 0.3286 - val_acc: 0.9376 Epoch 01899: val_acc did not improve from 0.94225 Epoch 1900/100000 - 19s - loss: 0.3371 - acc: 0.9370 - val_loss: 0.3265 - val_acc: 0.9394 Epoch 01900: val_acc did not improve from 0.94225 Epoch 1901/100000 - 19s - loss: 0.3371 - acc: 0.9364 - val_loss: 0.3699 - val_acc: 0.9204 Epoch 01901: val_acc did not improve from 0.94225 Epoch 1902/100000 - 19s - loss: 0.3402 - acc: 0.9352 - val_loss: 0.3211 - val_acc: 0.9392 Epoch 01902: val_acc did not improve from 0.94225 Epoch 1903/100000 - 19s - loss: 0.3367 - acc: 0.9364 - val_loss: 0.3658 - val_acc: 0.9219 Epoch 01903: val_acc did not improve from 0.94225 Epoch 1904/100000 - 18s - loss: 0.3389 - acc: 0.9361 - val_loss: 0.3663 - val_acc: 0.9204 Epoch 01904: val_acc did not improve from 0.94225 Epoch 1905/100000 - 19s - loss: 0.3407 - acc: 0.9355 - val_loss: 0.3689 - val_acc: 0.9154 Epoch 01905: val_acc did not improve from 0.94225 Epoch 1906/100000 - 18s - loss: 0.3377 - acc: 0.9362 - val_loss: 0.3263 - val_acc: 0.9368 Epoch 01906: val_acc did not improve from 0.94225 Epoch 1907/100000 - 18s - loss: 0.3376 - acc: 0.9362 - val_loss: 0.4354 - val_acc: 0.8946 Epoch 01907: val_acc did not improve from 0.94225 Epoch 1908/100000 - 19s - loss: 0.3376 - acc: 0.9363 - val_loss: 0.3607 - val_acc: 0.9279 Epoch 01908: val_acc did not improve from 0.94225 Epoch 1909/100000 - 19s - loss: 0.3379 - acc: 0.9358 - val_loss: 0.3790 - val_acc: 0.9100 Epoch 01909: val_acc did not improve from 0.94225 Epoch 1910/100000 - 18s - loss: 0.3392 - acc: 0.9357 - val_loss: 0.3260 - val_acc: 0.9363 Epoch 01910: val_acc did not improve from 0.94225 Epoch 1911/100000 - 19s - loss: 0.3397 - acc: 0.9354 - val_loss: 0.3240 - val_acc: 0.9389 Epoch 01911: val_acc did not improve from 0.94225 Epoch 1912/100000 - 19s - loss: 0.3392 - acc: 0.9358 - val_loss: 0.3316 - val_acc: 0.9329 Epoch 01912: val_acc did not improve from 0.94225 Epoch 1913/100000 - 19s - loss: 0.3367 - acc: 0.9365 - val_loss: 0.3337 - val_acc: 0.9373 Epoch 01913: val_acc did not improve from 0.94225 Epoch 1914/100000 - 19s - loss: 0.3390 - acc: 0.9362 - val_loss: 0.3576 - val_acc: 0.9208 Epoch 01914: val_acc did not improve from 0.94225 Epoch 1915/100000 - 19s - loss: 0.3398 - acc: 0.9358 - val_loss: 0.3367 - val_acc: 0.9393 Epoch 01915: val_acc did not improve from 0.94225 Epoch 1916/100000 - 18s - loss: 0.3396 - acc: 0.9354 - val_loss: 0.3309 - val_acc: 0.9377 Epoch 01916: val_acc did not improve from 0.94225 Epoch 1917/100000 - 19s - loss: 0.3388 - acc: 0.9361 - val_loss: 0.3215 - val_acc: 0.9370 Epoch 01917: val_acc did not improve from 0.94225 Epoch 1918/100000 - 18s - loss: 0.3384 - acc: 0.9360 - val_loss: 0.3281 - val_acc: 0.9364 Epoch 01918: val_acc did not improve from 0.94225 Epoch 1919/100000 - 19s - loss: 0.3367 - acc: 0.9371 - val_loss: 0.3318 - val_acc: 0.9339 Epoch 01919: val_acc did not improve from 0.94225 Epoch 1920/100000 - 18s - loss: 0.3412 - acc: 0.9350 - val_loss: 0.3378 - val_acc: 0.9339 Epoch 01920: val_acc did not improve from 0.94225 Epoch 1921/100000 - 19s - loss: 0.3380 - acc: 0.9365 - val_loss: 0.3630 - val_acc: 0.9338 Epoch 01921: val_acc did not improve from 0.94225 Epoch 1922/100000 - 18s - loss: 0.3374 - acc: 0.9363 - val_loss: 0.3540 - val_acc: 0.9206 Epoch 01922: val_acc did not improve from 0.94225 Epoch 1923/100000 - 19s - loss: 0.3382 - acc: 0.9356 - val_loss: 0.3264 - val_acc: 0.9362 Epoch 01923: val_acc did not improve from 0.94225 Epoch 1924/100000 - 19s - loss: 0.3390 - acc: 0.9351 - val_loss: 0.3745 - val_acc: 0.9175 Epoch 01924: val_acc did not improve from 0.94225 Epoch 1925/100000 - 18s - loss: 0.3367 - acc: 0.9365 - val_loss: 0.4982 - val_acc: 0.8501 Epoch 01925: val_acc did not improve from 0.94225 Epoch 1926/100000 - 19s - loss: 0.3383 - acc: 0.9354 - val_loss: 0.3614 - val_acc: 0.9328 Epoch 01926: val_acc did not improve from 0.94225 Epoch 1927/100000 - 19s - loss: 0.3390 - acc: 0.9359 - val_loss: 0.4017 - val_acc: 0.9062 Epoch 01927: val_acc did not improve from 0.94225 Epoch 1928/100000 - 19s - loss: 0.3574 - acc: 0.9344 - val_loss: 0.3459 - val_acc: 0.9274 Epoch 01928: val_acc did not improve from 0.94225 Epoch 1929/100000 - 19s - loss: 0.3433 - acc: 0.9359 - val_loss: 0.3590 - val_acc: 0.9246 Epoch 01929: val_acc did not improve from 0.94225 Epoch 1930/100000 - 19s - loss: 0.3396 - acc: 0.9363 - val_loss: 0.3248 - val_acc: 0.9387 Epoch 01930: val_acc did not improve from 0.94225 Epoch 1931/100000 - 18s - loss: 0.3386 - acc: 0.9363 - val_loss: 0.3324 - val_acc: 0.9371 Epoch 01931: val_acc did not improve from 0.94225 Epoch 1932/100000 - 19s - loss: 0.3385 - acc: 0.9357 - val_loss: 0.3623 - val_acc: 0.9247 Epoch 01932: val_acc did not improve from 0.94225 Epoch 1933/100000 - 19s - loss: 0.3369 - acc: 0.9367 - val_loss: 0.3405 - val_acc: 0.9316 Epoch 01933: val_acc did not improve from 0.94225 Epoch 1934/100000 - 19s - loss: 0.3373 - acc: 0.9365 - val_loss: 0.3684 - val_acc: 0.9263 Epoch 01934: val_acc did not improve from 0.94225 Epoch 1935/100000 - 19s - loss: 0.3375 - acc: 0.9365 - val_loss: 0.3464 - val_acc: 0.9294 Epoch 01935: val_acc did not improve from 0.94225 Epoch 1936/100000 - 19s - loss: 0.3357 - acc: 0.9368 - val_loss: 0.4412 - val_acc: 0.8824 Epoch 01936: val_acc did not improve from 0.94225 Epoch 1937/100000 - 19s - loss: 0.3405 - acc: 0.9347 - val_loss: 0.3646 - val_acc: 0.9215 Epoch 01937: val_acc did not improve from 0.94225 Epoch 1938/100000 - 19s - loss: 0.3385 - acc: 0.9350 - val_loss: 0.3396 - val_acc: 0.9291 Epoch 01938: val_acc did not improve from 0.94225 Epoch 1939/100000 - 19s - loss: 0.3375 - acc: 0.9359 - val_loss: 0.3470 - val_acc: 0.9251 Epoch 01939: val_acc did not improve from 0.94225 Epoch 1940/100000 - 19s - loss: 0.3379 - acc: 0.9358 - val_loss: 0.3424 - val_acc: 0.9277 Epoch 01940: val_acc did not improve from 0.94225 Epoch 1941/100000 - 18s - loss: 0.3372 - acc: 0.9357 - val_loss: 0.3254 - val_acc: 0.9374 Epoch 01941: val_acc did not improve from 0.94225 Epoch 1942/100000 - 19s - loss: 0.3348 - acc: 0.9366 - val_loss: 0.4281 - val_acc: 0.8955 Epoch 01942: val_acc did not improve from 0.94225 Epoch 1943/100000 - 19s - loss: 0.3380 - acc: 0.9364 - val_loss: 0.4161 - val_acc: 0.8874 Epoch 01943: val_acc did not improve from 0.94225 Epoch 1944/100000 - 18s - loss: 0.3364 - acc: 0.9367 - val_loss: 0.3362 - val_acc: 0.9359 Epoch 01944: val_acc did not improve from 0.94225 Epoch 1945/100000 - 19s - loss: 0.3383 - acc: 0.9357 - val_loss: 0.3365 - val_acc: 0.9359 Epoch 01945: val_acc did not improve from 0.94225 Epoch 1946/100000 - 18s - loss: 0.3394 - acc: 0.9355 - val_loss: 0.3554 - val_acc: 0.9262 Epoch 01946: val_acc did not improve from 0.94225 Epoch 1947/100000 - 18s - loss: 0.3407 - acc: 0.9352 - val_loss: 0.3323 - val_acc: 0.9357 Epoch 01947: val_acc did not improve from 0.94225 Epoch 1948/100000 - 18s - loss: 0.3358 - acc: 0.9365 - val_loss: 0.3352 - val_acc: 0.9350 Epoch 01948: val_acc did not improve from 0.94225 Epoch 1949/100000 - 18s - loss: 0.3373 - acc: 0.9364 - val_loss: 0.3615 - val_acc: 0.9283 Epoch 01949: val_acc did not improve from 0.94225 Epoch 1950/100000 - 18s - loss: 0.3383 - acc: 0.9360 - val_loss: 0.4481 - val_acc: 0.8908 Epoch 01950: val_acc did not improve from 0.94225 Epoch 1951/100000 - 18s - loss: 0.3353 - acc: 0.9367 - val_loss: 0.3681 - val_acc: 0.9222 Epoch 01951: val_acc did not improve from 0.94225 Epoch 1952/100000 - 19s - loss: 0.3383 - acc: 0.9358 - val_loss: 0.3576 - val_acc: 0.9182 Epoch 01952: val_acc did not improve from 0.94225 Epoch 1953/100000 - 19s - loss: 0.3391 - acc: 0.9357 - val_loss: 0.3268 - val_acc: 0.9374 Epoch 01953: val_acc did not improve from 0.94225 Epoch 1954/100000 - 19s - loss: 0.3412 - acc: 0.9361 - val_loss: 0.3746 - val_acc: 0.9137 Epoch 01954: val_acc did not improve from 0.94225 Epoch 1955/100000 - 18s - loss: 0.3406 - acc: 0.9357 - val_loss: 0.3281 - val_acc: 0.9412 Epoch 01955: val_acc did not improve from 0.94225 Epoch 1956/100000 - 19s - loss: 0.3355 - acc: 0.9367 - val_loss: 0.3335 - val_acc: 0.9314 Epoch 01956: val_acc did not improve from 0.94225 Epoch 1957/100000 - 19s - loss: 0.3379 - acc: 0.9359 - val_loss: 0.3946 - val_acc: 0.8980 Epoch 01957: val_acc did not improve from 0.94225 Epoch 1958/100000 - 19s - loss: 0.3383 - acc: 0.9357 - val_loss: 0.3344 - val_acc: 0.9263 Epoch 01958: val_acc did not improve from 0.94225 Epoch 1959/100000 - 19s - loss: 0.3366 - acc: 0.9359 - val_loss: 0.3317 - val_acc: 0.9332 Epoch 01959: val_acc did not improve from 0.94225 Epoch 1960/100000 - 19s - loss: 0.3396 - acc: 0.9348 - val_loss: 0.3438 - val_acc: 0.9324 Epoch 01960: val_acc did not improve from 0.94225 Epoch 1961/100000 - 18s - loss: 0.3386 - acc: 0.9361 - val_loss: 0.3336 - val_acc: 0.9348 Epoch 01961: val_acc did not improve from 0.94225 Epoch 1962/100000 - 19s - loss: 0.3856 - acc: 0.9325 - val_loss: 0.3397 - val_acc: 0.9329 Epoch 01962: val_acc did not improve from 0.94225 Epoch 1963/100000 - 19s - loss: 0.3484 - acc: 0.9358 - val_loss: 0.3832 - val_acc: 0.9013 Epoch 01963: val_acc did not improve from 0.94225 Epoch 1964/100000 - 18s - loss: 0.3457 - acc: 0.9352 - val_loss: 0.3273 - val_acc: 0.9391 Epoch 01964: val_acc did not improve from 0.94225 Epoch 1965/100000 - 19s - loss: 0.3445 - acc: 0.9350 - val_loss: 0.3479 - val_acc: 0.9305 Epoch 01965: val_acc did not improve from 0.94225 Epoch 1966/100000 - 19s - loss: 0.3433 - acc: 0.9355 - val_loss: 0.3806 - val_acc: 0.9073 Epoch 01966: val_acc did not improve from 0.94225 Epoch 1967/100000 - 19s - loss: 0.3463 - acc: 0.9341 - val_loss: 0.3320 - val_acc: 0.9361 Epoch 01967: val_acc did not improve from 0.94225 Epoch 1968/100000 - 19s - loss: 0.3429 - acc: 0.9354 - val_loss: 0.3834 - val_acc: 0.9122 Epoch 01968: val_acc did not improve from 0.94225 Epoch 1969/100000 - 19s - loss: 0.3416 - acc: 0.9362 - val_loss: 0.6219 - val_acc: 0.7903 Epoch 01969: val_acc did not improve from 0.94225 Epoch 1970/100000 - 18s - loss: 0.3480 - acc: 0.9336 - val_loss: 0.3623 - val_acc: 0.9226 Epoch 01970: val_acc did not improve from 0.94225 Epoch 1971/100000 - 19s - loss: 0.3420 - acc: 0.9356 - val_loss: 0.3406 - val_acc: 0.9347 Epoch 01971: val_acc did not improve from 0.94225 Epoch 1972/100000 - 18s - loss: 0.3414 - acc: 0.9354 - val_loss: 0.4540 - val_acc: 0.8788 Epoch 01972: val_acc did not improve from 0.94225 Epoch 1973/100000 - 18s - loss: 0.3437 - acc: 0.9353 - val_loss: 0.4030 - val_acc: 0.8900 Epoch 01973: val_acc did not improve from 0.94225 Epoch 1974/100000 - 18s - loss: 0.3437 - acc: 0.9354 - val_loss: 0.3295 - val_acc: 0.9340 Epoch 01974: val_acc did not improve from 0.94225 Epoch 1975/100000 - 18s - loss: 0.3416 - acc: 0.9357 - val_loss: 0.3305 - val_acc: 0.9356 Epoch 01975: val_acc did not improve from 0.94225 Epoch 1976/100000 - 19s - loss: 0.3437 - acc: 0.9355 - val_loss: 0.3444 - val_acc: 0.9259 Epoch 01976: val_acc did not improve from 0.94225 Epoch 1977/100000 - 19s - loss: 0.3402 - acc: 0.9362 - val_loss: 0.4115 - val_acc: 0.8915 Epoch 01977: val_acc did not improve from 0.94225 Epoch 1978/100000 - 19s - loss: 0.3410 - acc: 0.9358 - val_loss: 0.3272 - val_acc: 0.9356 Epoch 01978: val_acc did not improve from 0.94225 Epoch 1979/100000 - 19s - loss: 0.3505 - acc: 0.9347 - val_loss: 0.3568 - val_acc: 0.9301 Epoch 01979: val_acc did not improve from 0.94225 Epoch 1980/100000 - 19s - loss: 0.3437 - acc: 0.9361 - val_loss: 0.3264 - val_acc: 0.9382 Epoch 01980: val_acc did not improve from 0.94225 Epoch 1981/100000 - 18s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3464 - val_acc: 0.9252 Epoch 01981: val_acc did not improve from 0.94225 Epoch 1982/100000 - 19s - loss: 0.3444 - acc: 0.9356 - val_loss: 0.4236 - val_acc: 0.8851 Epoch 01982: val_acc did not improve from 0.94225 Epoch 1983/100000 - 19s - loss: 0.3433 - acc: 0.9356 - val_loss: 0.3553 - val_acc: 0.9284 Epoch 01983: val_acc did not improve from 0.94225 Epoch 1984/100000 - 19s - loss: 0.3427 - acc: 0.9357 - val_loss: 0.3376 - val_acc: 0.9347 Epoch 01984: val_acc did not improve from 0.94225 Epoch 1985/100000 - 19s - loss: 0.3416 - acc: 0.9357 - val_loss: 0.3321 - val_acc: 0.9347 Epoch 01985: val_acc did not improve from 0.94225 Epoch 1986/100000 - 18s - loss: 0.3424 - acc: 0.9353 - val_loss: 0.3612 - val_acc: 0.9177 Epoch 01986: val_acc did not improve from 0.94225 Epoch 1987/100000 - 18s - loss: 0.3426 - acc: 0.9347 - val_loss: 0.4087 - val_acc: 0.8853 Epoch 01987: val_acc did not improve from 0.94225 Epoch 1988/100000 - 19s - loss: 0.3441 - acc: 0.9350 - val_loss: 0.5892 - val_acc: 0.8060 Epoch 01988: val_acc did not improve from 0.94225 Epoch 1989/100000 - 18s - loss: 0.3434 - acc: 0.9350 - val_loss: 0.3648 - val_acc: 0.9098 Epoch 01989: val_acc did not improve from 0.94225 Epoch 1990/100000 - 19s - loss: 0.3408 - acc: 0.9360 - val_loss: 0.4497 - val_acc: 0.8646 Epoch 01990: val_acc did not improve from 0.94225 Epoch 1991/100000 - 18s - loss: 0.3425 - acc: 0.9353 - val_loss: 0.3556 - val_acc: 0.9252 Epoch 01991: val_acc did not improve from 0.94225 Epoch 1992/100000 - 19s - loss: 0.3443 - acc: 0.9344 - val_loss: 0.3330 - val_acc: 0.9308 Epoch 01992: val_acc did not improve from 0.94225 Epoch 1993/100000 - 19s - loss: 0.3420 - acc: 0.9350 - val_loss: 0.3585 - val_acc: 0.9165 Epoch 01993: val_acc did not improve from 0.94225 Epoch 1994/100000 - 19s - loss: 0.3430 - acc: 0.9345 - val_loss: 0.3227 - val_acc: 0.9372 Epoch 01994: val_acc did not improve from 0.94225 Epoch 1995/100000 - 19s - loss: 0.3397 - acc: 0.9355 - val_loss: 0.3269 - val_acc: 0.9350 Epoch 01995: val_acc did not improve from 0.94225 Epoch 1996/100000 - 19s - loss: 0.3406 - acc: 0.9354 - val_loss: 0.3438 - val_acc: 0.9363 Epoch 01996: val_acc did not improve from 0.94225 Epoch 1997/100000 - 19s - loss: 0.3442 - acc: 0.9349 - val_loss: 0.3937 - val_acc: 0.8923 Epoch 01997: val_acc did not improve from 0.94225 Epoch 1998/100000 - 19s - loss: 0.3396 - acc: 0.9359 - val_loss: 0.4087 - val_acc: 0.8817 Epoch 01998: val_acc did not improve from 0.94225 Epoch 1999/100000 - 19s - loss: 0.3449 - acc: 0.9340 - val_loss: 0.3427 - val_acc: 0.9308 Epoch 01999: val_acc did not improve from 0.94225 Epoch 2000/100000 - 19s - loss: 0.3418 - acc: 0.9354 - val_loss: 0.3387 - val_acc: 0.9327 Epoch 02000: val_acc did not improve from 0.94225 Epoch 2001/100000 - 18s - loss: 0.3411 - acc: 0.9349 - val_loss: 0.3382 - val_acc: 0.9354 Epoch 02001: val_acc did not improve from 0.94225 Epoch 2002/100000 - 19s - loss: 0.3417 - acc: 0.9355 - val_loss: 0.3714 - val_acc: 0.9135 Epoch 02002: val_acc did not improve from 0.94225 Epoch 2003/100000 - 19s - loss: 0.3412 - acc: 0.9353 - val_loss: 0.3347 - val_acc: 0.9334 Epoch 02003: val_acc did not improve from 0.94225 Epoch 2004/100000 - 18s - loss: 0.3393 - acc: 0.9359 - val_loss: 0.3619 - val_acc: 0.9132 Epoch 02004: val_acc did not improve from 0.94225 Epoch 2005/100000 - 19s - loss: 0.3427 - acc: 0.9346 - val_loss: 0.3287 - val_acc: 0.9356 Epoch 02005: val_acc did not improve from 0.94225 Epoch 2006/100000 - 18s - loss: 0.3422 - acc: 0.9347 - val_loss: 0.3251 - val_acc: 0.9369 Epoch 02006: val_acc did not improve from 0.94225 Epoch 2007/100000 - 19s - loss: 0.3412 - acc: 0.9352 - val_loss: 0.3373 - val_acc: 0.9363 Epoch 02007: val_acc did not improve from 0.94225 Epoch 2008/100000 - 19s - loss: 0.3386 - acc: 0.9358 - val_loss: 0.3450 - val_acc: 0.9257 Epoch 02008: val_acc did not improve from 0.94225 Epoch 2009/100000 - 19s - loss: 0.3408 - acc: 0.9353 - val_loss: 0.4146 - val_acc: 0.9035 Epoch 02009: val_acc did not improve from 0.94225 Epoch 2010/100000 - 19s - loss: 0.3421 - acc: 0.9343 - val_loss: 0.3258 - val_acc: 0.9343 Epoch 02010: val_acc did not improve from 0.94225 Epoch 2011/100000 - 19s - loss: 0.3419 - acc: 0.9351 - val_loss: 0.3459 - val_acc: 0.9268 Epoch 02011: val_acc did not improve from 0.94225 Epoch 2012/100000 - 19s - loss: 0.3410 - acc: 0.9352 - val_loss: 0.3782 - val_acc: 0.9057 Epoch 02012: val_acc did not improve from 0.94225 Epoch 2013/100000 - 19s - loss: 0.3426 - acc: 0.9344 - val_loss: 0.4218 - val_acc: 0.8894 Epoch 02013: val_acc did not improve from 0.94225 Epoch 2014/100000 - 19s - loss: 0.3398 - acc: 0.9348 - val_loss: 0.4696 - val_acc: 0.8771 Epoch 02014: val_acc did not improve from 0.94225 Epoch 2015/100000 - 18s - loss: 0.3421 - acc: 0.9348 - val_loss: 0.3225 - val_acc: 0.9372 Epoch 02015: val_acc did not improve from 0.94225 Epoch 2016/100000 - 19s - loss: 0.3427 - acc: 0.9345 - val_loss: 0.5538 - val_acc: 0.8742 Epoch 02016: val_acc did not improve from 0.94225 Epoch 2017/100000 - 18s - loss: 0.3411 - acc: 0.9353 - val_loss: 0.3358 - val_acc: 0.9273 Epoch 02017: val_acc did not improve from 0.94225 Epoch 2018/100000 - 19s - loss: 0.3414 - acc: 0.9354 - val_loss: 0.3666 - val_acc: 0.9091 Epoch 02018: val_acc did not improve from 0.94225 Epoch 2019/100000 - 18s - loss: 0.3423 - acc: 0.9341 - val_loss: 0.3280 - val_acc: 0.9355 Epoch 02019: val_acc did not improve from 0.94225 Epoch 2020/100000 - 19s - loss: 0.3418 - acc: 0.9349 - val_loss: 0.3397 - val_acc: 0.9337 Epoch 02020: val_acc did not improve from 0.94225 Epoch 2021/100000 - 19s - loss: 0.3422 - acc: 0.9355 - val_loss: 0.3634 - val_acc: 0.9163 Epoch 02021: val_acc did not improve from 0.94225 Epoch 2022/100000 - 19s - loss: 0.3421 - acc: 0.9351 - val_loss: 0.3620 - val_acc: 0.9134 Epoch 02022: val_acc did not improve from 0.94225 Epoch 2023/100000 - 18s - loss: 0.3420 - acc: 0.9350 - val_loss: 0.3409 - val_acc: 0.9308 Epoch 02023: val_acc did not improve from 0.94225 Epoch 2024/100000 - 19s - loss: 0.3410 - acc: 0.9350 - val_loss: 0.3271 - val_acc: 0.9340 Epoch 02024: val_acc did not improve from 0.94225 Epoch 2025/100000 - 19s - loss: 0.3422 - acc: 0.9347 - val_loss: 0.3480 - val_acc: 0.9298 Epoch 02025: val_acc did not improve from 0.94225 Epoch 2026/100000 - 19s - loss: 0.3420 - acc: 0.9351 - val_loss: 0.3223 - val_acc: 0.9410 Epoch 02026: val_acc did not improve from 0.94225 Epoch 2027/100000 - 19s - loss: 0.3437 - acc: 0.9338 - val_loss: 0.3394 - val_acc: 0.9296 Epoch 02027: val_acc did not improve from 0.94225 Epoch 2028/100000 - 19s - loss: 0.3388 - acc: 0.9358 - val_loss: 0.3579 - val_acc: 0.9178 Epoch 02028: val_acc did not improve from 0.94225 Epoch 2029/100000 - 19s - loss: 0.3411 - acc: 0.9353 - val_loss: 0.3750 - val_acc: 0.9064 Epoch 02029: val_acc did not improve from 0.94225 Epoch 2030/100000 - 19s - loss: 0.3413 - acc: 0.9354 - val_loss: 0.3302 - val_acc: 0.9380 Epoch 02030: val_acc did not improve from 0.94225 Epoch 2031/100000 - 18s - loss: 0.3403 - acc: 0.9355 - val_loss: 0.4689 - val_acc: 0.8633 Epoch 02031: val_acc did not improve from 0.94225 Epoch 2032/100000 - 18s - loss: 0.3428 - acc: 0.9344 - val_loss: 0.3881 - val_acc: 0.9258 Epoch 02032: val_acc did not improve from 0.94225 Epoch 2033/100000 - 19s - loss: 0.3427 - acc: 0.9350 - val_loss: 0.3290 - val_acc: 0.9342 Epoch 02033: val_acc did not improve from 0.94225 Epoch 2034/100000 - 18s - loss: 0.3427 - acc: 0.9347 - val_loss: 0.3256 - val_acc: 0.9370 Epoch 02034: val_acc did not improve from 0.94225 Epoch 2035/100000 - 19s - loss: 0.3438 - acc: 0.9341 - val_loss: 0.3846 - val_acc: 0.9193 Epoch 02035: val_acc did not improve from 0.94225 Epoch 2036/100000 - 19s - loss: 0.3393 - acc: 0.9358 - val_loss: 0.3229 - val_acc: 0.9360 Epoch 02036: val_acc did not improve from 0.94225 Epoch 2037/100000 - 19s - loss: 0.3443 - acc: 0.9348 - val_loss: 0.3326 - val_acc: 0.9336 Epoch 02037: val_acc did not improve from 0.94225 Epoch 2038/100000 - 19s - loss: 0.3406 - acc: 0.9351 - val_loss: 0.3303 - val_acc: 0.9341 Epoch 02038: val_acc did not improve from 0.94225 Epoch 2039/100000 - 19s - loss: 0.3396 - acc: 0.9357 - val_loss: 0.3359 - val_acc: 0.9385 Epoch 02039: val_acc did not improve from 0.94225 Epoch 2040/100000 - 19s - loss: 0.3399 - acc: 0.9355 - val_loss: 0.3266 - val_acc: 0.9350 Epoch 02040: val_acc did not improve from 0.94225 Epoch 2041/100000 - 18s - loss: 0.3422 - acc: 0.9348 - val_loss: 0.3240 - val_acc: 0.9380 Epoch 02041: val_acc did not improve from 0.94225 Epoch 2042/100000 - 19s - loss: 0.3404 - acc: 0.9354 - val_loss: 0.3493 - val_acc: 0.9349 Epoch 02042: val_acc did not improve from 0.94225 Epoch 02042: ReduceLROnPlateau reducing learning rate to 0.0006302493420662358. Epoch 2043/100000 - 19s - loss: 0.3349 - acc: 0.9356 - val_loss: 0.3276 - val_acc: 0.9351 Epoch 02043: val_acc did not improve from 0.94225 Epoch 2044/100000 - 19s - loss: 0.3355 - acc: 0.9348 - val_loss: 0.3959 - val_acc: 0.8978 Epoch 02044: val_acc did not improve from 0.94225 Epoch 2045/100000 - 19s - loss: 0.3337 - acc: 0.9356 - val_loss: 0.3602 - val_acc: 0.9113 Epoch 02045: val_acc did not improve from 0.94225 Epoch 2046/100000 - 19s - loss: 0.3352 - acc: 0.9351 - val_loss: 0.3152 - val_acc: 0.9357 Epoch 02046: val_acc did not improve from 0.94225 Epoch 2047/100000 - 19s - loss: 0.3325 - acc: 0.9355 - val_loss: 0.3465 - val_acc: 0.9179 Epoch 02047: val_acc did not improve from 0.94225 Epoch 2048/100000 - 19s - loss: 0.3347 - acc: 0.9350 - val_loss: 0.3155 - val_acc: 0.9377 Epoch 02048: val_acc did not improve from 0.94225 Epoch 2049/100000 - 19s - loss: 0.3343 - acc: 0.9358 - val_loss: 0.3084 - val_acc: 0.9406 Epoch 02049: val_acc did not improve from 0.94225 Epoch 2050/100000 - 18s - loss: 0.3321 - acc: 0.9359 - val_loss: 0.3933 - val_acc: 0.9154 Epoch 02050: val_acc did not improve from 0.94225 Epoch 2051/100000 - 19s - loss: 0.3356 - acc: 0.9350 - val_loss: 0.3647 - val_acc: 0.9146 Epoch 02051: val_acc did not improve from 0.94225 Epoch 2052/100000 - 18s - loss: 0.3357 - acc: 0.9350 - val_loss: 0.3320 - val_acc: 0.9329 Epoch 02052: val_acc did not improve from 0.94225 Epoch 2053/100000 - 19s - loss: 0.3345 - acc: 0.9350 - val_loss: 0.3236 - val_acc: 0.9319 Epoch 02053: val_acc did not improve from 0.94225 Epoch 2054/100000 - 19s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3183 - val_acc: 0.9390 Epoch 02054: val_acc did not improve from 0.94225 Epoch 2055/100000 - 18s - loss: 0.3337 - acc: 0.9354 - val_loss: 0.3158 - val_acc: 0.9385 Epoch 02055: val_acc did not improve from 0.94225 Epoch 2056/100000 - 19s - loss: 0.3347 - acc: 0.9352 - val_loss: 0.3342 - val_acc: 0.9255 Epoch 02056: val_acc did not improve from 0.94225 Epoch 2057/100000 - 18s - loss: 0.3335 - acc: 0.9357 - val_loss: 0.3153 - val_acc: 0.9374 Epoch 02057: val_acc did not improve from 0.94225 Epoch 2058/100000 - 19s - loss: 0.3341 - acc: 0.9350 - val_loss: 0.3229 - val_acc: 0.9355 Epoch 02058: val_acc did not improve from 0.94225 Epoch 2059/100000 - 19s - loss: 0.3336 - acc: 0.9355 - val_loss: 0.3492 - val_acc: 0.9208 Epoch 02059: val_acc did not improve from 0.94225 Epoch 2060/100000 - 19s - loss: 0.3361 - acc: 0.9350 - val_loss: 0.3216 - val_acc: 0.9372 Epoch 02060: val_acc did not improve from 0.94225 Epoch 2061/100000 - 19s - loss: 0.3322 - acc: 0.9365 - val_loss: 0.3327 - val_acc: 0.9239 Epoch 02061: val_acc did not improve from 0.94225 Epoch 2062/100000 - 18s - loss: 0.3359 - acc: 0.9346 - val_loss: 0.3320 - val_acc: 0.9340 Epoch 02062: val_acc did not improve from 0.94225 Epoch 2063/100000 - 19s - loss: 0.3367 - acc: 0.9352 - val_loss: 0.3330 - val_acc: 0.9359 Epoch 02063: val_acc did not improve from 0.94225 Epoch 2064/100000 - 19s - loss: 0.3350 - acc: 0.9345 - val_loss: 0.4152 - val_acc: 0.8842 Epoch 02064: val_acc did not improve from 0.94225 Epoch 2065/100000 - 18s - loss: 0.3340 - acc: 0.9350 - val_loss: 0.3929 - val_acc: 0.9132 Epoch 02065: val_acc did not improve from 0.94225 Epoch 2066/100000 - 19s - loss: 0.3336 - acc: 0.9348 - val_loss: 0.3201 - val_acc: 0.9356 Epoch 02066: val_acc did not improve from 0.94225 Epoch 2067/100000 - 19s - loss: 0.3312 - acc: 0.9359 - val_loss: 0.3360 - val_acc: 0.9258 Epoch 02067: val_acc did not improve from 0.94225 Epoch 2068/100000 - 19s - loss: 0.3324 - acc: 0.9355 - val_loss: 0.3958 - val_acc: 0.8971 Epoch 02068: val_acc did not improve from 0.94225 Epoch 2069/100000 - 19s - loss: 0.3340 - acc: 0.9351 - val_loss: 0.3209 - val_acc: 0.9350 Epoch 02069: val_acc did not improve from 0.94225 Epoch 2070/100000 - 19s - loss: 0.3334 - acc: 0.9355 - val_loss: 0.3228 - val_acc: 0.9319 Epoch 02070: val_acc did not improve from 0.94225 Epoch 2071/100000 - 19s - loss: 0.3325 - acc: 0.9360 - val_loss: 0.3383 - val_acc: 0.9236 Epoch 02071: val_acc did not improve from 0.94225 Epoch 2072/100000 - 19s - loss: 0.3358 - acc: 0.9345 - val_loss: 0.3357 - val_acc: 0.9312 Epoch 02072: val_acc did not improve from 0.94225 Epoch 2073/100000 - 19s - loss: 0.3335 - acc: 0.9358 - val_loss: 0.3274 - val_acc: 0.9391 Epoch 02073: val_acc did not improve from 0.94225 Epoch 2074/100000 - 19s - loss: 0.3382 - acc: 0.9341 - val_loss: 0.3464 - val_acc: 0.9255 Epoch 02074: val_acc did not improve from 0.94225 Epoch 2075/100000 - 19s - loss: 0.3333 - acc: 0.9356 - val_loss: 0.3558 - val_acc: 0.9148 Epoch 02075: val_acc did not improve from 0.94225 Epoch 2076/100000 - 19s - loss: 0.3348 - acc: 0.9354 - val_loss: 0.3221 - val_acc: 0.9355 Epoch 02076: val_acc did not improve from 0.94225 Epoch 2077/100000 - 19s - loss: 0.3346 - acc: 0.9353 - val_loss: 0.4634 - val_acc: 0.8544 Epoch 02077: val_acc did not improve from 0.94225 Epoch 2078/100000 - 19s - loss: 0.3338 - acc: 0.9352 - val_loss: 0.3210 - val_acc: 0.9359 Epoch 02078: val_acc did not improve from 0.94225 Epoch 2079/100000 - 19s - loss: 0.3304 - acc: 0.9362 - val_loss: 0.3238 - val_acc: 0.9346 Epoch 02079: val_acc did not improve from 0.94225 Epoch 2080/100000 - 19s - loss: 0.3341 - acc: 0.9348 - val_loss: 0.3165 - val_acc: 0.9388 Epoch 02080: val_acc did not improve from 0.94225 Epoch 2081/100000 - 19s - loss: 0.3335 - acc: 0.9348 - val_loss: 0.3676 - val_acc: 0.9168 Epoch 02081: val_acc did not improve from 0.94225 Epoch 2082/100000 - 19s - loss: 0.3326 - acc: 0.9357 - val_loss: 0.3365 - val_acc: 0.9340 Epoch 02082: val_acc did not improve from 0.94225 Epoch 2083/100000 - 18s - loss: 0.3384 - acc: 0.9333 - val_loss: 0.3670 - val_acc: 0.9261 Epoch 02083: val_acc did not improve from 0.94225 Epoch 2084/100000 - 19s - loss: 0.3318 - acc: 0.9358 - val_loss: 0.3263 - val_acc: 0.9344 Epoch 02084: val_acc did not improve from 0.94225 Epoch 2085/100000 - 18s - loss: 0.3329 - acc: 0.9358 - val_loss: 0.3370 - val_acc: 0.9288 Epoch 02085: val_acc did not improve from 0.94225 Epoch 2086/100000 - 19s - loss: 0.3322 - acc: 0.9357 - val_loss: 0.3138 - val_acc: 0.9366 Epoch 02086: val_acc did not improve from 0.94225 Epoch 2087/100000 - 19s - loss: 0.3337 - acc: 0.9353 - val_loss: 0.3397 - val_acc: 0.9276 Epoch 02087: val_acc did not improve from 0.94225 Epoch 2088/100000 - 19s - loss: 0.3302 - acc: 0.9364 - val_loss: 0.3245 - val_acc: 0.9364 Epoch 02088: val_acc did not improve from 0.94225 Epoch 2089/100000 - 19s - loss: 0.3316 - acc: 0.9352 - val_loss: 0.3207 - val_acc: 0.9364 Epoch 02089: val_acc did not improve from 0.94225 Epoch 2090/100000 - 19s - loss: 0.3321 - acc: 0.9350 - val_loss: 0.3192 - val_acc: 0.9321 Epoch 02090: val_acc did not improve from 0.94225 Epoch 2091/100000 - 19s - loss: 0.3344 - acc: 0.9348 - val_loss: 0.3396 - val_acc: 0.9376 Epoch 02091: val_acc did not improve from 0.94225 Epoch 2092/100000 - 19s - loss: 0.3313 - acc: 0.9360 - val_loss: 0.3140 - val_acc: 0.9391 Epoch 02092: val_acc did not improve from 0.94225 Epoch 2093/100000 - 19s - loss: 0.3338 - acc: 0.9348 - val_loss: 0.3243 - val_acc: 0.9303 Epoch 02093: val_acc did not improve from 0.94225 Epoch 2094/100000 - 19s - loss: 0.3327 - acc: 0.9353 - val_loss: 0.3118 - val_acc: 0.9399 Epoch 02094: val_acc did not improve from 0.94225 Epoch 2095/100000 - 18s - loss: 0.3335 - acc: 0.9358 - val_loss: 0.3522 - val_acc: 0.9298 Epoch 02095: val_acc did not improve from 0.94225 Epoch 2096/100000 - 19s - loss: 0.3348 - acc: 0.9350 - val_loss: 0.3496 - val_acc: 0.9165 Epoch 02096: val_acc did not improve from 0.94225 Epoch 2097/100000 - 19s - loss: 0.3309 - acc: 0.9363 - val_loss: 0.3159 - val_acc: 0.9361 Epoch 02097: val_acc did not improve from 0.94225 Epoch 2098/100000 - 18s - loss: 0.3341 - acc: 0.9352 - val_loss: 0.3640 - val_acc: 0.9134 Epoch 02098: val_acc did not improve from 0.94225 Epoch 2099/100000 - 19s - loss: 0.3348 - acc: 0.9352 - val_loss: 0.3843 - val_acc: 0.9035 Epoch 02099: val_acc did not improve from 0.94225 Epoch 2100/100000 - 18s - loss: 0.3299 - acc: 0.9361 - val_loss: 0.3456 - val_acc: 0.9207 Epoch 02100: val_acc did not improve from 0.94225 Epoch 2101/100000 - 19s - loss: 0.3311 - acc: 0.9357 - val_loss: 0.3218 - val_acc: 0.9321 Epoch 02101: val_acc did not improve from 0.94225 Epoch 2102/100000 - 19s - loss: 0.3331 - acc: 0.9357 - val_loss: 0.3317 - val_acc: 0.9346 Epoch 02102: val_acc did not improve from 0.94225 Epoch 2103/100000 - 19s - loss: 0.3341 - acc: 0.9353 - val_loss: 0.3162 - val_acc: 0.9357 Epoch 02103: val_acc did not improve from 0.94225 Epoch 2104/100000 - 19s - loss: 0.3323 - acc: 0.9356 - val_loss: 0.3803 - val_acc: 0.9099 Epoch 02104: val_acc did not improve from 0.94225 Epoch 2105/100000 - 18s - loss: 0.3338 - acc: 0.9351 - val_loss: 0.3132 - val_acc: 0.9342 Epoch 02105: val_acc did not improve from 0.94225 Epoch 2106/100000 - 19s - loss: 0.3333 - acc: 0.9353 - val_loss: 0.3960 - val_acc: 0.9018 Epoch 02106: val_acc did not improve from 0.94225 Epoch 2107/100000 - 19s - loss: 0.3334 - acc: 0.9353 - val_loss: 0.3250 - val_acc: 0.9296 Epoch 02107: val_acc did not improve from 0.94225 Epoch 2108/100000 - 19s - loss: 0.3332 - acc: 0.9356 - val_loss: 0.3377 - val_acc: 0.9310 Epoch 02108: val_acc did not improve from 0.94225 Epoch 2109/100000 - 19s - loss: 0.3351 - acc: 0.9353 - val_loss: 0.3141 - val_acc: 0.9390 Epoch 02109: val_acc did not improve from 0.94225 Epoch 2110/100000 - 19s - loss: 0.3337 - acc: 0.9350 - val_loss: 0.3303 - val_acc: 0.9382 Epoch 02110: val_acc did not improve from 0.94225 Epoch 2111/100000 - 19s - loss: 0.3336 - acc: 0.9349 - val_loss: 0.3149 - val_acc: 0.9404 Epoch 02111: val_acc did not improve from 0.94225 Epoch 2112/100000 - 19s - loss: 0.3338 - acc: 0.9358 - val_loss: 0.3876 - val_acc: 0.9032 Epoch 02112: val_acc did not improve from 0.94225 Epoch 2113/100000 - 20s - loss: 0.3332 - acc: 0.9353 - val_loss: 0.3361 - val_acc: 0.9319 Epoch 02113: val_acc did not improve from 0.94225 Epoch 2114/100000 - 19s - loss: 0.3330 - acc: 0.9353 - val_loss: 0.3229 - val_acc: 0.9336 Epoch 02114: val_acc did not improve from 0.94225 Epoch 2115/100000 - 19s - loss: 0.3331 - acc: 0.9355 - val_loss: 0.3429 - val_acc: 0.9243 Epoch 02115: val_acc did not improve from 0.94225 Epoch 2116/100000 - 19s - loss: 0.3329 - acc: 0.9353 - val_loss: 0.3966 - val_acc: 0.9144 Epoch 02116: val_acc did not improve from 0.94225 Epoch 2117/100000 - 19s - loss: 0.3345 - acc: 0.9349 - val_loss: 0.3314 - val_acc: 0.9296 Epoch 02117: val_acc did not improve from 0.94225 Epoch 2118/100000 - 19s - loss: 0.3329 - acc: 0.9353 - val_loss: 0.3228 - val_acc: 0.9337 Epoch 02118: val_acc did not improve from 0.94225 Epoch 2119/100000 - 19s - loss: 0.3315 - acc: 0.9360 - val_loss: 0.3308 - val_acc: 0.9290 Epoch 02119: val_acc did not improve from 0.94225 Epoch 2120/100000 - 19s - loss: 0.3343 - acc: 0.9349 - val_loss: 0.3178 - val_acc: 0.9364 Epoch 02120: val_acc did not improve from 0.94225 Epoch 2121/100000 - 19s - loss: 0.3323 - acc: 0.9357 - val_loss: 0.3650 - val_acc: 0.9106 Epoch 02121: val_acc did not improve from 0.94225 Epoch 2122/100000 - 19s - loss: 0.3313 - acc: 0.9357 - val_loss: 0.3353 - val_acc: 0.9352 Epoch 02122: val_acc did not improve from 0.94225 Epoch 2123/100000 - 19s - loss: 0.3340 - acc: 0.9348 - val_loss: 0.3137 - val_acc: 0.9373 Epoch 02123: val_acc did not improve from 0.94225 Epoch 2124/100000 - 19s - loss: 0.3331 - acc: 0.9353 - val_loss: 0.3365 - val_acc: 0.9297 Epoch 02124: val_acc did not improve from 0.94225 Epoch 2125/100000 - 19s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3208 - val_acc: 0.9340 Epoch 02125: val_acc did not improve from 0.94225 Epoch 2126/100000 - 19s - loss: 0.3335 - acc: 0.9356 - val_loss: 0.3218 - val_acc: 0.9319 Epoch 02126: val_acc did not improve from 0.94225 Epoch 2127/100000 - 19s - loss: 0.3366 - acc: 0.9343 - val_loss: 0.3370 - val_acc: 0.9265 Epoch 02127: val_acc did not improve from 0.94225 Epoch 2128/100000 - 18s - loss: 0.3328 - acc: 0.9355 - val_loss: 0.3392 - val_acc: 0.9345 Epoch 02128: val_acc did not improve from 0.94225 Epoch 2129/100000 - 19s - loss: 0.3349 - acc: 0.9344 - val_loss: 0.3334 - val_acc: 0.9267 Epoch 02129: val_acc did not improve from 0.94225 Epoch 2130/100000 - 19s - loss: 0.3356 - acc: 0.9343 - val_loss: 0.3244 - val_acc: 0.9356 Epoch 02130: val_acc did not improve from 0.94225 Epoch 2131/100000 - 19s - loss: 0.3363 - acc: 0.9344 - val_loss: 0.3163 - val_acc: 0.9363 Epoch 02131: val_acc did not improve from 0.94225 Epoch 2132/100000 - 19s - loss: 0.3312 - acc: 0.9360 - val_loss: 0.3229 - val_acc: 0.9340 Epoch 02132: val_acc did not improve from 0.94225 Epoch 2133/100000 - 19s - loss: 0.3326 - acc: 0.9351 - val_loss: 0.3677 - val_acc: 0.9062 Epoch 02133: val_acc did not improve from 0.94225 Epoch 2134/100000 - 19s - loss: 0.3345 - acc: 0.9343 - val_loss: 0.3764 - val_acc: 0.9234 Epoch 02134: val_acc did not improve from 0.94225 Epoch 2135/100000 - 19s - loss: 0.3361 - acc: 0.9348 - val_loss: 0.3705 - val_acc: 0.9189 Epoch 02135: val_acc did not improve from 0.94225 Epoch 2136/100000 - 18s - loss: 0.3336 - acc: 0.9351 - val_loss: 0.3457 - val_acc: 0.9196 Epoch 02136: val_acc did not improve from 0.94225 Epoch 2137/100000 - 19s - loss: 0.3343 - acc: 0.9345 - val_loss: 0.3550 - val_acc: 0.9164 Epoch 02137: val_acc did not improve from 0.94225 Epoch 2138/100000 - 19s - loss: 0.3326 - acc: 0.9353 - val_loss: 0.3245 - val_acc: 0.9336 Epoch 02138: val_acc did not improve from 0.94225 Epoch 2139/100000 - 18s - loss: 0.3331 - acc: 0.9356 - val_loss: 0.3215 - val_acc: 0.9384 Epoch 02139: val_acc did not improve from 0.94225 Epoch 2140/100000 - 19s - loss: 0.3338 - acc: 0.9353 - val_loss: 0.4185 - val_acc: 0.8827 Epoch 02140: val_acc did not improve from 0.94225 Epoch 2141/100000 - 19s - loss: 0.3352 - acc: 0.9347 - val_loss: 0.3284 - val_acc: 0.9292 Epoch 02141: val_acc did not improve from 0.94225 Epoch 2142/100000 - 18s - loss: 0.3326 - acc: 0.9354 - val_loss: 0.4411 - val_acc: 0.8780 Epoch 02142: val_acc did not improve from 0.94225 Epoch 2143/100000 - 19s - loss: 0.3345 - acc: 0.9349 - val_loss: 0.3459 - val_acc: 0.9230 Epoch 02143: val_acc did not improve from 0.94225 Epoch 2144/100000 - 18s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3508 - val_acc: 0.9195 Epoch 02144: val_acc did not improve from 0.94225 Epoch 2145/100000 - 19s - loss: 0.3319 - acc: 0.9361 - val_loss: 0.4259 - val_acc: 0.8833 Epoch 02145: val_acc did not improve from 0.94225 Epoch 2146/100000 - 18s - loss: 0.3373 - acc: 0.9346 - val_loss: 0.3129 - val_acc: 0.9396 Epoch 02146: val_acc did not improve from 0.94225 Epoch 2147/100000 - 19s - loss: 0.3336 - acc: 0.9355 - val_loss: 0.3498 - val_acc: 0.9284 Epoch 02147: val_acc did not improve from 0.94225 Epoch 2148/100000 - 18s - loss: 0.3338 - acc: 0.9354 - val_loss: 0.3130 - val_acc: 0.9384 Epoch 02148: val_acc did not improve from 0.94225 Epoch 2149/100000 - 19s - loss: 0.3344 - acc: 0.9354 - val_loss: 0.3293 - val_acc: 0.9283 Epoch 02149: val_acc did not improve from 0.94225 Epoch 2150/100000 - 19s - loss: 0.3339 - acc: 0.9351 - val_loss: 0.3223 - val_acc: 0.9381 Epoch 02150: val_acc did not improve from 0.94225 Epoch 2151/100000 - 19s - loss: 0.3337 - acc: 0.9357 - val_loss: 0.3223 - val_acc: 0.9347 Epoch 02151: val_acc did not improve from 0.94225 Epoch 2152/100000 - 19s - loss: 0.3345 - acc: 0.9352 - val_loss: 0.3645 - val_acc: 0.9019 Epoch 02152: val_acc did not improve from 0.94225 Epoch 2153/100000 - 19s - loss: 0.3333 - acc: 0.9362 - val_loss: 0.3544 - val_acc: 0.9199 Epoch 02153: val_acc did not improve from 0.94225 Epoch 2154/100000 - 19s - loss: 0.3363 - acc: 0.9344 - val_loss: 0.4285 - val_acc: 0.8861 Epoch 02154: val_acc did not improve from 0.94225 Epoch 2155/100000 - 18s - loss: 0.3359 - acc: 0.9345 - val_loss: 0.3354 - val_acc: 0.9269 Epoch 02155: val_acc did not improve from 0.94225 Epoch 2156/100000 - 19s - loss: 0.3338 - acc: 0.9353 - val_loss: 0.3603 - val_acc: 0.9184 Epoch 02156: val_acc did not improve from 0.94225 Epoch 2157/100000 - 19s - loss: 0.3315 - acc: 0.9361 - val_loss: 0.3314 - val_acc: 0.9289 Epoch 02157: val_acc did not improve from 0.94225 Epoch 2158/100000 - 19s - loss: 0.3335 - acc: 0.9357 - val_loss: 0.3251 - val_acc: 0.9324 Epoch 02158: val_acc did not improve from 0.94225 Epoch 2159/100000 - 19s - loss: 0.3326 - acc: 0.9355 - val_loss: 0.3649 - val_acc: 0.9255 Epoch 02159: val_acc did not improve from 0.94225 Epoch 2160/100000 - 19s - loss: 0.3340 - acc: 0.9345 - val_loss: 0.3337 - val_acc: 0.9252 Epoch 02160: val_acc did not improve from 0.94225 Epoch 2161/100000 - 19s - loss: 0.3348 - acc: 0.9353 - val_loss: 0.3137 - val_acc: 0.9389 Epoch 02161: val_acc did not improve from 0.94225 Epoch 2162/100000 - 19s - loss: 0.3328 - acc: 0.9355 - val_loss: 0.3173 - val_acc: 0.9378 Epoch 02162: val_acc did not improve from 0.94225 Epoch 2163/100000 - 19s - loss: 0.3330 - acc: 0.9356 - val_loss: 0.3783 - val_acc: 0.8888 Epoch 02163: val_acc did not improve from 0.94225 Epoch 2164/100000 - 19s - loss: 0.3317 - acc: 0.9361 - val_loss: 0.3583 - val_acc: 0.9126 Epoch 02164: val_acc did not improve from 0.94225 Epoch 2165/100000 - 18s - loss: 0.3353 - acc: 0.9346 - val_loss: 0.3442 - val_acc: 0.9234 Epoch 02165: val_acc did not improve from 0.94225 Epoch 2166/100000 - 19s - loss: 0.3340 - acc: 0.9351 - val_loss: 0.3311 - val_acc: 0.9279 Epoch 02166: val_acc did not improve from 0.94225 Epoch 2167/100000 - 19s - loss: 0.3344 - acc: 0.9354 - val_loss: 0.3444 - val_acc: 0.9322 Epoch 02167: val_acc did not improve from 0.94225 Epoch 2168/100000 - 19s - loss: 0.3349 - acc: 0.9351 - val_loss: 0.3745 - val_acc: 0.9083 Epoch 02168: val_acc did not improve from 0.94225 Epoch 2169/100000 - 19s - loss: 0.3332 - acc: 0.9354 - val_loss: 0.3176 - val_acc: 0.9374 Epoch 02169: val_acc did not improve from 0.94225 Epoch 2170/100000 - 19s - loss: 0.3341 - acc: 0.9354 - val_loss: 0.3231 - val_acc: 0.9328 Epoch 02170: val_acc did not improve from 0.94225 Epoch 2171/100000 - 19s - loss: 0.3356 - acc: 0.9346 - val_loss: 0.3619 - val_acc: 0.9135 Epoch 02171: val_acc did not improve from 0.94225 Epoch 2172/100000 - 19s - loss: 0.3368 - acc: 0.9346 - val_loss: 0.3787 - val_acc: 0.9063 Epoch 02172: val_acc did not improve from 0.94225 Epoch 2173/100000 - 19s - loss: 0.3337 - acc: 0.9358 - val_loss: 0.3144 - val_acc: 0.9372 Epoch 02173: val_acc did not improve from 0.94225 Epoch 2174/100000 - 19s - loss: 0.3376 - acc: 0.9341 - val_loss: 0.3377 - val_acc: 0.9227 Epoch 02174: val_acc did not improve from 0.94225 Epoch 2175/100000 - 19s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3946 - val_acc: 0.8952 Epoch 02175: val_acc did not improve from 0.94225 Epoch 2176/100000 - 19s - loss: 0.3347 - acc: 0.9352 - val_loss: 0.3259 - val_acc: 0.9310 Epoch 02176: val_acc did not improve from 0.94225 Epoch 2177/100000 - 19s - loss: 0.3369 - acc: 0.9346 - val_loss: 0.3830 - val_acc: 0.9172 Epoch 02177: val_acc did not improve from 0.94225 Epoch 2178/100000 - 19s - loss: 0.3362 - acc: 0.9347 - val_loss: 0.3291 - val_acc: 0.9316 Epoch 02178: val_acc did not improve from 0.94225 Epoch 2179/100000 - 19s - loss: 0.3322 - acc: 0.9353 - val_loss: 0.3336 - val_acc: 0.9265 Epoch 02179: val_acc did not improve from 0.94225 Epoch 2180/100000 - 19s - loss: 0.3343 - acc: 0.9353 - val_loss: 0.3778 - val_acc: 0.9091 Epoch 02180: val_acc did not improve from 0.94225 Epoch 2181/100000 - 19s - loss: 0.3366 - acc: 0.9343 - val_loss: 0.3327 - val_acc: 0.9348 Epoch 02181: val_acc did not improve from 0.94225 Epoch 2182/100000 - 19s - loss: 0.3346 - acc: 0.9363 - val_loss: 0.3593 - val_acc: 0.9164 Epoch 02182: val_acc did not improve from 0.94225 Epoch 2183/100000 - 19s - loss: 0.3353 - acc: 0.9342 - val_loss: 0.3701 - val_acc: 0.9267 Epoch 02183: val_acc did not improve from 0.94225 Epoch 2184/100000 - 19s - loss: 0.3355 - acc: 0.9351 - val_loss: 0.3306 - val_acc: 0.9264 Epoch 02184: val_acc did not improve from 0.94225 Epoch 2185/100000 - 18s - loss: 0.3349 - acc: 0.9352 - val_loss: 0.3295 - val_acc: 0.9326 Epoch 02185: val_acc did not improve from 0.94225 Epoch 2186/100000 - 19s - loss: 0.3340 - acc: 0.9357 - val_loss: 0.3553 - val_acc: 0.9258 Epoch 02186: val_acc did not improve from 0.94225 Epoch 2187/100000 - 18s - loss: 0.3374 - acc: 0.9347 - val_loss: 0.3646 - val_acc: 0.9104 Epoch 02187: val_acc did not improve from 0.94225 Epoch 2188/100000 - 19s - loss: 0.3342 - acc: 0.9354 - val_loss: 0.3216 - val_acc: 0.9351 Epoch 02188: val_acc did not improve from 0.94225 Epoch 2189/100000 - 18s - loss: 0.3359 - acc: 0.9350 - val_loss: 0.3492 - val_acc: 0.9187 Epoch 02189: val_acc did not improve from 0.94225 Epoch 02189: ReduceLROnPlateau reducing learning rate to 0.0005987368611386045. Epoch 2190/100000 - 18s - loss: 0.3301 - acc: 0.9345 - val_loss: 0.3098 - val_acc: 0.9363 Epoch 02190: val_acc did not improve from 0.94225 Epoch 2191/100000 - 18s - loss: 0.3264 - acc: 0.9355 - val_loss: 0.3180 - val_acc: 0.9331 Epoch 02191: val_acc did not improve from 0.94225 Epoch 2192/100000 - 19s - loss: 0.3246 - acc: 0.9365 - val_loss: 0.4054 - val_acc: 0.8870 Epoch 02192: val_acc did not improve from 0.94225 Epoch 2193/100000 - 19s - loss: 0.3266 - acc: 0.9360 - val_loss: 0.3161 - val_acc: 0.9325 Epoch 02193: val_acc did not improve from 0.94225 Epoch 2194/100000 - 19s - loss: 0.3276 - acc: 0.9360 - val_loss: 0.6201 - val_acc: 0.7837 Epoch 02194: val_acc did not improve from 0.94225 Epoch 2195/100000 - 19s - loss: 0.3267 - acc: 0.9361 - val_loss: 0.3205 - val_acc: 0.9315 Epoch 02195: val_acc did not improve from 0.94225 Epoch 2196/100000 - 19s - loss: 0.3260 - acc: 0.9360 - val_loss: 0.3317 - val_acc: 0.9274 Epoch 02196: val_acc did not improve from 0.94225 Epoch 2197/100000 - 19s - loss: 0.3260 - acc: 0.9361 - val_loss: 0.3308 - val_acc: 0.9339 Epoch 02197: val_acc did not improve from 0.94225 Epoch 2198/100000 - 18s - loss: 0.3301 - acc: 0.9348 - val_loss: 0.3132 - val_acc: 0.9358 Epoch 02198: val_acc did not improve from 0.94225 Epoch 2199/100000 - 18s - loss: 0.3252 - acc: 0.9362 - val_loss: 0.3166 - val_acc: 0.9319 Epoch 02199: val_acc did not improve from 0.94225 Epoch 2200/100000 - 19s - loss: 0.3265 - acc: 0.9358 - val_loss: 0.3651 - val_acc: 0.9142 Epoch 02200: val_acc did not improve from 0.94225 Epoch 2201/100000 - 19s - loss: 0.3280 - acc: 0.9360 - val_loss: 0.3169 - val_acc: 0.9388 Epoch 02201: val_acc did not improve from 0.94225 Epoch 2202/100000 - 19s - loss: 0.3272 - acc: 0.9358 - val_loss: 0.3498 - val_acc: 0.9144 Epoch 02202: val_acc did not improve from 0.94225 Epoch 2203/100000 - 19s - loss: 0.3267 - acc: 0.9364 - val_loss: 0.3128 - val_acc: 0.9387 Epoch 02203: val_acc did not improve from 0.94225 Epoch 2204/100000 - 18s - loss: 0.3266 - acc: 0.9358 - val_loss: 0.3199 - val_acc: 0.9340 Epoch 02204: val_acc did not improve from 0.94225 Epoch 2205/100000 - 19s - loss: 0.3291 - acc: 0.9351 - val_loss: 0.3252 - val_acc: 0.9340 Epoch 02205: val_acc did not improve from 0.94225 Epoch 2206/100000 - 18s - loss: 0.3269 - acc: 0.9360 - val_loss: 0.3469 - val_acc: 0.9120 Epoch 02206: val_acc did not improve from 0.94225 Epoch 2207/100000 - 19s - loss: 0.3250 - acc: 0.9365 - val_loss: 0.3283 - val_acc: 0.9373 Epoch 02207: val_acc did not improve from 0.94225 Epoch 2208/100000 - 18s - loss: 0.3274 - acc: 0.9353 - val_loss: 0.3119 - val_acc: 0.9365 Epoch 02208: val_acc did not improve from 0.94225 Epoch 2209/100000 - 19s - loss: 0.3260 - acc: 0.9363 - val_loss: 0.3488 - val_acc: 0.9109 Epoch 02209: val_acc did not improve from 0.94225 Epoch 2210/100000 - 18s - loss: 0.3271 - acc: 0.9357 - val_loss: 0.3175 - val_acc: 0.9369 Epoch 02210: val_acc did not improve from 0.94225 Epoch 2211/100000 - 19s - loss: 0.3286 - acc: 0.9359 - val_loss: 0.3201 - val_acc: 0.9296 Epoch 02211: val_acc did not improve from 0.94225 Epoch 2212/100000 - 18s - loss: 0.3238 - acc: 0.9369 - val_loss: 0.3060 - val_acc: 0.9383 Epoch 02212: val_acc did not improve from 0.94225 Epoch 2213/100000 - 19s - loss: 0.3243 - acc: 0.9368 - val_loss: 0.3233 - val_acc: 0.9236 Epoch 02213: val_acc did not improve from 0.94225 Epoch 2214/100000 - 19s - loss: 0.3254 - acc: 0.9358 - val_loss: 0.3237 - val_acc: 0.9292 Epoch 02214: val_acc did not improve from 0.94225 Epoch 2215/100000 - 19s - loss: 0.3264 - acc: 0.9360 - val_loss: 0.3171 - val_acc: 0.9377 Epoch 02215: val_acc did not improve from 0.94225 Epoch 2216/100000 - 18s - loss: 0.3257 - acc: 0.9364 - val_loss: 0.3694 - val_acc: 0.9097 Epoch 02216: val_acc did not improve from 0.94225 Epoch 2217/100000 - 19s - loss: 0.3265 - acc: 0.9360 - val_loss: 0.3070 - val_acc: 0.9388 Epoch 02217: val_acc did not improve from 0.94225 Epoch 2218/100000 - 18s - loss: 0.3261 - acc: 0.9361 - val_loss: 0.3175 - val_acc: 0.9350 Epoch 02218: val_acc did not improve from 0.94225 Epoch 2219/100000 - 19s - loss: 0.3253 - acc: 0.9365 - val_loss: 0.3220 - val_acc: 0.9354 Epoch 02219: val_acc did not improve from 0.94225 Epoch 2220/100000 - 18s - loss: 0.3263 - acc: 0.9360 - val_loss: 0.3304 - val_acc: 0.9277 Epoch 02220: val_acc did not improve from 0.94225 Epoch 2221/100000 - 19s - loss: 0.3271 - acc: 0.9354 - val_loss: 0.3224 - val_acc: 0.9307 Epoch 02221: val_acc did not improve from 0.94225 Epoch 2222/100000 - 19s - loss: 0.3256 - acc: 0.9362 - val_loss: 0.3245 - val_acc: 0.9362 Epoch 02222: val_acc did not improve from 0.94225 Epoch 2223/100000 - 18s - loss: 0.3256 - acc: 0.9364 - val_loss: 0.3130 - val_acc: 0.9336 Epoch 02223: val_acc did not improve from 0.94225 Epoch 2224/100000 - 19s - loss: 0.3252 - acc: 0.9366 - val_loss: 0.3106 - val_acc: 0.9363 Epoch 02224: val_acc did not improve from 0.94225 Epoch 2225/100000 - 19s - loss: 0.3244 - acc: 0.9365 - val_loss: 0.3203 - val_acc: 0.9322 Epoch 02225: val_acc did not improve from 0.94225 Epoch 2226/100000 - 19s - loss: 0.3255 - acc: 0.9365 - val_loss: 0.3763 - val_acc: 0.9112 Epoch 02226: val_acc did not improve from 0.94225 Epoch 2227/100000 - 18s - loss: 0.3283 - acc: 0.9358 - val_loss: 0.5042 - val_acc: 0.8577 Epoch 02227: val_acc did not improve from 0.94225 Epoch 2228/100000 - 19s - loss: 0.3245 - acc: 0.9363 - val_loss: 0.3263 - val_acc: 0.9333 Epoch 02228: val_acc did not improve from 0.94225 Epoch 2229/100000 - 19s - loss: 0.3252 - acc: 0.9362 - val_loss: 0.5468 - val_acc: 0.8286 Epoch 02229: val_acc did not improve from 0.94225 Epoch 2230/100000 - 19s - loss: 0.3283 - acc: 0.9355 - val_loss: 0.3467 - val_acc: 0.9214 Epoch 02230: val_acc did not improve from 0.94225 Epoch 2231/100000 - 19s - loss: 0.3251 - acc: 0.9364 - val_loss: 0.4078 - val_acc: 0.8927 Epoch 02231: val_acc did not improve from 0.94225 Epoch 2232/100000 - 19s - loss: 0.3257 - acc: 0.9366 - val_loss: 0.3183 - val_acc: 0.9295 Epoch 02232: val_acc did not improve from 0.94225 Epoch 2233/100000 - 19s - loss: 0.3280 - acc: 0.9355 - val_loss: 0.3069 - val_acc: 0.9379 Epoch 02233: val_acc did not improve from 0.94225 Epoch 2234/100000 - 19s - loss: 0.3249 - acc: 0.9363 - val_loss: 0.3451 - val_acc: 0.9168 Epoch 02234: val_acc did not improve from 0.94225 Epoch 2235/100000 - 19s - loss: 0.3280 - acc: 0.9354 - val_loss: 0.3080 - val_acc: 0.9387 Epoch 02235: val_acc did not improve from 0.94225 Epoch 2236/100000 - 19s - loss: 0.3246 - acc: 0.9365 - val_loss: 0.3322 - val_acc: 0.9299 Epoch 02236: val_acc did not improve from 0.94225 Epoch 2237/100000 - 19s - loss: 0.3262 - acc: 0.9361 - val_loss: 0.3407 - val_acc: 0.9208 Epoch 02237: val_acc did not improve from 0.94225 Epoch 2238/100000 - 19s - loss: 0.3246 - acc: 0.9370 - val_loss: 0.5896 - val_acc: 0.8032 Epoch 02238: val_acc did not improve from 0.94225 Epoch 2239/100000 - 18s - loss: 0.3257 - acc: 0.9364 - val_loss: 0.3138 - val_acc: 0.9339 Epoch 02239: val_acc did not improve from 0.94225 Epoch 2240/100000 - 19s - loss: 0.3262 - acc: 0.9363 - val_loss: 0.3226 - val_acc: 0.9275 Epoch 02240: val_acc did not improve from 0.94225 Epoch 2241/100000 - 18s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3218 - val_acc: 0.9342 Epoch 02241: val_acc did not improve from 0.94225 Epoch 2242/100000 - 19s - loss: 0.3248 - acc: 0.9368 - val_loss: 0.3115 - val_acc: 0.9358 Epoch 02242: val_acc did not improve from 0.94225 Epoch 2243/100000 - 18s - loss: 0.3263 - acc: 0.9357 - val_loss: 0.3314 - val_acc: 0.9311 Epoch 02243: val_acc did not improve from 0.94225 Epoch 2244/100000 - 18s - loss: 0.3253 - acc: 0.9362 - val_loss: 0.3391 - val_acc: 0.9203 Epoch 02244: val_acc did not improve from 0.94225 Epoch 2245/100000 - 18s - loss: 0.3257 - acc: 0.9363 - val_loss: 0.3027 - val_acc: 0.9391 Epoch 02245: val_acc did not improve from 0.94225 Epoch 2246/100000 - 18s - loss: 0.3241 - acc: 0.9366 - val_loss: 0.3634 - val_acc: 0.9248 Epoch 02246: val_acc did not improve from 0.94225 Epoch 2247/100000 - 19s - loss: 0.3254 - acc: 0.9365 - val_loss: 0.3143 - val_acc: 0.9357 Epoch 02247: val_acc did not improve from 0.94225 Epoch 2248/100000 - 18s - loss: 0.3246 - acc: 0.9364 - val_loss: 0.3112 - val_acc: 0.9380 Epoch 02248: val_acc did not improve from 0.94225 Epoch 2249/100000 - 18s - loss: 0.3267 - acc: 0.9356 - val_loss: 0.3113 - val_acc: 0.9376 Epoch 02249: val_acc did not improve from 0.94225 Epoch 2250/100000 - 18s - loss: 0.3253 - acc: 0.9366 - val_loss: 0.3163 - val_acc: 0.9353 Epoch 02250: val_acc did not improve from 0.94225 Epoch 2251/100000 - 19s - loss: 0.3284 - acc: 0.9353 - val_loss: 0.3277 - val_acc: 0.9315 Epoch 02251: val_acc did not improve from 0.94225 Epoch 2252/100000 - 18s - loss: 0.3253 - acc: 0.9360 - val_loss: 0.3213 - val_acc: 0.9290 Epoch 02252: val_acc did not improve from 0.94225 Epoch 2253/100000 - 19s - loss: 0.3253 - acc: 0.9361 - val_loss: 0.4819 - val_acc: 0.8655 Epoch 02253: val_acc did not improve from 0.94225 Epoch 2254/100000 - 18s - loss: 0.3273 - acc: 0.9364 - val_loss: 0.3747 - val_acc: 0.9248 Epoch 02254: val_acc did not improve from 0.94225 Epoch 2255/100000 - 18s - loss: 0.3272 - acc: 0.9360 - val_loss: 0.3189 - val_acc: 0.9350 Epoch 02255: val_acc did not improve from 0.94225 Epoch 2256/100000 - 18s - loss: 0.3273 - acc: 0.9357 - val_loss: 0.3492 - val_acc: 0.9180 Epoch 02256: val_acc did not improve from 0.94225 Epoch 2257/100000 - 18s - loss: 0.3248 - acc: 0.9366 - val_loss: 0.3142 - val_acc: 0.9359 Epoch 02257: val_acc did not improve from 0.94225 Epoch 2258/100000 - 18s - loss: 0.3250 - acc: 0.9365 - val_loss: 0.3086 - val_acc: 0.9368 Epoch 02258: val_acc did not improve from 0.94225 Epoch 2259/100000 - 19s - loss: 0.3236 - acc: 0.9364 - val_loss: 0.3166 - val_acc: 0.9342 Epoch 02259: val_acc did not improve from 0.94225 Epoch 2260/100000 - 18s - loss: 0.3239 - acc: 0.9363 - val_loss: 0.3211 - val_acc: 0.9324 Epoch 02260: val_acc did not improve from 0.94225 Epoch 2261/100000 - 19s - loss: 0.3245 - acc: 0.9361 - val_loss: 0.3495 - val_acc: 0.9156 Epoch 02261: val_acc did not improve from 0.94225 Epoch 2262/100000 - 18s - loss: 0.3262 - acc: 0.9357 - val_loss: 0.3503 - val_acc: 0.9152 Epoch 02262: val_acc did not improve from 0.94225 Epoch 2263/100000 - 19s - loss: 0.3250 - acc: 0.9361 - val_loss: 0.3151 - val_acc: 0.9347 Epoch 02263: val_acc did not improve from 0.94225 Epoch 2264/100000 - 19s - loss: 0.3240 - acc: 0.9365 - val_loss: 0.3147 - val_acc: 0.9351 Epoch 02264: val_acc did not improve from 0.94225 Epoch 2265/100000 - 19s - loss: 0.3277 - acc: 0.9354 - val_loss: 0.3428 - val_acc: 0.9234 Epoch 02265: val_acc did not improve from 0.94225 Epoch 2266/100000 - 19s - loss: 0.3243 - acc: 0.9365 - val_loss: 0.4584 - val_acc: 0.8730 Epoch 02266: val_acc did not improve from 0.94225 Epoch 2267/100000 - 19s - loss: 0.3261 - acc: 0.9353 - val_loss: 0.3240 - val_acc: 0.9293 Epoch 02267: val_acc did not improve from 0.94225 Epoch 2268/100000 - 19s - loss: 0.3260 - acc: 0.9363 - val_loss: 0.3135 - val_acc: 0.9371 Epoch 02268: val_acc did not improve from 0.94225 Epoch 2269/100000 - 18s - loss: 0.3240 - acc: 0.9362 - val_loss: 0.3363 - val_acc: 0.9245 Epoch 02269: val_acc did not improve from 0.94225 Epoch 2270/100000 - 19s - loss: 0.3262 - acc: 0.9362 - val_loss: 0.3340 - val_acc: 0.9264 Epoch 02270: val_acc did not improve from 0.94225 Epoch 2271/100000 - 18s - loss: 0.3245 - acc: 0.9363 - val_loss: 0.3231 - val_acc: 0.9293 Epoch 02271: val_acc did not improve from 0.94225 Epoch 2272/100000 - 18s - loss: 0.3251 - acc: 0.9366 - val_loss: 0.3156 - val_acc: 0.9371 Epoch 02272: val_acc did not improve from 0.94225 Epoch 2273/100000 - 19s - loss: 0.3243 - acc: 0.9365 - val_loss: 0.3711 - val_acc: 0.9091 Epoch 02273: val_acc did not improve from 0.94225 Epoch 2274/100000 - 18s - loss: 0.3255 - acc: 0.9361 - val_loss: 0.3116 - val_acc: 0.9359 Epoch 02274: val_acc did not improve from 0.94225 Epoch 2275/100000 - 18s - loss: 0.3261 - acc: 0.9360 - val_loss: 0.3327 - val_acc: 0.9284 Epoch 02275: val_acc did not improve from 0.94225 Epoch 2276/100000 - 18s - loss: 0.3263 - acc: 0.9357 - val_loss: 0.6150 - val_acc: 0.7694 Epoch 02276: val_acc did not improve from 0.94225 Epoch 2277/100000 - 18s - loss: 0.3228 - acc: 0.9369 - val_loss: 0.3367 - val_acc: 0.9247 Epoch 02277: val_acc did not improve from 0.94225 Epoch 2278/100000 - 19s - loss: 0.3251 - acc: 0.9364 - val_loss: 0.3398 - val_acc: 0.9247 Epoch 02278: val_acc did not improve from 0.94225 Epoch 2279/100000 - 18s - loss: 0.3250 - acc: 0.9363 - val_loss: 0.3728 - val_acc: 0.9084 Epoch 02279: val_acc did not improve from 0.94225 Epoch 2280/100000 - 19s - loss: 0.3272 - acc: 0.9358 - val_loss: 0.4430 - val_acc: 0.8544 Epoch 02280: val_acc did not improve from 0.94225 Epoch 2281/100000 - 18s - loss: 0.3249 - acc: 0.9362 - val_loss: 0.3073 - val_acc: 0.9383 Epoch 02281: val_acc did not improve from 0.94225 Epoch 2282/100000 - 19s - loss: 0.3243 - acc: 0.9362 - val_loss: 0.3218 - val_acc: 0.9300 Epoch 02282: val_acc did not improve from 0.94225 Epoch 2283/100000 - 18s - loss: 0.3241 - acc: 0.9367 - val_loss: 0.3333 - val_acc: 0.9244 Epoch 02283: val_acc did not improve from 0.94225 Epoch 2284/100000 - 19s - loss: 0.3290 - acc: 0.9350 - val_loss: 0.3161 - val_acc: 0.9360 Epoch 02284: val_acc did not improve from 0.94225 Epoch 2285/100000 - 18s - loss: 0.3266 - acc: 0.9359 - val_loss: 0.3252 - val_acc: 0.9315 Epoch 02285: val_acc did not improve from 0.94225 Epoch 2286/100000 - 19s - loss: 0.3233 - acc: 0.9367 - val_loss: 0.3043 - val_acc: 0.9388 Epoch 02286: val_acc did not improve from 0.94225 Epoch 2287/100000 - 18s - loss: 0.3261 - acc: 0.9361 - val_loss: 0.3320 - val_acc: 0.9343 Epoch 02287: val_acc did not improve from 0.94225 Epoch 2288/100000 - 19s - loss: 0.3236 - acc: 0.9368 - val_loss: 0.3539 - val_acc: 0.9150 Epoch 02288: val_acc did not improve from 0.94225 Epoch 2289/100000 - 18s - loss: 0.3229 - acc: 0.9367 - val_loss: 0.3393 - val_acc: 0.9224 Epoch 02289: val_acc did not improve from 0.94225 Epoch 2290/100000 - 19s - loss: 0.3246 - acc: 0.9358 - val_loss: 0.3263 - val_acc: 0.9266 Epoch 02290: val_acc did not improve from 0.94225 Epoch 2291/100000 - 18s - loss: 0.3262 - acc: 0.9358 - val_loss: 0.3188 - val_acc: 0.9327 Epoch 02291: val_acc did not improve from 0.94225 Epoch 2292/100000 - 18s - loss: 0.3229 - acc: 0.9372 - val_loss: 0.3220 - val_acc: 0.9292 Epoch 02292: val_acc did not improve from 0.94225 Epoch 2293/100000 - 19s - loss: 0.3246 - acc: 0.9367 - val_loss: 0.3219 - val_acc: 0.9307 Epoch 02293: val_acc did not improve from 0.94225 Epoch 2294/100000 - 18s - loss: 0.3245 - acc: 0.9363 - val_loss: 0.3592 - val_acc: 0.9103 Epoch 02294: val_acc did not improve from 0.94225 Epoch 2295/100000 - 19s - loss: 0.3267 - acc: 0.9357 - val_loss: 0.3187 - val_acc: 0.9351 Epoch 02295: val_acc did not improve from 0.94225 Epoch 2296/100000 - 18s - loss: 0.3265 - acc: 0.9361 - val_loss: 0.3323 - val_acc: 0.9338 Epoch 02296: val_acc did not improve from 0.94225 Epoch 2297/100000 - 19s - loss: 0.3239 - acc: 0.9367 - val_loss: 0.3172 - val_acc: 0.9352 Epoch 02297: val_acc did not improve from 0.94225 Epoch 2298/100000 - 19s - loss: 0.3233 - acc: 0.9372 - val_loss: 0.3212 - val_acc: 0.9312 Epoch 02298: val_acc did not improve from 0.94225 Epoch 2299/100000 - 19s - loss: 0.3235 - acc: 0.9369 - val_loss: 0.3246 - val_acc: 0.9352 Epoch 02299: val_acc did not improve from 0.94225 Epoch 2300/100000 - 18s - loss: 0.3239 - acc: 0.9364 - val_loss: 0.3143 - val_acc: 0.9350 Epoch 02300: val_acc did not improve from 0.94225 Epoch 2301/100000 - 19s - loss: 0.3275 - acc: 0.9354 - val_loss: 0.3141 - val_acc: 0.9358 Epoch 02301: val_acc did not improve from 0.94225 Epoch 2302/100000 - 18s - loss: 0.3221 - acc: 0.9374 - val_loss: 0.3295 - val_acc: 0.9305 Epoch 02302: val_acc did not improve from 0.94225 Epoch 2303/100000 - 19s - loss: 0.3243 - acc: 0.9363 - val_loss: 0.3076 - val_acc: 0.9374 Epoch 02303: val_acc did not improve from 0.94225 Epoch 2304/100000 - 19s - loss: 0.3261 - acc: 0.9357 - val_loss: 0.3140 - val_acc: 0.9400 Epoch 02304: val_acc did not improve from 0.94225 Epoch 2305/100000 - 18s - loss: 0.3247 - acc: 0.9362 - val_loss: 0.3223 - val_acc: 0.9318 Epoch 02305: val_acc did not improve from 0.94225 Epoch 2306/100000 - 19s - loss: 0.3234 - acc: 0.9367 - val_loss: 0.3293 - val_acc: 0.9284 Epoch 02306: val_acc did not improve from 0.94225 Epoch 2307/100000 - 18s - loss: 0.3234 - acc: 0.9367 - val_loss: 0.3402 - val_acc: 0.9196 Epoch 02307: val_acc did not improve from 0.94225 Epoch 2308/100000 - 19s - loss: 0.3262 - acc: 0.9363 - val_loss: 0.3314 - val_acc: 0.9284 Epoch 02308: val_acc did not improve from 0.94225 Epoch 2309/100000 - 19s - loss: 0.3245 - acc: 0.9369 - val_loss: 0.3466 - val_acc: 0.9214 Epoch 02309: val_acc did not improve from 0.94225 Epoch 2310/100000 - 19s - loss: 0.3229 - acc: 0.9369 - val_loss: 0.3236 - val_acc: 0.9318 Epoch 02310: val_acc did not improve from 0.94225 Epoch 2311/100000 - 19s - loss: 0.3258 - acc: 0.9362 - val_loss: 0.3756 - val_acc: 0.9017 Epoch 02311: val_acc did not improve from 0.94225 Epoch 2312/100000 - 19s - loss: 0.3257 - acc: 0.9359 - val_loss: 0.3144 - val_acc: 0.9342 Epoch 02312: val_acc did not improve from 0.94225 Epoch 2313/100000 - 19s - loss: 0.3256 - acc: 0.9365 - val_loss: 0.3100 - val_acc: 0.9363 Epoch 02313: val_acc did not improve from 0.94225 Epoch 2314/100000 - 18s - loss: 0.3224 - acc: 0.9373 - val_loss: 0.3446 - val_acc: 0.9193 Epoch 02314: val_acc did not improve from 0.94225 Epoch 2315/100000 - 19s - loss: 0.3252 - acc: 0.9364 - val_loss: 0.3087 - val_acc: 0.9397 Epoch 02315: val_acc did not improve from 0.94225 Epoch 2316/100000 - 18s - loss: 0.3267 - acc: 0.9363 - val_loss: 0.4227 - val_acc: 0.8733 Epoch 02316: val_acc did not improve from 0.94225 Epoch 2317/100000 - 19s - loss: 0.3268 - acc: 0.9362 - val_loss: 0.3213 - val_acc: 0.9323 Epoch 02317: val_acc did not improve from 0.94225 Epoch 2318/100000 - 18s - loss: 0.3254 - acc: 0.9362 - val_loss: 0.3268 - val_acc: 0.9310 Epoch 02318: val_acc did not improve from 0.94225 Epoch 2319/100000 - 19s - loss: 0.3248 - acc: 0.9362 - val_loss: 0.3260 - val_acc: 0.9279 Epoch 02319: val_acc did not improve from 0.94225 Epoch 2320/100000 - 18s - loss: 0.3230 - acc: 0.9368 - val_loss: 0.3252 - val_acc: 0.9300 Epoch 02320: val_acc did not improve from 0.94225 Epoch 2321/100000 - 19s - loss: 0.3257 - acc: 0.9357 - val_loss: 0.3084 - val_acc: 0.9384 Epoch 02321: val_acc did not improve from 0.94225 Epoch 2322/100000 - 19s - loss: 0.3262 - acc: 0.9355 - val_loss: 0.3238 - val_acc: 0.9322 Epoch 02322: val_acc did not improve from 0.94225 Epoch 2323/100000 - 19s - loss: 0.3236 - acc: 0.9371 - val_loss: 0.3112 - val_acc: 0.9378 Epoch 02323: val_acc did not improve from 0.94225 Epoch 2324/100000 - 18s - loss: 0.3230 - acc: 0.9371 - val_loss: 0.3043 - val_acc: 0.9382 Epoch 02324: val_acc did not improve from 0.94225 Epoch 2325/100000 - 19s - loss: 0.3250 - acc: 0.9359 - val_loss: 0.3364 - val_acc: 0.9232 Epoch 02325: val_acc did not improve from 0.94225 Epoch 2326/100000 - 19s - loss: 0.3265 - acc: 0.9364 - val_loss: 0.3259 - val_acc: 0.9357 Epoch 02326: val_acc did not improve from 0.94225 Epoch 2327/100000 - 18s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3227 - val_acc: 0.9333 Epoch 02327: val_acc did not improve from 0.94225 Epoch 2328/100000 - 19s - loss: 0.3260 - acc: 0.9357 - val_loss: 0.3348 - val_acc: 0.9283 Epoch 02328: val_acc did not improve from 0.94225 Epoch 2329/100000 - 18s - loss: 0.3231 - acc: 0.9369 - val_loss: 0.3246 - val_acc: 0.9328 Epoch 02329: val_acc did not improve from 0.94225 Epoch 2330/100000 - 19s - loss: 0.3257 - acc: 0.9357 - val_loss: 0.3276 - val_acc: 0.9301 Epoch 02330: val_acc did not improve from 0.94225 Epoch 2331/100000 - 19s - loss: 0.3261 - acc: 0.9360 - val_loss: 0.3266 - val_acc: 0.9277 Epoch 02331: val_acc did not improve from 0.94225 Epoch 2332/100000 - 18s - loss: 0.3264 - acc: 0.9364 - val_loss: 0.3534 - val_acc: 0.9291 Epoch 02332: val_acc did not improve from 0.94225 Epoch 2333/100000 - 19s - loss: 0.3251 - acc: 0.9368 - val_loss: 0.3533 - val_acc: 0.9096 Epoch 02333: val_acc did not improve from 0.94225 Epoch 2334/100000 - 18s - loss: 0.3258 - acc: 0.9359 - val_loss: 0.3143 - val_acc: 0.9388 Epoch 02334: val_acc did not improve from 0.94225 Epoch 2335/100000 - 18s - loss: 0.3267 - acc: 0.9359 - val_loss: 0.3557 - val_acc: 0.9145 Epoch 02335: val_acc did not improve from 0.94225 Epoch 2336/100000 - 19s - loss: 0.3214 - acc: 0.9375 - val_loss: 0.3133 - val_acc: 0.9356 Epoch 02336: val_acc did not improve from 0.94225 Epoch 2337/100000 - 19s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3200 - val_acc: 0.9345 Epoch 02337: val_acc did not improve from 0.94225 Epoch 2338/100000 - 18s - loss: 0.3242 - acc: 0.9362 - val_loss: 0.3723 - val_acc: 0.9087 Epoch 02338: val_acc did not improve from 0.94225 Epoch 2339/100000 - 19s - loss: 0.3249 - acc: 0.9361 - val_loss: 0.3482 - val_acc: 0.9206 Epoch 02339: val_acc did not improve from 0.94225 Epoch 2340/100000 - 19s - loss: 0.3254 - acc: 0.9363 - val_loss: 0.3215 - val_acc: 0.9328 Epoch 02340: val_acc did not improve from 0.94225 Epoch 2341/100000 - 18s - loss: 0.3265 - acc: 0.9360 - val_loss: 0.3111 - val_acc: 0.9384 Epoch 02341: val_acc did not improve from 0.94225 Epoch 2342/100000 - 19s - loss: 0.3239 - acc: 0.9366 - val_loss: 0.3118 - val_acc: 0.9361 Epoch 02342: val_acc did not improve from 0.94225 Epoch 2343/100000 - 20s - loss: 0.3243 - acc: 0.9367 - val_loss: 0.3158 - val_acc: 0.9341 Epoch 02343: val_acc did not improve from 0.94225 Epoch 2344/100000 - 19s - loss: 0.3267 - acc: 0.9359 - val_loss: 0.3128 - val_acc: 0.9366 Epoch 02344: val_acc did not improve from 0.94225 Epoch 2345/100000 - 18s - loss: 0.3246 - acc: 0.9370 - val_loss: 0.3161 - val_acc: 0.9364 Epoch 02345: val_acc did not improve from 0.94225 Epoch 2346/100000 - 19s - loss: 0.3221 - acc: 0.9374 - val_loss: 0.3173 - val_acc: 0.9338 Epoch 02346: val_acc did not improve from 0.94225 Epoch 2347/100000 - 19s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3353 - val_acc: 0.9237 Epoch 02347: val_acc did not improve from 0.94225 Epoch 2348/100000 - 19s - loss: 0.3236 - acc: 0.9370 - val_loss: 0.3107 - val_acc: 0.9378 Epoch 02348: val_acc did not improve from 0.94225 Epoch 2349/100000 - 19s - loss: 0.3250 - acc: 0.9357 - val_loss: 0.3488 - val_acc: 0.9271 Epoch 02349: val_acc did not improve from 0.94225 Epoch 2350/100000 - 18s - loss: 0.3247 - acc: 0.9365 - val_loss: 0.3054 - val_acc: 0.9396 Epoch 02350: val_acc did not improve from 0.94225 Epoch 2351/100000 - 19s - loss: 0.3237 - acc: 0.9369 - val_loss: 0.3227 - val_acc: 0.9279 Epoch 02351: val_acc did not improve from 0.94225 Epoch 2352/100000 - 18s - loss: 0.3249 - acc: 0.9360 - val_loss: 0.3290 - val_acc: 0.9350 Epoch 02352: val_acc did not improve from 0.94225 Epoch 2353/100000 - 18s - loss: 0.3254 - acc: 0.9365 - val_loss: 0.3071 - val_acc: 0.9409 Epoch 02353: val_acc did not improve from 0.94225 Epoch 2354/100000 - 18s - loss: 0.3245 - acc: 0.9365 - val_loss: 0.3834 - val_acc: 0.9012 Epoch 02354: val_acc did not improve from 0.94225 Epoch 2355/100000 - 18s - loss: 0.3241 - acc: 0.9366 - val_loss: 0.3500 - val_acc: 0.9158 Epoch 02355: val_acc did not improve from 0.94225 Epoch 2356/100000 - 18s - loss: 0.3258 - acc: 0.9366 - val_loss: 0.3230 - val_acc: 0.9296 Epoch 02356: val_acc did not improve from 0.94225 Epoch 2357/100000 - 18s - loss: 0.3265 - acc: 0.9366 - val_loss: 0.3845 - val_acc: 0.9014 Epoch 02357: val_acc did not improve from 0.94225 Epoch 2358/100000 - 19s - loss: 0.3254 - acc: 0.9368 - val_loss: 0.3185 - val_acc: 0.9347 Epoch 02358: val_acc did not improve from 0.94225 Epoch 2359/100000 - 19s - loss: 0.3279 - acc: 0.9357 - val_loss: 0.3255 - val_acc: 0.9306 Epoch 02359: val_acc did not improve from 0.94225 Epoch 2360/100000 - 19s - loss: 0.3230 - acc: 0.9366 - val_loss: 0.3089 - val_acc: 0.9379 Epoch 02360: val_acc did not improve from 0.94225 Epoch 2361/100000 - 19s - loss: 0.3274 - acc: 0.9355 - val_loss: 0.3252 - val_acc: 0.9320 Epoch 02361: val_acc did not improve from 0.94225 Epoch 2362/100000 - 18s - loss: 0.3240 - acc: 0.9369 - val_loss: 0.3307 - val_acc: 0.9338 Epoch 02362: val_acc did not improve from 0.94225 Epoch 2363/100000 - 19s - loss: 0.3254 - acc: 0.9358 - val_loss: 0.3076 - val_acc: 0.9370 Epoch 02363: val_acc did not improve from 0.94225 Epoch 2364/100000 - 18s - loss: 0.3226 - acc: 0.9369 - val_loss: 0.3125 - val_acc: 0.9383 Epoch 02364: val_acc did not improve from 0.94225 Epoch 2365/100000 - 19s - loss: 0.3251 - acc: 0.9369 - val_loss: 0.3119 - val_acc: 0.9365 Epoch 02365: val_acc did not improve from 0.94225 Epoch 2366/100000 - 18s - loss: 0.3257 - acc: 0.9361 - val_loss: 0.3053 - val_acc: 0.9398 Epoch 02366: val_acc did not improve from 0.94225 Epoch 2367/100000 - 19s - loss: 0.3239 - acc: 0.9366 - val_loss: 0.3149 - val_acc: 0.9350 Epoch 02367: val_acc did not improve from 0.94225 Epoch 2368/100000 - 18s - loss: 0.3247 - acc: 0.9362 - val_loss: 0.3220 - val_acc: 0.9317 Epoch 02368: val_acc did not improve from 0.94225 Epoch 2369/100000 - 18s - loss: 0.3241 - acc: 0.9360 - val_loss: 0.4030 - val_acc: 0.8970 Epoch 02369: val_acc did not improve from 0.94225 Epoch 2370/100000 - 19s - loss: 0.3237 - acc: 0.9370 - val_loss: 0.3140 - val_acc: 0.9333 Epoch 02370: val_acc did not improve from 0.94225 Epoch 2371/100000 - 18s - loss: 0.3258 - acc: 0.9368 - val_loss: 0.3783 - val_acc: 0.8999 Epoch 02371: val_acc did not improve from 0.94225 Epoch 2372/100000 - 18s - loss: 0.3260 - acc: 0.9358 - val_loss: 0.3245 - val_acc: 0.9318 Epoch 02372: val_acc did not improve from 0.94225 Epoch 2373/100000 - 18s - loss: 0.3240 - acc: 0.9367 - val_loss: 0.3442 - val_acc: 0.9287 Epoch 02373: val_acc did not improve from 0.94225 Epoch 2374/100000 - 18s - loss: 0.3256 - acc: 0.9365 - val_loss: 0.3210 - val_acc: 0.9349 Epoch 02374: val_acc did not improve from 0.94225 Epoch 2375/100000 - 19s - loss: 0.3242 - acc: 0.9371 - val_loss: 0.4090 - val_acc: 0.8915 Epoch 02375: val_acc did not improve from 0.94225 Epoch 2376/100000 - 19s - loss: 0.3238 - acc: 0.9366 - val_loss: 0.3131 - val_acc: 0.9382 Epoch 02376: val_acc did not improve from 0.94225 Epoch 2377/100000 - 19s - loss: 0.3254 - acc: 0.9362 - val_loss: 0.3064 - val_acc: 0.9395 Epoch 02377: val_acc did not improve from 0.94225 Epoch 2378/100000 - 19s - loss: 0.3244 - acc: 0.9360 - val_loss: 0.3132 - val_acc: 0.9362 Epoch 02378: val_acc did not improve from 0.94225 Epoch 2379/100000 - 18s - loss: 0.3265 - acc: 0.9359 - val_loss: 0.3118 - val_acc: 0.9367 Epoch 02379: val_acc did not improve from 0.94225 Epoch 2380/100000 - 19s - loss: 0.3250 - acc: 0.9368 - val_loss: 0.4455 - val_acc: 0.8694 Epoch 02380: val_acc did not improve from 0.94225 Epoch 2381/100000 - 19s - loss: 0.3244 - acc: 0.9367 - val_loss: 0.3198 - val_acc: 0.9291 Epoch 02381: val_acc did not improve from 0.94225 Epoch 2382/100000 - 19s - loss: 0.3260 - acc: 0.9361 - val_loss: 0.3162 - val_acc: 0.9328 Epoch 02382: val_acc did not improve from 0.94225 Epoch 2383/100000 - 19s - loss: 0.3260 - acc: 0.9361 - val_loss: 0.3094 - val_acc: 0.9376 Epoch 02383: val_acc did not improve from 0.94225 Epoch 2384/100000 - 19s - loss: 0.3239 - acc: 0.9370 - val_loss: 0.4408 - val_acc: 0.8690 Epoch 02384: val_acc did not improve from 0.94225 Epoch 2385/100000 - 19s - loss: 0.3251 - acc: 0.9367 - val_loss: 0.3213 - val_acc: 0.9308 Epoch 02385: val_acc did not improve from 0.94225 Epoch 02385: ReduceLROnPlateau reducing learning rate to 0.0005688000208465382. Epoch 2386/100000 - 19s - loss: 0.3189 - acc: 0.9370 - val_loss: 0.3104 - val_acc: 0.9376 Epoch 02386: val_acc did not improve from 0.94225 Epoch 2387/100000 - 19s - loss: 0.3187 - acc: 0.9371 - val_loss: 0.3102 - val_acc: 0.9342 Epoch 02387: val_acc did not improve from 0.94225 Epoch 2388/100000 - 18s - loss: 0.3234 - acc: 0.9357 - val_loss: 0.3174 - val_acc: 0.9335 Epoch 02388: val_acc did not improve from 0.94225 Epoch 2389/100000 - 19s - loss: 0.3186 - acc: 0.9369 - val_loss: 0.3173 - val_acc: 0.9302 Epoch 02389: val_acc did not improve from 0.94225 Epoch 2390/100000 - 19s - loss: 0.3207 - acc: 0.9365 - val_loss: 0.3082 - val_acc: 0.9382 Epoch 02390: val_acc did not improve from 0.94225 Epoch 2391/100000 - 19s - loss: 0.3176 - acc: 0.9369 - val_loss: 0.3425 - val_acc: 0.9195 Epoch 02391: val_acc did not improve from 0.94225 Epoch 2392/100000 - 19s - loss: 0.3192 - acc: 0.9362 - val_loss: 0.3515 - val_acc: 0.9172 Epoch 02392: val_acc did not improve from 0.94225 Epoch 2393/100000 - 19s - loss: 0.3163 - acc: 0.9377 - val_loss: 0.3416 - val_acc: 0.9173 Epoch 02393: val_acc did not improve from 0.94225 Epoch 2394/100000 - 19s - loss: 0.3180 - acc: 0.9365 - val_loss: 0.3120 - val_acc: 0.9334 Epoch 02394: val_acc did not improve from 0.94225 Epoch 2395/100000 - 19s - loss: 0.3167 - acc: 0.9370 - val_loss: 0.3163 - val_acc: 0.9328 Epoch 02395: val_acc did not improve from 0.94225 Epoch 2396/100000 - 19s - loss: 0.3163 - acc: 0.9374 - val_loss: 0.3053 - val_acc: 0.9355 Epoch 02396: val_acc did not improve from 0.94225 Epoch 2397/100000 - 19s - loss: 0.3163 - acc: 0.9368 - val_loss: 0.3204 - val_acc: 0.9300 Epoch 02397: val_acc did not improve from 0.94225 Epoch 2398/100000 - 19s - loss: 0.3176 - acc: 0.9365 - val_loss: 0.3200 - val_acc: 0.9325 Epoch 02398: val_acc did not improve from 0.94225 Epoch 2399/100000 - 19s - loss: 0.3192 - acc: 0.9374 - val_loss: 0.3495 - val_acc: 0.9135 Epoch 02399: val_acc did not improve from 0.94225 Epoch 2400/100000 - 18s - loss: 0.3227 - acc: 0.9357 - val_loss: 0.3385 - val_acc: 0.9238 Epoch 02400: val_acc did not improve from 0.94225 Epoch 2401/100000 - 19s - loss: 0.3177 - acc: 0.9372 - val_loss: 0.5859 - val_acc: 0.7594 Epoch 02401: val_acc did not improve from 0.94225 Epoch 2402/100000 - 18s - loss: 0.3167 - acc: 0.9375 - val_loss: 0.3520 - val_acc: 0.9121 Epoch 02402: val_acc did not improve from 0.94225 Epoch 2403/100000 - 19s - loss: 0.3191 - acc: 0.9365 - val_loss: 0.3167 - val_acc: 0.9284 Epoch 02403: val_acc did not improve from 0.94225 Epoch 2404/100000 - 19s - loss: 0.3185 - acc: 0.9367 - val_loss: 0.3530 - val_acc: 0.9152 Epoch 02404: val_acc did not improve from 0.94225 Epoch 2405/100000 - 19s - loss: 0.3190 - acc: 0.9366 - val_loss: 0.5352 - val_acc: 0.8307 Epoch 02405: val_acc did not improve from 0.94225 Epoch 2406/100000 - 19s - loss: 0.3207 - acc: 0.9368 - val_loss: 0.3196 - val_acc: 0.9345 Epoch 02406: val_acc did not improve from 0.94225 Epoch 2407/100000 - 19s - loss: 0.3210 - acc: 0.9362 - val_loss: 0.3283 - val_acc: 0.9199 Epoch 02407: val_acc did not improve from 0.94225 Epoch 2408/100000 - 19s - loss: 0.3196 - acc: 0.9366 - val_loss: 0.3149 - val_acc: 0.9321 Epoch 02408: val_acc did not improve from 0.94225 Epoch 2409/100000 - 19s - loss: 0.3188 - acc: 0.9366 - val_loss: 0.3287 - val_acc: 0.9233 Epoch 02409: val_acc did not improve from 0.94225 Epoch 2410/100000 - 20s - loss: 0.3207 - acc: 0.9361 - val_loss: 0.3108 - val_acc: 0.9359 Epoch 02410: val_acc did not improve from 0.94225 Epoch 2411/100000 - 19s - loss: 0.3188 - acc: 0.9369 - val_loss: 0.3259 - val_acc: 0.9292 Epoch 02411: val_acc did not improve from 0.94225 Epoch 2412/100000 - 18s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3297 - val_acc: 0.9210 Epoch 02412: val_acc did not improve from 0.94225 Epoch 2413/100000 - 19s - loss: 0.3207 - acc: 0.9360 - val_loss: 0.3523 - val_acc: 0.9188 Epoch 02413: val_acc did not improve from 0.94225 Epoch 2414/100000 - 19s - loss: 0.3189 - acc: 0.9370 - val_loss: 0.3439 - val_acc: 0.9230 Epoch 02414: val_acc did not improve from 0.94225 Epoch 2415/100000 - 18s - loss: 0.3197 - acc: 0.9366 - val_loss: 0.3244 - val_acc: 0.9330 Epoch 02415: val_acc did not improve from 0.94225 Epoch 2416/100000 - 19s - loss: 0.3214 - acc: 0.9362 - val_loss: 0.3253 - val_acc: 0.9277 Epoch 02416: val_acc did not improve from 0.94225 Epoch 2417/100000 - 18s - loss: 0.3189 - acc: 0.9369 - val_loss: 0.3104 - val_acc: 0.9359 Epoch 02417: val_acc did not improve from 0.94225 Epoch 2418/100000 - 19s - loss: 0.3179 - acc: 0.9370 - val_loss: 0.3061 - val_acc: 0.9363 Epoch 02418: val_acc did not improve from 0.94225 Epoch 2419/100000 - 18s - loss: 0.3197 - acc: 0.9362 - val_loss: 0.3178 - val_acc: 0.9303 Epoch 02419: val_acc did not improve from 0.94225 Epoch 2420/100000 - 19s - loss: 0.3219 - acc: 0.9356 - val_loss: 0.3272 - val_acc: 0.9284 Epoch 02420: val_acc did not improve from 0.94225 Epoch 2421/100000 - 18s - loss: 0.3170 - acc: 0.9371 - val_loss: 0.5105 - val_acc: 0.8481 Epoch 02421: val_acc did not improve from 0.94225 Epoch 2422/100000 - 19s - loss: 0.3178 - acc: 0.9370 - val_loss: 0.3109 - val_acc: 0.9344 Epoch 02422: val_acc did not improve from 0.94225 Epoch 2423/100000 - 18s - loss: 0.3189 - acc: 0.9363 - val_loss: 0.3007 - val_acc: 0.9375 Epoch 02423: val_acc did not improve from 0.94225 Epoch 2424/100000 - 19s - loss: 0.3183 - acc: 0.9369 - val_loss: 0.3033 - val_acc: 0.9388 Epoch 02424: val_acc did not improve from 0.94225 Epoch 2425/100000 - 19s - loss: 0.3178 - acc: 0.9371 - val_loss: 0.3358 - val_acc: 0.9195 Epoch 02425: val_acc did not improve from 0.94225 Epoch 2426/100000 - 19s - loss: 0.3187 - acc: 0.9367 - val_loss: 0.3137 - val_acc: 0.9293 Epoch 02426: val_acc did not improve from 0.94225 Epoch 2427/100000 - 18s - loss: 0.3193 - acc: 0.9362 - val_loss: 0.3361 - val_acc: 0.9217 Epoch 02427: val_acc did not improve from 0.94225 Epoch 2428/100000 - 19s - loss: 0.3202 - acc: 0.9360 - val_loss: 0.3120 - val_acc: 0.9334 Epoch 02428: val_acc did not improve from 0.94225 Epoch 2429/100000 - 19s - loss: 0.3164 - acc: 0.9376 - val_loss: 0.3783 - val_acc: 0.8925 Epoch 02429: val_acc did not improve from 0.94225 Epoch 2430/100000 - 18s - loss: 0.3187 - acc: 0.9373 - val_loss: 0.3086 - val_acc: 0.9358 Epoch 02430: val_acc did not improve from 0.94225 Epoch 2431/100000 - 19s - loss: 0.3205 - acc: 0.9363 - val_loss: 0.3177 - val_acc: 0.9349 Epoch 02431: val_acc did not improve from 0.94225 Epoch 2432/100000 - 19s - loss: 0.3164 - acc: 0.9372 - val_loss: 0.3266 - val_acc: 0.9232 Epoch 02432: val_acc did not improve from 0.94225 Epoch 2433/100000 - 18s - loss: 0.3175 - acc: 0.9369 - val_loss: 0.3477 - val_acc: 0.9154 Epoch 02433: val_acc did not improve from 0.94225 Epoch 2434/100000 - 18s - loss: 0.3196 - acc: 0.9361 - val_loss: 0.3883 - val_acc: 0.9255 Epoch 02434: val_acc did not improve from 0.94225 Epoch 2435/100000 - 19s - loss: 0.3192 - acc: 0.9370 - val_loss: 0.3047 - val_acc: 0.9383 Epoch 02435: val_acc did not improve from 0.94225 Epoch 2436/100000 - 18s - loss: 0.3188 - acc: 0.9367 - val_loss: 0.3071 - val_acc: 0.9395 Epoch 02436: val_acc did not improve from 0.94225 Epoch 2437/100000 - 19s - loss: 0.3176 - acc: 0.9374 - val_loss: 0.3289 - val_acc: 0.9244 Epoch 02437: val_acc did not improve from 0.94225 Epoch 2438/100000 - 19s - loss: 0.3193 - acc: 0.9367 - val_loss: 0.3056 - val_acc: 0.9398 Epoch 02438: val_acc did not improve from 0.94225 Epoch 2439/100000 - 19s - loss: 0.3214 - acc: 0.9364 - val_loss: 0.3042 - val_acc: 0.9395 Epoch 02439: val_acc did not improve from 0.94225 Epoch 2440/100000 - 19s - loss: 0.3187 - acc: 0.9366 - val_loss: 0.3043 - val_acc: 0.9387 Epoch 02440: val_acc did not improve from 0.94225 Epoch 2441/100000 - 19s - loss: 0.3181 - acc: 0.9368 - val_loss: 0.3128 - val_acc: 0.9368 Epoch 02441: val_acc did not improve from 0.94225 Epoch 2442/100000 - 19s - loss: 0.3218 - acc: 0.9355 - val_loss: 0.3077 - val_acc: 0.9368 Epoch 02442: val_acc did not improve from 0.94225 Epoch 2443/100000 - 19s - loss: 0.3180 - acc: 0.9376 - val_loss: 0.3283 - val_acc: 0.9230 Epoch 02450: val_acc did not improve from 0.94225 Epoch 2451/100000 - 19s - loss: 0.3184 - acc: 0.9372 - val_loss: 0.3024 - val_acc: 0.9382 Epoch 02451: val_acc did not improve from 0.94225 Epoch 2452/100000 - 19s - loss: 0.3215 - acc: 0.9368 - val_loss: 0.3043 - val_acc: 0.9392 Epoch 02452: val_acc did not improve from 0.94225 Epoch 2453/100000 - 18s - loss: 0.3176 - acc: 0.9372 - val_loss: 0.3059 - val_acc: 0.9326 Epoch 02453: val_acc did not improve from 0.94225 Epoch 2454/100000 - 19s - loss: 0.3205 - acc: 0.9363 - val_loss: 0.3231 - val_acc: 0.9250 Epoch 02454: val_acc did not improve from 0.94225 Epoch 2455/100000 - 18s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3436 - val_acc: 0.9173 Epoch 02455: val_acc did not improve from 0.94225 Epoch 2456/100000 - 19s - loss: 0.3193 - acc: 0.9363 - val_loss: 0.3148 - val_acc: 0.9300 Epoch 02456: val_acc did not improve from 0.94225 Epoch 2457/100000 - 18s - loss: 0.3187 - acc: 0.9369 - val_loss: 0.4035 - val_acc: 0.8955 Epoch 02457: val_acc did not improve from 0.94225 Epoch 2458/100000 - 18s - loss: 0.3191 - acc: 0.9360 - val_loss: 0.3115 - val_acc: 0.9350 Epoch 02458: val_acc did not improve from 0.94225 Epoch 2459/100000 - 19s - loss: 0.3176 - acc: 0.9376 - val_loss: 0.3182 - val_acc: 0.9276 Epoch 02459: val_acc did not improve from 0.94225 Epoch 2460/100000 - 19s - loss: 0.3194 - acc: 0.9360 - val_loss: 0.3146 - val_acc: 0.9347 Epoch 02460: val_acc did not improve from 0.94225 Epoch 2461/100000 - 19s - loss: 0.3196 - acc: 0.9366 - val_loss: 0.3061 - val_acc: 0.9379 Epoch 02461: val_acc did not improve from 0.94225 Epoch 2462/100000 - 19s - loss: 0.3198 - acc: 0.9363 - val_loss: 0.3128 - val_acc: 0.9342 Epoch 02462: val_acc did not improve from 0.94225 Epoch 2463/100000 - 19s - loss: 0.3173 - acc: 0.9372 - val_loss: 0.3250 - val_acc: 0.9272 Epoch 02463: val_acc did not improve from 0.94225 Epoch 2464/100000 - 18s - loss: 0.3182 - acc: 0.9367 - val_loss: 0.3645 - val_acc: 0.9084 Epoch 02464: val_acc did not improve from 0.94225 Epoch 2465/100000 - 19s - loss: 0.3159 - acc: 0.9376 - val_loss: 0.4317 - val_acc: 0.8795 Epoch 02465: val_acc did not improve from 0.94225 Epoch 2466/100000 - 19s - loss: 0.3197 - acc: 0.9361 - val_loss: 0.3043 - val_acc: 0.9372 Epoch 02466: val_acc did not improve from 0.94225 Epoch 2467/100000 - 18s - loss: 0.3171 - acc: 0.9376 - val_loss: 0.3035 - val_acc: 0.9387 Epoch 02467: val_acc did not improve from 0.94225 Epoch 2468/100000 - 19s - loss: 0.3195 - acc: 0.9362 - val_loss: 0.3121 - val_acc: 0.9337 Epoch 02468: val_acc did not improve from 0.94225 Epoch 2469/100000 - 19s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3193 - val_acc: 0.9297 Epoch 02469: val_acc did not improve from 0.94225 Epoch 2470/100000 - 19s - loss: 0.3196 - acc: 0.9370 - val_loss: 0.3103 - val_acc: 0.9361 Epoch 02470: val_acc did not improve from 0.94225 Epoch 2471/100000 - 19s - loss: 0.3191 - acc: 0.9361 - val_loss: 0.3274 - val_acc: 0.9252 Epoch 02471: val_acc did not improve from 0.94225 Epoch 2472/100000 - 19s - loss: 0.3205 - acc: 0.9358 - val_loss: 0.3385 - val_acc: 0.9209 Epoch 02472: val_acc did not improve from 0.94225 Epoch 2473/100000 - 18s - loss: 0.3213 - acc: 0.9366 - val_loss: 0.3099 - val_acc: 0.9361 Epoch 02473: val_acc did not improve from 0.94225 Epoch 2474/100000 - 19s - loss: 0.3199 - acc: 0.9362 - val_loss: 0.3182 - val_acc: 0.9322 Epoch 02474: val_acc did not improve from 0.94225 Epoch 2475/100000 - 19s - loss: 0.3200 - acc: 0.9373 - val_loss: 0.3374 - val_acc: 0.9257 Epoch 02475: val_acc did not improve from 0.94225 Epoch 2476/100000 - 18s - loss: 0.3177 - acc: 0.9371 - val_loss: 0.3270 - val_acc: 0.9327 Epoch 02476: val_acc did not improve from 0.94225 Epoch 2477/100000 - 19s - loss: 0.3177 - acc: 0.9367 - val_loss: 0.3843 - val_acc: 0.8978 Epoch 02477: val_acc did not improve from 0.94225 Epoch 2478/100000 - 18s - loss: 0.3201 - acc: 0.9362 - val_loss: 0.3399 - val_acc: 0.9242 Epoch 02478: val_acc did not improve from 0.94225 Epoch 2479/100000 - 19s - loss: 0.3190 - acc: 0.9363 - val_loss: 0.3342 - val_acc: 0.9327 Epoch 02479: val_acc did not improve from 0.94225 Epoch 2480/100000 - 18s - loss: 0.3194 - acc: 0.9367 - val_loss: 0.3335 - val_acc: 0.9231 Epoch 02480: val_acc did not improve from 0.94225 Epoch 2481/100000 - 19s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3182 - val_acc: 0.9341 Epoch 02481: val_acc did not improve from 0.94225 Epoch 2482/100000 - 19s - loss: 0.3190 - acc: 0.9369 - val_loss: 0.3161 - val_acc: 0.9359 Epoch 02482: val_acc did not improve from 0.94225 Epoch 2483/100000 - 19s - loss: 0.3188 - acc: 0.9377 - val_loss: 0.3051 - val_acc: 0.9393 Epoch 02483: val_acc did not improve from 0.94225 Epoch 2484/100000 - 19s - loss: 0.3180 - acc: 0.9378 - val_loss: 0.4424 - val_acc: 0.8918 Epoch 02484: val_acc did not improve from 0.94225 Epoch 2485/100000 - 19s - loss: 0.3190 - acc: 0.9364 - val_loss: 0.3101 - val_acc: 0.9343 Epoch 02485: val_acc did not improve from 0.94225 Epoch 2486/100000 - 19s - loss: 0.3201 - acc: 0.9355 - val_loss: 0.3231 - val_acc: 0.9279 Epoch 02486: val_acc did not improve from 0.94225 Epoch 2487/100000 - 19s - loss: 0.3183 - acc: 0.9365 - val_loss: 0.3167 - val_acc: 0.9311 Epoch 02487: val_acc did not improve from 0.94225 Epoch 2488/100000 - 19s - loss: 0.3175 - acc: 0.9372 - val_loss: 0.3213 - val_acc: 0.9306 Epoch 02488: val_acc did not improve from 0.94225 Epoch 2489/100000 - 19s - loss: 0.3182 - acc: 0.9364 - val_loss: 0.3194 - val_acc: 0.9358 Epoch 02489: val_acc did not improve from 0.94225 Epoch 2490/100000 - 19s - loss: 0.3189 - acc: 0.9366 - val_loss: 0.3181 - val_acc: 0.9348 Epoch 02490: val_acc did not improve from 0.94225 Epoch 2491/100000 - 18s - loss: 0.3194 - acc: 0.9365 - val_loss: 0.3814 - val_acc: 0.8985 Epoch 02491: val_acc did not improve from 0.94225 Epoch 2492/100000 - 19s - loss: 0.3226 - acc: 0.9359 - val_loss: 0.3085 - val_acc: 0.9362 Epoch 02492: val_acc did not improve from 0.94225 Epoch 2493/100000 - 18s - loss: 0.3196 - acc: 0.9365 - val_loss: 0.3090 - val_acc: 0.9326 Epoch 02493: val_acc did not improve from 0.94225 Epoch 2494/100000 - 19s - loss: 0.3193 - acc: 0.9369 - val_loss: 0.3331 - val_acc: 0.9209 Epoch 02494: val_acc did not improve from 0.94225 Epoch 2495/100000 - 18s - loss: 0.3178 - acc: 0.9368 - val_loss: 0.3256 - val_acc: 0.9243 Epoch 02495: val_acc did not improve from 0.94225 Epoch 2496/100000 - 19s - loss: 0.3161 - acc: 0.9371 - val_loss: 0.3214 - val_acc: 0.9286 Epoch 02496: val_acc did not improve from 0.94225 Epoch 2497/100000 - 19s - loss: 0.3173 - acc: 0.9378 - val_loss: 0.3406 - val_acc: 0.9238 Epoch 02497: val_acc did not improve from 0.94225 Epoch 2498/100000 - 19s - loss: 0.3183 - acc: 0.9369 - val_loss: 0.3650 - val_acc: 0.9019 Epoch 02498: val_acc did not improve from 0.94225 Epoch 2499/100000 - 18s - loss: 0.3168 - acc: 0.9371 - val_loss: 0.3015 - val_acc: 0.9396 Epoch 02499: val_acc did not improve from 0.94225 Epoch 2500/100000 - 19s - loss: 0.3189 - acc: 0.9367 - val_loss: 0.4135 - val_acc: 0.8846 Epoch 02500: val_acc did not improve from 0.94225 Epoch 2501/100000 - 18s - loss: 0.3196 - acc: 0.9364 - val_loss: 0.3237 - val_acc: 0.9263 Epoch 02501: val_acc did not improve from 0.94225 Epoch 2502/100000 - 19s - loss: 0.3202 - acc: 0.9360 - val_loss: 0.3122 - val_acc: 0.9329 Epoch 02502: val_acc did not improve from 0.94225 Epoch 2503/100000 - 18s - loss: 0.3184 - acc: 0.9364 - val_loss: 0.3195 - val_acc: 0.9320 Epoch 02503: val_acc did not improve from 0.94225 Epoch 2504/100000 - 19s - loss: 0.3182 - acc: 0.9367 - val_loss: 0.3176 - val_acc: 0.9356 Epoch 02504: val_acc did not improve from 0.94225 Epoch 2505/100000 - 18s - loss: 0.3213 - acc: 0.9364 - val_loss: 0.3554 - val_acc: 0.9137 Epoch 02505: val_acc did not improve from 0.94225 Epoch 2506/100000 - 18s - loss: 0.3197 - acc: 0.9363 - val_loss: 0.3732 - val_acc: 0.8995 Epoch 02506: val_acc did not improve from 0.94225 Epoch 2507/100000 - 18s - loss: 0.3192 - acc: 0.9366 - val_loss: 0.3578 - val_acc: 0.9034 Epoch 02507: val_acc did not improve from 0.94225 Epoch 2508/100000 - 18s - loss: 0.3177 - acc: 0.9370 - val_loss: 0.3114 - val_acc: 0.9323 Epoch 02508: val_acc did not improve from 0.94225 Epoch 2509/100000 - 19s - loss: 0.3219 - acc: 0.9358 - val_loss: 0.3391 - val_acc: 0.9202 Epoch 02509: val_acc did not improve from 0.94225 Epoch 2510/100000 - 18s - loss: 0.3176 - acc: 0.9373 - val_loss: 0.3204 - val_acc: 0.9280 Epoch 02510: val_acc did not improve from 0.94225 Epoch 2511/100000 - 19s - loss: 0.3175 - acc: 0.9369 - val_loss: 0.3183 - val_acc: 0.9280 Epoch 02511: val_acc did not improve from 0.94225 Epoch 2512/100000 - 18s - loss: 0.3191 - acc: 0.9365 - val_loss: 0.3042 - val_acc: 0.9371 Epoch 02512: val_acc did not improve from 0.94225 Epoch 2513/100000 - 19s - loss: 0.3193 - acc: 0.9363 - val_loss: 0.3259 - val_acc: 0.9300 Epoch 02513: val_acc did not improve from 0.94225 Epoch 2514/100000 - 18s - loss: 0.3186 - acc: 0.9366 - val_loss: 0.3555 - val_acc: 0.9339 Epoch 02514: val_acc did not improve from 0.94225 Epoch 2515/100000 - 19s - loss: 0.3166 - acc: 0.9374 - val_loss: 0.3891 - val_acc: 0.8972 Epoch 02515: val_acc did not improve from 0.94225 Epoch 2516/100000 - 19s - loss: 0.3209 - acc: 0.9362 - val_loss: 0.3199 - val_acc: 0.9287 Epoch 02516: val_acc did not improve from 0.94225 Epoch 2517/100000 - 19s - loss: 0.3201 - acc: 0.9366 - val_loss: 0.3776 - val_acc: 0.9176 Epoch 02517: val_acc did not improve from 0.94225 Epoch 2518/100000 - 19s - loss: 0.3172 - acc: 0.9372 - val_loss: 0.3152 - val_acc: 0.9338 Epoch 02518: val_acc did not improve from 0.94225 Epoch 2519/100000 - 18s - loss: 0.3169 - acc: 0.9375 - val_loss: 0.3149 - val_acc: 0.9313 Epoch 02519: val_acc did not improve from 0.94225 Epoch 2520/100000 - 19s - loss: 0.3182 - acc: 0.9369 - val_loss: 0.3119 - val_acc: 0.9337 Epoch 02520: val_acc did not improve from 0.94225 Epoch 2521/100000 - 19s - loss: 0.3189 - acc: 0.9366 - val_loss: 0.3394 - val_acc: 0.9187 Epoch 02521: val_acc did not improve from 0.94225 Epoch 2522/100000 - 19s - loss: 0.3215 - acc: 0.9351 - val_loss: 0.3518 - val_acc: 0.9119 Epoch 02522: val_acc did not improve from 0.94225 Epoch 2523/100000 - 19s - loss: 0.3206 - acc: 0.9362 - val_loss: 0.3932 - val_acc: 0.8890 Epoch 02523: val_acc did not improve from 0.94225 Epoch 2524/100000 - 18s - loss: 0.3184 - acc: 0.9367 - val_loss: 0.3784 - val_acc: 0.8944 Epoch 02524: val_acc did not improve from 0.94225 Epoch 2525/100000 - 19s - loss: 0.3189 - acc: 0.9367 - val_loss: 0.3058 - val_acc: 0.9382 Epoch 02525: val_acc did not improve from 0.94225 Epoch 2526/100000 - 18s - loss: 0.3210 - acc: 0.9360 - val_loss: 0.3156 - val_acc: 0.9307 Epoch 02526: val_acc did not improve from 0.94225 Epoch 2527/100000 - 19s - loss: 0.3173 - acc: 0.9369 - val_loss: 0.3069 - val_acc: 0.9357 Epoch 02527: val_acc did not improve from 0.94225 Epoch 2528/100000 - 19s - loss: 0.3178 - acc: 0.9369 - val_loss: 0.3450 - val_acc: 0.9140 Epoch 02528: val_acc did not improve from 0.94225 Epoch 2529/100000 - 19s - loss: 0.3171 - acc: 0.9371 - val_loss: 0.3430 - val_acc: 0.9154 Epoch 02529: val_acc did not improve from 0.94225 Epoch 2530/100000 - 18s - loss: 0.3191 - acc: 0.9364 - val_loss: 0.3154 - val_acc: 0.9355 Epoch 02530: val_acc did not improve from 0.94225 Epoch 2531/100000 - 19s - loss: 0.3204 - acc: 0.9368 - val_loss: 0.3671 - val_acc: 0.9059 Epoch 02531: val_acc did not improve from 0.94225 Epoch 2532/100000 - 18s - loss: 0.3197 - acc: 0.9362 - val_loss: 0.3365 - val_acc: 0.9186 Epoch 02532: val_acc did not improve from 0.94225 Epoch 2533/100000 - 19s - loss: 0.3220 - acc: 0.9359 - val_loss: 0.3199 - val_acc: 0.9335 Epoch 02533: val_acc did not improve from 0.94225 Epoch 2534/100000 - 18s - loss: 0.3180 - acc: 0.9367 - val_loss: 0.4454 - val_acc: 0.8603 Epoch 02534: val_acc did not improve from 0.94225 Epoch 2535/100000 - 19s - loss: 0.3197 - acc: 0.9366 - val_loss: 0.3290 - val_acc: 0.9254 Epoch 02535: val_acc did not improve from 0.94225 Epoch 2536/100000 - 19s - loss: 0.3204 - acc: 0.9364 - val_loss: 0.3182 - val_acc: 0.9347 Epoch 02536: val_acc did not improve from 0.94225 Epoch 2537/100000 - 18s - loss: 0.3194 - acc: 0.9367 - val_loss: 0.3100 - val_acc: 0.9371 Epoch 02537: val_acc did not improve from 0.94225 Epoch 2538/100000 - 19s - loss: 0.3177 - acc: 0.9369 - val_loss: 0.3170 - val_acc: 0.9306 Epoch 02538: val_acc did not improve from 0.94225 Epoch 2539/100000 - 18s - loss: 0.3212 - acc: 0.9361 - val_loss: 0.3176 - val_acc: 0.9366 Epoch 02539: val_acc did not improve from 0.94225 Epoch 2540/100000 - 19s - loss: 0.3172 - acc: 0.9371 - val_loss: 0.3248 - val_acc: 0.9319 Epoch 02540: val_acc did not improve from 0.94225 Epoch 2541/100000 - 18s - loss: 0.3196 - acc: 0.9362 - val_loss: 0.3491 - val_acc: 0.9134 Epoch 02541: val_acc did not improve from 0.94225 Epoch 2542/100000 - 19s - loss: 0.3179 - acc: 0.9366 - val_loss: 0.3156 - val_acc: 0.9328 Epoch 02542: val_acc did not improve from 0.94225 Epoch 2543/100000 - 19s - loss: 0.3209 - acc: 0.9359 - val_loss: 0.3072 - val_acc: 0.9377 Epoch 02543: val_acc did not improve from 0.94225 Epoch 2544/100000 - 18s - loss: 0.3196 - acc: 0.9372 - val_loss: 0.3204 - val_acc: 0.9365 Epoch 02544: val_acc did not improve from 0.94225 Epoch 2545/100000 - 19s - loss: 0.3189 - acc: 0.9372 - val_loss: 0.3655 - val_acc: 0.9094 Epoch 02545: val_acc did not improve from 0.94225 Epoch 2546/100000 - 18s - loss: 0.3166 - acc: 0.9370 - val_loss: 0.3452 - val_acc: 0.9208 Epoch 02546: val_acc did not improve from 0.94225 Epoch 2547/100000 - 19s - loss: 0.3183 - acc: 0.9368 - val_loss: 0.3289 - val_acc: 0.9348 Epoch 02547: val_acc did not improve from 0.94225 Epoch 2548/100000 - 18s - loss: 0.3196 - acc: 0.9361 - val_loss: 0.3794 - val_acc: 0.9026 Epoch 02548: val_acc did not improve from 0.94225 Epoch 2549/100000 - 19s - loss: 0.3189 - acc: 0.9367 - val_loss: 0.3261 - val_acc: 0.9262 Epoch 02549: val_acc did not improve from 0.94225 Epoch 2550/100000 - 18s - loss: 0.3185 - acc: 0.9363 - val_loss: 0.3037 - val_acc: 0.9356 Epoch 02550: val_acc did not improve from 0.94225 Epoch 2551/100000 - 19s - loss: 0.3196 - acc: 0.9367 - val_loss: 0.3156 - val_acc: 0.9344 Epoch 02551: val_acc did not improve from 0.94225 Epoch 2552/100000 - 19s - loss: 0.3171 - acc: 0.9372 - val_loss: 0.3165 - val_acc: 0.9344 Epoch 02552: val_acc did not improve from 0.94225 Epoch 2553/100000 - 19s - loss: 0.3215 - acc: 0.9362 - val_loss: 0.3076 - val_acc: 0.9387 Epoch 02553: val_acc did not improve from 0.94225 Epoch 2554/100000 - 19s - loss: 0.3209 - acc: 0.9361 - val_loss: 0.3035 - val_acc: 0.9371 Epoch 02554: val_acc did not improve from 0.94225 Epoch 2555/100000 - 19s - loss: 0.3207 - acc: 0.9368 - val_loss: 0.3473 - val_acc: 0.9294 Epoch 02555: val_acc did not improve from 0.94225 Epoch 2556/100000 - 19s - loss: 0.3190 - acc: 0.9367 - val_loss: 0.3064 - val_acc: 0.9399 Epoch 02556: val_acc did not improve from 0.94225 Epoch 2557/100000 - 19s - loss: 0.3168 - acc: 0.9375 - val_loss: 0.3202 - val_acc: 0.9293 Epoch 02557: val_acc did not improve from 0.94225 Epoch 2558/100000 - 19s - loss: 0.3183 - acc: 0.9366 - val_loss: 0.3630 - val_acc: 0.9061 Epoch 02558: val_acc did not improve from 0.94225 Epoch 2559/100000 - 18s - loss: 0.3177 - acc: 0.9366 - val_loss: 0.3669 - val_acc: 0.8989 Epoch 02559: val_acc did not improve from 0.94225 Epoch 2560/100000 - 19s - loss: 0.3197 - acc: 0.9366 - val_loss: 0.3121 - val_acc: 0.9336 Epoch 02560: val_acc did not improve from 0.94225 Epoch 2561/100000 - 18s - loss: 0.3185 - acc: 0.9368 - val_loss: 0.3179 - val_acc: 0.9325 Epoch 02561: val_acc did not improve from 0.94225 Epoch 2562/100000 - 19s - loss: 0.3210 - acc: 0.9360 - val_loss: 0.4296 - val_acc: 0.8792 Epoch 02562: val_acc did not improve from 0.94225 Epoch 2563/100000 - 18s - loss: 0.3189 - acc: 0.9368 - val_loss: 0.3085 - val_acc: 0.9351 Epoch 02563: val_acc did not improve from 0.94225 Epoch 02563: ReduceLROnPlateau reducing learning rate to 0.0005403600225690752. Epoch 2564/100000 - 19s - loss: 0.3127 - acc: 0.9368 - val_loss: 0.3077 - val_acc: 0.9390 Epoch 02564: val_acc did not improve from 0.94225 Epoch 2565/100000 - 19s - loss: 0.3121 - acc: 0.9376 - val_loss: 0.3070 - val_acc: 0.9338 Epoch 02565: val_acc did not improve from 0.94225 Epoch 2566/100000 - 18s - loss: 0.3140 - acc: 0.9365 - val_loss: 0.3828 - val_acc: 0.8967 Epoch 02566: val_acc did not improve from 0.94225 Epoch 2567/100000 - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.3054 - val_acc: 0.9348 Epoch 02567: val_acc did not improve from 0.94225 Epoch 2568/100000 - 19s - loss: 0.3127 - acc: 0.9374 - val_loss: 0.3100 - val_acc: 0.9380 Epoch 02568: val_acc did not improve from 0.94225 Epoch 2569/100000 - 19s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.2991 - val_acc: 0.9359 Epoch 02569: val_acc did not improve from 0.94225 Epoch 2570/100000 - 19s - loss: 0.3111 - acc: 0.9373 - val_loss: 0.3394 - val_acc: 0.9198 Epoch 02570: val_acc did not improve from 0.94225 Epoch 2571/100000 - 19s - loss: 0.3141 - acc: 0.9364 - val_loss: 0.3048 - val_acc: 0.9332 Epoch 02571: val_acc did not improve from 0.94225 Epoch 2572/100000 - 18s - loss: 0.3109 - acc: 0.9376 - val_loss: 0.5494 - val_acc: 0.8317 Epoch 02572: val_acc did not improve from 0.94225 Epoch 2573/100000 - 19s - loss: 0.3132 - acc: 0.9365 - val_loss: 0.3078 - val_acc: 0.9344 Epoch 02573: val_acc did not improve from 0.94225 Epoch 2574/100000 - 19s - loss: 0.3165 - acc: 0.9360 - val_loss: 0.2965 - val_acc: 0.9391 Epoch 02574: val_acc did not improve from 0.94225 Epoch 2575/100000 - 18s - loss: 0.3119 - acc: 0.9374 - val_loss: 0.3079 - val_acc: 0.9319 Epoch 02575: val_acc did not improve from 0.94225 Epoch 2576/100000 - 19s - loss: 0.3110 - acc: 0.9376 - val_loss: 0.3965 - val_acc: 0.8843 Epoch 02576: val_acc did not improve from 0.94225 Epoch 2577/100000 - 19s - loss: 0.3140 - acc: 0.9368 - val_loss: 0.3188 - val_acc: 0.9256 Epoch 02577: val_acc did not improve from 0.94225 Epoch 2578/100000 - 19s - loss: 0.3134 - acc: 0.9368 - val_loss: 0.3076 - val_acc: 0.9358 Epoch 02578: val_acc did not improve from 0.94225 Epoch 2579/100000 - 19s - loss: 0.3133 - acc: 0.9365 - val_loss: 0.3092 - val_acc: 0.9350 Epoch 02579: val_acc did not improve from 0.94225 Epoch 2580/100000 - 19s - loss: 0.3134 - acc: 0.9371 - val_loss: 0.3713 - val_acc: 0.8988 Epoch 02580: val_acc did not improve from 0.94225 Epoch 2581/100000 - 19s - loss: 0.3121 - acc: 0.9370 - val_loss: 0.3088 - val_acc: 0.9372 Epoch 02581: val_acc did not improve from 0.94225 Epoch 2582/100000 - 19s - loss: 0.3156 - acc: 0.9365 - val_loss: 0.3302 - val_acc: 0.9324 Epoch 02582: val_acc did not improve from 0.94225 Epoch 2583/100000 - 19s - loss: 0.3133 - acc: 0.9378 - val_loss: 0.3162 - val_acc: 0.9332 Epoch 02583: val_acc did not improve from 0.94225 Epoch 2584/100000 - 19s - loss: 0.3135 - acc: 0.9373 - val_loss: 0.3061 - val_acc: 0.9372 Epoch 02584: val_acc did not improve from 0.94225 Epoch 2585/100000 - 19s - loss: 0.3131 - acc: 0.9372 - val_loss: 0.3279 - val_acc: 0.9212 Epoch 02585: val_acc did not improve from 0.94225 Epoch 2586/100000 - 19s - loss: 0.3137 - acc: 0.9363 - val_loss: 0.3726 - val_acc: 0.9076 Epoch 02586: val_acc did not improve from 0.94225 Epoch 2587/100000 - 19s - loss: 0.3115 - acc: 0.9371 - val_loss: 0.3067 - val_acc: 0.9327 Epoch 02587: val_acc did not improve from 0.94225 Epoch 2588/100000 - 19s - loss: 0.3136 - acc: 0.9365 - val_loss: 0.3073 - val_acc: 0.9342 Epoch 02588: val_acc did not improve from 0.94225 Epoch 2589/100000 - 18s - loss: 0.3128 - acc: 0.9370 - val_loss: 0.3091 - val_acc: 0.9310 Epoch 02589: val_acc did not improve from 0.94225 Epoch 2590/100000 - 19s - loss: 0.3132 - acc: 0.9368 - val_loss: 0.5209 - val_acc: 0.8369 Epoch 02590: val_acc did not improve from 0.94225 Epoch 2591/100000 - 19s - loss: 0.3120 - acc: 0.9366 - val_loss: 0.6249 - val_acc: 0.7502 Epoch 02591: val_acc did not improve from 0.94225 Epoch 2592/100000 - 18s - loss: 0.3107 - acc: 0.9376 - val_loss: 0.3094 - val_acc: 0.9316 Epoch 02592: val_acc did not improve from 0.94225 Epoch 2593/100000 - 18s - loss: 0.3150 - acc: 0.9362 - val_loss: 0.3023 - val_acc: 0.9359 Epoch 02593: val_acc did not improve from 0.94225 Epoch 2594/100000 - 18s - loss: 0.3139 - acc: 0.9366 - val_loss: 0.3176 - val_acc: 0.9318 Epoch 02594: val_acc did not improve from 0.94225 Epoch 2595/100000 - 19s - loss: 0.3120 - acc: 0.9364 - val_loss: 0.3192 - val_acc: 0.9260 Epoch 02595: val_acc did not improve from 0.94225 Epoch 2596/100000 - 19s - loss: 0.3132 - acc: 0.9368 - val_loss: 0.2980 - val_acc: 0.9382 Epoch 02596: val_acc did not improve from 0.94225 Epoch 2597/100000 - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.2959 - val_acc: 0.9385 Epoch 02597: val_acc did not improve from 0.94225 Epoch 2598/100000 - 19s - loss: 0.3108 - acc: 0.9373 - val_loss: 0.3049 - val_acc: 0.9349 Epoch 02598: val_acc did not improve from 0.94225 Epoch 2599/100000 - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.2989 - val_acc: 0.9368 Epoch 02599: val_acc did not improve from 0.94225 Epoch 2600/100000 - 18s - loss: 0.3112 - acc: 0.9376 - val_loss: 0.2944 - val_acc: 0.9384 Epoch 02600: val_acc did not improve from 0.94225 Epoch 2601/100000 - 19s - loss: 0.3116 - acc: 0.9372 - val_loss: 0.3588 - val_acc: 0.9061 Epoch 02601: val_acc did not improve from 0.94225 Epoch 2602/100000 - 19s - loss: 0.3130 - acc: 0.9370 - val_loss: 0.2978 - val_acc: 0.9367 Epoch 02602: val_acc did not improve from 0.94225 Epoch 2603/100000 - 18s - loss: 0.3159 - acc: 0.9373 - val_loss: 0.3515 - val_acc: 0.9122 Epoch 02603: val_acc did not improve from 0.94225 Epoch 2604/100000 - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.3017 - val_acc: 0.9342 Epoch 02604: val_acc did not improve from 0.94225 Epoch 2605/100000 - 18s - loss: 0.3120 - acc: 0.9372 - val_loss: 0.3148 - val_acc: 0.9263 Epoch 02605: val_acc did not improve from 0.94225 Epoch 2606/100000 - 19s - loss: 0.3119 - acc: 0.9374 - val_loss: 0.3068 - val_acc: 0.9325 Epoch 02606: val_acc did not improve from 0.94225 Epoch 2607/100000 - 19s - loss: 0.3121 - acc: 0.9372 - val_loss: 0.2954 - val_acc: 0.9366 Epoch 02607: val_acc did not improve from 0.94225 Epoch 2608/100000 - 18s - loss: 0.3105 - acc: 0.9374 - val_loss: 0.3119 - val_acc: 0.9313 Epoch 02608: val_acc did not improve from 0.94225 Epoch 2609/100000 - 19s - loss: 0.3158 - acc: 0.9353 - val_loss: 0.3030 - val_acc: 0.9362 Epoch 02609: val_acc did not improve from 0.94225 Epoch 2610/100000 - 18s - loss: 0.3121 - acc: 0.9368 - val_loss: 0.3086 - val_acc: 0.9350 Epoch 02610: val_acc did not improve from 0.94225 Epoch 2611/100000 - 18s - loss: 0.3125 - acc: 0.9369 - val_loss: 0.3218 - val_acc: 0.9371 Epoch 02611: val_acc did not improve from 0.94225 Epoch 2612/100000 - 19s - loss: 0.3131 - acc: 0.9369 - val_loss: 0.3096 - val_acc: 0.9339 Epoch 02612: val_acc did not improve from 0.94225 Epoch 2613/100000 - 18s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.2978 - val_acc: 0.9373 Epoch 02613: val_acc did not improve from 0.94225 Epoch 2614/100000 - 19s - loss: 0.3108 - acc: 0.9369 - val_loss: 0.3082 - val_acc: 0.9322 Epoch 02614: val_acc did not improve from 0.94225 Epoch 2615/100000 - 18s - loss: 0.3126 - acc: 0.9369 - val_loss: 0.2999 - val_acc: 0.9369 Epoch 02615: val_acc did not improve from 0.94225 Epoch 2616/100000 - 19s - loss: 0.3115 - acc: 0.9371 - val_loss: 0.3155 - val_acc: 0.9263 Epoch 02616: val_acc did not improve from 0.94225 Epoch 2617/100000 - 18s - loss: 0.3120 - acc: 0.9371 - val_loss: 0.4312 - val_acc: 0.8804 Epoch 02617: val_acc did not improve from 0.94225 Epoch 2618/100000 - 19s - loss: 0.3120 - acc: 0.9372 - val_loss: 0.3158 - val_acc: 0.9298 Epoch 02618: val_acc did not improve from 0.94225 Epoch 2619/100000 - 19s - loss: 0.3139 - acc: 0.9365 - val_loss: 0.3003 - val_acc: 0.9379 Epoch 02619: val_acc did not improve from 0.94225 Epoch 2620/100000 - 19s - loss: 0.3121 - acc: 0.9371 - val_loss: 0.3935 - val_acc: 0.9166 Epoch 02620: val_acc did not improve from 0.94225 Epoch 2621/100000 - 18s - loss: 0.3142 - acc: 0.9368 - val_loss: 0.3503 - val_acc: 0.9100 Epoch 02621: val_acc did not improve from 0.94225 Epoch 2622/100000 - 19s - loss: 0.3137 - acc: 0.9369 - val_loss: 0.3128 - val_acc: 0.9381 Epoch 02622: val_acc did not improve from 0.94225 Epoch 2623/100000 - 19s - loss: 0.3098 - acc: 0.9375 - val_loss: 0.3708 - val_acc: 0.9012 Epoch 02623: val_acc did not improve from 0.94225 Epoch 2624/100000 - 19s - loss: 0.3141 - acc: 0.9364 - val_loss: 0.3036 - val_acc: 0.9357 Epoch 02624: val_acc did not improve from 0.94225 Epoch 2625/100000 - 18s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.3130 - val_acc: 0.9336 Epoch 02625: val_acc did not improve from 0.94225 Epoch 2626/100000 - 19s - loss: 0.3141 - acc: 0.9367 - val_loss: 0.3643 - val_acc: 0.9112 Epoch 02626: val_acc did not improve from 0.94225 Epoch 2627/100000 - 19s - loss: 0.3121 - acc: 0.9370 - val_loss: 0.3113 - val_acc: 0.9329 Epoch 02627: val_acc did not improve from 0.94225 Epoch 2628/100000 - 19s - loss: 0.3121 - acc: 0.9364 - val_loss: 0.4512 - val_acc: 0.8644 Epoch 02628: val_acc did not improve from 0.94225 Epoch 2629/100000 - 18s - loss: 0.3162 - acc: 0.9366 - val_loss: 0.3039 - val_acc: 0.9360 Epoch 02629: val_acc did not improve from 0.94225 Epoch 2630/100000 - 19s - loss: 0.3122 - acc: 0.9373 - val_loss: 0.3103 - val_acc: 0.9311 Epoch 02630: val_acc did not improve from 0.94225 Epoch 2631/100000 - 18s - loss: 0.3133 - acc: 0.9367 - val_loss: 0.3025 - val_acc: 0.9369 Epoch 02631: val_acc did not improve from 0.94225 Epoch 2632/100000 - 19s - loss: 0.3113 - acc: 0.9368 - val_loss: 0.3606 - val_acc: 0.9054 Epoch 02632: val_acc did not improve from 0.94225 Epoch 2633/100000 - 18s - loss: 0.3122 - acc: 0.9368 - val_loss: 0.3255 - val_acc: 0.9247 Epoch 02633: val_acc did not improve from 0.94225 Epoch 2634/100000 - 19s - loss: 0.3135 - acc: 0.9365 - val_loss: 0.3147 - val_acc: 0.9300 Epoch 02634: val_acc did not improve from 0.94225 Epoch 2635/100000 - 18s - loss: 0.3130 - acc: 0.9368 - val_loss: 0.3008 - val_acc: 0.9373 Epoch 02635: val_acc did not improve from 0.94225 Epoch 2636/100000 - 19s - loss: 0.3129 - acc: 0.9374 - val_loss: 0.3185 - val_acc: 0.9360 Epoch 02636: val_acc did not improve from 0.94225 Epoch 2637/100000 - 19s - loss: 0.3120 - acc: 0.9372 - val_loss: 0.3793 - val_acc: 0.9158 Epoch 02637: val_acc did not improve from 0.94225 Epoch 2638/100000 - 19s - loss: 0.3127 - acc: 0.9375 - val_loss: 0.3137 - val_acc: 0.9314 Epoch 02638: val_acc did not improve from 0.94225 Epoch 2639/100000 - 20s - loss: 0.3122 - acc: 0.9370 - val_loss: 0.3182 - val_acc: 0.9314 Epoch 02639: val_acc did not improve from 0.94225 Epoch 2640/100000 - 19s - loss: 0.3124 - acc: 0.9374 - val_loss: 0.3005 - val_acc: 0.9354 Epoch 02640: val_acc did not improve from 0.94225 Epoch 2641/100000 - 19s - loss: 0.3139 - acc: 0.9362 - val_loss: 0.3311 - val_acc: 0.9202 Epoch 02641: val_acc did not improve from 0.94225 Epoch 2642/100000 - 19s - loss: 0.3111 - acc: 0.9379 - val_loss: 0.3676 - val_acc: 0.9032 Epoch 02642: val_acc did not improve from 0.94225 Epoch 2643/100000 - 19s - loss: 0.3137 - acc: 0.9372 - val_loss: 0.7344 - val_acc: 0.6719 Epoch 02643: val_acc did not improve from 0.94225 Epoch 2644/100000 - 19s - loss: 0.3141 - acc: 0.9370 - val_loss: 0.3049 - val_acc: 0.9324 Epoch 02644: val_acc did not improve from 0.94225 Epoch 2645/100000 - 18s - loss: 0.3141 - acc: 0.9368 - val_loss: 0.3411 - val_acc: 0.9197 Epoch 02645: val_acc did not improve from 0.94225 Epoch 2646/100000 - 19s - loss: 0.3138 - acc: 0.9371 - val_loss: 0.3001 - val_acc: 0.9378 Epoch 02646: val_acc did not improve from 0.94225 Epoch 2647/100000 - 18s - loss: 0.3143 - acc: 0.9366 - val_loss: 0.3471 - val_acc: 0.9083 Epoch 02647: val_acc did not improve from 0.94225 Epoch 2648/100000 - 19s - loss: 0.3142 - acc: 0.9372 - val_loss: 0.3309 - val_acc: 0.9200 Epoch 02648: val_acc did not improve from 0.94225 Epoch 2649/100000 - 19s - loss: 0.3145 - acc: 0.9364 - val_loss: 0.3716 - val_acc: 0.8990 Epoch 02649: val_acc did not improve from 0.94225 Epoch 2650/100000 - 18s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.2940 - val_acc: 0.9398 Epoch 02650: val_acc did not improve from 0.94225 Epoch 2651/100000 - 19s - loss: 0.3115 - acc: 0.9373 - val_loss: 0.3113 - val_acc: 0.9347 Epoch 02651: val_acc did not improve from 0.94225 Epoch 2652/100000 - 18s - loss: 0.3140 - acc: 0.9367 - val_loss: 0.3311 - val_acc: 0.9203 Epoch 02652: val_acc did not improve from 0.94225 Epoch 2653/100000 - 19s - loss: 0.3143 - acc: 0.9365 - val_loss: 0.3049 - val_acc: 0.9356 Epoch 02653: val_acc did not improve from 0.94225 Epoch 2654/100000 - 19s - loss: 0.3147 - acc: 0.9370 - val_loss: 0.3075 - val_acc: 0.9329 Epoch 02654: val_acc did not improve from 0.94225 Epoch 2655/100000 - 18s - loss: 0.3122 - acc: 0.9377 - val_loss: 0.3035 - val_acc: 0.9358 Epoch 02655: val_acc did not improve from 0.94225 Epoch 2656/100000 - 19s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3209 - val_acc: 0.9329 Epoch 02656: val_acc did not improve from 0.94225 Epoch 2657/100000 - 19s - loss: 0.3113 - acc: 0.9373 - val_loss: 0.3175 - val_acc: 0.9331 Epoch 02657: val_acc did not improve from 0.94225 Epoch 2658/100000 - 19s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.3135 - val_acc: 0.9248 Epoch 02658: val_acc did not improve from 0.94225 Epoch 2659/100000 - 19s - loss: 0.3127 - acc: 0.9369 - val_loss: 0.3038 - val_acc: 0.9340 Epoch 02659: val_acc did not improve from 0.94225 Epoch 2660/100000 - 19s - loss: 0.3110 - acc: 0.9373 - val_loss: 0.3099 - val_acc: 0.9316 Epoch 02660: val_acc did not improve from 0.94225 Epoch 2661/100000 - 19s - loss: 0.3146 - acc: 0.9365 - val_loss: 0.3639 - val_acc: 0.9112 Epoch 02661: val_acc did not improve from 0.94225 Epoch 2662/100000 - 19s - loss: 0.3133 - acc: 0.9371 - val_loss: 0.3746 - val_acc: 0.8950 Epoch 02662: val_acc did not improve from 0.94225 Epoch 2663/100000 - 18s - loss: 0.3132 - acc: 0.9365 - val_loss: 0.3088 - val_acc: 0.9388 Epoch 02663: val_acc did not improve from 0.94225 Epoch 2664/100000 - 18s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.3138 - val_acc: 0.9319 Epoch 02664: val_acc did not improve from 0.94225 Epoch 2665/100000 - 18s - loss: 0.3160 - acc: 0.9357 - val_loss: 0.3482 - val_acc: 0.9118 Epoch 02665: val_acc did not improve from 0.94225 Epoch 2666/100000 - 18s - loss: 0.3130 - acc: 0.9370 - val_loss: 0.3096 - val_acc: 0.9331 Epoch 02666: val_acc did not improve from 0.94225 Epoch 2667/100000 - 19s - loss: 0.3119 - acc: 0.9370 - val_loss: 0.2990 - val_acc: 0.9367 Epoch 02667: val_acc did not improve from 0.94225 Epoch 2668/100000 - 19s - loss: 0.3101 - acc: 0.9377 - val_loss: 0.3125 - val_acc: 0.9316 Epoch 02668: val_acc did not improve from 0.94225 Epoch 2669/100000 - 19s - loss: 0.3144 - acc: 0.9373 - val_loss: 0.3016 - val_acc: 0.9381 Epoch 02669: val_acc did not improve from 0.94225 Epoch 2670/100000 - 18s - loss: 0.3123 - acc: 0.9369 - val_loss: 0.2944 - val_acc: 0.9384 Epoch 02670: val_acc did not improve from 0.94225 Epoch 2671/100000 - 19s - loss: 0.3124 - acc: 0.9373 - val_loss: 0.3081 - val_acc: 0.9321 Epoch 02671: val_acc did not improve from 0.94225 Epoch 2672/100000 - 19s - loss: 0.3141 - acc: 0.9366 - val_loss: 0.3307 - val_acc: 0.9230 Epoch 02672: val_acc did not improve from 0.94225 Epoch 2673/100000 - 18s - loss: 0.3127 - acc: 0.9365 - val_loss: 0.3490 - val_acc: 0.9096 Epoch 02673: val_acc did not improve from 0.94225 Epoch 2674/100000 - 19s - loss: 0.3119 - acc: 0.9373 - val_loss: 0.3054 - val_acc: 0.9363 Epoch 02674: val_acc did not improve from 0.94225 Epoch 2675/100000 - 18s - loss: 0.3116 - acc: 0.9374 - val_loss: 0.3452 - val_acc: 0.9199 Epoch 02675: val_acc did not improve from 0.94225 Epoch 2676/100000 - 19s - loss: 0.3150 - acc: 0.9362 - val_loss: 0.3278 - val_acc: 0.9332 Epoch 02676: val_acc did not improve from 0.94225 Epoch 2677/100000 - 18s - loss: 0.3121 - acc: 0.9374 - val_loss: 0.3131 - val_acc: 0.9365 Epoch 02677: val_acc did not improve from 0.94225 Epoch 2678/100000 - 19s - loss: 0.3154 - acc: 0.9355 - val_loss: 0.3480 - val_acc: 0.9079 Epoch 02678: val_acc did not improve from 0.94225 Epoch 2679/100000 - 19s - loss: 0.3139 - acc: 0.9367 - val_loss: 0.3817 - val_acc: 0.8891 Epoch 02679: val_acc did not improve from 0.94225 Epoch 2680/100000 - 18s - loss: 0.3127 - acc: 0.9369 - val_loss: 0.3378 - val_acc: 0.9313 Epoch 02680: val_acc did not improve from 0.94225 Epoch 2681/100000 - 18s - loss: 0.3127 - acc: 0.9365 - val_loss: 0.3057 - val_acc: 0.9353 Epoch 02681: val_acc did not improve from 0.94225 Epoch 2682/100000 - 18s - loss: 0.3143 - acc: 0.9360 - val_loss: 0.3170 - val_acc: 0.9314 Epoch 02682: val_acc did not improve from 0.94225 Epoch 2683/100000 - 18s - loss: 0.3161 - acc: 0.9363 - val_loss: 0.2972 - val_acc: 0.9402 Epoch 02683: val_acc did not improve from 0.94225 Epoch 2684/100000 - 19s - loss: 0.3125 - acc: 0.9374 - val_loss: 0.3190 - val_acc: 0.9329 Epoch 02684: val_acc did not improve from 0.94225 Epoch 2685/100000 - 18s - loss: 0.3135 - acc: 0.9370 - val_loss: 0.3055 - val_acc: 0.9409 Epoch 02685: val_acc did not improve from 0.94225 Epoch 2686/100000 - 19s - loss: 0.3142 - acc: 0.9377 - val_loss: 0.3093 - val_acc: 0.9329 Epoch 02686: val_acc did not improve from 0.94225 Epoch 2687/100000 - 18s - loss: 0.3141 - acc: 0.9369 - val_loss: 0.3203 - val_acc: 0.9284 Epoch 02687: val_acc did not improve from 0.94225 Epoch 2688/100000 - 19s - loss: 0.3139 - acc: 0.9364 - val_loss: 0.3156 - val_acc: 0.9315 Epoch 02688: val_acc did not improve from 0.94225 Epoch 2689/100000 - 18s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3189 - val_acc: 0.9266 Epoch 02689: val_acc did not improve from 0.94225 Epoch 2690/100000 - 19s - loss: 0.3124 - acc: 0.9372 - val_loss: 0.2932 - val_acc: 0.9385 Epoch 02690: val_acc did not improve from 0.94225 Epoch 2691/100000 - 19s - loss: 0.3129 - acc: 0.9367 - val_loss: 0.3119 - val_acc: 0.9379 Epoch 02691: val_acc did not improve from 0.94225 Epoch 2692/100000 - 18s - loss: 0.3148 - acc: 0.9366 - val_loss: 0.3048 - val_acc: 0.9338 Epoch 02692: val_acc did not improve from 0.94225 Epoch 2693/100000 - 19s - loss: 0.3117 - acc: 0.9373 - val_loss: 0.3069 - val_acc: 0.9326 Epoch 02693: val_acc did not improve from 0.94225 Epoch 2694/100000 - 18s - loss: 0.3115 - acc: 0.9375 - val_loss: 0.3023 - val_acc: 0.9340 Epoch 02694: val_acc did not improve from 0.94225 Epoch 2695/100000 - 18s - loss: 0.3120 - acc: 0.9373 - val_loss: 0.3479 - val_acc: 0.9083 Epoch 02695: val_acc did not improve from 0.94225 Epoch 2696/100000 - 19s - loss: 0.3158 - acc: 0.9364 - val_loss: 0.3216 - val_acc: 0.9239 Epoch 02696: val_acc did not improve from 0.94225 Epoch 2697/100000 - 18s - loss: 0.3125 - acc: 0.9369 - val_loss: 0.3159 - val_acc: 0.9351 Epoch 02697: val_acc did not improve from 0.94225 Epoch 2698/100000 - 19s - loss: 0.3117 - acc: 0.9376 - val_loss: 0.3066 - val_acc: 0.9311 Epoch 02698: val_acc did not improve from 0.94225 Epoch 2699/100000 - 19s - loss: 0.3129 - acc: 0.9367 - val_loss: 0.2983 - val_acc: 0.9368 Epoch 02699: val_acc did not improve from 0.94225 Epoch 2700/100000 - 18s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.3095 - val_acc: 0.9320 Epoch 02700: val_acc did not improve from 0.94225 Epoch 2701/100000 - 19s - loss: 0.3114 - acc: 0.9372 - val_loss: 0.3352 - val_acc: 0.9201 Epoch 02701: val_acc did not improve from 0.94225 Epoch 2702/100000 - 19s - loss: 0.3135 - acc: 0.9366 - val_loss: 0.3016 - val_acc: 0.9361 Epoch 02702: val_acc did not improve from 0.94225 Epoch 2703/100000 - 19s - loss: 0.3130 - acc: 0.9369 - val_loss: 0.3087 - val_acc: 0.9368 Epoch 02703: val_acc did not improve from 0.94225 Epoch 2704/100000 - 19s - loss: 0.3134 - acc: 0.9368 - val_loss: 0.3540 - val_acc: 0.9023 Epoch 02704: val_acc did not improve from 0.94225 Epoch 2705/100000 - 19s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3097 - val_acc: 0.9303 Epoch 02705: val_acc did not improve from 0.94225 Epoch 2706/100000 - 19s - loss: 0.3127 - acc: 0.9371 - val_loss: 0.3196 - val_acc: 0.9262 Epoch 02706: val_acc did not improve from 0.94225 Epoch 2707/100000 - 19s - loss: 0.3119 - acc: 0.9375 - val_loss: 0.3009 - val_acc: 0.9375 Epoch 02707: val_acc did not improve from 0.94225 Epoch 2708/100000 - 18s - loss: 0.3111 - acc: 0.9375 - val_loss: 0.2966 - val_acc: 0.9406 Epoch 02708: val_acc did not improve from 0.94225 Epoch 2709/100000 - 19s - loss: 0.3114 - acc: 0.9373 - val_loss: 0.3487 - val_acc: 0.9159 Epoch 02709: val_acc did not improve from 0.94225 Epoch 2710/100000 - 18s - loss: 0.3149 - acc: 0.9361 - val_loss: 0.3101 - val_acc: 0.9338 Epoch 02710: val_acc did not improve from 0.94225 Epoch 2711/100000 - 19s - loss: 0.3138 - acc: 0.9370 - val_loss: 0.3126 - val_acc: 0.9347 Epoch 02711: val_acc did not improve from 0.94225 Epoch 2712/100000 - 18s - loss: 0.3115 - acc: 0.9372 - val_loss: 0.3130 - val_acc: 0.9340 Epoch 02712: val_acc did not improve from 0.94225 Epoch 2713/100000 - 18s - loss: 0.3128 - acc: 0.9367 - val_loss: 0.3274 - val_acc: 0.9228 Epoch 02713: val_acc did not improve from 0.94225 Epoch 2714/100000 - 19s - loss: 0.3125 - acc: 0.9373 - val_loss: 0.3132 - val_acc: 0.9376 Epoch 02714: val_acc did not improve from 0.94225 Epoch 2715/100000 - 19s - loss: 0.3175 - acc: 0.9369 - val_loss: 0.3029 - val_acc: 0.9367 Epoch 02715: val_acc did not improve from 0.94225 Epoch 2716/100000 - 19s - loss: 0.3139 - acc: 0.9375 - val_loss: 0.2987 - val_acc: 0.9366 Epoch 02716: val_acc did not improve from 0.94225 Epoch 2717/100000 - 18s - loss: 0.3134 - acc: 0.9369 - val_loss: 0.3246 - val_acc: 0.9344 Epoch 02717: val_acc did not improve from 0.94225 Epoch 2718/100000 - 19s - loss: 0.3141 - acc: 0.9370 - val_loss: 0.3520 - val_acc: 0.9012 Epoch 02718: val_acc did not improve from 0.94225 Epoch 2719/100000 - 19s - loss: 0.3112 - acc: 0.9374 - val_loss: 0.2955 - val_acc: 0.9410 Epoch 02719: val_acc did not improve from 0.94225 Epoch 2720/100000 - 18s - loss: 0.3142 - acc: 0.9366 - val_loss: 0.3084 - val_acc: 0.9357 Epoch 02720: val_acc did not improve from 0.94225 Epoch 2721/100000 - 18s - loss: 0.3109 - acc: 0.9373 - val_loss: 0.2971 - val_acc: 0.9363 Epoch 02721: val_acc did not improve from 0.94225 Epoch 2722/100000 - 19s - loss: 0.3145 - acc: 0.9366 - val_loss: 0.3159 - val_acc: 0.9256 Epoch 02722: val_acc did not improve from 0.94225 Epoch 2723/100000 - 19s - loss: 0.3139 - acc: 0.9366 - val_loss: 0.3291 - val_acc: 0.9223 Epoch 02723: val_acc did not improve from 0.94225 Epoch 2724/100000 - 19s - loss: 0.3142 - acc: 0.9374 - val_loss: 0.3722 - val_acc: 0.8916 Epoch 02724: val_acc did not improve from 0.94225 Epoch 2725/100000 - 18s - loss: 0.3135 - acc: 0.9368 - val_loss: 0.3330 - val_acc: 0.9251 Epoch 02725: val_acc did not improve from 0.94225 Epoch 2726/100000 - 19s - loss: 0.3120 - acc: 0.9376 - val_loss: 0.3212 - val_acc: 0.9274 Epoch 02726: val_acc did not improve from 0.94225 Epoch 2727/100000 - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.3103 - val_acc: 0.9315 Epoch 02727: val_acc did not improve from 0.94225 Epoch 2728/100000 - 19s - loss: 0.3126 - acc: 0.9370 - val_loss: 0.3468 - val_acc: 0.9089 Epoch 02728: val_acc did not improve from 0.94225 Epoch 2729/100000 - 18s - loss: 0.3100 - acc: 0.9375 - val_loss: 0.3210 - val_acc: 0.9277 Epoch 02729: val_acc did not improve from 0.94225 Epoch 2730/100000 - 19s - loss: 0.3139 - acc: 0.9370 - val_loss: 0.3311 - val_acc: 0.9192 Epoch 02730: val_acc did not improve from 0.94225 Epoch 2731/100000 - 19s - loss: 0.3143 - acc: 0.9360 - val_loss: 0.3299 - val_acc: 0.9284 Epoch 02731: val_acc did not improve from 0.94225 Epoch 2732/100000 - 19s - loss: 0.3117 - acc: 0.9375 - val_loss: 0.3606 - val_acc: 0.9019 Epoch 02732: val_acc did not improve from 0.94225 Epoch 2733/100000 - 19s - loss: 0.3111 - acc: 0.9373 - val_loss: 0.3030 - val_acc: 0.9407 Epoch 02733: val_acc did not improve from 0.94225 Epoch 2734/100000 - 19s - loss: 0.3186 - acc: 0.9367 - val_loss: 0.3074 - val_acc: 0.9360 Epoch 02734: val_acc did not improve from 0.94225 Epoch 2735/100000 - 18s - loss: 0.3114 - acc: 0.9375 - val_loss: 0.3233 - val_acc: 0.9237 Epoch 02735: val_acc did not improve from 0.94225 Epoch 2736/100000 - 19s - loss: 0.3100 - acc: 0.9377 - val_loss: 0.3067 - val_acc: 0.9347 Epoch 02736: val_acc did not improve from 0.94225 Epoch 2737/100000 - 18s - loss: 0.3108 - acc: 0.9376 - val_loss: 0.3074 - val_acc: 0.9378 Epoch 02737: val_acc did not improve from 0.94225 Epoch 2738/100000 - 19s - loss: 0.3115 - acc: 0.9374 - val_loss: 0.3018 - val_acc: 0.9356 Epoch 02738: val_acc did not improve from 0.94225 Epoch 2739/100000 - 19s - loss: 0.3125 - acc: 0.9366 - val_loss: 0.3676 - val_acc: 0.9115 Epoch 02739: val_acc did not improve from 0.94225 Epoch 2740/100000 - 19s - loss: 0.3154 - acc: 0.9361 - val_loss: 0.3080 - val_acc: 0.9343 Epoch 02740: val_acc did not improve from 0.94225 Epoch 2741/100000 - 19s - loss: 0.3101 - acc: 0.9371 - val_loss: 0.3192 - val_acc: 0.9336 Epoch 02741: val_acc did not improve from 0.94225 Epoch 2742/100000 - 19s - loss: 0.3126 - acc: 0.9375 - val_loss: 0.3039 - val_acc: 0.9361 Epoch 02742: val_acc did not improve from 0.94225 Epoch 2743/100000 - 18s - loss: 0.3133 - acc: 0.9376 - val_loss: 0.3223 - val_acc: 0.9266 Epoch 02743: val_acc did not improve from 0.94225 Epoch 2744/100000 - 19s - loss: 0.3132 - acc: 0.9372 - val_loss: 0.3175 - val_acc: 0.9303 Epoch 02744: val_acc did not improve from 0.94225 Epoch 2745/100000 - 19s - loss: 0.3143 - acc: 0.9365 - val_loss: 0.2947 - val_acc: 0.9385 Epoch 02745: val_acc did not improve from 0.94225 Epoch 2746/100000 - 18s - loss: 0.3120 - acc: 0.9373 - val_loss: 0.3162 - val_acc: 0.9327 Epoch 02746: val_acc did not improve from 0.94225 Epoch 2747/100000 - 18s - loss: 0.3135 - acc: 0.9369 - val_loss: 0.3559 - val_acc: 0.9045 Epoch 02747: val_acc did not improve from 0.94225 Epoch 2748/100000 - 19s - loss: 0.3124 - acc: 0.9372 - val_loss: 0.3374 - val_acc: 0.9304 Epoch 02748: val_acc did not improve from 0.94225 Epoch 2749/100000 - 19s - loss: 0.3117 - acc: 0.9374 - val_loss: 0.3082 - val_acc: 0.9332 Epoch 02749: val_acc did not improve from 0.94225 Epoch 2750/100000 - 18s - loss: 0.3128 - acc: 0.9370 - val_loss: 0.3491 - val_acc: 0.9120 Epoch 02750: val_acc did not improve from 0.94225 Epoch 2751/100000 - 18s - loss: 0.3124 - acc: 0.9369 - val_loss: 0.2974 - val_acc: 0.9388 Epoch 02751: val_acc did not improve from 0.94225 Epoch 2752/100000 - 19s - loss: 0.3142 - acc: 0.9366 - val_loss: 0.3915 - val_acc: 0.8857 Epoch 02752: val_acc did not improve from 0.94225 Epoch 2753/100000 - 19s - loss: 0.3126 - acc: 0.9370 - val_loss: 0.3198 - val_acc: 0.9299 Epoch 02753: val_acc did not improve from 0.94225 Epoch 2754/100000 - 18s - loss: 0.3136 - acc: 0.9369 - val_loss: 0.3051 - val_acc: 0.9354 Epoch 02754: val_acc did not improve from 0.94225 Epoch 2755/100000 - 19s - loss: 0.3104 - acc: 0.9379 - val_loss: 0.3706 - val_acc: 0.9018 Epoch 02755: val_acc did not improve from 0.94225 Epoch 2756/100000 - 18s - loss: 0.3122 - acc: 0.9370 - val_loss: 0.3073 - val_acc: 0.9341 Epoch 02756: val_acc did not improve from 0.94225 Epoch 2757/100000 - 19s - loss: 0.3135 - acc: 0.9373 - val_loss: 0.3080 - val_acc: 0.9344 Epoch 02757: val_acc did not improve from 0.94225 Epoch 2758/100000 - 19s - loss: 0.3156 - acc: 0.9361 - val_loss: 0.3138 - val_acc: 0.9325 Epoch 02758: val_acc did not improve from 0.94225 Epoch 2759/100000 - 19s - loss: 0.3121 - acc: 0.9371 - val_loss: 0.3083 - val_acc: 0.9374 Epoch 02759: val_acc did not improve from 0.94225 Epoch 2760/100000 - 19s - loss: 0.3148 - acc: 0.9370 - val_loss: 0.3048 - val_acc: 0.9364 Epoch 02760: val_acc did not improve from 0.94225 Epoch 2761/100000 - 19s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3277 - val_acc: 0.9223 Epoch 02761: val_acc did not improve from 0.94225 Epoch 2762/100000 - 19s - loss: 0.3136 - acc: 0.9367 - val_loss: 0.3034 - val_acc: 0.9352 Epoch 02762: val_acc did not improve from 0.94225 Epoch 2763/100000 - 19s - loss: 0.3118 - acc: 0.9369 - val_loss: 0.3643 - val_acc: 0.9089 Epoch 02763: val_acc did not improve from 0.94225 Epoch 2764/100000 - 19s - loss: 0.3147 - acc: 0.9367 - val_loss: 0.3204 - val_acc: 0.9331 Epoch 02764: val_acc did not improve from 0.94225 Epoch 2765/100000 - 19s - loss: 0.3118 - acc: 0.9373 - val_loss: 0.3002 - val_acc: 0.9375 Epoch 02765: val_acc did not improve from 0.94225 Epoch 2766/100000 - 19s - loss: 0.3115 - acc: 0.9376 - val_loss: 0.4164 - val_acc: 0.8802 Epoch 02766: val_acc did not improve from 0.94225 Epoch 2767/100000 - 19s - loss: 0.3134 - acc: 0.9369 - val_loss: 0.6117 - val_acc: 0.7844 Epoch 02767: val_acc did not improve from 0.94225 Epoch 2768/100000 - 19s - loss: 0.3119 - acc: 0.9376 - val_loss: 0.3364 - val_acc: 0.9204 Epoch 02768: val_acc did not improve from 0.94225 Epoch 2769/100000 - 19s - loss: 0.3132 - acc: 0.9374 - val_loss: 0.2932 - val_acc: 0.9409 Epoch 02769: val_acc did not improve from 0.94225 Epoch 2770/100000 - 19s - loss: 0.3136 - acc: 0.9366 - val_loss: 0.3611 - val_acc: 0.9098 Epoch 02770: val_acc did not improve from 0.94225 Epoch 2771/100000 - 19s - loss: 0.3120 - acc: 0.9367 - val_loss: 0.3611 - val_acc: 0.9289 Epoch 02771: val_acc did not improve from 0.94225 Epoch 2772/100000 - 19s - loss: 0.3126 - acc: 0.9367 - val_loss: 0.3179 - val_acc: 0.9277 Epoch 02772: val_acc did not improve from 0.94225 Epoch 2773/100000 - 18s - loss: 0.3097 - acc: 0.9378 - val_loss: 0.3161 - val_acc: 0.9339 Epoch 02773: val_acc did not improve from 0.94225 Epoch 2774/100000 - 19s - loss: 0.3132 - acc: 0.9367 - val_loss: 0.3253 - val_acc: 0.9248 Epoch 02774: val_acc did not improve from 0.94225 Epoch 2775/100000 - 19s - loss: 0.3151 - acc: 0.9362 - val_loss: 0.3015 - val_acc: 0.9365 Epoch 02775: val_acc did not improve from 0.94225 Epoch 2776/100000 - 19s - loss: 0.3110 - acc: 0.9375 - val_loss: 0.3552 - val_acc: 0.9126 Epoch 02776: val_acc did not improve from 0.94225 Epoch 2777/100000 - 19s - loss: 0.3122 - acc: 0.9373 - val_loss: 0.3383 - val_acc: 0.9210 Epoch 02777: val_acc did not improve from 0.94225 Epoch 2778/100000 - 19s - loss: 0.3154 - acc: 0.9363 - val_loss: 0.3102 - val_acc: 0.9338 Epoch 02778: val_acc did not improve from 0.94225 Epoch 2779/100000 - 19s - loss: 0.3114 - acc: 0.9375 - val_loss: 0.2964 - val_acc: 0.9375 Epoch 02779: val_acc did not improve from 0.94225 Epoch 2780/100000 - 19s - loss: 0.3153 - acc: 0.9370 - val_loss: 0.5286 - val_acc: 0.8322 Epoch 02780: val_acc did not improve from 0.94225 Epoch 2781/100000 - 19s - loss: 0.3129 - acc: 0.9373 - val_loss: 0.3296 - val_acc: 0.9295 Epoch 02781: val_acc did not improve from 0.94225 Epoch 2782/100000 - 19s - loss: 0.3136 - acc: 0.9367 - val_loss: 0.3391 - val_acc: 0.9211 Epoch 02782: val_acc did not improve from 0.94225 Epoch 2783/100000 - 19s - loss: 0.3124 - acc: 0.9368 - val_loss: 0.3073 - val_acc: 0.9371 Epoch 02783: val_acc did not improve from 0.94225 Epoch 2784/100000 - 18s - loss: 0.3137 - acc: 0.9370 - val_loss: 0.3107 - val_acc: 0.9352 Epoch 02784: val_acc did not improve from 0.94225 Epoch 2785/100000 - 19s - loss: 0.3150 - acc: 0.9370 - val_loss: 0.3174 - val_acc: 0.9298 Epoch 02785: val_acc did not improve from 0.94225 Epoch 2786/100000 - 18s - loss: 0.3125 - acc: 0.9373 - val_loss: 0.3578 - val_acc: 0.9090 Epoch 02786: val_acc did not improve from 0.94225 Epoch 2787/100000 - 19s - loss: 0.3126 - acc: 0.9368 - val_loss: 0.3105 - val_acc: 0.9340 Epoch 02787: val_acc did not improve from 0.94225 Epoch 2788/100000 - 18s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3224 - val_acc: 0.9256 Epoch 02788: val_acc did not improve from 0.94225 Epoch 2789/100000 - 19s - loss: 0.3108 - acc: 0.9373 - val_loss: 0.3091 - val_acc: 0.9301 Epoch 02789: val_acc did not improve from 0.94225 Epoch 2790/100000 - 19s - loss: 0.3150 - acc: 0.9362 - val_loss: 0.3340 - val_acc: 0.9225 Epoch 02790: val_acc did not improve from 0.94225 Epoch 2791/100000 - 19s - loss: 0.3135 - acc: 0.9368 - val_loss: 0.2963 - val_acc: 0.9399 Epoch 02791: val_acc did not improve from 0.94225 Epoch 2792/100000 - 19s - loss: 0.3108 - acc: 0.9379 - val_loss: 0.3790 - val_acc: 0.9011 Epoch 02792: val_acc did not improve from 0.94225 Epoch 2793/100000 - 19s - loss: 0.3117 - acc: 0.9372 - val_loss: 0.2950 - val_acc: 0.9388 Epoch 02793: val_acc did not improve from 0.94225 Epoch 2794/100000 - 19s - loss: 0.3145 - acc: 0.9360 - val_loss: 0.3244 - val_acc: 0.9291 Epoch 02794: val_acc did not improve from 0.94225 Epoch 2795/100000 - 19s - loss: 0.3136 - acc: 0.9371 - val_loss: 0.3247 - val_acc: 0.9285 Epoch 02795: val_acc did not improve from 0.94225 Epoch 2796/100000 - 19s - loss: 0.3143 - acc: 0.9367 - val_loss: 0.2972 - val_acc: 0.9370 Epoch 02796: val_acc did not improve from 0.94225 Epoch 2797/100000 - 19s - loss: 0.3113 - acc: 0.9377 - val_loss: 0.3032 - val_acc: 0.9357 Epoch 02797: val_acc did not improve from 0.94225 Epoch 2798/100000 - 18s - loss: 0.3119 - acc: 0.9370 - val_loss: 0.3214 - val_acc: 0.9230 Epoch 02798: val_acc did not improve from 0.94225 Epoch 2799/100000 - 18s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3097 - val_acc: 0.9308 Epoch 02799: val_acc did not improve from 0.94225 Epoch 2800/100000 - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.4605 - val_acc: 0.8595 Epoch 02800: val_acc did not improve from 0.94225 Epoch 2801/100000 - 18s - loss: 0.3123 - acc: 0.9377 - val_loss: 0.3075 - val_acc: 0.9343 Epoch 02801: val_acc did not improve from 0.94225 Epoch 2802/100000 - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.3261 - val_acc: 0.9231 Epoch 02802: val_acc did not improve from 0.94225 Epoch 2803/100000 - 18s - loss: 0.3134 - acc: 0.9369 - val_loss: 0.3102 - val_acc: 0.9317 Epoch 02803: val_acc did not improve from 0.94225 Epoch 2804/100000 - 19s - loss: 0.3116 - acc: 0.9368 - val_loss: 0.2997 - val_acc: 0.9389 Epoch 02804: val_acc did not improve from 0.94225 Epoch 2805/100000 - 19s - loss: 0.3156 - acc: 0.9356 - val_loss: 0.3062 - val_acc: 0.9341 Epoch 02805: val_acc did not improve from 0.94225 Epoch 2806/100000 - 18s - loss: 0.3122 - acc: 0.9374 - val_loss: 0.3786 - val_acc: 0.8955 Epoch 02806: val_acc did not improve from 0.94225 Epoch 2807/100000 - 19s - loss: 0.3155 - acc: 0.9367 - val_loss: 0.3332 - val_acc: 0.9204 Epoch 02807: val_acc did not improve from 0.94225 Epoch 2808/100000 - 20s - loss: 0.3144 - acc: 0.9371 - val_loss: 0.3085 - val_acc: 0.9341 Epoch 02808: val_acc did not improve from 0.94225 Epoch 2809/100000 - 19s - loss: 0.3149 - acc: 0.9369 - val_loss: 0.3033 - val_acc: 0.9374 Epoch 02809: val_acc did not improve from 0.94225 Epoch 2810/100000 - 19s - loss: 0.3119 - acc: 0.9375 - val_loss: 0.3368 - val_acc: 0.9137 Epoch 02810: val_acc did not improve from 0.94225 Epoch 2811/100000 - 18s - loss: 0.3108 - acc: 0.9377 - val_loss: 0.3336 - val_acc: 0.9145 Epoch 02811: val_acc did not improve from 0.94225 Epoch 2812/100000 - 19s - loss: 0.3139 - acc: 0.9365 - val_loss: 0.3543 - val_acc: 0.9056 Epoch 02812: val_acc did not improve from 0.94225 Epoch 2813/100000 - 18s - loss: 0.3119 - acc: 0.9377 - val_loss: 0.3112 - val_acc: 0.9270 Epoch 02813: val_acc did not improve from 0.94225 Epoch 2814/100000 - 19s - loss: 0.3119 - acc: 0.9373 - val_loss: 0.3110 - val_acc: 0.9325 Epoch 02814: val_acc did not improve from 0.94225 Epoch 2815/100000 - 19s - loss: 0.3120 - acc: 0.9375 - val_loss: 0.3335 - val_acc: 0.9194 Epoch 02815: val_acc did not improve from 0.94225 Epoch 2816/100000 - 19s - loss: 0.3108 - acc: 0.9378 - val_loss: 0.2977 - val_acc: 0.9383 Epoch 02816: val_acc did not improve from 0.94225 Epoch 2817/100000 - 19s - loss: 0.3127 - acc: 0.9368 - val_loss: 0.3001 - val_acc: 0.9371 Epoch 02817: val_acc did not improve from 0.94225 Epoch 2818/100000 - 19s - loss: 0.3146 - acc: 0.9366 - val_loss: 0.3084 - val_acc: 0.9311 Epoch 02818: val_acc did not improve from 0.94225 Epoch 2819/100000 - 19s - loss: 0.3135 - acc: 0.9371 - val_loss: 0.3125 - val_acc: 0.9292 Epoch 02819: val_acc did not improve from 0.94225 Epoch 2820/100000 - 19s - loss: 0.3119 - acc: 0.9372 - val_loss: 0.3064 - val_acc: 0.9349 Epoch 02820: val_acc did not improve from 0.94225 Epoch 2821/100000 - 19s - loss: 0.3133 - acc: 0.9366 - val_loss: 0.3101 - val_acc: 0.9322 Epoch 02821: val_acc did not improve from 0.94225 Epoch 2822/100000 - 19s - loss: 0.3129 - acc: 0.9371 - val_loss: 0.3382 - val_acc: 0.9122 Epoch 02822: val_acc did not improve from 0.94225 Epoch 2823/100000 - 19s - loss: 0.3132 - acc: 0.9369 - val_loss: 0.4093 - val_acc: 0.8929 Epoch 02823: val_acc did not improve from 0.94225 Epoch 2824/100000 - 18s - loss: 0.3121 - acc: 0.9373 - val_loss: 0.3273 - val_acc: 0.9239 Epoch 02824: val_acc did not improve from 0.94225 Epoch 2825/100000 - 19s - loss: 0.3131 - acc: 0.9362 - val_loss: 0.3321 - val_acc: 0.9243 Epoch 02825: val_acc did not improve from 0.94225 Epoch 2826/100000 - 19s - loss: 0.3147 - acc: 0.9367 - val_loss: 0.2936 - val_acc: 0.9402 Epoch 02826: val_acc did not improve from 0.94225 Epoch 2827/100000 - 18s - loss: 0.3128 - acc: 0.9369 - val_loss: 0.3520 - val_acc: 0.9089 Epoch 02827: val_acc did not improve from 0.94225 Epoch 2828/100000 - 19s - loss: 0.3113 - acc: 0.9370 - val_loss: 0.3042 - val_acc: 0.9350 Epoch 02828: val_acc did not improve from 0.94225 Epoch 2829/100000 - 19s - loss: 0.3149 - acc: 0.9365 - val_loss: 0.3041 - val_acc: 0.9358 Epoch 02829: val_acc did not improve from 0.94225 Epoch 2830/100000 - 18s - loss: 0.3122 - acc: 0.9372 - val_loss: 0.2916 - val_acc: 0.9414 Epoch 02830: val_acc did not improve from 0.94225 Epoch 2831/100000 - 19s - loss: 0.3130 - acc: 0.9372 - val_loss: 0.3211 - val_acc: 0.9231 Epoch 02831: val_acc did not improve from 0.94225 Epoch 2832/100000 - 19s - loss: 0.3122 - acc: 0.9371 - val_loss: 0.3010 - val_acc: 0.9358 Epoch 02832: val_acc did not improve from 0.94225 Epoch 2833/100000 - 19s - loss: 0.3130 - acc: 0.9368 - val_loss: 0.3204 - val_acc: 0.9307 Epoch 02833: val_acc did not improve from 0.94225 Epoch 2834/100000 - 18s - loss: 0.3121 - acc: 0.9369 - val_loss: 0.3064 - val_acc: 0.9364 Epoch 02834: val_acc did not improve from 0.94225 Epoch 2835/100000 - 19s - loss: 0.3153 - acc: 0.9358 - val_loss: 0.3347 - val_acc: 0.9227 Epoch 02835: val_acc did not improve from 0.94225 Epoch 2836/100000 - 18s - loss: 0.3123 - acc: 0.9372 - val_loss: 0.3473 - val_acc: 0.9115 Epoch 02836: val_acc did not improve from 0.94225 Epoch 2837/100000 - 19s - loss: 0.3128 - acc: 0.9368 - val_loss: 0.2993 - val_acc: 0.9357 Epoch 02837: val_acc did not improve from 0.94225 Epoch 2838/100000 - 18s - loss: 0.3121 - acc: 0.9367 - val_loss: 0.3023 - val_acc: 0.9354 Epoch 02838: val_acc did not improve from 0.94225 Epoch 2839/100000 - 19s - loss: 0.3127 - acc: 0.9366 - val_loss: 0.3072 - val_acc: 0.9339 Epoch 02839: val_acc did not improve from 0.94225 Epoch 2840/100000 - 18s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3097 - val_acc: 0.9344 Epoch 02840: val_acc did not improve from 0.94225 Epoch 2841/100000 - 19s - loss: 0.3134 - acc: 0.9366 - val_loss: 0.3110 - val_acc: 0.9337 Epoch 02841: val_acc did not improve from 0.94225 Epoch 2842/100000 - 19s - loss: 0.3131 - acc: 0.9364 - val_loss: 0.3994 - val_acc: 0.8881 Epoch 02842: val_acc did not improve from 0.94225 Epoch 2843/100000 - 19s - loss: 0.3116 - acc: 0.9373 - val_loss: 0.3065 - val_acc: 0.9361 Epoch 02843: val_acc did not improve from 0.94225 Epoch 2844/100000 - 19s - loss: 0.3135 - acc: 0.9365 - val_loss: 0.3907 - val_acc: 0.8980 Epoch 02844: val_acc did not improve from 0.94225 Epoch 2845/100000 - 18s - loss: 0.3127 - acc: 0.9374 - val_loss: 0.3015 - val_acc: 0.9396 Epoch 02845: val_acc did not improve from 0.94225 Epoch 2846/100000 - 18s - loss: 0.3157 - acc: 0.9364 - val_loss: 0.3120 - val_acc: 0.9293 Epoch 02846: val_acc did not improve from 0.94225 Epoch 2847/100000 - 19s - loss: 0.3143 - acc: 0.9367 - val_loss: 0.3006 - val_acc: 0.9379 Epoch 02847: val_acc did not improve from 0.94225 Epoch 2848/100000 - 18s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3038 - val_acc: 0.9390 Epoch 02848: val_acc did not improve from 0.94225 Epoch 2849/100000 - 18s - loss: 0.3138 - acc: 0.9369 - val_loss: 0.3080 - val_acc: 0.9298 Epoch 02849: val_acc did not improve from 0.94225 Epoch 2850/100000 - 19s - loss: 0.3124 - acc: 0.9371 - val_loss: 0.4164 - val_acc: 0.8890 Epoch 02850: val_acc did not improve from 0.94225 Epoch 2851/100000 - 18s - loss: 0.3161 - acc: 0.9357 - val_loss: 0.3023 - val_acc: 0.9387 Epoch 02851: val_acc did not improve from 0.94225 Epoch 2852/100000 - 19s - loss: 0.3149 - acc: 0.9364 - val_loss: 0.3037 - val_acc: 0.9366 Epoch 02852: val_acc did not improve from 0.94225 Epoch 2853/100000 - 18s - loss: 0.3121 - acc: 0.9375 - val_loss: 0.3645 - val_acc: 0.9028 Epoch 02853: val_acc did not improve from 0.94225 Epoch 2854/100000 - 19s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3121 - val_acc: 0.9335 Epoch 02854: val_acc did not improve from 0.94225 Epoch 2855/100000 - 18s - loss: 0.3134 - acc: 0.9372 - val_loss: 0.3006 - val_acc: 0.9374 Epoch 02855: val_acc did not improve from 0.94225 Epoch 2856/100000 - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.3768 - val_acc: 0.9169 Epoch 02856: val_acc did not improve from 0.94225 Epoch 2857/100000 - 19s - loss: 0.3134 - acc: 0.9367 - val_loss: 0.3153 - val_acc: 0.9339 Epoch 02857: val_acc did not improve from 0.94225 Epoch 2858/100000 - 18s - loss: 0.3130 - acc: 0.9370 - val_loss: 0.4579 - val_acc: 0.8811 Epoch 02858: val_acc did not improve from 0.94225 Epoch 2859/100000 - 19s - loss: 0.3116 - acc: 0.9377 - val_loss: 0.3072 - val_acc: 0.9352 Epoch 02859: val_acc did not improve from 0.94225 Epoch 2860/100000 - 19s - loss: 0.3148 - acc: 0.9361 - val_loss: 0.3073 - val_acc: 0.9359 Epoch 02860: val_acc did not improve from 0.94225 Epoch 2861/100000 - 19s - loss: 0.3147 - acc: 0.9365 - val_loss: 0.3461 - val_acc: 0.9225 Epoch 02861: val_acc did not improve from 0.94225 Epoch 2862/100000 - 19s - loss: 0.3151 - acc: 0.9364 - val_loss: 0.3352 - val_acc: 0.9342 Epoch 02862: val_acc did not improve from 0.94225 Epoch 2863/100000 - 19s - loss: 0.3134 - acc: 0.9365 - val_loss: 0.6935 - val_acc: 0.7499 Epoch 02863: val_acc did not improve from 0.94225 Epoch 2864/100000 - 19s - loss: 0.3131 - acc: 0.9374 - val_loss: 0.3021 - val_acc: 0.9374 Epoch 02864: val_acc did not improve from 0.94225 Epoch 2865/100000 - 18s - loss: 0.3135 - acc: 0.9366 - val_loss: 0.3292 - val_acc: 0.9390 Epoch 02865: val_acc did not improve from 0.94225 Epoch 2866/100000 - 19s - loss: 0.3137 - acc: 0.9362 - val_loss: 0.3847 - val_acc: 0.9198 Epoch 02866: val_acc did not improve from 0.94225 Epoch 2867/100000 - 19s - loss: 0.3135 - acc: 0.9371 - val_loss: 0.3084 - val_acc: 0.9340 Epoch 02867: val_acc did not improve from 0.94225 Epoch 2868/100000 - 19s - loss: 0.3153 - acc: 0.9373 - val_loss: 0.3014 - val_acc: 0.9367 Epoch 02868: val_acc did not improve from 0.94225 Epoch 2869/100000 - 18s - loss: 0.3141 - acc: 0.9366 - val_loss: 0.3253 - val_acc: 0.9297 Epoch 02869: val_acc did not improve from 0.94225 Epoch 2870/100000 - 19s - loss: 0.3117 - acc: 0.9374 - val_loss: 0.4106 - val_acc: 0.8753 Epoch 02870: val_acc did not improve from 0.94225 Epoch 2871/100000 - 18s - loss: 0.3137 - acc: 0.9369 - val_loss: 0.3037 - val_acc: 0.9370 Epoch 02871: val_acc did not improve from 0.94225 Epoch 2872/100000 - 19s - loss: 0.3127 - acc: 0.9369 - val_loss: 0.3165 - val_acc: 0.9317 Epoch 02872: val_acc did not improve from 0.94225 Epoch 2873/100000 - 19s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.3171 - val_acc: 0.9298 Epoch 02873: val_acc did not improve from 0.94225 Epoch 2874/100000 - 18s - loss: 0.3113 - acc: 0.9371 - val_loss: 0.3059 - val_acc: 0.9315 Epoch 02874: val_acc did not improve from 0.94225 Epoch 2875/100000 - 19s - loss: 0.3139 - acc: 0.9366 - val_loss: 0.3017 - val_acc: 0.9360 Epoch 02875: val_acc did not improve from 0.94225 Epoch 2876/100000 - 19s - loss: 0.3113 - acc: 0.9375 - val_loss: 0.3260 - val_acc: 0.9281 Epoch 02876: val_acc did not improve from 0.94225 Epoch 2877/100000 - 18s - loss: 0.3143 - acc: 0.9365 - val_loss: 0.3033 - val_acc: 0.9360 Epoch 02877: val_acc did not improve from 0.94225 Epoch 2878/100000 - 19s - loss: 0.3121 - acc: 0.9376 - val_loss: 0.3161 - val_acc: 0.9296 Epoch 02878: val_acc did not improve from 0.94225 Epoch 2879/100000 - 18s - loss: 0.3151 - acc: 0.9360 - val_loss: 0.3143 - val_acc: 0.9365 Epoch 02879: val_acc did not improve from 0.94225 Epoch 2880/100000 - 19s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3285 - val_acc: 0.9208 Epoch 02880: val_acc did not improve from 0.94225 Epoch 2881/100000 - 19s - loss: 0.3108 - acc: 0.9378 - val_loss: 0.3252 - val_acc: 0.9239 Epoch 02881: val_acc did not improve from 0.94225 Epoch 2882/100000 - 18s - loss: 0.3122 - acc: 0.9367 - val_loss: 0.3303 - val_acc: 0.9283 Epoch 02882: val_acc did not improve from 0.94225 Epoch 2883/100000 - 19s - loss: 0.3140 - acc: 0.9368 - val_loss: 0.4265 - val_acc: 0.8835 Epoch 02883: val_acc did not improve from 0.94225 Epoch 2884/100000 - 18s - loss: 0.3112 - acc: 0.9377 - val_loss: 0.8281 - val_acc: 0.6407 Epoch 02884: val_acc did not improve from 0.94225 Epoch 2885/100000 - 19s - loss: 0.3140 - acc: 0.9370 - val_loss: 0.3159 - val_acc: 0.9320 Epoch 02885: val_acc did not improve from 0.94225 Epoch 2886/100000 - 18s - loss: 0.3127 - acc: 0.9370 - val_loss: 0.4271 - val_acc: 0.8706 Epoch 02886: val_acc did not improve from 0.94225 Epoch 2887/100000 - 19s - loss: 0.3135 - acc: 0.9364 - val_loss: 0.3160 - val_acc: 0.9327 Epoch 02887: val_acc did not improve from 0.94225 Epoch 2888/100000 - 19s - loss: 0.3137 - acc: 0.9363 - val_loss: 0.3293 - val_acc: 0.9208 Epoch 02888: val_acc did not improve from 0.94225 Epoch 2889/100000 - 18s - loss: 0.3120 - acc: 0.9371 - val_loss: 0.3144 - val_acc: 0.9286 Epoch 02889: val_acc did not improve from 0.94225 Epoch 2890/100000 - 19s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3241 - val_acc: 0.9219 Epoch 02890: val_acc did not improve from 0.94225 Epoch 2891/100000 - 18s - loss: 0.3156 - acc: 0.9358 - val_loss: 0.2988 - val_acc: 0.9381 Epoch 02891: val_acc did not improve from 0.94225 Epoch 2892/100000 - 19s - loss: 0.3139 - acc: 0.9370 - val_loss: 0.3057 - val_acc: 0.9366 Epoch 02892: val_acc did not improve from 0.94225 Epoch 2893/100000 - 18s - loss: 0.3127 - acc: 0.9366 - val_loss: 0.3199 - val_acc: 0.9301 Epoch 02893: val_acc did not improve from 0.94225 Epoch 2894/100000 - 19s - loss: 0.3132 - acc: 0.9370 - val_loss: 0.3424 - val_acc: 0.9216 Epoch 02894: val_acc did not improve from 0.94225 Epoch 2895/100000 - 18s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3280 - val_acc: 0.9246 Epoch 02895: val_acc did not improve from 0.94225 Epoch 2896/100000 - 19s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.3998 - val_acc: 0.8942 Epoch 02896: val_acc did not improve from 0.94225 Epoch 2897/100000 - 18s - loss: 0.3138 - acc: 0.9372 - val_loss: 0.3077 - val_acc: 0.9340 Epoch 02897: val_acc did not improve from 0.94225 Epoch 2898/100000 - 19s - loss: 0.3111 - acc: 0.9377 - val_loss: 0.3309 - val_acc: 0.9258 Epoch 02898: val_acc did not improve from 0.94225 Epoch 2899/100000 - 19s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.3060 - val_acc: 0.9340 Epoch 02899: val_acc did not improve from 0.94225 Epoch 2900/100000 - 18s - loss: 0.3139 - acc: 0.9368 - val_loss: 0.3003 - val_acc: 0.9368 Epoch 02900: val_acc did not improve from 0.94225 Epoch 2901/100000 - 18s - loss: 0.3110 - acc: 0.9372 - val_loss: 0.3054 - val_acc: 0.9324 Epoch 02901: val_acc did not improve from 0.94225 Epoch 2902/100000 - 19s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3478 - val_acc: 0.9119 Epoch 02902: val_acc did not improve from 0.94225 Epoch 2903/100000 - 18s - loss: 0.3130 - acc: 0.9368 - val_loss: 0.3032 - val_acc: 0.9336 Epoch 02903: val_acc did not improve from 0.94225 Epoch 2904/100000 - 19s - loss: 0.3117 - acc: 0.9370 - val_loss: 0.3152 - val_acc: 0.9271 Epoch 02904: val_acc did not improve from 0.94225 Epoch 2905/100000 - 19s - loss: 0.3119 - acc: 0.9377 - val_loss: 0.3137 - val_acc: 0.9340 Epoch 02905: val_acc did not improve from 0.94225 Epoch 2906/100000 - 18s - loss: 0.3180 - acc: 0.9360 - val_loss: 0.3161 - val_acc: 0.9305 Epoch 02906: val_acc did not improve from 0.94225 Epoch 2907/100000 - 19s - loss: 0.3152 - acc: 0.9366 - val_loss: 0.3007 - val_acc: 0.9353 Epoch 02907: val_acc did not improve from 0.94225 Epoch 2908/100000 - 18s - loss: 0.3129 - acc: 0.9366 - val_loss: 0.3099 - val_acc: 0.9335 Epoch 02908: val_acc did not improve from 0.94225 Epoch 2909/100000 - 19s - loss: 0.3127 - acc: 0.9363 - val_loss: 0.3114 - val_acc: 0.9292 Epoch 02909: val_acc did not improve from 0.94225 Epoch 2910/100000 - 19s - loss: 0.3130 - acc: 0.9363 - val_loss: 0.3232 - val_acc: 0.9283 Epoch 02910: val_acc did not improve from 0.94225 Epoch 2911/100000 - 18s - loss: 0.3140 - acc: 0.9371 - val_loss: 0.3096 - val_acc: 0.9353 Epoch 02911: val_acc did not improve from 0.94225 Epoch 2912/100000 - 19s - loss: 0.3161 - acc: 0.9359 - val_loss: 0.3148 - val_acc: 0.9312 Epoch 02912: val_acc did not improve from 0.94225 Epoch 2913/100000 - 19s - loss: 0.3136 - acc: 0.9372 - val_loss: 0.3352 - val_acc: 0.9215 Epoch 02913: val_acc did not improve from 0.94225 Epoch 2914/100000 - 19s - loss: 0.3137 - acc: 0.9371 - val_loss: 0.3907 - val_acc: 0.9185 Epoch 02914: val_acc did not improve from 0.94225 Epoch 2915/100000 - 19s - loss: 0.3116 - acc: 0.9375 - val_loss: 0.3166 - val_acc: 0.9328 Epoch 02915: val_acc did not improve from 0.94225 Epoch 2916/100000 - 19s - loss: 0.3114 - acc: 0.9374 - val_loss: 0.3225 - val_acc: 0.9258 Epoch 02916: val_acc did not improve from 0.94225 Epoch 2917/100000 - 19s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.3106 - val_acc: 0.9340 Epoch 02917: val_acc did not improve from 0.94225 Epoch 2918/100000 - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.3104 - val_acc: 0.9345 Epoch 02918: val_acc did not improve from 0.94225 Epoch 2919/100000 - 18s - loss: 0.3133 - acc: 0.9368 - val_loss: 0.3168 - val_acc: 0.9335 Epoch 02919: val_acc did not improve from 0.94225 Epoch 2920/100000 - 19s - loss: 0.3147 - acc: 0.9364 - val_loss: 0.3254 - val_acc: 0.9326 Epoch 02920: val_acc did not improve from 0.94225 Epoch 2921/100000 - 19s - loss: 0.3168 - acc: 0.9360 - val_loss: 0.3195 - val_acc: 0.9244 Epoch 02921: val_acc did not improve from 0.94225 Epoch 2922/100000 - 19s - loss: 0.3137 - acc: 0.9370 - val_loss: 0.3001 - val_acc: 0.9356 Epoch 02922: val_acc did not improve from 0.94225 Epoch 2923/100000 - 19s - loss: 0.3133 - acc: 0.9369 - val_loss: 0.3131 - val_acc: 0.9351 Epoch 02923: val_acc did not improve from 0.94225 Epoch 2924/100000 - 19s - loss: 0.3142 - acc: 0.9373 - val_loss: 0.3146 - val_acc: 0.9338 Epoch 02924: val_acc did not improve from 0.94225 Epoch 2925/100000 - 19s - loss: 0.3147 - acc: 0.9363 - val_loss: 0.3907 - val_acc: 0.8911 Epoch 02925: val_acc did not improve from 0.94225 Epoch 2926/100000 - 19s - loss: 0.3132 - acc: 0.9368 - val_loss: 0.3157 - val_acc: 0.9330 Epoch 02926: val_acc did not improve from 0.94225 Epoch 2927/100000 - 19s - loss: 0.3146 - acc: 0.9363 - val_loss: 0.4041 - val_acc: 0.8941 Epoch 02927: val_acc did not improve from 0.94225 Epoch 2928/100000 - 19s - loss: 0.3119 - acc: 0.9371 - val_loss: 0.3108 - val_acc: 0.9334 Epoch 02928: val_acc did not improve from 0.94225 Epoch 2929/100000 - 19s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.4674 - val_acc: 0.8730 Epoch 02929: val_acc did not improve from 0.94225 Epoch 2930/100000 - 19s - loss: 0.3142 - acc: 0.9359 - val_loss: 0.3118 - val_acc: 0.9354 Epoch 02930: val_acc did not improve from 0.94225 Epoch 2931/100000 - 18s - loss: 0.3142 - acc: 0.9363 - val_loss: 0.2941 - val_acc: 0.9430 Epoch 02931: val_acc improved from 0.94225 to 0.94304, saving model to ./ModelSnapshots/CNN-2931.h5 Epoch 2932/100000 - 19s - loss: 0.3134 - acc: 0.9366 - val_loss: 0.3210 - val_acc: 0.9276 Epoch 02932: val_acc did not improve from 0.94304 Epoch 2933/100000 - 19s - loss: 0.3116 - acc: 0.9375 - val_loss: 0.3085 - val_acc: 0.9320 Epoch 02933: val_acc did not improve from 0.94304 Epoch 2934/100000 - 18s - loss: 0.3141 - acc: 0.9362 - val_loss: 0.3120 - val_acc: 0.9315 Epoch 02934: val_acc did not improve from 0.94304 Epoch 2935/100000 - 19s - loss: 0.3115 - acc: 0.9378 - val_loss: 0.3214 - val_acc: 0.9285 Epoch 02935: val_acc did not improve from 0.94304 Epoch 2936/100000 - 19s - loss: 0.3139 - acc: 0.9367 - val_loss: 0.3097 - val_acc: 0.9335 Epoch 02936: val_acc did not improve from 0.94304 Epoch 2937/100000 - 19s - loss: 0.3161 - acc: 0.9357 - val_loss: 0.3381 - val_acc: 0.9159 Epoch 02937: val_acc did not improve from 0.94304 Epoch 2938/100000 - 18s - loss: 0.3125 - acc: 0.9367 - val_loss: 0.3073 - val_acc: 0.9299 Epoch 02938: val_acc did not improve from 0.94304 Epoch 2939/100000 - 19s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.2982 - val_acc: 0.9371 Epoch 02939: val_acc did not improve from 0.94304 Epoch 2940/100000 - 18s - loss: 0.3131 - acc: 0.9368 - val_loss: 0.4198 - val_acc: 0.8701 Epoch 02940: val_acc did not improve from 0.94304 Epoch 2941/100000 - 19s - loss: 0.3172 - acc: 0.9360 - val_loss: 0.3651 - val_acc: 0.9016 Epoch 02941: val_acc did not improve from 0.94304 Epoch 2942/100000 - 18s - loss: 0.3136 - acc: 0.9361 - val_loss: 0.3114 - val_acc: 0.9341 Epoch 02942: val_acc did not improve from 0.94304 Epoch 2943/100000 - 19s - loss: 0.3108 - acc: 0.9374 - val_loss: 0.3058 - val_acc: 0.9352 Epoch 02943: val_acc did not improve from 0.94304 Epoch 2944/100000 - 19s - loss: 0.3133 - acc: 0.9372 - val_loss: 0.3065 - val_acc: 0.9339 Epoch 02944: val_acc did not improve from 0.94304 Epoch 2945/100000 - 18s - loss: 0.3134 - acc: 0.9371 - val_loss: 0.3043 - val_acc: 0.9371 Epoch 02945: val_acc did not improve from 0.94304 Epoch 2946/100000 - 19s - loss: 0.3138 - acc: 0.9371 - val_loss: 0.3824 - val_acc: 0.8934 Epoch 02946: val_acc did not improve from 0.94304 Epoch 2947/100000 - 18s - loss: 0.3126 - acc: 0.9372 - val_loss: 0.3157 - val_acc: 0.9339 Epoch 02947: val_acc did not improve from 0.94304 Epoch 2948/100000 - 18s - loss: 0.3129 - acc: 0.9371 - val_loss: 0.3048 - val_acc: 0.9319 Epoch 02948: val_acc did not improve from 0.94304 Epoch 2949/100000 - 19s - loss: 0.3116 - acc: 0.9368 - val_loss: 0.3442 - val_acc: 0.9177 Epoch 02949: val_acc did not improve from 0.94304 Epoch 2950/100000 - 19s - loss: 0.3115 - acc: 0.9376 - val_loss: 0.3514 - val_acc: 0.9119 Epoch 02950: val_acc did not improve from 0.94304 Epoch 2951/100000 - 19s - loss: 0.3119 - acc: 0.9373 - val_loss: 0.3128 - val_acc: 0.9332 Epoch 02951: val_acc did not improve from 0.94304 Epoch 2952/100000 - 19s - loss: 0.3129 - acc: 0.9370 - val_loss: 0.2992 - val_acc: 0.9356 Epoch 02952: val_acc did not improve from 0.94304 Epoch 2953/100000 - 19s - loss: 0.3150 - acc: 0.9360 - val_loss: 0.3061 - val_acc: 0.9349 Epoch 02953: val_acc did not improve from 0.94304 Epoch 2954/100000 - 18s - loss: 0.3142 - acc: 0.9368 - val_loss: 0.3075 - val_acc: 0.9342 Epoch 02954: val_acc did not improve from 0.94304 Epoch 2955/100000 - 19s - loss: 0.3117 - acc: 0.9374 - val_loss: 0.3287 - val_acc: 0.9247 Epoch 02955: val_acc did not improve from 0.94304 Epoch 2956/100000 - 19s - loss: 0.3111 - acc: 0.9373 - val_loss: 0.3157 - val_acc: 0.9365 Epoch 02956: val_acc did not improve from 0.94304 Epoch 2957/100000 - 19s - loss: 0.3136 - acc: 0.9371 - val_loss: 0.3593 - val_acc: 0.9078 Epoch 02957: val_acc did not improve from 0.94304 Epoch 2958/100000 - 18s - loss: 0.3108 - acc: 0.9375 - val_loss: 0.3423 - val_acc: 0.9338 Epoch 02958: val_acc did not improve from 0.94304 Epoch 2959/100000 - 19s - loss: 0.3138 - acc: 0.9374 - val_loss: 0.3018 - val_acc: 0.9369 Epoch 02959: val_acc did not improve from 0.94304 Epoch 2960/100000 - 19s - loss: 0.3124 - acc: 0.9369 - val_loss: 0.3666 - val_acc: 0.9145 Epoch 02960: val_acc did not improve from 0.94304 Epoch 2961/100000 - 19s - loss: 0.3129 - acc: 0.9369 - val_loss: 0.3044 - val_acc: 0.9328 Epoch 02961: val_acc did not improve from 0.94304 Epoch 2962/100000 - 19s - loss: 0.3122 - acc: 0.9369 - val_loss: 0.3599 - val_acc: 0.9058 Epoch 02962: val_acc did not improve from 0.94304 Epoch 2963/100000 - 19s - loss: 0.3126 - acc: 0.9366 - val_loss: 0.3026 - val_acc: 0.9400 Epoch 02963: val_acc did not improve from 0.94304 Epoch 2964/100000 - 19s - loss: 0.3155 - acc: 0.9361 - val_loss: 0.3283 - val_acc: 0.9199 Epoch 02964: val_acc did not improve from 0.94304 Epoch 2965/100000 - 18s - loss: 0.3112 - acc: 0.9377 - val_loss: 0.3065 - val_acc: 0.9356 Epoch 02965: val_acc did not improve from 0.94304 Epoch 2966/100000 - 18s - loss: 0.3152 - acc: 0.9370 - val_loss: 0.3454 - val_acc: 0.9164 Epoch 02966: val_acc did not improve from 0.94304 Epoch 2967/100000 - 19s - loss: 0.3128 - acc: 0.9374 - val_loss: 0.3013 - val_acc: 0.9378 Epoch 02967: val_acc did not improve from 0.94304 Epoch 2968/100000 - 18s - loss: 0.3126 - acc: 0.9375 - val_loss: 0.3361 - val_acc: 0.9333 Epoch 02968: val_acc did not improve from 0.94304 Epoch 2969/100000 - 18s - loss: 0.3110 - acc: 0.9372 - val_loss: 0.3153 - val_acc: 0.9335 Epoch 02969: val_acc did not improve from 0.94304 Epoch 2970/100000 - 19s - loss: 0.3134 - acc: 0.9378 - val_loss: 0.3074 - val_acc: 0.9327 Epoch 02970: val_acc did not improve from 0.94304 Epoch 02970: ReduceLROnPlateau reducing learning rate to 0.0005133419937919825. Epoch 2971/100000 - 18s - loss: 0.3113 - acc: 0.9367 - val_loss: 0.3777 - val_acc: 0.8963 Epoch 02971: val_acc did not improve from 0.94304 Epoch 2972/100000 - 19s - loss: 0.3085 - acc: 0.9370 - val_loss: 0.2987 - val_acc: 0.9355 Epoch 02972: val_acc did not improve from 0.94304 Epoch 2973/100000 - 18s - loss: 0.3064 - acc: 0.9372 - val_loss: 0.3204 - val_acc: 0.9200 Epoch 02973: val_acc did not improve from 0.94304 Epoch 2974/100000 - 18s - loss: 0.3037 - acc: 0.9383 - val_loss: 0.2977 - val_acc: 0.9381 Epoch 02974: val_acc did not improve from 0.94304 Epoch 2975/100000 - 19s - loss: 0.3049 - acc: 0.9378 - val_loss: 0.3012 - val_acc: 0.9359 Epoch 02975: val_acc did not improve from 0.94304 Epoch 2976/100000 - 18s - loss: 0.3056 - acc: 0.9374 - val_loss: 0.3031 - val_acc: 0.9352 Epoch 02976: val_acc did not improve from 0.94304 Epoch 2977/100000 - 19s - loss: 0.3065 - acc: 0.9373 - val_loss: 0.2935 - val_acc: 0.9368 Epoch 02977: val_acc did not improve from 0.94304 Epoch 2978/100000 - 18s - loss: 0.3061 - acc: 0.9373 - val_loss: 0.3027 - val_acc: 0.9354 Epoch 02978: val_acc did not improve from 0.94304 Epoch 2979/100000 - 18s - loss: 0.3059 - acc: 0.9370 - val_loss: 0.3450 - val_acc: 0.9113 Epoch 02979: val_acc did not improve from 0.94304 Epoch 2980/100000 - 19s - loss: 0.3073 - acc: 0.9371 - val_loss: 0.3051 - val_acc: 0.9336 Epoch 02980: val_acc did not improve from 0.94304 Epoch 2981/100000 - 19s - loss: 0.3057 - acc: 0.9373 - val_loss: 0.2952 - val_acc: 0.9351 Epoch 02981: val_acc did not improve from 0.94304 Epoch 2982/100000 - 19s - loss: 0.3049 - acc: 0.9377 - val_loss: 0.2973 - val_acc: 0.9343 Epoch 02982: val_acc did not improve from 0.94304 Epoch 2983/100000 - 18s - loss: 0.3050 - acc: 0.9380 - val_loss: 0.2944 - val_acc: 0.9363 Epoch 02983: val_acc did not improve from 0.94304 Epoch 2984/100000 - 19s - loss: 0.3058 - acc: 0.9374 - val_loss: 0.3177 - val_acc: 0.9289 Epoch 02984: val_acc did not improve from 0.94304 Epoch 2985/100000 - 19s - loss: 0.3069 - acc: 0.9378 - val_loss: 0.3013 - val_acc: 0.9350 Epoch 02985: val_acc did not improve from 0.94304 Epoch 2986/100000 - 19s - loss: 0.3069 - acc: 0.9377 - val_loss: 0.3304 - val_acc: 0.9155 Epoch 02986: val_acc did not improve from 0.94304 Epoch 2987/100000 - 18s - loss: 0.3078 - acc: 0.9372 - val_loss: 0.3098 - val_acc: 0.9362 Epoch 02987: val_acc did not improve from 0.94304 Epoch 2988/100000 - 19s - loss: 0.3073 - acc: 0.9374 - val_loss: 0.3190 - val_acc: 0.9261 Epoch 02988: val_acc did not improve from 0.94304 Epoch 2989/100000 - 19s - loss: 0.3071 - acc: 0.9369 - val_loss: 0.2924 - val_acc: 0.9402 Epoch 02989: val_acc did not improve from 0.94304 Epoch 2990/100000 - 19s - loss: 0.3059 - acc: 0.9375 - val_loss: 0.2919 - val_acc: 0.9380 Epoch 02990: val_acc did not improve from 0.94304 Epoch 2991/100000 - 19s - loss: 0.3061 - acc: 0.9370 - val_loss: 0.2994 - val_acc: 0.9337 Epoch 02991: val_acc did not improve from 0.94304 Epoch 2992/100000 - 19s - loss: 0.3024 - acc: 0.9380 - val_loss: 0.2994 - val_acc: 0.9342 Epoch 02992: val_acc did not improve from 0.94304 Epoch 2993/100000 - 19s - loss: 0.3048 - acc: 0.9375 - val_loss: 0.3206 - val_acc: 0.9239 Epoch 02993: val_acc did not improve from 0.94304 Epoch 2994/100000 - 18s - loss: 0.3070 - acc: 0.9371 - val_loss: 0.3311 - val_acc: 0.9157 Epoch 02994: val_acc did not improve from 0.94304 Epoch 2995/100000 - 19s - loss: 0.3031 - acc: 0.9387 - val_loss: 0.3056 - val_acc: 0.9285 Epoch 02995: val_acc did not improve from 0.94304 Epoch 2996/100000 - 18s - loss: 0.3071 - acc: 0.9371 - val_loss: 0.2975 - val_acc: 0.9357 Epoch 02996: val_acc did not improve from 0.94304 Epoch 2997/100000 - 19s - loss: 0.3092 - acc: 0.9370 - val_loss: 0.3102 - val_acc: 0.9299 Epoch 02997: val_acc did not improve from 0.94304 Epoch 2998/100000 - 18s - loss: 0.3052 - acc: 0.9377 - val_loss: 0.3259 - val_acc: 0.9198 Epoch 02998: val_acc did not improve from 0.94304 Epoch 2999/100000 - 19s - loss: 0.3077 - acc: 0.9369 - val_loss: 0.3729 - val_acc: 0.8995 Epoch 02999: val_acc did not improve from 0.94304 Epoch 3000/100000 - 18s - loss: 0.3085 - acc: 0.9363 - val_loss: 0.3352 - val_acc: 0.9266 Epoch 03000: val_acc did not improve from 0.94304 Epoch 3001/100000 - 19s - loss: 0.3077 - acc: 0.9369 - val_loss: 0.2941 - val_acc: 0.9374 Epoch 03001: val_acc did not improve from 0.94304 Epoch 3002/100000 - 19s - loss: 0.3066 - acc: 0.9369 - val_loss: 0.3770 - val_acc: 0.8919 Epoch 03002: val_acc did not improve from 0.94304 Epoch 3003/100000 - 18s - loss: 0.3057 - acc: 0.9375 - val_loss: 0.3034 - val_acc: 0.9305 Epoch 03003: val_acc did not improve from 0.94304 Epoch 3004/100000 - 19s - loss: 0.3080 - acc: 0.9371 - val_loss: 0.3244 - val_acc: 0.9227 Epoch 03004: val_acc did not improve from 0.94304 Epoch 3005/100000 - 19s - loss: 0.3039 - acc: 0.9379 - val_loss: 0.3105 - val_acc: 0.9275 Epoch 03005: val_acc did not improve from 0.94304 Epoch 3006/100000 - 19s - loss: 0.3070 - acc: 0.9371 - val_loss: 0.3640 - val_acc: 0.9075 Epoch 03006: val_acc did not improve from 0.94304 Epoch 3007/100000 - 19s - loss: 0.3078 - acc: 0.9371 - val_loss: 0.3673 - val_acc: 0.9123 Epoch 03007: val_acc did not improve from 0.94304 Epoch 3008/100000 - 19s - loss: 0.3095 - acc: 0.9370 - val_loss: 0.2987 - val_acc: 0.9359 Epoch 03008: val_acc did not improve from 0.94304 Epoch 3009/100000 - 19s - loss: 0.3059 - acc: 0.9374 - val_loss: 0.2992 - val_acc: 0.9384 Epoch 03009: val_acc did not improve from 0.94304 Epoch 3010/100000 - 19s - loss: 0.3102 - acc: 0.9372 - val_loss: 0.3152 - val_acc: 0.9325 Epoch 03010: val_acc did not improve from 0.94304 Epoch 3011/100000 - 19s - loss: 0.3062 - acc: 0.9378 - val_loss: 0.3093 - val_acc: 0.9329 Epoch 03011: val_acc did not improve from 0.94304 Epoch 3012/100000 - 18s - loss: 0.3075 - acc: 0.9370 - val_loss: 0.3008 - val_acc: 0.9358 Epoch 03012: val_acc did not improve from 0.94304 Epoch 3013/100000 - 19s - loss: 0.3056 - acc: 0.9376 - val_loss: 0.3104 - val_acc: 0.9299 Epoch 03013: val_acc did not improve from 0.94304 Epoch 3014/100000 - 18s - loss: 0.3068 - acc: 0.9376 - val_loss: 0.3239 - val_acc: 0.9329 Epoch 03014: val_acc did not improve from 0.94304 Epoch 3015/100000 - 19s - loss: 0.3088 - acc: 0.9369 - val_loss: 1.3347 - val_acc: 0.3410 Epoch 03015: val_acc did not improve from 0.94304 Epoch 3016/100000 - 19s - loss: 0.3054 - acc: 0.9375 - val_loss: 0.4498 - val_acc: 0.8558 Epoch 03016: val_acc did not improve from 0.94304 Epoch 3017/100000 - 19s - loss: 0.3081 - acc: 0.9364 - val_loss: 0.3004 - val_acc: 0.9353 Epoch 03017: val_acc did not improve from 0.94304 Epoch 3018/100000 - 19s - loss: 0.3074 - acc: 0.9375 - val_loss: 0.3651 - val_acc: 0.9028 Epoch 03018: val_acc did not improve from 0.94304 Epoch 3019/100000 - 18s - loss: 0.3064 - acc: 0.9379 - val_loss: 0.3062 - val_acc: 0.9294 Epoch 03019: val_acc did not improve from 0.94304 Epoch 3020/100000 - 19s - loss: 0.3095 - acc: 0.9363 - val_loss: 0.3107 - val_acc: 0.9369 Epoch 03020: val_acc did not improve from 0.94304 Epoch 3021/100000 - 18s - loss: 0.3061 - acc: 0.9375 - val_loss: 0.3072 - val_acc: 0.9339 Epoch 03021: val_acc did not improve from 0.94304 Epoch 3022/100000 - 19s - loss: 0.3081 - acc: 0.9368 - val_loss: 0.3269 - val_acc: 0.9200 Epoch 03022: val_acc did not improve from 0.94304 Epoch 3023/100000 - 18s - loss: 0.3061 - acc: 0.9381 - val_loss: 0.2915 - val_acc: 0.9410 Epoch 03023: val_acc did not improve from 0.94304 Epoch 3024/100000 - 18s - loss: 0.3058 - acc: 0.9376 - val_loss: 0.3054 - val_acc: 0.9318 Epoch 03024: val_acc did not improve from 0.94304 Epoch 3025/100000 - 19s - loss: 0.3063 - acc: 0.9369 - val_loss: 0.3510 - val_acc: 0.9051 Epoch 03025: val_acc did not improve from 0.94304 Epoch 3026/100000 - 18s - loss: 0.3069 - acc: 0.9369 - val_loss: 0.3174 - val_acc: 0.9288 Epoch 03026: val_acc did not improve from 0.94304 Epoch 3027/100000 - 19s - loss: 0.3063 - acc: 0.9372 - val_loss: 0.3686 - val_acc: 0.8980 Epoch 03027: val_acc did not improve from 0.94304 Epoch 3028/100000 - 18s - loss: 0.3064 - acc: 0.9371 - val_loss: 0.3006 - val_acc: 0.9327 Epoch 03028: val_acc did not improve from 0.94304 Epoch 3029/100000 - 19s - loss: 0.3046 - acc: 0.9382 - val_loss: 0.3270 - val_acc: 0.9240 Epoch 03029: val_acc did not improve from 0.94304 Epoch 3030/100000 - 18s - loss: 0.3085 - acc: 0.9367 - val_loss: 0.3243 - val_acc: 0.9212 Epoch 03030: val_acc did not improve from 0.94304 Epoch 3031/100000 - 19s - loss: 0.3057 - acc: 0.9378 - val_loss: 0.3836 - val_acc: 0.8936 Epoch 03031: val_acc did not improve from 0.94304 Epoch 3032/100000 - 19s - loss: 0.3057 - acc: 0.9377 - val_loss: 0.8802 - val_acc: 0.5064 Epoch 03032: val_acc did not improve from 0.94304 Epoch 3033/100000 - 18s - loss: 0.3067 - acc: 0.9371 - val_loss: 0.2938 - val_acc: 0.9378 Epoch 03033: val_acc did not improve from 0.94304 Epoch 3034/100000 - 19s - loss: 0.3067 - acc: 0.9371 - val_loss: 0.2986 - val_acc: 0.9343 Epoch 03034: val_acc did not improve from 0.94304 Epoch 3035/100000 - 18s - loss: 0.3055 - acc: 0.9373 - val_loss: 0.3246 - val_acc: 0.9285 Epoch 03035: val_acc did not improve from 0.94304 Epoch 3036/100000 - 19s - loss: 0.3052 - acc: 0.9377 - val_loss: 0.3329 - val_acc: 0.9187 Epoch 03036: val_acc did not improve from 0.94304 Epoch 3037/100000 - 18s - loss: 0.3057 - acc: 0.9373 - val_loss: 0.2892 - val_acc: 0.9387 Epoch 03037: val_acc did not improve from 0.94304 Epoch 3038/100000 - 19s - loss: 0.3050 - acc: 0.9377 - val_loss: 0.2884 - val_acc: 0.9385 Epoch 03038: val_acc did not improve from 0.94304 Epoch 3039/100000 - 18s - loss: 0.3076 - acc: 0.9370 - val_loss: 0.3069 - val_acc: 0.9293 Epoch 03039: val_acc did not improve from 0.94304 Epoch 3040/100000 - 18s - loss: 0.3066 - acc: 0.9372 - val_loss: 0.3303 - val_acc: 0.9228 Epoch 03040: val_acc did not improve from 0.94304 Epoch 3041/100000 - 19s - loss: 0.3060 - acc: 0.9373 - val_loss: 0.2938 - val_acc: 0.9393 Epoch 03041: val_acc did not improve from 0.94304 Epoch 3042/100000 - 18s - loss: 0.3054 - acc: 0.9375 - val_loss: 0.3025 - val_acc: 0.9332 Epoch 03042: val_acc did not improve from 0.94304 Epoch 3043/100000 - 19s - loss: 0.3075 - acc: 0.9371 - val_loss: 0.3080 - val_acc: 0.9364 Epoch 03043: val_acc did not improve from 0.94304 Epoch 3044/100000 - 18s - loss: 0.3065 - acc: 0.9374 - val_loss: 0.2991 - val_acc: 0.9359 Epoch 03044: val_acc did not improve from 0.94304 Epoch 3045/100000 - 19s - loss: 0.3087 - acc: 0.9372 - val_loss: 0.3193 - val_acc: 0.9372 Epoch 03045: val_acc did not improve from 0.94304 Epoch 3046/100000 - 18s - loss: 0.3096 - acc: 0.9367 - val_loss: 0.3144 - val_acc: 0.9372 Epoch 03046: val_acc did not improve from 0.94304 Epoch 3047/100000 - 19s - loss: 0.3083 - acc: 0.9372 - val_loss: 0.4617 - val_acc: 0.8495 Epoch 03047: val_acc did not improve from 0.94304 Epoch 3048/100000 - 19s - loss: 0.3065 - acc: 0.9380 - val_loss: 0.3201 - val_acc: 0.9283 Epoch 03048: val_acc did not improve from 0.94304 Epoch 3049/100000 - 18s - loss: 0.3076 - acc: 0.9368 - val_loss: 0.2988 - val_acc: 0.9373 Epoch 03049: val_acc did not improve from 0.94304 Epoch 3050/100000 - 19s - loss: 0.3043 - acc: 0.9380 - val_loss: 0.3050 - val_acc: 0.9369 Epoch 03050: val_acc did not improve from 0.94304 Epoch 3051/100000 - 19s - loss: 0.3079 - acc: 0.9368 - val_loss: 0.3312 - val_acc: 0.9333 Epoch 03051: val_acc did not improve from 0.94304 Epoch 3052/100000 - 19s - loss: 0.3086 - acc: 0.9370 - val_loss: 0.3069 - val_acc: 0.9370 Epoch 03052: val_acc did not improve from 0.94304 Epoch 3053/100000 - 18s - loss: 0.3113 - acc: 0.9363 - val_loss: 0.3058 - val_acc: 0.9320 Epoch 03053: val_acc did not improve from 0.94304 Epoch 3054/100000 - 19s - loss: 0.3047 - acc: 0.9379 - val_loss: 0.2929 - val_acc: 0.9357 Epoch 03054: val_acc did not improve from 0.94304 Epoch 3055/100000 - 18s - loss: 0.3065 - acc: 0.9373 - val_loss: 0.3973 - val_acc: 0.9227 Epoch 03055: val_acc did not improve from 0.94304 Epoch 3056/100000 - 19s - loss: 0.3067 - acc: 0.9371 - val_loss: 0.3329 - val_acc: 0.9187 Epoch 03056: val_acc did not improve from 0.94304 Epoch 3057/100000 - 19s - loss: 0.3044 - acc: 0.9380 - val_loss: 0.3077 - val_acc: 0.9297 Epoch 03063: val_acc did not improve from 0.94304 Epoch 3064/100000 - 19s - loss: 0.3072 - acc: 0.9376 - val_loss: 0.3255 - val_acc: 0.9198 Epoch 03064: val_acc did not improve from 0.94304 Epoch 3065/100000 - 19s - loss: 0.3072 - acc: 0.9371 - val_loss: 0.2982 - val_acc: 0.9329 Epoch 03065: val_acc did not improve from 0.94304 Epoch 3066/100000 - 19s - loss: 0.3075 - acc: 0.9367 - val_loss: 0.3134 - val_acc: 0.9232 Epoch 03066: val_acc did not improve from 0.94304 Epoch 3067/100000 - 18s - loss: 0.3041 - acc: 0.9374 - val_loss: 0.3434 - val_acc: 0.9165 Epoch 03067: val_acc did not improve from 0.94304 Epoch 3068/100000 - 19s - loss: 0.3061 - acc: 0.9373 - val_loss: 0.3057 - val_acc: 0.9348 Epoch 03068: val_acc did not improve from 0.94304 Epoch 3069/100000 - 18s - loss: 0.3058 - acc: 0.9371 - val_loss: 0.2997 - val_acc: 0.9348 Epoch 03069: val_acc did not improve from 0.94304 Epoch 3070/100000 - 19s - loss: 0.3059 - acc: 0.9374 - val_loss: 0.3157 - val_acc: 0.9257 Epoch 03070: val_acc did not improve from 0.94304 Epoch 3071/100000 - 18s - loss: 0.3052 - acc: 0.9375 - val_loss: 0.3393 - val_acc: 0.9217 Epoch 03071: val_acc did not improve from 0.94304 Epoch 3072/100000 - 18s - loss: 0.3093 - acc: 0.9363 - val_loss: 0.3119 - val_acc: 0.9298 Epoch 03072: val_acc did not improve from 0.94304 Epoch 3073/100000 - 19s - loss: 0.3074 - acc: 0.9375 - val_loss: 0.3112 - val_acc: 0.9288 Epoch 03073: val_acc did not improve from 0.94304 Epoch 3074/100000 - 18s - loss: 0.3074 - acc: 0.9371 - val_loss: 0.2980 - val_acc: 0.9381 Epoch 03074: val_acc did not improve from 0.94304 Epoch 3075/100000 - 19s - loss: 0.3068 - acc: 0.9380 - val_loss: 0.4343 - val_acc: 0.8745 Epoch 03075: val_acc did not improve from 0.94304 Epoch 3076/100000 - 18s - loss: 0.3077 - acc: 0.9369 - val_loss: 0.3055 - val_acc: 0.9323 Epoch 03076: val_acc did not improve from 0.94304 Epoch 3077/100000 - 19s - loss: 0.3071 - acc: 0.9377 - val_loss: 0.3081 - val_acc: 0.9295 Epoch 03077: val_acc did not improve from 0.94304 Epoch 3078/100000 - 19s - loss: 0.3089 - acc: 0.9374 - val_loss: 0.3407 - val_acc: 0.9102 Epoch 03078: val_acc did not improve from 0.94304 Epoch 3079/100000 - 18s - loss: 0.3052 - acc: 0.9379 - val_loss: 0.3000 - val_acc: 0.9325 Epoch 03079: val_acc did not improve from 0.94304 Epoch 3080/100000 - 18s - loss: 0.3062 - acc: 0.9373 - val_loss: 0.3151 - val_acc: 0.9320 Epoch 03080: val_acc did not improve from 0.94304 Epoch 3081/100000 - 19s - loss: 0.3049 - acc: 0.9372 - val_loss: 0.2984 - val_acc: 0.9335 Epoch 03081: val_acc did not improve from 0.94304 Epoch 3082/100000 - 18s - loss: 0.3062 - acc: 0.9376 - val_loss: 0.2963 - val_acc: 0.9393 Epoch 03082: val_acc did not improve from 0.94304 Epoch 3083/100000 - 18s - loss: 0.3088 - acc: 0.9367 - val_loss: 0.3228 - val_acc: 0.9247 Epoch 03083: val_acc did not improve from 0.94304 Epoch 3084/100000 - 19s - loss: 0.3047 - acc: 0.9378 - val_loss: 0.3067 - val_acc: 0.9271 Epoch 03084: val_acc did not improve from 0.94304 Epoch 3085/100000 - 19s - loss: 0.3058 - acc: 0.9373 - val_loss: 0.3029 - val_acc: 0.9318 Epoch 03085: val_acc did not improve from 0.94304 Epoch 3086/100000 - 19s - loss: 0.3056 - acc: 0.9371 - val_loss: 0.3204 - val_acc: 0.9290 Epoch 03086: val_acc did not improve from 0.94304 Epoch 3087/100000 - 18s - loss: 0.3068 - acc: 0.9377 - val_loss: 0.3117 - val_acc: 0.9306 Epoch 03087: val_acc did not improve from 0.94304 Epoch 3088/100000 - 19s - loss: 0.3050 - acc: 0.9378 - val_loss: 0.3289 - val_acc: 0.9155 Epoch 03088: val_acc did not improve from 0.94304 Epoch 3089/100000 - 18s - loss: 0.3059 - acc: 0.9371 - val_loss: 0.7666 - val_acc: 0.6464 Epoch 03089: val_acc did not improve from 0.94304 Epoch 3090/100000 - 19s - loss: 0.3060 - acc: 0.9374 - val_loss: 0.3049 - val_acc: 0.9341 Epoch 03090: val_acc did not improve from 0.94304 Epoch 3091/100000 - 18s - loss: 0.3083 - acc: 0.9364 - val_loss: 0.2953 - val_acc: 0.9355 Epoch 03091: val_acc did not improve from 0.94304 Epoch 3092/100000 - 19s - loss: 0.3125 - acc: 0.9369 - val_loss: 0.2957 - val_acc: 0.9353 Epoch 03092: val_acc did not improve from 0.94304 Epoch 3093/100000 - 18s - loss: 0.3091 - acc: 0.9371 - val_loss: 0.2991 - val_acc: 0.9367 Epoch 03093: val_acc did not improve from 0.94304 Epoch 3094/100000 - 19s - loss: 0.3057 - acc: 0.9377 - val_loss: 0.2948 - val_acc: 0.9368 Epoch 03094: val_acc did not improve from 0.94304 Epoch 3095/100000 - 19s - loss: 0.3073 - acc: 0.9374 - val_loss: 0.3284 - val_acc: 0.9251 Epoch 03095: val_acc did not improve from 0.94304 Epoch 3096/100000 - 19s - loss: 0.3073 - acc: 0.9373 - val_loss: 0.3160 - val_acc: 0.9288 Epoch 03096: val_acc did not improve from 0.94304 Epoch 3097/100000 - 19s - loss: 0.3045 - acc: 0.9378 - val_loss: 0.4257 - val_acc: 0.8796 Epoch 03097: val_acc did not improve from 0.94304 Epoch 3098/100000 - 19s - loss: 0.3081 - acc: 0.9371 - val_loss: 0.3316 - val_acc: 0.9187 Epoch 03098: val_acc did not improve from 0.94304 Epoch 3099/100000 - 18s - loss: 0.3067 - acc: 0.9374 - val_loss: 0.3505 - val_acc: 0.9097 Epoch 03099: val_acc did not improve from 0.94304 Epoch 3100/100000 - 19s - loss: 0.3081 - acc: 0.9368 - val_loss: 0.3152 - val_acc: 0.9299 Epoch 03100: val_acc did not improve from 0.94304 Epoch 3101/100000 - 18s - loss: 0.3080 - acc: 0.9369 - val_loss: 0.3300 - val_acc: 0.9335 Epoch 03101: val_acc did not improve from 0.94304 Epoch 3102/100000 - 19s - loss: 0.3056 - acc: 0.9378 - val_loss: 0.2967 - val_acc: 0.9366 Epoch 03102: val_acc did not improve from 0.94304 Epoch 3103/100000 - 18s - loss: 0.3045 - acc: 0.9378 - val_loss: 0.3180 - val_acc: 0.9256 Epoch 03103: val_acc did not improve from 0.94304 Epoch 3104/100000 - 18s - loss: 0.3060 - acc: 0.9373 - val_loss: 0.3063 - val_acc: 0.9347 Epoch 03104: val_acc did not improve from 0.94304 Epoch 3105/100000 - 18s - loss: 0.3069 - acc: 0.9375 - val_loss: 0.2912 - val_acc: 0.9386 Epoch 03105: val_acc did not improve from 0.94304 Epoch 3106/100000 - 18s - loss: 0.3085 - acc: 0.9370 - val_loss: 0.4813 - val_acc: 0.8491 Epoch 03106: val_acc did not improve from 0.94304 Epoch 3107/100000 - 19s - loss: 0.3068 - acc: 0.9377 - val_loss: 0.2939 - val_acc: 0.9365 Epoch 03107: val_acc did not improve from 0.94304 Epoch 3108/100000 - 18s - loss: 0.3056 - acc: 0.9374 - val_loss: 0.2990 - val_acc: 0.9343 Epoch 03108: val_acc did not improve from 0.94304 Epoch 3109/100000 - 19s - loss: 0.3064 - acc: 0.9373 - val_loss: 0.2968 - val_acc: 0.9364 Epoch 03109: val_acc did not improve from 0.94304 Epoch 3110/100000 - 18s - loss: 0.3060 - acc: 0.9376 - val_loss: 0.3127 - val_acc: 0.9226 Epoch 03110: val_acc did not improve from 0.94304 Epoch 3111/100000 - 19s - loss: 0.3056 - acc: 0.9375 - val_loss: 0.3570 - val_acc: 0.9255 Epoch 03111: val_acc did not improve from 0.94304 Epoch 3112/100000 - 18s - loss: 0.3037 - acc: 0.9382 - val_loss: 0.3017 - val_acc: 0.9366 Epoch 03112: val_acc did not improve from 0.94304 Epoch 3113/100000 - 19s - loss: 0.3087 - acc: 0.9370 - val_loss: 0.3007 - val_acc: 0.9310 Epoch 03113: val_acc did not improve from 0.94304 Epoch 3114/100000 - 18s - loss: 0.3070 - acc: 0.9378 - val_loss: 0.2997 - val_acc: 0.9352 Epoch 03114: val_acc did not improve from 0.94304 Epoch 3115/100000 - 19s - loss: 0.3056 - acc: 0.9375 - val_loss: 0.3026 - val_acc: 0.9282 Epoch 03115: val_acc did not improve from 0.94304 Epoch 3116/100000 - 18s - loss: 0.3077 - acc: 0.9367 - val_loss: 0.2950 - val_acc: 0.9366 Epoch 03116: val_acc did not improve from 0.94304 Epoch 3117/100000 - 18s - loss: 0.3062 - acc: 0.9375 - val_loss: 0.2959 - val_acc: 0.9360 Epoch 03117: val_acc did not improve from 0.94304 Epoch 3118/100000 - 18s - loss: 0.3072 - acc: 0.9366 - val_loss: 0.3058 - val_acc: 0.9354 Epoch 03118: val_acc did not improve from 0.94304 Epoch 3119/100000 - 18s - loss: 0.3080 - acc: 0.9367 - val_loss: 0.4545 - val_acc: 0.8612 Epoch 03119: val_acc did not improve from 0.94304 Epoch 3120/100000 - 19s - loss: 0.3050 - acc: 0.9372 - val_loss: 0.3711 - val_acc: 0.8987 Epoch 03120: val_acc did not improve from 0.94304 Epoch 3121/100000 - 18s - loss: 0.3059 - acc: 0.9373 - val_loss: 0.2965 - val_acc: 0.9366 Epoch 03121: val_acc did not improve from 0.94304 Epoch 3122/100000 - 19s - loss: 0.3084 - acc: 0.9365 - val_loss: 0.3181 - val_acc: 0.9354 Epoch 03122: val_acc did not improve from 0.94304 Epoch 3123/100000 - 18s - loss: 0.3084 - acc: 0.9366 - val_loss: 0.3016 - val_acc: 0.9317 Epoch 03123: val_acc did not improve from 0.94304 Epoch 3124/100000 - 18s - loss: 0.3071 - acc: 0.9370 - val_loss: 0.3064 - val_acc: 0.9294 Epoch 03124: val_acc did not improve from 0.94304 Epoch 3125/100000 - 18s - loss: 0.3048 - acc: 0.9376 - val_loss: 0.4543 - val_acc: 0.8567 Epoch 03125: val_acc did not improve from 0.94304 Epoch 3126/100000 - 19s - loss: 0.3079 - acc: 0.9378 - val_loss: 0.3155 - val_acc: 0.9366 Epoch 03126: val_acc did not improve from 0.94304 Epoch 3127/100000 - 18s - loss: 0.3077 - acc: 0.9378 - val_loss: 0.2989 - val_acc: 0.9344 Epoch 03127: val_acc did not improve from 0.94304 Epoch 3128/100000 - 19s - loss: 0.3077 - acc: 0.9371 - val_loss: 0.3066 - val_acc: 0.9310 Epoch 03128: val_acc did not improve from 0.94304 Epoch 3129/100000 - 18s - loss: 0.3078 - acc: 0.9371 - val_loss: 0.3697 - val_acc: 0.8963 Epoch 03129: val_acc did not improve from 0.94304 Epoch 3130/100000 - 18s - loss: 0.3069 - acc: 0.9369 - val_loss: 0.3060 - val_acc: 0.9353 Epoch 03130: val_acc did not improve from 0.94304 Epoch 3131/100000 - 18s - loss: 0.3058 - acc: 0.9378 - val_loss: 0.3096 - val_acc: 0.9325 Epoch 03131: val_acc did not improve from 0.94304 Epoch 3132/100000 - 19s - loss: 0.3081 - acc: 0.9371 - val_loss: 0.4269 - val_acc: 0.8692 Epoch 03132: val_acc did not improve from 0.94304 Epoch 3133/100000 - 18s - loss: 0.3066 - acc: 0.9370 - val_loss: 0.2918 - val_acc: 0.9380 Epoch 03133: val_acc did not improve from 0.94304 Epoch 3134/100000 - 19s - loss: 0.3078 - acc: 0.9370 - val_loss: 0.4157 - val_acc: 0.8707 Epoch 03134: val_acc did not improve from 0.94304 Epoch 3135/100000 - 19s - loss: 0.3111 - acc: 0.9363 - val_loss: 0.3089 - val_acc: 0.9347 Epoch 03135: val_acc did not improve from 0.94304 Epoch 3136/100000 - 19s - loss: 0.3059 - acc: 0.9374 - val_loss: 0.3001 - val_acc: 0.9348 Epoch 03136: val_acc did not improve from 0.94304 Epoch 3137/100000 - 19s - loss: 0.3077 - acc: 0.9373 - val_loss: 0.2996 - val_acc: 0.9334 Epoch 03137: val_acc did not improve from 0.94304 Epoch 3138/100000 - 18s - loss: 0.3072 - acc: 0.9366 - val_loss: 0.2920 - val_acc: 0.9365 Epoch 03138: val_acc did not improve from 0.94304 Epoch 3139/100000 - 19s - loss: 0.3078 - acc: 0.9371 - val_loss: 0.3048 - val_acc: 0.9300 Epoch 03139: val_acc did not improve from 0.94304 Epoch 3140/100000 - 18s - loss: 0.3037 - acc: 0.9382 - val_loss: 0.3267 - val_acc: 0.9173 Epoch 03140: val_acc did not improve from 0.94304 Epoch 3141/100000 - 19s - loss: 0.3050 - acc: 0.9379 - val_loss: 0.3101 - val_acc: 0.9361 Epoch 03141: val_acc did not improve from 0.94304 Epoch 3142/100000 - 18s - loss: 0.3087 - acc: 0.9370 - val_loss: 0.2946 - val_acc: 0.9376 Epoch 03142: val_acc did not improve from 0.94304 Epoch 3143/100000 - 18s - loss: 0.3066 - acc: 0.9382 - val_loss: 0.8759 - val_acc: 0.5239 Epoch 03143: val_acc did not improve from 0.94304 Epoch 3144/100000 - 18s - loss: 0.3051 - acc: 0.9381 - val_loss: 0.2953 - val_acc: 0.9378 Epoch 03144: val_acc did not improve from 0.94304 Epoch 3145/100000 - 18s - loss: 0.3057 - acc: 0.9374 - val_loss: 0.3194 - val_acc: 0.9267 Epoch 03145: val_acc did not improve from 0.94304 Epoch 3146/100000 - 18s - loss: 0.3058 - acc: 0.9371 - val_loss: 0.3219 - val_acc: 0.9226 Epoch 03146: val_acc did not improve from 0.94304 Epoch 3147/100000 - 18s - loss: 0.3073 - acc: 0.9366 - val_loss: 0.2973 - val_acc: 0.9363 Epoch 03147: val_acc did not improve from 0.94304 Epoch 3148/100000 - 19s - loss: 0.3059 - acc: 0.9375 - val_loss: 0.3064 - val_acc: 0.9272 Epoch 03148: val_acc did not improve from 0.94304 Epoch 3149/100000 - 19s - loss: 0.3058 - acc: 0.9382 - val_loss: 0.3211 - val_acc: 0.9252 Epoch 03149: val_acc did not improve from 0.94304 Epoch 3150/100000 - 18s - loss: 0.3055 - acc: 0.9377 - val_loss: 0.3082 - val_acc: 0.9287 Epoch 03150: val_acc did not improve from 0.94304 Epoch 3151/100000 - 19s - loss: 0.3061 - acc: 0.9371 - val_loss: 0.3066 - val_acc: 0.9324 Epoch 03151: val_acc did not improve from 0.94304 Epoch 3152/100000 - 18s - loss: 0.3087 - acc: 0.9365 - val_loss: 0.3044 - val_acc: 0.9321 Epoch 03152: val_acc did not improve from 0.94304 Epoch 3153/100000 - 19s - loss: 0.3069 - acc: 0.9379 - val_loss: 0.3525 - val_acc: 0.9100 Epoch 03153: val_acc did not improve from 0.94304 Epoch 3154/100000 - 19s - loss: 0.3067 - acc: 0.9372 - val_loss: 0.3370 - val_acc: 0.9159 Epoch 03154: val_acc did not improve from 0.94304 Epoch 3155/100000 - 18s - loss: 0.3061 - acc: 0.9370 - val_loss: 0.2943 - val_acc: 0.9360 Epoch 03155: val_acc did not improve from 0.94304 Epoch 3156/100000 - 18s - loss: 0.3087 - acc: 0.9367 - val_loss: 0.3152 - val_acc: 0.9308 Epoch 03156: val_acc did not improve from 0.94304 Epoch 3157/100000 - 19s - loss: 0.3063 - acc: 0.9374 - val_loss: 0.4472 - val_acc: 0.8742 Epoch 03157: val_acc did not improve from 0.94304 Epoch 3158/100000 - 18s - loss: 0.3062 - acc: 0.9373 - val_loss: 0.2993 - val_acc: 0.9361 Epoch 03158: val_acc did not improve from 0.94304 Epoch 3159/100000 - 19s - loss: 0.3080 - acc: 0.9367 - val_loss: 0.3168 - val_acc: 0.9266 Epoch 03159: val_acc did not improve from 0.94304 Epoch 3160/100000 - 18s - loss: 0.3072 - acc: 0.9369 - val_loss: 0.3015 - val_acc: 0.9350 Epoch 03160: val_acc did not improve from 0.94304 Epoch 3161/100000 - 19s - loss: 0.3059 - acc: 0.9378 - val_loss: 0.3216 - val_acc: 0.9251 Epoch 03161: val_acc did not improve from 0.94304 Epoch 3162/100000 - 19s - loss: 0.3071 - acc: 0.9368 - val_loss: 0.3350 - val_acc: 0.9212 Epoch 03162: val_acc did not improve from 0.94304 Epoch 3163/100000 - 19s - loss: 0.3111 - acc: 0.9364 - val_loss: 0.3439 - val_acc: 0.9148 Epoch 03163: val_acc did not improve from 0.94304 Epoch 3164/100000 - 19s - loss: 0.3048 - acc: 0.9387 - val_loss: 0.3586 - val_acc: 0.8973 Epoch 03164: val_acc did not improve from 0.94304 Epoch 3165/100000 - 19s - loss: 0.3113 - acc: 0.9364 - val_loss: 0.3691 - val_acc: 0.8984 Epoch 03165: val_acc did not improve from 0.94304 Epoch 3166/100000 - 19s - loss: 0.3076 - acc: 0.9376 - val_loss: 0.3802 - val_acc: 0.8953 Epoch 03166: val_acc did not improve from 0.94304 Epoch 3167/100000 - 19s - loss: 0.3057 - acc: 0.9377 - val_loss: 0.3180 - val_acc: 0.9266 Epoch 03167: val_acc did not improve from 0.94304 Epoch 3168/100000 - 18s - loss: 0.3055 - acc: 0.9374 - val_loss: 0.3024 - val_acc: 0.9330 Epoch 03168: val_acc did not improve from 0.94304 Epoch 3169/100000 - 19s - loss: 0.3065 - acc: 0.9373 - val_loss: 0.2976 - val_acc: 0.9371 Epoch 03169: val_acc did not improve from 0.94304 Epoch 3170/100000 - 19s - loss: 0.3057 - acc: 0.9373 - val_loss: 0.5487 - val_acc: 0.8129 Epoch 03170: val_acc did not improve from 0.94304 Epoch 3171/100000 - 19s - loss: 0.3075 - acc: 0.9376 - val_loss: 0.3715 - val_acc: 0.9001 Epoch 03171: val_acc did not improve from 0.94304 Epoch 3172/100000 - 18s - loss: 0.3046 - acc: 0.9384 - val_loss: 0.3271 - val_acc: 0.9189 Epoch 03172: val_acc did not improve from 0.94304 Epoch 3173/100000 - 19s - loss: 0.3070 - acc: 0.9371 - val_loss: 0.3109 - val_acc: 0.9263 Epoch 03173: val_acc did not improve from 0.94304 Epoch 3174/100000 - 18s - loss: 0.3081 - acc: 0.9366 - val_loss: 0.2895 - val_acc: 0.9395 Epoch 03174: val_acc did not improve from 0.94304 Epoch 3175/100000 - 19s - loss: 0.3065 - acc: 0.9369 - val_loss: 0.2914 - val_acc: 0.9387 Epoch 03175: val_acc did not improve from 0.94304 Epoch 3176/100000 - 18s - loss: 0.3041 - acc: 0.9382 - val_loss: 0.3353 - val_acc: 0.9207 Epoch 03176: val_acc did not improve from 0.94304 Epoch 3177/100000 - 19s - loss: 0.3062 - acc: 0.9377 - val_loss: 0.3048 - val_acc: 0.9394 Epoch 03177: val_acc did not improve from 0.94304 Epoch 3178/100000 - 18s - loss: 0.3069 - acc: 0.9372 - val_loss: 0.3574 - val_acc: 0.9108 Epoch 03178: val_acc did not improve from 0.94304 Epoch 03178: ReduceLROnPlateau reducing learning rate to 0.0004876748775132. Epoch 3179/100000 - 19s - loss: 0.3044 - acc: 0.9365 - val_loss: 0.3126 - val_acc: 0.9288 Epoch 03179: val_acc did not improve from 0.94304 Epoch 3180/100000 - 18s - loss: 0.3016 - acc: 0.9375 - val_loss: 0.2866 - val_acc: 0.9388 Epoch 03180: val_acc did not improve from 0.94304 Epoch 3181/100000 - 19s - loss: 0.3009 - acc: 0.9380 - val_loss: 0.3235 - val_acc: 0.9150 Epoch 03181: val_acc did not improve from 0.94304 Epoch 3182/100000 - 19s - loss: 0.3026 - acc: 0.9369 - val_loss: 0.2864 - val_acc: 0.9381 Epoch 03182: val_acc did not improve from 0.94304 Epoch 3183/100000 - 19s - loss: 0.3015 - acc: 0.9375 - val_loss: 0.3091 - val_acc: 0.9281 Epoch 03183: val_acc did not improve from 0.94304 Epoch 3184/100000 - 18s - loss: 0.2995 - acc: 0.9382 - val_loss: 0.2989 - val_acc: 0.9339 Epoch 03184: val_acc did not improve from 0.94304 Epoch 3185/100000 - 19s - loss: 0.3010 - acc: 0.9378 - val_loss: 0.2989 - val_acc: 0.9319 Epoch 03185: val_acc did not improve from 0.94304 Epoch 3186/100000 - 19s - loss: 0.3016 - acc: 0.9372 - val_loss: 0.3112 - val_acc: 0.9300 Epoch 03186: val_acc did not improve from 0.94304 Epoch 3187/100000 - 18s - loss: 0.3011 - acc: 0.9375 - val_loss: 0.3042 - val_acc: 0.9325 Epoch 03187: val_acc did not improve from 0.94304 Epoch 3188/100000 - 18s - loss: 0.3028 - acc: 0.9368 - val_loss: 0.3545 - val_acc: 0.9214 Epoch 03188: val_acc did not improve from 0.94304 Epoch 3189/100000 - 18s - loss: 0.3024 - acc: 0.9376 - val_loss: 0.2885 - val_acc: 0.9403 Epoch 03189: val_acc did not improve from 0.94304 Epoch 3190/100000 - 18s - loss: 0.2998 - acc: 0.9378 - val_loss: 0.3087 - val_acc: 0.9334 Epoch 03190: val_acc did not improve from 0.94304 Epoch 3191/100000 - 19s - loss: 0.3004 - acc: 0.9385 - val_loss: 0.6119 - val_acc: 0.7614 Epoch 03191: val_acc did not improve from 0.94304 Epoch 3192/100000 - 18s - loss: 0.3000 - acc: 0.9382 - val_loss: 0.3348 - val_acc: 0.9104 Epoch 03192: val_acc did not improve from 0.94304 Epoch 3193/100000 - 19s - loss: 0.3029 - acc: 0.9369 - val_loss: 0.2857 - val_acc: 0.9385 Epoch 03193: val_acc did not improve from 0.94304 Epoch 3194/100000 - 18s - loss: 0.2995 - acc: 0.9383 - val_loss: 0.3050 - val_acc: 0.9334 Epoch 03194: val_acc did not improve from 0.94304 Epoch 3195/100000 - 19s - loss: 0.3001 - acc: 0.9378 - val_loss: 0.3074 - val_acc: 0.9253 Epoch 03195: val_acc did not improve from 0.94304 Epoch 3196/100000 - 19s - loss: 0.2999 - acc: 0.9385 - val_loss: 0.2931 - val_acc: 0.9355 Epoch 03196: val_acc did not improve from 0.94304 Epoch 3197/100000 - 18s - loss: 0.3038 - acc: 0.9368 - val_loss: 0.3030 - val_acc: 0.9294 Epoch 03197: val_acc did not improve from 0.94304 Epoch 3198/100000 - 19s - loss: 0.3007 - acc: 0.9377 - val_loss: 0.3000 - val_acc: 0.9308 Epoch 03198: val_acc did not improve from 0.94304 Epoch 3199/100000 - 19s - loss: 0.3071 - acc: 0.9371 - val_loss: 0.3467 - val_acc: 0.9136 Epoch 03199: val_acc did not improve from 0.94304 Epoch 3200/100000 - 18s - loss: 0.3027 - acc: 0.9379 - val_loss: 0.4056 - val_acc: 0.8857 Epoch 03200: val_acc did not improve from 0.94304 Epoch 3201/100000 - 18s - loss: 0.3031 - acc: 0.9371 - val_loss: 0.2881 - val_acc: 0.9383 Epoch 03201: val_acc did not improve from 0.94304 Epoch 3202/100000 - 18s - loss: 0.3026 - acc: 0.9376 - val_loss: 0.2900 - val_acc: 0.9371 Epoch 03202: val_acc did not improve from 0.94304 Epoch 3203/100000 - 18s - loss: 0.3038 - acc: 0.9374 - val_loss: 0.3219 - val_acc: 0.9183 Epoch 03203: val_acc did not improve from 0.94304 Epoch 3204/100000 - 19s - loss: 0.3014 - acc: 0.9374 - val_loss: 0.4039 - val_acc: 0.8728 Epoch 03204: val_acc did not improve from 0.94304 Epoch 3205/100000 - 18s - loss: 0.3001 - acc: 0.9376 - val_loss: 0.3022 - val_acc: 0.9269 Epoch 03205: val_acc did not improve from 0.94304 Epoch 3206/100000 - 19s - loss: 0.2998 - acc: 0.9378 - val_loss: 0.3115 - val_acc: 0.9308 Epoch 03206: val_acc did not improve from 0.94304 Epoch 3207/100000 - 19s - loss: 0.3015 - acc: 0.9374 - val_loss: 0.2904 - val_acc: 0.9352 Epoch 03207: val_acc did not improve from 0.94304 Epoch 3208/100000 - 19s - loss: 0.2991 - acc: 0.9383 - val_loss: 0.2872 - val_acc: 0.9374 Epoch 03208: val_acc did not improve from 0.94304 Epoch 3209/100000 - 19s - loss: 0.2998 - acc: 0.9377 - val_loss: 0.3062 - val_acc: 0.9251 Epoch 03209: val_acc did not improve from 0.94304 Epoch 3210/100000 - 18s - loss: 0.3017 - acc: 0.9371 - val_loss: 0.3043 - val_acc: 0.9276 Epoch 03210: val_acc did not improve from 0.94304 Epoch 3211/100000 - 19s - loss: 0.3034 - acc: 0.9367 - val_loss: 0.2863 - val_acc: 0.9374 Epoch 03211: val_acc did not improve from 0.94304 Epoch 3212/100000 - 18s - loss: 0.3013 - acc: 0.9379 - val_loss: 0.2973 - val_acc: 0.9312 Epoch 03212: val_acc did not improve from 0.94304 Epoch 3213/100000 - 18s - loss: 0.3009 - acc: 0.9378 - val_loss: 0.2939 - val_acc: 0.9315 Epoch 03213: val_acc did not improve from 0.94304 Epoch 3214/100000 - 18s - loss: 0.2992 - acc: 0.9384 - val_loss: 0.3207 - val_acc: 0.9211 Epoch 03214: val_acc did not improve from 0.94304 Epoch 3215/100000
In [ ]:
model.save("./ModelSnapshots/" + current_name + "_DONE.h5")
In [ ]:
# summarize history for accuracy plt.plot(history.history['acc']) plt.plot(history.history['val_acc']) plt.title('model accuracy') plt.ylabel('accuracy') plt.xlabel('epoch') plt.legend(['train', 'test'], loc='upper left') plt.show() # summarize history for loss plt.plot(history.history['loss']) plt.plot(history.history['val_loss']) plt.title('model loss') plt.ylabel('loss') plt.xlabel('epoch') plt.legend(['train', 'test'], loc='upper left') plt.show()
In [ ]:
In [ ]: