ms762wu/EMG_Biometrics_2021
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chore: run plot funcs and store plot, log,

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and results in log-folder
This commit is contained in:
Skudalen 2021-07-28 15:46:14 +02:00
parent 6452e158b4
commit 59dd1b8138
8 changed files with 1283 additions and 38 deletions
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.DS_Store vendored
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Handle_emg_data.py
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@ -38,7 +38,7 @@ class CSV_handler:
self.nr_subjects = nr_subjects
self.nr_sessions = nr_sessions
# Dict with keys equal subject numbers and values equal to its respective datacontainer
self.data_container_dict = {i: None for i in range(nr_subjects)}
self.data_container_dict = {i+1: None for i in range(nr_subjects)}
# String describing which type of data is stored in the object
self.data_type = None

236
Neural_Network_Analysis.py
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@ -56,12 +56,12 @@ def prepare_datasets_percentsplit(X, y, shuffle_vars, validation_size=0.2, test_
return X_train, X_validation, X_test, y_train, y_validation, y_test
# Takes in data, labels, and session_lengths and splits it into train and test sets by session_index
# Input: Data, labels, session_lengths, test_session_index
# Ouput: X_train, X_test, y_train, y_test
# Takes in data and labels, and splits it into train and test sets by session
# Input: Data, labels, session_lengths and test_session_index
# Ouput: X_train, X_validation, X_test, y_train, y_validation, y_test
def prepare_datasets_sessions(X, y, session_lengths, test_session_index=4, nr_subjects=5):
session_lengths = session_lengths.tolist()
session_lengths = list(session_lengths)
subject_starting_index = 0
start_test_index = subject_starting_index + sum(session_lengths[0][:test_session_index-1])
@ -138,6 +138,49 @@ def prepare_datasets_sessions(X, y, session_lengths, test_session_index=4, nr_su
return X_train, X_test, y_train, y_test
# NOT FUNCTIONAL
def prepare_datasets_new(test_session_indexes:list, X, y, session_lengths, nr_subjects=5, nr_sessions=4):
X_list = []
y_list = []
for session_i in range(nr_sessions):
X_session_list = []
y_session_list = []
for subject_i in range(nr_subjects):
session_data_X = X[0:session_lengths[subject_i][session_i]]
session_data_y = y[0:session_lengths[subject_i][session_i]]
if session_i > 0:
start_index = X_list[session_i-1].shape[0]
session_data_X = X[start_index : start_index + session_lengths[subject_i][session_i]]
session_data_y = y[start_index : start_index + session_lengths[subject_i][session_i]]
X_session_list.append(session_data_X)
y_session_list.append(session_data_y)
X_list.append(np.concatenate(X_session_list))
y_list.append(np.concatenate(y_session_list))
X_test = []
y_test = []
X_train = []
y_train = []
for i in range(nr_sessions):
if i in test_session_indexes:
X_test.append(X_list[i])
y_test.append(y_list[i])
else:
X_train.append(X_list[i])
y_train.append(y_list[i])
X_test = np.concatenate(X_test)
y_test = np.concatenate(y_test)
X_train = np.concatenate(X_train)
y_train = np.concatenate(y_train)
return X_train, X_test, y_train, y_test
# Trains the model
# Input: Keras.model, batch_size, nr epochs, training, and validation data
# Ouput: History
@ -340,13 +383,29 @@ def get_session_info(session_lengths_soft, session_lengths_hard):
# Reduces the size of the train and test set with values [0.0, 1.0]
# Input: Data sets, how much to reduce train set, how much to reduce test set with
# Output: Reduced data sets
def reduce_data_set_sizes(X_train, X_test, y_train, y_test, train_reduction=0.5, test_reduction=0):
train_keep = X_train.shape[0] * (1 - train_reduction)
test_keep = X_test.shape[0] * (1 - test_reduction)
X_train = X_train[:train_keep]
y_train = y_train[:train_keep]
X_test = X_test[:test_keep]
y_test = y_test[:test_keep]
def reduce_data_set_sizes(X_train, X_test, y_train, y_test, train_reduction=0.5, test_reduction=0, nr_subjects=5):
X_train = np.array_split(X_train, nr_subjects)
y_train = np.array_split(y_train, nr_subjects)
X_test = np.array_split(X_test, nr_subjects)
y_test = np.array_split(y_test, nr_subjects)
train_keep = int(X_train[0].shape[0] * (1 - train_reduction))
test_keep = int(X_test[0].shape[0] * (1 - test_reduction))
for i in range(nr_subjects):
#print(len(X_train[i]))
X_train[i] = X_train[i][:train_keep]
y_train[i] = y_train[i][:train_keep]
X_test[i] = X_test[i][:test_keep]
y_test[i] = y_test[i][:test_keep]
#print(len(X_train[i]))
X_train = np.concatenate(X_train, axis=0)
y_train = np.concatenate(y_train, axis=0)
X_test = np.concatenate(X_test, axis=0)
y_test = np.concatenate(y_test, axis=0)
return X_train, X_test, y_train, y_test
# ----- PLOTS ------
@ -663,20 +722,20 @@ def plot_comp_SoftHard_single(X_soft, y_soft, X_hard, y_hard, session_lengths_so
fig, axs = plt.subplots(2, sharey=True)
plt.ylim(0, 1)
plt.subplots_adjust(hspace=1.0, top=0.85, bottom=0.15, right=0.75)
fig.suptitle('Model training and validation with SOFT/HARD data', fontsize=16)
fig.suptitle('Model training (1x session) and validation (3x session) with Natural/Strong typing behavior', fontsize=16)
axs[0].plot(train_dict['SOFT'], ':', label='CNN_1D SOFT')
axs[0].plot(train_dict['HARD'], '--', label='CNN_1D HARD')
axs[0].plot(train_dict['SOFT'], ':', label='CNN_1D Natural')
axs[0].plot(train_dict['HARD'], '--', label='CNN_1D Strong')
axs[0].set_title('Training accuracy')
axs[1].plot(val_dict['SOFT'], ':', label='CNN_1D SOFT')
axs[1].plot(val_dict['HARD'], '--', label='CNN_1D HARD')
axs[1].plot(val_dict['SOFT'], ':', label='CNN_1D Natural')
axs[1].plot(val_dict['HARD'], '--', label='CNN_1D Strong')
axs[1].set_title('Validation accuracy')
for ax in axs.flat:
ax.set(xlabel='Epochs', ylabel='Accuracy')
plt.legend(bbox_to_anchor=(1.05, 1.5), title='Models used\n', loc='center left')
plt.legend(bbox_to_anchor=(1.05, 1.5), title='Typing behavior evaluated\n', loc='center left')
plt.style.use('seaborn-dark-palette')
plt.show()
@ -751,24 +810,133 @@ def plot_comp_SoftHard_3(X_soft, y_soft, X_hard, y_hard, session_lengths_soft, s
fig, axs = plt.subplots(2, sharey=True)
plt.ylim(0, 1)
plt.subplots_adjust(hspace=1.0, top=0.85, bottom=0.15, right=0.75)
fig.suptitle('Model training and validation with SOFT/HARD data', fontsize=16)
fig.suptitle('Model training (3x session) and validation (1x session) with Natural/Strong typing behavior', fontsize=16)
axs[0].plot(train_dict['SOFT'], ':', label='CNN_1D SOFT')
axs[0].plot(train_dict['HARD'], '--', label='CNN_1D HARD')
axs[0].plot(train_dict['SOFT'], ':', label='CNN_1D Natural')
axs[0].plot(train_dict['HARD'], '--', label='CNN_1D Strong')
axs[0].set_title('Training accuracy')
axs[1].plot(val_dict['SOFT'], ':', label='CNN_1D SOFT')
axs[1].plot(val_dict['HARD'], '--', label='CNN_1D HARD')
axs[1].plot(val_dict['SOFT'], ':', label='CNN_1D Natural')
axs[1].plot(val_dict['HARD'], '--', label='CNN_1D Strong')
axs[1].set_title('Validation accuracy')
for ax in axs.flat:
ax.set(xlabel='Epochs', ylabel='Accuracy')
plt.legend(bbox_to_anchor=(1.05, 1.5), title='Models used\n', loc='center left')
plt.legend(bbox_to_anchor=(1.05, 1.5), title='Typing behavior evaluated\n', loc='center left')
plt.style.use('seaborn-dark-palette')
plt.show()
# Plots training and validation history for CNN_1D network with SOFT and HARD data (VAL, two data sets)
# Input: SOFT and HARD raw data, respective session_lengths, *details
# Output: None -> plot
def plot_comp_val_SoftHard(X_soft, y_soft, X_hard, y_hard, session_lengths_soft, session_lengths_hard, nr_sessions, batch_size=64, epochs=30):
#'''
#train_dict = {'SOFT':[], 'HARD':[], 'SOFT_1':[], 'HARD_1':[]}
val_dict = {'SOFT':[], 'HARD':[], 'SOFT_1':[], 'HARD_1':[]}
for i in range(nr_sessions):
# Prepare data
X_train_soft, X_val_soft, y_train_soft, y_val_soft = prepare_datasets_sessions(X_soft, y_soft, session_lengths_soft, i)
X_train_hard, X_val_hard, y_train_hard, y_val_hard = prepare_datasets_sessions(X_hard, y_hard, session_lengths_hard, i)
X_train_soft = np.reshape(X_train_soft, (X_train_soft.shape[0], 208, 1))
X_val_soft = np.reshape(X_val_soft, (X_val_soft.shape[0], 208, 1))
X_train_hard = np.reshape(X_train_hard, (X_train_hard.shape[0], 208, 1))
X_val_hard = np.reshape(X_val_hard, (X_val_hard.shape[0], 208, 1))
# CNN_1D SOFT
model_CNN_1D = CNN_1D(input_shape=(208, 1))
CNN_1D_h = train(model_CNN_1D, X_train_soft, y_train_soft, 1, batch_size=batch_size, epochs=epochs,
X_validation=X_val_soft, y_validation=y_val_soft)
#train_dict['SOFT'].append(list(CNN_1D_h.history['accuracy']))
val_dict['SOFT'].append(list(CNN_1D_h.history['val_accuracy']))
del model_CNN_1D
K.clear_session()
# CNN_1D HARD
model_CNN_1D = CNN_1D(input_shape=(208, 1))
CNN_1D_h = train(model_CNN_1D, X_train_hard, y_train_hard, 1, batch_size=batch_size, epochs=epochs,
X_validation=X_val_hard, y_validation=y_val_hard)
#train_dict['HARD'].append(list(CNN_1D_h.history['accuracy']))
val_dict['HARD'].append(list(CNN_1D_h.history['val_accuracy']))
del model_CNN_1D
K.clear_session()
# ------ Single:
# CNN_1D SOFT
model_CNN_1D = CNN_1D(input_shape=(208, 1))
CNN_1D_h = train(model_CNN_1D, X_val_soft, y_val_soft, 1, batch_size=batch_size, epochs=epochs,
X_validation=X_train_soft, y_validation=y_train_soft)
#train_dict['SOFT_1'].append(list(CNN_1D_h.history['accuracy']))
val_dict['SOFT_1'].append(list(CNN_1D_h.history['val_accuracy']))
del model_CNN_1D
K.clear_session()
# CNN_1D HARD
model_CNN_1D = CNN_1D(input_shape=(208, 1))
CNN_1D_h = train(model_CNN_1D, X_val_hard, y_val_hard, 1, batch_size=batch_size, epochs=epochs,
X_validation=X_train_hard, y_validation=y_train_hard)
#train_dict['HARD_1'].append(list(CNN_1D_h.history['accuracy']))
val_dict['HARD_1'].append(list(CNN_1D_h.history['val_accuracy']))
del model_CNN_1D
K.clear_session()
# Averaging out session training for each network
#for key in train_dict:
# train_dict[key] = list(np.average([x, y, z, c]) for x, y, z, c in list(zip(*train_dict[key])))
for key in val_dict:
val_dict[key] = list(np.average([x, y, z, c]) for x, y, z, c in list(zip(*val_dict[key])))
'''
train_dict = {'SOFT': [0.1, 0.7, 0.5, 0.69],
'HARD': [0.55, 0.9, 0.3, 0.92]}
val_dict = {'SOFT': [0.34, 0.85, 0.41, 0.74],
'HARD': [0.63, 0.99, 0.49, 0.88]}
'''
'''
# Log data stream to CSV
csv_path = str(Path.cwd()) + '/logs/Soft_hard_comparison_3/soft_hard_comparison_acc_data.csv'
with open(csv_path, 'w') as csv_file:
writer = csv.writer(csv_file)
writer.writerow(['soft_train_acc', 'hard_train_acc', 'soft_val_acc', 'hard_val_acc'])
data = zip(*train_dict.values(), *val_dict.values())
writer.writerows(data)
csv_file.close()
# Log best results to CSV
csv_path = str(Path.cwd()) + '/logs/Soft_hard_comparison_3/soft_hard_comparison_best.csv'
with open(csv_path, 'w') as csv_file:
writer = csv.writer(csv_file)
writer.writerow(['soft_train_best', 'hard_train_best', 'soft_val_best', 'hard_val_best'])
writer.writerow( [np.max(train_dict.get('SOFT')), np.max(train_dict.get('HARD')), np.max(val_dict.get('SOFT')), np.max(val_dict.get('HARD'))] )
csv_file.close()
'''
# Plot:
fig, axs = plt.subplots(2, sharey=True)
plt.ylim(0, 1)
plt.subplots_adjust(hspace=1.0, top=0.85, bottom=0.15, right=0.75)
fig.suptitle('Model training and validation with Natural/Strong typing behavior', fontsize=16)
axs[0].plot(val_dict['SOFT'], ':', label='CNN_1D Natural')
axs[0].plot(val_dict['HARD'], '--', label='CNN_1D Strong')
axs[0].set_title('Validation accuracy (3 session training)')
axs[1].plot(val_dict['SOFT_1'], ':', label='CNN_1D Natural')
axs[1].plot(val_dict['HARD_1'], '--', label='CNN_1D Strong')
axs[1].set_title('Validation accuracy (1 session training)')
for ax in axs.flat:
ax.set(xlabel='Epochs', ylabel='Accuracy')
plt.legend(bbox_to_anchor=(1.05, 1.5), title='Typing behavior evaluated\n', loc='center left')
plt.style.use('seaborn-dark-palette')
plt.show()
# ----- MODELS ------
# Creates a keras.model with focus on LSTM layers
@ -845,7 +1013,7 @@ if __name__ == "__main__":
NR_SUBJECTS = 5
NR_SESSIONS = 4
BATCH_SIZE = 64
EPOCHS = 10
EPOCHS = 30
TEST_SESSION_NR = 4
VERBOSE = 1
@ -858,28 +1026,32 @@ if __name__ == "__main__":
# y_train.shape = (2806-y_test, nr_subjects)
# y_test.shape = (y_test(from session nr. ?), nr_subjects)
X_train, X_test, y_train, y_test = prepare_datasets_sessions(X_soft, y_soft, session_lengths_soft, TEST_SESSION_NR)
#X_val, X_train, y_val, y_train = prepare_datasets_sessions(X_soft, y_soft, session_lengths_soft, TEST_SESSION_NR)
#X_train, X_val, y_train, y_val = reduce_data_set_sizes(X_train, X_val, y_train, y_val, train_reduction=0.5, test_reduction=0)
#print(X_soft.shape, y_soft.shape)
#X_train, X_val, y_train, y_val = prepare_datasets_new([0, 1], X_soft, y_soft, session_lengths_soft)
#print(X_train.shape, X_val.shape, y_train.shape, y_val.shape)
# ----- Make model ------
#model_GRU = GRU(input_shape=(1, 208)) # (timestep, 13*16 MFCC coefficients)
#model_LSTM = LSTM(input_shape=(1, 208)) # (timestep, 13*16 MFCC coefficients)
model_CNN_1D = CNN_1D(input_shape=(208, 1)) # (timestep, 13*16 MFCC coefficients)
#model_CNN_1D = CNN_1D(input_shape=(208, 1)) # (timestep, 13*16 MFCC coefficients)
model_CNN_1D.summary()
#model_GRU.summary()
#model_LSTM.summary()
#model_CNN_1D.summary()
# ----- Train network ------
#history_GRU = train(model_GRU, X_train, y_train, verbose=VERBOSE, batch_size=BATCH_SIZE, epochs=EPOCHS)
#history_LSTM = train(model_LSTM, X_train, y_train, verbose=VERBOSE, batch_size=BATCH_SIZE, epochs=EPOCHS)
history_CNN_1D = train( model_CNN_1D, np.reshape(X_train, (X_train.shape[0], 208, 1)),
y_train, verbose=VERBOSE, batch_size=BATCH_SIZE, epochs=EPOCHS)
#history_CNN_1D = train( model_CNN_1D, np.reshape(X_train, (X_train.shape[0], 208, 1)),
# y_train, X_validation=np.reshape(X_val, (X_val.shape[0], 208, 1)), y_validation=y_val, verbose=VERBOSE,
# batch_size=BATCH_SIZE, epochs=EPOCHS)
# ----- Plot train accuracy/error -----
plot_train_history(history_CNN_1D)
#plot_train_history(history_CNN_1D, val_data=True)
# ----- Evaluate model on test set ------
@ -957,7 +1129,7 @@ if __name__ == "__main__":
#plot_comp_spread_single(X, y, session_lengths, NR_SESSIONS, epochs=30)
#plot_comp_accuracy_single(X_soft, y_soft, session_lengths_soft, NR_SESSIONS, epochs=30)
#plot_comp_SoftHard_single(X_soft, y_soft, X_hard, y_hard, session_lengths_soft, session_lengths_hard, NR_SESSIONS, epochs=30)
plot_comp_val_SoftHard(X_soft, y_soft, X_hard, y_hard, session_lengths_soft, session_lengths_hard, NR_SESSIONS, epochs=30)
#plot_comp_SoftHard_3(X_soft, y_soft, X_hard, y_hard, session_lengths_soft, session_lengths_hard, NR_SESSIONS, epochs=30)

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Present_data.py
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@ -239,6 +239,94 @@ def mfcc_all_emg_plots(csv_handler:CSV_handler):
plot_all_emg_mfcc(feat_list, label_list)
# Prints (and logs) max, min, mean, EMS and median of EMG data
# Input: CSV_handler
# Output: None --> Print
def log_emg_characteristics(csv_handler:CSV_handler):
min_values = []
max_values = []
mean_list = []
RMS_list = []
median_list = []
if csv_handler.data_type == 'soft':
for subject_container in csv_handler.data_container_dict.values():
min_values_sub = []
max_values_sub = []
mean_list_sub = []
RMS_list_sub = []
median_list_sub = []
for session_dict in subject_container.dict_list:
for emg_list in session_dict.values():
for emg_df in emg_list:
df = emg_df.iloc[:,1]
min_values_sub.append(df.min())
max_values_sub.append(df.max())
mean_list_sub.append(df.abs().mean())
RMS_list_sub.append(np.sqrt(np.mean(np.square(df.to_numpy()))))
median_list_sub.append(df.abs().median())
min_values.append(df.min())
max_values.append(df.max())
mean_list.append(df.abs().mean())
RMS_list.append(np.sqrt(np.mean(np.square(df.to_numpy()))))
median_list.append(df.abs().median())
subject_nr = subject_container.subject_nr
#print('\n')
print('Natural typing behavior, subject {}, minimum EMG value:'.format(subject_nr), min(min_values_sub))
print('Natural typing behavior, subject {}, maximum EMG value:'.format(subject_nr), max(max_values_sub))
print('Natural typing behavior, subject {}, mean EMG value:'.format(subject_nr), np.mean(mean_list_sub))
print('Natural typing behavior, subject {}, RMS EMG value:'.format(subject_nr), np.sqrt(np.mean(np.square(RMS_list_sub))))
print('Natural typing behavior, subject {}, median EMG value:'.format(subject_nr), np.median(median_list_sub))
print('\n')
elif csv_handler.data_type == 'hard':
for subject_container in csv_handler.data_container_dict.values():
min_values_sub = []
max_values_sub = []
mean_list_sub = []
RMS_list_sub = []
median_list_sub = []
for session_dict in subject_container.dict_list:
for emg_list in session_dict.values():
for emg_df in emg_list:
df = emg_df.iloc[:,1]
min_values_sub.append(df.min())
max_values_sub.append(df.max())
mean_list_sub.append(df.abs().mean())
RMS_list_sub.append(np.sqrt(np.mean(np.square(df.to_numpy()))))
median_list_sub.append(df.abs().median())
min_values.append(df.min())
max_values.append(df.max())
mean_list.append(df.abs().mean())
RMS_list.append(np.sqrt(np.mean(np.square(df.to_numpy()))))
median_list.append(df.abs().median())
subject_nr = subject_container.subject_nr
#print('\n')
print('Strong typing behavior, subject {}, minimum EMG value:'.format(subject_nr), min(min_values_sub))
print('Strong typing behavior, subject {}, maximum EMG value:'.format(subject_nr), max(max_values_sub))
print('Strong typing behavior, subject {}, mean EMG value:'.format(subject_nr), np.mean(mean_list_sub))
print('Strong typing behavior, subject {}, RMS EMG value:'.format(subject_nr), np.sqrt(np.mean(np.square(RMS_list_sub))))
print('Strong typing behavior, subject {}, median EMG value:'.format(subject_nr), np.median(median_list_sub))
print('\n')
else:
raise Exception('Not available data type')
print(min_values)
print(max_values)
print(mean_list)
print(RMS_list)
print(median_list)
# MAIN: ------------------------------------------------------------------------:
@ -252,13 +340,16 @@ if __name__ == "__main__":
JSON_FILE_SOFT = 'mfcc_data_soft.json'
JSON_FILE_HARD = 'mfcc_data_hard.json'
csv_handler = CSV_handler(NR_SUBJECTS, NR_SESSIONS)
dict = csv_handler.load_data('soft', soft_dir_name)
nn_handler = NN_handler(csv_handler)
nn_handler.store_mfcc_samples()
nn_handler.save_json_mfcc(JSON_FILE_SOFT)
#nn_handler = NN_handler(csv_handler)
#nn_handler.store_mfcc_samples()
#nn_handler.save_json_mfcc(JSON_FILE_SOFT)

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test_console_log.txt Normal file
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@ -0,0 +1,982 @@
2021-07-23 15:57:31.091976: I tensorflow/core/platform/cpu_feature_guard.cc:145] This TensorFlow binary is optimized with Intel(R) MKL-DNN to use the following CPU instructions in performance critical operations: SSE4.1 SSE4.2
To enable them in non-MKL-DNN operations, rebuild TensorFlow with the appropriate compiler flags.
2021-07-23 15:57:31.092963: I tensorflow/core/common_runtime/process_util.cc:115] Creating new thread pool with default inter op setting: 8. Tune using inter_op_parallelism_threads for best performance.
Data succesfully loaded!
Data succesfully loaded!
Train on 2107 samples, validate on 699 samples
Epoch 1/30
64/2107 [..............................] - ETA: 20s - loss: 3.4346 - accuracy: 0.1875 192/2107 [=>............................] - ETA: 6s - loss: 3.1748 - accuracy: 0.1771  384/2107 [====>.........................] - ETA: 3s - loss: 2.9486 - accuracy: 0.2109 576/2107 [=======>......................] - ETA: 2s - loss: 2.6697 - accuracy: 0.2604 768/2107 [=========>....................] - ETA: 1s - loss: 2.4650 - accuracy: 0.2904 960/2107 [============>.................] - ETA: 1s - loss: 2.3286 - accuracy: 0.3042 1152/2107 [===============>..............] - ETA: 0s - loss: 2.1879 - accuracy: 0.3299 1344/2107 [==================>...........] - ETA: 0s - loss: 2.0511 - accuracy: 0.3631 1536/2107 [====================>.........] - ETA: 0s - loss: 1.9497 - accuracy: 0.3815 1728/2107 [=======================>......] - ETA: 0s - loss: 1.8576 - accuracy: 0.4016 1920/2107 [==========================>...] - ETA: 0s - loss: 1.7819 - accuracy: 0.4203 2107/2107 [==============================] - 2s 751us/sample - loss: 1.7204 - accuracy: 0.4371 - val_loss: 0.7785 - val_accuracy: 0.7310
Epoch 2/30
64/2107 [..............................] - ETA: 0s - loss: 1.1725 - accuracy: 0.5312 256/2107 [==>...........................] - ETA: 0s - loss: 1.0048 - accuracy: 0.6094 448/2107 [=====>........................] - ETA: 0s - loss: 0.9380 - accuracy: 0.6339 640/2107 [========>.....................] - ETA: 0s - loss: 0.8865 - accuracy: 0.6484 832/2107 [==========>...................] - ETA: 0s - loss: 0.8440 - accuracy: 0.6683 1024/2107 [=============>................] - ETA: 0s - loss: 0.8369 - accuracy: 0.6758 1216/2107 [================>.............] - ETA: 0s - loss: 0.8213 - accuracy: 0.6891 1408/2107 [===================>..........] - ETA: 0s - loss: 0.7955 - accuracy: 0.7024 1600/2107 [=====================>........] - ETA: 0s - loss: 0.7759 - accuracy: 0.7119 1792/2107 [========================>.....] - ETA: 0s - loss: 0.7602 - accuracy: 0.7193 1984/2107 [===========================>..] - ETA: 0s - loss: 0.7442 - accuracy: 0.7243 2107/2107 [==============================] - 1s 392us/sample - loss: 0.7364 - accuracy: 0.7295 - val_loss: 0.5169 - val_accuracy: 0.8255
Epoch 3/30
64/2107 [..............................] - ETA: 0s - loss: 0.5172 - accuracy: 0.8438 256/2107 [==>...........................] - ETA: 0s - loss: 0.5020 - accuracy: 0.8398 448/2107 [=====>........................] - ETA: 0s - loss: 0.5173 - accuracy: 0.8304 640/2107 [========>.....................] - ETA: 0s - loss: 0.5276 - accuracy: 0.8234 832/2107 [==========>...................] - ETA: 0s - loss: 0.5296 - accuracy: 0.8245 1024/2107 [=============>................] - ETA: 0s - loss: 0.5193 - accuracy: 0.8291 1216/2107 [================>.............] - ETA: 0s - loss: 0.5133 - accuracy: 0.8306 1408/2107 [===================>..........] - ETA: 0s - loss: 0.5112 - accuracy: 0.8246 1600/2107 [=====================>........] - ETA: 0s - loss: 0.4987 - accuracy: 0.8306 1792/2107 [========================>.....] - ETA: 0s - loss: 0.4895 - accuracy: 0.8365 1984/2107 [===========================>..] - ETA: 0s - loss: 0.4794 - accuracy: 0.8392 2107/2107 [==============================] - 1s 388us/sample - loss: 0.4797 - accuracy: 0.8386 - val_loss: 0.4320 - val_accuracy: 0.8641
Epoch 4/30
64/2107 [..............................] - ETA: 0s - loss: 0.3080 - accuracy: 0.9219 256/2107 [==>...........................] - ETA: 0s - loss: 0.4037 - accuracy: 0.8711 448/2107 [=====>........................] - ETA: 0s - loss: 0.3885 - accuracy: 0.8795 640/2107 [========>.....................] - ETA: 0s - loss: 0.3990 - accuracy: 0.8719 832/2107 [==========>...................] - ETA: 0s - loss: 0.3863 - accuracy: 0.8750 1024/2107 [=============>................] - ETA: 0s - loss: 0.3899 - accuracy: 0.8760 1216/2107 [================>.............] - ETA: 0s - loss: 0.3776 - accuracy: 0.8799 1408/2107 [===================>..........] - ETA: 0s - loss: 0.3685 - accuracy: 0.8828 1600/2107 [=====================>........] - ETA: 0s - loss: 0.3589 - accuracy: 0.8869 1792/2107 [========================>.....] - ETA: 0s - loss: 0.3581 - accuracy: 0.8850 1920/2107 [==========================>...] - ETA: 0s - loss: 0.3529 - accuracy: 0.8859 2107/2107 [==============================] - 1s 401us/sample - loss: 0.3522 - accuracy: 0.8851 - val_loss: 0.3540 - val_accuracy: 0.8927
Epoch 5/30
64/2107 [..............................] - ETA: 0s - loss: 0.3171 - accuracy: 0.9062 256/2107 [==>...........................] - ETA: 0s - loss: 0.3048 - accuracy: 0.8906 448/2107 [=====>........................] - ETA: 0s - loss: 0.2968 - accuracy: 0.9040 640/2107 [========>.....................] - ETA: 0s - loss: 0.2899 - accuracy: 0.9016 832/2107 [==========>...................] - ETA: 0s - loss: 0.2969 - accuracy: 0.8978 1024/2107 [=============>................] - ETA: 0s - loss: 0.2916 - accuracy: 0.9023 1216/2107 [================>.............] - ETA: 0s - loss: 0.2898 - accuracy: 0.9030 1408/2107 [===================>..........] - ETA: 0s - loss: 0.2979 - accuracy: 0.8999 1600/2107 [=====================>........] - ETA: 0s - loss: 0.3011 - accuracy: 0.9000 1792/2107 [========================>.....] - ETA: 0s - loss: 0.2950 - accuracy: 0.9057 1984/2107 [===========================>..] - ETA: 0s - loss: 0.2826 - accuracy: 0.9118 2107/2107 [==============================] - 1s 399us/sample - loss: 0.2821 - accuracy: 0.9112 - val_loss: 0.3406 - val_accuracy: 0.8913
Epoch 6/30
64/2107 [..............................] - ETA: 0s - loss: 0.3343 - accuracy: 0.8906 256/2107 [==>...........................] - ETA: 0s - loss: 0.2603 - accuracy: 0.9336 448/2107 [=====>........................] - ETA: 0s - loss: 0.2738 - accuracy: 0.9174 640/2107 [========>.....................] - ETA: 0s - loss: 0.2628 - accuracy: 0.9203 832/2107 [==========>...................] - ETA: 0s - loss: 0.2623 - accuracy: 0.9195 1024/2107 [=============>................] - ETA: 0s - loss: 0.2600 - accuracy: 0.9199 1216/2107 [================>.............] - ETA: 0s - loss: 0.2512 - accuracy: 0.9252 1408/2107 [===================>..........] - ETA: 0s - loss: 0.2569 - accuracy: 0.9212 1600/2107 [=====================>........] - ETA: 0s - loss: 0.2525 - accuracy: 0.9237 1792/2107 [========================>.....] - ETA: 0s - loss: 0.2459 - accuracy: 0.9280 1984/2107 [===========================>..] - ETA: 0s - loss: 0.2489 - accuracy: 0.9239 2107/2107 [==============================] - 1s 407us/sample - loss: 0.2471 - accuracy: 0.9250 - val_loss: 0.2728 - val_accuracy: 0.9185
Epoch 7/30
64/2107 [..............................] - ETA: 0s - loss: 0.1280 - accuracy: 0.9688 256/2107 [==>...........................] - ETA: 0s - loss: 0.1788 - accuracy: 0.9492 448/2107 [=====>........................] - ETA: 0s - loss: 0.1922 - accuracy: 0.9554 640/2107 [========>.....................] - ETA: 0s - loss: 0.1863 - accuracy: 0.9594 832/2107 [==========>...................] - ETA: 0s - loss: 0.1912 - accuracy: 0.9567 1024/2107 [=============>................] - ETA: 0s - loss: 0.1973 - accuracy: 0.9551 1216/2107 [================>.............] - ETA: 0s - loss: 0.2006 - accuracy: 0.9523 1408/2107 [===================>..........] - ETA: 0s - loss: 0.1965 - accuracy: 0.9524 1600/2107 [=====================>........] - ETA: 0s - loss: 0.2011 - accuracy: 0.9488 1792/2107 [========================>.....] - ETA: 0s - loss: 0.1981 - accuracy: 0.9509 1984/2107 [===========================>..] - ETA: 0s - loss: 0.1982 - accuracy: 0.9501 2107/2107 [==============================] - 1s 413us/sample - loss: 0.1964 - accuracy: 0.9506 - val_loss: 0.2605 - val_accuracy: 0.9127
Epoch 8/30
64/2107 [..............................] - ETA: 0s - loss: 0.1718 - accuracy: 0.9531 256/2107 [==>...........................] - ETA: 0s - loss: 0.1818 - accuracy: 0.9492 448/2107 [=====>........................] - ETA: 0s - loss: 0.1779 - accuracy: 0.9531 640/2107 [========>.....................] - ETA: 0s - loss: 0.1764 - accuracy: 0.9531 832/2107 [==========>...................] - ETA: 0s - loss: 0.1767 - accuracy: 0.9531 1024/2107 [=============>................] - ETA: 0s - loss: 0.1701 - accuracy: 0.9570 1216/2107 [================>.............] - ETA: 0s - loss: 0.1664 - accuracy: 0.9572 1408/2107 [===================>..........] - ETA: 0s - loss: 0.1660 - accuracy: 0.9567 1600/2107 [=====================>........] - ETA: 0s - loss: 0.1706 - accuracy: 0.9556 1728/2107 [=======================>......] - ETA: 0s - loss: 0.1703 - accuracy: 0.9560 1920/2107 [==========================>...] - ETA: 0s - loss: 0.1715 - accuracy: 0.9552 2107/2107 [==============================] - 1s 410us/sample - loss: 0.1756 - accuracy: 0.9535 - val_loss: 0.2972 - val_accuracy: 0.8970
Epoch 9/30
64/2107 [..............................] - ETA: 0s - loss: 0.1072 - accuracy: 0.9844 256/2107 [==>...........................] - ETA: 0s - loss: 0.1256 - accuracy: 0.9727 448/2107 [=====>........................] - ETA: 0s - loss: 0.1628 - accuracy: 0.9598 640/2107 [========>.....................] - ETA: 0s - loss: 0.1672 - accuracy: 0.9531 832/2107 [==========>...................] - ETA: 0s - loss: 0.1654 - accuracy: 0.9543 1024/2107 [=============>................] - ETA: 0s - loss: 0.1581 - accuracy: 0.9561 1216/2107 [================>.............] - ETA: 0s - loss: 0.1545 - accuracy: 0.9564 1408/2107 [===================>..........] - ETA: 0s - loss: 0.1552 - accuracy: 0.9588 1600/2107 [=====================>........] - ETA: 0s - loss: 0.1550 - accuracy: 0.9575 1792/2107 [========================>.....] - ETA: 0s - loss: 0.1575 - accuracy: 0.9548 1984/2107 [===========================>..] - ETA: 0s - loss: 0.1553 - accuracy: 0.9556 2107/2107 [==============================] - 1s 411us/sample - loss: 0.1560 - accuracy: 0.9559 - val_loss: 0.2376 - val_accuracy: 0.9242
Epoch 10/30
64/2107 [..............................] - ETA: 0s - loss: 0.1426 - accuracy: 0.9688 256/2107 [==>...........................] - ETA: 0s - loss: 0.1754 - accuracy: 0.9453 448/2107 [=====>........................] - ETA: 0s - loss: 0.1560 - accuracy: 0.9509 640/2107 [========>.....................] - ETA: 0s - loss: 0.1394 - accuracy: 0.9609 832/2107 [==========>...................] - ETA: 0s - loss: 0.1491 - accuracy: 0.9555 1024/2107 [=============>................] - ETA: 0s - loss: 0.1490 - accuracy: 0.9561 1216/2107 [================>.............] - ETA: 0s - loss: 0.1442 - accuracy: 0.9589 1408/2107 [===================>..........] - ETA: 0s - loss: 0.1424 - accuracy: 0.9588 1600/2107 [=====================>........] - ETA: 0s - loss: 0.1394 - accuracy: 0.9625 1792/2107 [========================>.....] - ETA: 0s - loss: 0.1405 - accuracy: 0.9621 1984/2107 [===========================>..] - ETA: 0s - loss: 0.1385 - accuracy: 0.9632 2107/2107 [==============================] - 1s 403us/sample - loss: 0.1384 - accuracy: 0.9620 - val_loss: 0.2478 - val_accuracy: 0.9256
Epoch 11/30
64/2107 [..............................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9688 256/2107 [==>...........................] - ETA: 0s - loss: 0.0940 - accuracy: 0.9805 448/2107 [=====>........................] - ETA: 0s - loss: 0.1193 - accuracy: 0.9732 640/2107 [========>.....................] - ETA: 0s - loss: 0.1207 - accuracy: 0.9688 832/2107 [==========>...................] - ETA: 0s - loss: 0.1280 - accuracy: 0.9639 1024/2107 [=============>................] - ETA: 0s - loss: 0.1259 - accuracy: 0.9658 1216/2107 [================>.............] - ETA: 0s - loss: 0.1169 - accuracy: 0.9704 1408/2107 [===================>..........] - ETA: 0s - loss: 0.1128 - accuracy: 0.9730 1600/2107 [=====================>........] - ETA: 0s - loss: 0.1097 - accuracy: 0.9737 1792/2107 [========================>.....] - ETA: 0s - loss: 0.1127 - accuracy: 0.9710 1984/2107 [===========================>..] - ETA: 0s - loss: 0.1177 - accuracy: 0.9672 2107/2107 [==============================] - 1s 406us/sample - loss: 0.1162 - accuracy: 0.9682 - val_loss: 0.2684 - val_accuracy: 0.9027
Epoch 12/30
64/2107 [..............................] - ETA: 0s - loss: 0.1639 - accuracy: 0.9375 256/2107 [==>...........................] - ETA: 0s - loss: 0.1445 - accuracy: 0.9492 448/2107 [=====>........................] - ETA: 0s - loss: 0.1247 - accuracy: 0.9598 640/2107 [========>.....................] - ETA: 0s - loss: 0.1207 - accuracy: 0.9672 832/2107 [==========>...................] - ETA: 0s - loss: 0.1099 - accuracy: 0.9748 1024/2107 [=============>................] - ETA: 0s - loss: 0.1052 - accuracy: 0.9766 1216/2107 [================>.............] - ETA: 0s - loss: 0.1111 - accuracy: 0.9704 1408/2107 [===================>..........] - ETA: 0s - loss: 0.1104 - accuracy: 0.9688 1600/2107 [=====================>........] - ETA: 0s - loss: 0.1092 - accuracy: 0.9681 1792/2107 [========================>.....] - ETA: 0s - loss: 0.1062 - accuracy: 0.9699 1984/2107 [===========================>..] - ETA: 0s - loss: 0.1051 - accuracy: 0.9708 2107/2107 [==============================] - 1s 394us/sample - loss: 0.1059 - accuracy: 0.9701 - val_loss: 0.2309 - val_accuracy: 0.9256
Epoch 13/30
64/2107 [..............................] - ETA: 0s - loss: 0.0905 - accuracy: 0.9844 256/2107 [==>...........................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9844 448/2107 [=====>........................] - ETA: 0s - loss: 0.0848 - accuracy: 0.9777 640/2107 [========>.....................] - ETA: 0s - loss: 0.1014 - accuracy: 0.9734 832/2107 [==========>...................] - ETA: 0s - loss: 0.1021 - accuracy: 0.9748 1024/2107 [=============>................] - ETA: 0s - loss: 0.0977 - accuracy: 0.9785 1216/2107 [================>.............] - ETA: 0s - loss: 0.0956 - accuracy: 0.9786 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0920 - accuracy: 0.9801 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0959 - accuracy: 0.9787 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0961 - accuracy: 0.9782 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0941 - accuracy: 0.9788 2107/2107 [==============================] - 1s 389us/sample - loss: 0.0937 - accuracy: 0.9786 - val_loss: 0.2181 - val_accuracy: 0.9328
Epoch 14/30
64/2107 [..............................] - ETA: 0s - loss: 0.0898 - accuracy: 0.9844 256/2107 [==>...........................] - ETA: 0s - loss: 0.0960 - accuracy: 0.9766 448/2107 [=====>........................] - ETA: 0s - loss: 0.0961 - accuracy: 0.9777 640/2107 [========>.....................] - ETA: 0s - loss: 0.0980 - accuracy: 0.9781 768/2107 [=========>....................] - ETA: 0s - loss: 0.0935 - accuracy: 0.9818 960/2107 [============>.................] - ETA: 0s - loss: 0.0934 - accuracy: 0.9802 1152/2107 [===============>..............] - ETA: 0s - loss: 0.0948 - accuracy: 0.9818 1344/2107 [==================>...........] - ETA: 0s - loss: 0.0893 - accuracy: 0.9836 1536/2107 [====================>.........] - ETA: 0s - loss: 0.0853 - accuracy: 0.9857 1728/2107 [=======================>......] - ETA: 0s - loss: 0.0892 - accuracy: 0.9815 1920/2107 [==========================>...] - ETA: 0s - loss: 0.0861 - accuracy: 0.9818 2107/2107 [==============================] - 1s 400us/sample - loss: 0.0883 - accuracy: 0.9810 - val_loss: 0.1958 - val_accuracy: 0.9371
Epoch 15/30
64/2107 [..............................] - ETA: 1s - loss: 0.1793 - accuracy: 0.9375 192/2107 [=>............................] - ETA: 0s - loss: 0.1048 - accuracy: 0.9740 384/2107 [====>.........................] - ETA: 0s - loss: 0.0836 - accuracy: 0.9818 576/2107 [=======>......................] - ETA: 0s - loss: 0.0845 - accuracy: 0.9774 768/2107 [=========>....................] - ETA: 0s - loss: 0.0788 - accuracy: 0.9805 960/2107 [============>.................] - ETA: 0s - loss: 0.0813 - accuracy: 0.9781 1152/2107 [===============>..............] - ETA: 0s - loss: 0.0822 - accuracy: 0.9783 1344/2107 [==================>...........] - ETA: 0s - loss: 0.0802 - accuracy: 0.9807 1536/2107 [====================>.........] - ETA: 0s - loss: 0.0811 - accuracy: 0.9792 1728/2107 [=======================>......] - ETA: 0s - loss: 0.0807 - accuracy: 0.9803 1920/2107 [==========================>...] - ETA: 0s - loss: 0.0810 - accuracy: 0.9792 2107/2107 [==============================] - 1s 403us/sample - loss: 0.0796 - accuracy: 0.9796 - val_loss: 0.1924 - val_accuracy: 0.9399
Epoch 16/30
64/2107 [..............................] - ETA: 0s - loss: 0.0951 - accuracy: 0.9688 256/2107 [==>...........................] - ETA: 0s - loss: 0.0704 - accuracy: 0.9766 448/2107 [=====>........................] - ETA: 0s - loss: 0.0722 - accuracy: 0.9821 640/2107 [========>.....................] - ETA: 0s - loss: 0.0753 - accuracy: 0.9812 832/2107 [==========>...................] - ETA: 0s - loss: 0.0803 - accuracy: 0.9796 1024/2107 [=============>................] - ETA: 0s - loss: 0.0839 - accuracy: 0.9775 1216/2107 [================>.............] - ETA: 0s - loss: 0.0825 - accuracy: 0.9770 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0875 - accuracy: 0.9759 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0847 - accuracy: 0.9775 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0818 - accuracy: 0.9794 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0780 - accuracy: 0.9814 2107/2107 [==============================] - 1s 400us/sample - loss: 0.0794 - accuracy: 0.9815 - val_loss: 0.1995 - val_accuracy: 0.9342
Epoch 17/30
64/2107 [..............................] - ETA: 0s - loss: 0.0503 - accuracy: 0.9844 256/2107 [==>...........................] - ETA: 0s - loss: 0.0608 - accuracy: 0.9844 448/2107 [=====>........................] - ETA: 0s - loss: 0.0556 - accuracy: 0.9844 640/2107 [========>.....................] - ETA: 0s - loss: 0.0623 - accuracy: 0.9812 832/2107 [==========>...................] - ETA: 0s - loss: 0.0645 - accuracy: 0.9808 1024/2107 [=============>................] - ETA: 0s - loss: 0.0683 - accuracy: 0.9805 1216/2107 [================>.............] - ETA: 0s - loss: 0.0746 - accuracy: 0.9803 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0751 - accuracy: 0.9787 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0750 - accuracy: 0.9787 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0719 - accuracy: 0.9794 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0711 - accuracy: 0.9793 2107/2107 [==============================] - 1s 393us/sample - loss: 0.0693 - accuracy: 0.9801 - val_loss: 0.2187 - val_accuracy: 0.9227
Epoch 18/30
64/2107 [..............................] - ETA: 0s - loss: 0.0411 - accuracy: 1.0000 256/2107 [==>...........................] - ETA: 0s - loss: 0.0636 - accuracy: 0.9805 448/2107 [=====>........................] - ETA: 0s - loss: 0.0687 - accuracy: 0.9777 640/2107 [========>.....................] - ETA: 0s - loss: 0.0678 - accuracy: 0.9812 832/2107 [==========>...................] - ETA: 0s - loss: 0.0649 - accuracy: 0.9820 1024/2107 [=============>................] - ETA: 0s - loss: 0.0690 - accuracy: 0.9775 1216/2107 [================>.............] - ETA: 0s - loss: 0.0683 - accuracy: 0.9786 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0687 - accuracy: 0.9794 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0678 - accuracy: 0.9806 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0663 - accuracy: 0.9827 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0637 - accuracy: 0.9839 2107/2107 [==============================] - 1s 395us/sample - loss: 0.0663 - accuracy: 0.9829 - val_loss: 0.1948 - val_accuracy: 0.9413
Epoch 19/30
64/2107 [..............................] - ETA: 0s - loss: 0.0524 - accuracy: 0.9844 256/2107 [==>...........................] - ETA: 0s - loss: 0.0565 - accuracy: 0.9883 448/2107 [=====>........................] - ETA: 0s - loss: 0.0554 - accuracy: 0.9911 640/2107 [========>.....................] - ETA: 0s - loss: 0.0533 - accuracy: 0.9922 832/2107 [==========>...................] - ETA: 0s - loss: 0.0564 - accuracy: 0.9916 1024/2107 [=============>................] - ETA: 0s - loss: 0.0558 - accuracy: 0.9912 1216/2107 [================>.............] - ETA: 0s - loss: 0.0544 - accuracy: 0.9918 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0521 - accuracy: 0.9908 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0514 - accuracy: 0.9906 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0517 - accuracy: 0.9900 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0547 - accuracy: 0.9889 2107/2107 [==============================] - 1s 388us/sample - loss: 0.0544 - accuracy: 0.9886 - val_loss: 0.2022 - val_accuracy: 0.9342
Epoch 20/30
64/2107 [..............................] - ETA: 0s - loss: 0.0521 - accuracy: 0.9688 256/2107 [==>...........................] - ETA: 0s - loss: 0.0679 - accuracy: 0.9805 448/2107 [=====>........................] - ETA: 0s - loss: 0.0643 - accuracy: 0.9844 640/2107 [========>.....................] - ETA: 0s - loss: 0.0627 - accuracy: 0.9844 832/2107 [==========>...................] - ETA: 0s - loss: 0.0614 - accuracy: 0.9844 1024/2107 [=============>................] - ETA: 0s - loss: 0.0616 - accuracy: 0.9854 1216/2107 [================>.............] - ETA: 0s - loss: 0.0604 - accuracy: 0.9852 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0581 - accuracy: 0.9865 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0546 - accuracy: 0.9875 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0562 - accuracy: 0.9872 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0559 - accuracy: 0.9869 2107/2107 [==============================] - 1s 392us/sample - loss: 0.0576 - accuracy: 0.9853 - val_loss: 0.2090 - val_accuracy: 0.9299
Epoch 21/30
64/2107 [..............................] - ETA: 0s - loss: 0.0422 - accuracy: 0.9844 256/2107 [==>...........................] - ETA: 0s - loss: 0.0615 - accuracy: 0.9883 448/2107 [=====>........................] - ETA: 0s - loss: 0.0549 - accuracy: 0.9888 640/2107 [========>.....................] - ETA: 0s - loss: 0.0548 - accuracy: 0.9859 832/2107 [==========>...................] - ETA: 0s - loss: 0.0495 - accuracy: 0.9880 1024/2107 [=============>................] - ETA: 0s - loss: 0.0486 - accuracy: 0.9893 1216/2107 [================>.............] - ETA: 0s - loss: 0.0507 - accuracy: 0.9893 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0509 - accuracy: 0.9893 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0485 - accuracy: 0.9906 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0486 - accuracy: 0.9911 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0490 - accuracy: 0.9904 2107/2107 [==============================] - 1s 390us/sample - loss: 0.0505 - accuracy: 0.9896 - val_loss: 0.2088 - val_accuracy: 0.9270
Epoch 22/30
64/2107 [..............................] - ETA: 0s - loss: 0.0375 - accuracy: 1.0000 256/2107 [==>...........................] - ETA: 0s - loss: 0.0548 - accuracy: 0.9922 448/2107 [=====>........................] - ETA: 0s - loss: 0.0529 - accuracy: 0.9888 640/2107 [========>.....................] - ETA: 0s - loss: 0.0544 - accuracy: 0.9859 832/2107 [==========>...................] - ETA: 0s - loss: 0.0506 - accuracy: 0.9856 1024/2107 [=============>................] - ETA: 0s - loss: 0.0512 - accuracy: 0.9844 1216/2107 [================>.............] - ETA: 0s - loss: 0.0540 - accuracy: 0.9819 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0524 - accuracy: 0.9837 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0510 - accuracy: 0.9850 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0497 - accuracy: 0.9866 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0487 - accuracy: 0.9869 2107/2107 [==============================] - 1s 387us/sample - loss: 0.0483 - accuracy: 0.9877 - val_loss: 0.2158 - val_accuracy: 0.9256
Epoch 23/30
64/2107 [..............................] - ETA: 0s - loss: 0.0550 - accuracy: 0.9688 256/2107 [==>...........................] - ETA: 0s - loss: 0.0595 - accuracy: 0.9844 448/2107 [=====>........................] - ETA: 0s - loss: 0.0530 - accuracy: 0.9866 640/2107 [========>.....................] - ETA: 0s - loss: 0.0444 - accuracy: 0.9906 832/2107 [==========>...................] - ETA: 0s - loss: 0.0427 - accuracy: 0.9928 1024/2107 [=============>................] - ETA: 0s - loss: 0.0427 - accuracy: 0.9922 1216/2107 [================>.............] - ETA: 0s - loss: 0.0444 - accuracy: 0.9901 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0485 - accuracy: 0.9879 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0471 - accuracy: 0.9894 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0455 - accuracy: 0.9905 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0457 - accuracy: 0.9909 2107/2107 [==============================] - 1s 385us/sample - loss: 0.0460 - accuracy: 0.9910 - val_loss: 0.2154 - val_accuracy: 0.9285
Epoch 24/30
64/2107 [..............................] - ETA: 0s - loss: 0.0410 - accuracy: 1.0000 256/2107 [==>...........................] - ETA: 0s - loss: 0.0515 - accuracy: 0.9844 448/2107 [=====>........................] - ETA: 0s - loss: 0.0442 - accuracy: 0.9866 640/2107 [========>.....................] - ETA: 0s - loss: 0.0484 - accuracy: 0.9875 832/2107 [==========>...................] - ETA: 0s - loss: 0.0502 - accuracy: 0.9868 1024/2107 [=============>................] - ETA: 0s - loss: 0.0489 - accuracy: 0.9883 1216/2107 [================>.............] - ETA: 0s - loss: 0.0472 - accuracy: 0.9901 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0475 - accuracy: 0.9908 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0465 - accuracy: 0.9912 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0459 - accuracy: 0.9911 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0460 - accuracy: 0.9909 2107/2107 [==============================] - 1s 387us/sample - loss: 0.0464 - accuracy: 0.9900 - val_loss: 0.1935 - val_accuracy: 0.9413
Epoch 25/30
64/2107 [..............................] - ETA: 0s - loss: 0.0222 - accuracy: 1.0000 256/2107 [==>...........................] - ETA: 0s - loss: 0.0578 - accuracy: 0.9844 448/2107 [=====>........................] - ETA: 0s - loss: 0.0437 - accuracy: 0.9911 640/2107 [========>.....................] - ETA: 0s - loss: 0.0487 - accuracy: 0.9875 832/2107 [==========>...................] - ETA: 0s - loss: 0.0468 - accuracy: 0.9868 1024/2107 [=============>................] - ETA: 0s - loss: 0.0470 - accuracy: 0.9873 1216/2107 [================>.............] - ETA: 0s - loss: 0.0459 - accuracy: 0.9893 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0469 - accuracy: 0.9879 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0481 - accuracy: 0.9875 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0459 - accuracy: 0.9883 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0453 - accuracy: 0.9884 2107/2107 [==============================] - 1s 383us/sample - loss: 0.0444 - accuracy: 0.9891 - val_loss: 0.1751 - val_accuracy: 0.9471
Epoch 26/30
64/2107 [..............................] - ETA: 0s - loss: 0.0380 - accuracy: 0.9844 256/2107 [==>...........................] - ETA: 0s - loss: 0.0377 - accuracy: 0.9883 448/2107 [=====>........................] - ETA: 0s - loss: 0.0381 - accuracy: 0.9911 640/2107 [========>.....................] - ETA: 0s - loss: 0.0365 - accuracy: 0.9906 832/2107 [==========>...................] - ETA: 0s - loss: 0.0388 - accuracy: 0.9904 1024/2107 [=============>................] - ETA: 0s - loss: 0.0379 - accuracy: 0.9922 1216/2107 [================>.............] - ETA: 0s - loss: 0.0387 - accuracy: 0.9910 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0406 - accuracy: 0.9915 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0411 - accuracy: 0.9912 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0412 - accuracy: 0.9911 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0435 - accuracy: 0.9894 2107/2107 [==============================] - 1s 390us/sample - loss: 0.0433 - accuracy: 0.9896 - val_loss: 0.1957 - val_accuracy: 0.9413
Epoch 27/30
64/2107 [..............................] - ETA: 0s - loss: 0.0254 - accuracy: 1.0000 256/2107 [==>...........................] - ETA: 0s - loss: 0.0349 - accuracy: 0.9922 448/2107 [=====>........................] - ETA: 0s - loss: 0.0366 - accuracy: 0.9933 640/2107 [========>.....................] - ETA: 0s - loss: 0.0384 - accuracy: 0.9922 832/2107 [==========>...................] - ETA: 0s - loss: 0.0362 - accuracy: 0.9940 1024/2107 [=============>................] - ETA: 0s - loss: 0.0382 - accuracy: 0.9912 1216/2107 [================>.............] - ETA: 0s - loss: 0.0371 - accuracy: 0.9918 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0369 - accuracy: 0.9922 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0354 - accuracy: 0.9931 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0345 - accuracy: 0.9933 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0359 - accuracy: 0.9924 2107/2107 [==============================] - 1s 388us/sample - loss: 0.0354 - accuracy: 0.9929 - val_loss: 0.1875 - val_accuracy: 0.9442
Epoch 28/30
64/2107 [..............................] - ETA: 0s - loss: 0.0189 - accuracy: 1.0000 256/2107 [==>...........................] - ETA: 0s - loss: 0.0375 - accuracy: 0.9922 448/2107 [=====>........................] - ETA: 0s - loss: 0.0422 - accuracy: 0.9888 640/2107 [========>.....................] - ETA: 0s - loss: 0.0361 - accuracy: 0.9906 832/2107 [==========>...................] - ETA: 0s - loss: 0.0347 - accuracy: 0.9904 1024/2107 [=============>................] - ETA: 0s - loss: 0.0325 - accuracy: 0.9922 1216/2107 [================>.............] - ETA: 0s - loss: 0.0322 - accuracy: 0.9926 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0347 - accuracy: 0.9922 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0357 - accuracy: 0.9912 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0350 - accuracy: 0.9911 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0357 - accuracy: 0.9909 2107/2107 [==============================] - 1s 390us/sample - loss: 0.0354 - accuracy: 0.9910 - val_loss: 0.1831 - val_accuracy: 0.9499
Epoch 29/30
64/2107 [..............................] - ETA: 0s - loss: 0.0113 - accuracy: 1.0000 256/2107 [==>...........................] - ETA: 0s - loss: 0.0337 - accuracy: 0.9922 448/2107 [=====>........................] - ETA: 0s - loss: 0.0307 - accuracy: 0.9955 640/2107 [========>.....................] - ETA: 0s - loss: 0.0309 - accuracy: 0.9969 832/2107 [==========>...................] - ETA: 0s - loss: 0.0392 - accuracy: 0.9916 1024/2107 [=============>................] - ETA: 0s - loss: 0.0369 - accuracy: 0.9912 1216/2107 [================>.............] - ETA: 0s - loss: 0.0370 - accuracy: 0.9901 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0356 - accuracy: 0.9915 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0344 - accuracy: 0.9919 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0329 - accuracy: 0.9927 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0335 - accuracy: 0.9929 2107/2107 [==============================] - 1s 384us/sample - loss: 0.0328 - accuracy: 0.9934 - val_loss: 0.2007 - val_accuracy: 0.9399
Epoch 30/30
64/2107 [..............................] - ETA: 0s - loss: 0.0738 - accuracy: 0.9531 256/2107 [==>...........................] - ETA: 0s - loss: 0.0413 - accuracy: 0.9844 448/2107 [=====>........................] - ETA: 0s - loss: 0.0368 - accuracy: 0.9866 640/2107 [========>.....................] - ETA: 0s - loss: 0.0360 - accuracy: 0.9875 832/2107 [==========>...................] - ETA: 0s - loss: 0.0356 - accuracy: 0.9892 1024/2107 [=============>................] - ETA: 0s - loss: 0.0352 - accuracy: 0.9912 1216/2107 [================>.............] - ETA: 0s - loss: 0.0346 - accuracy: 0.9910 1408/2107 [===================>..........] - ETA: 0s - loss: 0.0347 - accuracy: 0.9915 1600/2107 [=====================>........] - ETA: 0s - loss: 0.0328 - accuracy: 0.9919 1792/2107 [========================>.....] - ETA: 0s - loss: 0.0331 - accuracy: 0.9916 1984/2107 [===========================>..] - ETA: 0s - loss: 0.0320 - accuracy: 0.9924 2107/2107 [==============================] - 1s 385us/sample - loss: 0.0307 - accuracy: 0.9929 - val_loss: 0.1762 - val_accuracy: 0.9514
Train on 2327 samples, validate on 787 samples
Epoch 1/30
64/2327 [..............................] - ETA: 15s - loss: 3.7472 - accuracy: 0.2031 256/2327 [==>...........................] - ETA: 4s - loss: 3.0638 - accuracy: 0.2539  448/2327 [====>.........................] - ETA: 2s - loss: 3.0615 - accuracy: 0.2366 640/2327 [=======>......................] - ETA: 1s - loss: 2.9399 - accuracy: 0.2328 832/2327 [=========>....................] - ETA: 1s - loss: 2.7893 - accuracy: 0.2464 1024/2327 [============>.................] - ETA: 0s - loss: 2.6055 - accuracy: 0.2607 1216/2327 [==============>...............] - ETA: 0s - loss: 2.4797 - accuracy: 0.2821 1408/2327 [=================>............] - ETA: 0s - loss: 2.3526 - accuracy: 0.3068 1600/2327 [===================>..........] - ETA: 0s - loss: 2.2967 - accuracy: 0.3131 1792/2327 [======================>.......] - ETA: 0s - loss: 2.2168 - accuracy: 0.3265 1984/2327 [========================>.....] - ETA: 0s - loss: 2.1280 - accuracy: 0.3427 2176/2327 [===========================>..] - ETA: 0s - loss: 2.0513 - accuracy: 0.3608 2327/2327 [==============================] - 1s 638us/sample - loss: 2.0124 - accuracy: 0.3661 - val_loss: 1.0333 - val_accuracy: 0.6048
Epoch 2/30
64/2327 [..............................] - ETA: 0s - loss: 1.1848 - accuracy: 0.5312 256/2327 [==>...........................] - ETA: 0s - loss: 1.2173 - accuracy: 0.5352 448/2327 [====>.........................] - ETA: 0s - loss: 1.1388 - accuracy: 0.5603 640/2327 [=======>......................] - ETA: 0s - loss: 1.1080 - accuracy: 0.5766 832/2327 [=========>....................] - ETA: 0s - loss: 1.0770 - accuracy: 0.5925 1024/2327 [============>.................] - ETA: 0s - loss: 1.0790 - accuracy: 0.5889 1216/2327 [==============>...............] - ETA: 0s - loss: 1.0742 - accuracy: 0.5913 1408/2327 [=================>............] - ETA: 0s - loss: 1.0427 - accuracy: 0.5987 1600/2327 [===================>..........] - ETA: 0s - loss: 1.0250 - accuracy: 0.6012 1792/2327 [======================>.......] - ETA: 0s - loss: 1.0097 - accuracy: 0.6105 1984/2327 [========================>.....] - ETA: 0s - loss: 0.9990 - accuracy: 0.6109 2176/2327 [===========================>..] - ETA: 0s - loss: 0.9865 - accuracy: 0.6186 2327/2327 [==============================] - 1s 391us/sample - loss: 0.9764 - accuracy: 0.6227 - val_loss: 0.7147 - val_accuracy: 0.7446
Epoch 3/30
64/2327 [..............................] - ETA: 0s - loss: 0.7294 - accuracy: 0.7344 256/2327 [==>...........................] - ETA: 0s - loss: 0.7631 - accuracy: 0.7109 448/2327 [====>.........................] - ETA: 0s - loss: 0.7809 - accuracy: 0.7031 640/2327 [=======>......................] - ETA: 0s - loss: 0.7767 - accuracy: 0.7078 832/2327 [=========>....................] - ETA: 0s - loss: 0.7497 - accuracy: 0.7224 1024/2327 [============>.................] - ETA: 0s - loss: 0.7487 - accuracy: 0.7188 1216/2327 [==============>...............] - ETA: 0s - loss: 0.7285 - accuracy: 0.7286 1408/2327 [=================>............] - ETA: 0s - loss: 0.7090 - accuracy: 0.7365 1600/2327 [===================>..........] - ETA: 0s - loss: 0.6998 - accuracy: 0.7387 1792/2327 [======================>.......] - ETA: 0s - loss: 0.6952 - accuracy: 0.7411 1984/2327 [========================>.....] - ETA: 0s - loss: 0.6845 - accuracy: 0.7445 2176/2327 [===========================>..] - ETA: 0s - loss: 0.6721 - accuracy: 0.7500 2327/2327 [==============================] - 1s 392us/sample - loss: 0.6692 - accuracy: 0.7503 - val_loss: 0.5211 - val_accuracy: 0.8272
Epoch 4/30
64/2327 [..............................] - ETA: 0s - loss: 0.7068 - accuracy: 0.7656 256/2327 [==>...........................] - ETA: 0s - loss: 0.5781 - accuracy: 0.8086 448/2327 [====>.........................] - ETA: 0s - loss: 0.5299 - accuracy: 0.8259 640/2327 [=======>......................] - ETA: 0s - loss: 0.5364 - accuracy: 0.8203 832/2327 [=========>....................] - ETA: 0s - loss: 0.5270 - accuracy: 0.8209 1024/2327 [============>.................] - ETA: 0s - loss: 0.5361 - accuracy: 0.8135 1216/2327 [==============>...............] - ETA: 0s - loss: 0.5285 - accuracy: 0.8141 1408/2327 [=================>............] - ETA: 0s - loss: 0.5255 - accuracy: 0.8125 1600/2327 [===================>..........] - ETA: 0s - loss: 0.5236 - accuracy: 0.8163 1792/2327 [======================>.......] - ETA: 0s - loss: 0.5139 - accuracy: 0.8186 1984/2327 [========================>.....] - ETA: 0s - loss: 0.5077 - accuracy: 0.8206 2176/2327 [===========================>..] - ETA: 0s - loss: 0.5069 - accuracy: 0.8212 2327/2327 [==============================] - 1s 386us/sample - loss: 0.5038 - accuracy: 0.8208 - val_loss: 0.4589 - val_accuracy: 0.8475
Epoch 5/30
64/2327 [..............................] - ETA: 0s - loss: 0.3911 - accuracy: 0.8750 256/2327 [==>...........................] - ETA: 0s - loss: 0.3903 - accuracy: 0.8672 448/2327 [====>.........................] - ETA: 0s - loss: 0.3901 - accuracy: 0.8616 640/2327 [=======>......................] - ETA: 0s - loss: 0.4017 - accuracy: 0.8625 832/2327 [=========>....................] - ETA: 0s - loss: 0.4044 - accuracy: 0.8654 1024/2327 [============>.................] - ETA: 0s - loss: 0.4099 - accuracy: 0.8623 1216/2327 [==============>...............] - ETA: 0s - loss: 0.4261 - accuracy: 0.8553 1408/2327 [=================>............] - ETA: 0s - loss: 0.4207 - accuracy: 0.8601 1600/2327 [===================>..........] - ETA: 0s - loss: 0.4161 - accuracy: 0.8600 1792/2327 [======================>.......] - ETA: 0s - loss: 0.4070 - accuracy: 0.8638 1984/2327 [========================>.....] - ETA: 0s - loss: 0.4002 - accuracy: 0.8669 2176/2327 [===========================>..] - ETA: 0s - loss: 0.4008 - accuracy: 0.8635 2327/2327 [==============================] - 1s 389us/sample - loss: 0.3988 - accuracy: 0.8642 - val_loss: 0.3503 - val_accuracy: 0.8907
Epoch 6/30
64/2327 [..............................] - ETA: 0s - loss: 0.3738 - accuracy: 0.8750 256/2327 [==>...........................] - ETA: 0s - loss: 0.3939 - accuracy: 0.8320 448/2327 [====>.........................] - ETA: 0s - loss: 0.3623 - accuracy: 0.8638 640/2327 [=======>......................] - ETA: 0s - loss: 0.3694 - accuracy: 0.8516 832/2327 [=========>....................] - ETA: 0s - loss: 0.3584 - accuracy: 0.8654 1024/2327 [============>.................] - ETA: 0s - loss: 0.3447 - accuracy: 0.8721 1216/2327 [==============>...............] - ETA: 0s - loss: 0.3416 - accuracy: 0.8709 1408/2327 [=================>............] - ETA: 0s - loss: 0.3376 - accuracy: 0.8786 1600/2327 [===================>..........] - ETA: 0s - loss: 0.3355 - accuracy: 0.8806 1792/2327 [======================>.......] - ETA: 0s - loss: 0.3297 - accuracy: 0.8845 1984/2327 [========================>.....] - ETA: 0s - loss: 0.3273 - accuracy: 0.8846 2176/2327 [===========================>..] - ETA: 0s - loss: 0.3240 - accuracy: 0.8860 2327/2327 [==============================] - 1s 391us/sample - loss: 0.3223 - accuracy: 0.8865 - val_loss: 0.3176 - val_accuracy: 0.9085
Epoch 7/30
64/2327 [..............................] - ETA: 0s - loss: 0.3149 - accuracy: 0.8906 256/2327 [==>...........................] - ETA: 0s - loss: 0.2848 - accuracy: 0.8906 448/2327 [====>.........................] - ETA: 0s - loss: 0.2994 - accuracy: 0.8929 640/2327 [=======>......................] - ETA: 0s - loss: 0.2891 - accuracy: 0.9016 832/2327 [=========>....................] - ETA: 0s - loss: 0.2909 - accuracy: 0.9002 1024/2327 [============>.................] - ETA: 0s - loss: 0.2955 - accuracy: 0.9014 1216/2327 [==============>...............] - ETA: 0s - loss: 0.2905 - accuracy: 0.9038 1408/2327 [=================>............] - ETA: 0s - loss: 0.2925 - accuracy: 0.9013 1600/2327 [===================>..........] - ETA: 0s - loss: 0.2939 - accuracy: 0.8981 1792/2327 [======================>.......] - ETA: 0s - loss: 0.2941 - accuracy: 0.8979 1984/2327 [========================>.....] - ETA: 0s - loss: 0.2919 - accuracy: 0.8992 2176/2327 [===========================>..] - ETA: 0s - loss: 0.2896 - accuracy: 0.9012 2327/2327 [==============================] - 1s 388us/sample - loss: 0.2880 - accuracy: 0.9029 - val_loss: 0.2877 - val_accuracy: 0.9149
Epoch 8/30
64/2327 [..............................] - ETA: 0s - loss: 0.2799 - accuracy: 0.9062 256/2327 [==>...........................] - ETA: 0s - loss: 0.2665 - accuracy: 0.9180 448/2327 [====>.........................] - ETA: 0s - loss: 0.2364 - accuracy: 0.9308 640/2327 [=======>......................] - ETA: 0s - loss: 0.2394 - accuracy: 0.9281 832/2327 [=========>....................] - ETA: 0s - loss: 0.2475 - accuracy: 0.9267 1024/2327 [============>.................] - ETA: 0s - loss: 0.2489 - accuracy: 0.9258 1216/2327 [==============>...............] - ETA: 0s - loss: 0.2539 - accuracy: 0.9252 1408/2327 [=================>............] - ETA: 0s - loss: 0.2511 - accuracy: 0.9247 1600/2327 [===================>..........] - ETA: 0s - loss: 0.2440 - accuracy: 0.9262 1792/2327 [======================>.......] - ETA: 0s - loss: 0.2438 - accuracy: 0.9269 1984/2327 [========================>.....] - ETA: 0s - loss: 0.2385 - accuracy: 0.9284 2176/2327 [===========================>..] - ETA: 0s - loss: 0.2418 - accuracy: 0.9242 2327/2327 [==============================] - 1s 394us/sample - loss: 0.2393 - accuracy: 0.9265 - val_loss: 0.2605 - val_accuracy: 0.9250
Epoch 9/30
64/2327 [..............................] - ETA: 0s - loss: 0.1675 - accuracy: 0.9531 256/2327 [==>...........................] - ETA: 0s - loss: 0.2237 - accuracy: 0.9336 448/2327 [====>.........................] - ETA: 0s - loss: 0.2110 - accuracy: 0.9375 640/2327 [=======>......................] - ETA: 0s - loss: 0.2074 - accuracy: 0.9359 832/2327 [=========>....................] - ETA: 0s - loss: 0.2124 - accuracy: 0.9339 1024/2327 [============>.................] - ETA: 0s - loss: 0.2131 - accuracy: 0.9326 1216/2327 [==============>...............] - ETA: 0s - loss: 0.2082 - accuracy: 0.9359 1408/2327 [=================>............] - ETA: 0s - loss: 0.2071 - accuracy: 0.9361 1600/2327 [===================>..........] - ETA: 0s - loss: 0.2086 - accuracy: 0.9362 1792/2327 [======================>.......] - ETA: 0s - loss: 0.2075 - accuracy: 0.9342 1984/2327 [========================>.....] - ETA: 0s - loss: 0.2034 - accuracy: 0.9350 2176/2327 [===========================>..] - ETA: 0s - loss: 0.2013 - accuracy: 0.9347 2327/2327 [==============================] - 1s 389us/sample - loss: 0.2025 - accuracy: 0.9334 - val_loss: 0.2186 - val_accuracy: 0.9428
Epoch 10/30
64/2327 [..............................] - ETA: 0s - loss: 0.2975 - accuracy: 0.9219 256/2327 [==>...........................] - ETA: 0s - loss: 0.1981 - accuracy: 0.9453 448/2327 [====>.........................] - ETA: 0s - loss: 0.1823 - accuracy: 0.9442 640/2327 [=======>......................] - ETA: 0s - loss: 0.1924 - accuracy: 0.9438 832/2327 [=========>....................] - ETA: 0s - loss: 0.1911 - accuracy: 0.9435 1024/2327 [============>.................] - ETA: 0s - loss: 0.1821 - accuracy: 0.9482 1216/2327 [==============>...............] - ETA: 0s - loss: 0.1790 - accuracy: 0.9482 1408/2327 [=================>............] - ETA: 0s - loss: 0.1777 - accuracy: 0.9489 1600/2327 [===================>..........] - ETA: 0s - loss: 0.1816 - accuracy: 0.9475 1792/2327 [======================>.......] - ETA: 0s - loss: 0.1802 - accuracy: 0.9475 1984/2327 [========================>.....] - ETA: 0s - loss: 0.1845 - accuracy: 0.9425 2176/2327 [===========================>..] - ETA: 0s - loss: 0.1802 - accuracy: 0.9449 2327/2327 [==============================] - 1s 396us/sample - loss: 0.1790 - accuracy: 0.9446 - val_loss: 0.2110 - val_accuracy: 0.9454
Epoch 11/30
64/2327 [..............................] - ETA: 0s - loss: 0.1282 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.1740 - accuracy: 0.9570 448/2327 [====>.........................] - ETA: 0s - loss: 0.1557 - accuracy: 0.9643 640/2327 [=======>......................] - ETA: 0s - loss: 0.1640 - accuracy: 0.9594 832/2327 [=========>....................] - ETA: 0s - loss: 0.1535 - accuracy: 0.9603 1024/2327 [============>.................] - ETA: 0s - loss: 0.1500 - accuracy: 0.9590 1216/2327 [==============>...............] - ETA: 0s - loss: 0.1519 - accuracy: 0.9572 1408/2327 [=================>............] - ETA: 0s - loss: 0.1513 - accuracy: 0.9574 1600/2327 [===================>..........] - ETA: 0s - loss: 0.1493 - accuracy: 0.9594 1792/2327 [======================>.......] - ETA: 0s - loss: 0.1471 - accuracy: 0.9609 1984/2327 [========================>.....] - ETA: 0s - loss: 0.1506 - accuracy: 0.9577 2176/2327 [===========================>..] - ETA: 0s - loss: 0.1526 - accuracy: 0.9568 2327/2327 [==============================] - 1s 398us/sample - loss: 0.1523 - accuracy: 0.9557 - val_loss: 0.1834 - val_accuracy: 0.9492
Epoch 12/30
64/2327 [..............................] - ETA: 0s - loss: 0.1660 - accuracy: 0.9531 256/2327 [==>...........................] - ETA: 0s - loss: 0.1440 - accuracy: 0.9609 448/2327 [====>.........................] - ETA: 0s - loss: 0.1376 - accuracy: 0.9688 640/2327 [=======>......................] - ETA: 0s - loss: 0.1483 - accuracy: 0.9563 832/2327 [=========>....................] - ETA: 0s - loss: 0.1444 - accuracy: 0.9579 1024/2327 [============>.................] - ETA: 0s - loss: 0.1381 - accuracy: 0.9609 1216/2327 [==============>...............] - ETA: 0s - loss: 0.1410 - accuracy: 0.9613 1408/2327 [=================>............] - ETA: 0s - loss: 0.1386 - accuracy: 0.9638 1600/2327 [===================>..........] - ETA: 0s - loss: 0.1424 - accuracy: 0.9619 1792/2327 [======================>.......] - ETA: 0s - loss: 0.1433 - accuracy: 0.9632 1984/2327 [========================>.....] - ETA: 0s - loss: 0.1426 - accuracy: 0.9627 2176/2327 [===========================>..] - ETA: 0s - loss: 0.1450 - accuracy: 0.9596 2327/2327 [==============================] - 1s 392us/sample - loss: 0.1453 - accuracy: 0.9592 - val_loss: 0.1772 - val_accuracy: 0.9530
Epoch 13/30
64/2327 [..............................] - ETA: 0s - loss: 0.0782 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.1908 - accuracy: 0.9453 448/2327 [====>.........................] - ETA: 0s - loss: 0.1481 - accuracy: 0.9621 640/2327 [=======>......................] - ETA: 0s - loss: 0.1477 - accuracy: 0.9625 832/2327 [=========>....................] - ETA: 0s - loss: 0.1383 - accuracy: 0.9651 1024/2327 [============>.................] - ETA: 0s - loss: 0.1373 - accuracy: 0.9648 1216/2327 [==============>...............] - ETA: 0s - loss: 0.1332 - accuracy: 0.9679 1408/2327 [=================>............] - ETA: 0s - loss: 0.1342 - accuracy: 0.9680 1600/2327 [===================>..........] - ETA: 0s - loss: 0.1334 - accuracy: 0.9663 1792/2327 [======================>.......] - ETA: 0s - loss: 0.1343 - accuracy: 0.9643 1984/2327 [========================>.....] - ETA: 0s - loss: 0.1345 - accuracy: 0.9652 2176/2327 [===========================>..] - ETA: 0s - loss: 0.1323 - accuracy: 0.9646 2327/2327 [==============================] - 1s 390us/sample - loss: 0.1318 - accuracy: 0.9643 - val_loss: 0.1660 - val_accuracy: 0.9593
Epoch 14/30
64/2327 [..............................] - ETA: 0s - loss: 0.0938 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.1472 - accuracy: 0.9570 448/2327 [====>.........................] - ETA: 0s - loss: 0.1288 - accuracy: 0.9643 640/2327 [=======>......................] - ETA: 0s - loss: 0.1212 - accuracy: 0.9672 832/2327 [=========>....................] - ETA: 0s - loss: 0.1141 - accuracy: 0.9712 1024/2327 [============>.................] - ETA: 0s - loss: 0.1098 - accuracy: 0.9736 1216/2327 [==============>...............] - ETA: 0s - loss: 0.1061 - accuracy: 0.9762 1408/2327 [=================>............] - ETA: 0s - loss: 0.1095 - accuracy: 0.9744 1600/2327 [===================>..........] - ETA: 0s - loss: 0.1067 - accuracy: 0.9750 1792/2327 [======================>.......] - ETA: 0s - loss: 0.1094 - accuracy: 0.9727 1984/2327 [========================>.....] - ETA: 0s - loss: 0.1106 - accuracy: 0.9713 2176/2327 [===========================>..] - ETA: 0s - loss: 0.1124 - accuracy: 0.9688 2327/2327 [==============================] - 1s 386us/sample - loss: 0.1106 - accuracy: 0.9691 - val_loss: 0.1473 - val_accuracy: 0.9606
Epoch 15/30
64/2327 [..............................] - ETA: 0s - loss: 0.0828 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0936 - accuracy: 0.9805 448/2327 [====>.........................] - ETA: 0s - loss: 0.0956 - accuracy: 0.9710 640/2327 [=======>......................] - ETA: 0s - loss: 0.0970 - accuracy: 0.9734 832/2327 [=========>....................] - ETA: 0s - loss: 0.1032 - accuracy: 0.9724 1024/2327 [============>.................] - ETA: 0s - loss: 0.1054 - accuracy: 0.9717 1216/2327 [==============>...............] - ETA: 0s - loss: 0.1033 - accuracy: 0.9720 1408/2327 [=================>............] - ETA: 0s - loss: 0.1081 - accuracy: 0.9709 1600/2327 [===================>..........] - ETA: 0s - loss: 0.1039 - accuracy: 0.9737 1792/2327 [======================>.......] - ETA: 0s - loss: 0.1036 - accuracy: 0.9743 1984/2327 [========================>.....] - ETA: 0s - loss: 0.1018 - accuracy: 0.9758 2176/2327 [===========================>..] - ETA: 0s - loss: 0.1006 - accuracy: 0.9770 2327/2327 [==============================] - 1s 395us/sample - loss: 0.1004 - accuracy: 0.9772 - val_loss: 0.1423 - val_accuracy: 0.9619
Epoch 16/30
64/2327 [..............................] - ETA: 0s - loss: 0.0877 - accuracy: 0.9531 256/2327 [==>...........................] - ETA: 0s - loss: 0.0872 - accuracy: 0.9727 448/2327 [====>.........................] - ETA: 0s - loss: 0.0910 - accuracy: 0.9754 640/2327 [=======>......................] - ETA: 0s - loss: 0.0979 - accuracy: 0.9766 832/2327 [=========>....................] - ETA: 0s - loss: 0.0995 - accuracy: 0.9736 1024/2327 [============>.................] - ETA: 0s - loss: 0.0975 - accuracy: 0.9736 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0984 - accuracy: 0.9745 1408/2327 [=================>............] - ETA: 0s - loss: 0.0991 - accuracy: 0.9730 1600/2327 [===================>..........] - ETA: 0s - loss: 0.1051 - accuracy: 0.9719 1792/2327 [======================>.......] - ETA: 0s - loss: 0.1030 - accuracy: 0.9715 1984/2327 [========================>.....] - ETA: 0s - loss: 0.1012 - accuracy: 0.9733 2176/2327 [===========================>..] - ETA: 0s - loss: 0.1001 - accuracy: 0.9743 2327/2327 [==============================] - 1s 388us/sample - loss: 0.1013 - accuracy: 0.9734 - val_loss: 0.1477 - val_accuracy: 0.9593
Epoch 17/30
64/2327 [..............................] - ETA: 0s - loss: 0.0965 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.1109 - accuracy: 0.9727 448/2327 [====>.........................] - ETA: 0s - loss: 0.0992 - accuracy: 0.9732 640/2327 [=======>......................] - ETA: 0s - loss: 0.1022 - accuracy: 0.9719 832/2327 [=========>....................] - ETA: 0s - loss: 0.0944 - accuracy: 0.9772 1024/2327 [============>.................] - ETA: 0s - loss: 0.0911 - accuracy: 0.9795 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0907 - accuracy: 0.9803 1408/2327 [=================>............] - ETA: 0s - loss: 0.0913 - accuracy: 0.9794 1536/2327 [==================>...........] - ETA: 0s - loss: 0.0892 - accuracy: 0.9805 1728/2327 [=====================>........] - ETA: 0s - loss: 0.0897 - accuracy: 0.9797 1920/2327 [=======================>......] - ETA: 0s - loss: 0.0898 - accuracy: 0.9812 2112/2327 [==========================>...] - ETA: 0s - loss: 0.0882 - accuracy: 0.9825 2304/2327 [============================>.] - ETA: 0s - loss: 0.0904 - accuracy: 0.9800 2327/2327 [==============================] - 1s 415us/sample - loss: 0.0900 - accuracy: 0.9802 - val_loss: 0.1340 - val_accuracy: 0.9606
Epoch 18/30
64/2327 [..............................] - ETA: 0s - loss: 0.0728 - accuracy: 0.9688 256/2327 [==>...........................] - ETA: 0s - loss: 0.0865 - accuracy: 0.9805 448/2327 [====>.........................] - ETA: 0s - loss: 0.0925 - accuracy: 0.9732 640/2327 [=======>......................] - ETA: 0s - loss: 0.0904 - accuracy: 0.9734 832/2327 [=========>....................] - ETA: 0s - loss: 0.0940 - accuracy: 0.9700 1024/2327 [============>.................] - ETA: 0s - loss: 0.0913 - accuracy: 0.9717 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0906 - accuracy: 0.9737 1408/2327 [=================>............] - ETA: 0s - loss: 0.0885 - accuracy: 0.9730 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0857 - accuracy: 0.9750 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0871 - accuracy: 0.9732 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0862 - accuracy: 0.9723 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0847 - accuracy: 0.9720 2327/2327 [==============================] - 1s 405us/sample - loss: 0.0830 - accuracy: 0.9725 - val_loss: 0.1263 - val_accuracy: 0.9632
Epoch 19/30
64/2327 [..............................] - ETA: 0s - loss: 0.0570 - accuracy: 1.0000 256/2327 [==>...........................] - ETA: 0s - loss: 0.0804 - accuracy: 0.9727 448/2327 [====>.........................] - ETA: 0s - loss: 0.0747 - accuracy: 0.9799 640/2327 [=======>......................] - ETA: 0s - loss: 0.0810 - accuracy: 0.9797 832/2327 [=========>....................] - ETA: 0s - loss: 0.0841 - accuracy: 0.9784 1024/2327 [============>.................] - ETA: 0s - loss: 0.0808 - accuracy: 0.9785 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0787 - accuracy: 0.9803 1408/2327 [=================>............] - ETA: 0s - loss: 0.0748 - accuracy: 0.9822 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0725 - accuracy: 0.9831 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0713 - accuracy: 0.9844 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0701 - accuracy: 0.9844 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0682 - accuracy: 0.9853 2327/2327 [==============================] - 1s 397us/sample - loss: 0.0688 - accuracy: 0.9850 - val_loss: 0.1243 - val_accuracy: 0.9644
Epoch 20/30
64/2327 [..............................] - ETA: 0s - loss: 0.1403 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0804 - accuracy: 0.9883 448/2327 [====>.........................] - ETA: 0s - loss: 0.0777 - accuracy: 0.9844 640/2327 [=======>......................] - ETA: 0s - loss: 0.0683 - accuracy: 0.9859 832/2327 [=========>....................] - ETA: 0s - loss: 0.0604 - accuracy: 0.9892 1024/2327 [============>.................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9873 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0653 - accuracy: 0.9852 1408/2327 [=================>............] - ETA: 0s - loss: 0.0684 - accuracy: 0.9844 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0658 - accuracy: 0.9850 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0688 - accuracy: 0.9838 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0697 - accuracy: 0.9824 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0698 - accuracy: 0.9825 2327/2327 [==============================] - 1s 386us/sample - loss: 0.0705 - accuracy: 0.9832 - val_loss: 0.1219 - val_accuracy: 0.9720
Epoch 21/30
64/2327 [..............................] - ETA: 0s - loss: 0.0475 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0634 - accuracy: 0.9883 448/2327 [====>.........................] - ETA: 0s - loss: 0.0663 - accuracy: 0.9821 640/2327 [=======>......................] - ETA: 0s - loss: 0.0622 - accuracy: 0.9828 832/2327 [=========>....................] - ETA: 0s - loss: 0.0648 - accuracy: 0.9808 1024/2327 [============>.................] - ETA: 0s - loss: 0.0661 - accuracy: 0.9795 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0664 - accuracy: 0.9811 1408/2327 [=================>............] - ETA: 0s - loss: 0.0629 - accuracy: 0.9837 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0632 - accuracy: 0.9837 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0618 - accuracy: 0.9838 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0613 - accuracy: 0.9844 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0601 - accuracy: 0.9853 2327/2327 [==============================] - 1s 387us/sample - loss: 0.0596 - accuracy: 0.9854 - val_loss: 0.1217 - val_accuracy: 0.9670
Epoch 22/30
64/2327 [..............................] - ETA: 0s - loss: 0.0448 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0686 - accuracy: 0.9727 448/2327 [====>.........................] - ETA: 0s - loss: 0.0617 - accuracy: 0.9799 640/2327 [=======>......................] - ETA: 0s - loss: 0.0638 - accuracy: 0.9797 832/2327 [=========>....................] - ETA: 0s - loss: 0.0685 - accuracy: 0.9784 1024/2327 [============>.................] - ETA: 0s - loss: 0.0663 - accuracy: 0.9805 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0665 - accuracy: 0.9811 1408/2327 [=================>............] - ETA: 0s - loss: 0.0655 - accuracy: 0.9822 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0705 - accuracy: 0.9794 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0684 - accuracy: 0.9810 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0659 - accuracy: 0.9824 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0640 - accuracy: 0.9835 2327/2327 [==============================] - 1s 387us/sample - loss: 0.0628 - accuracy: 0.9841 - val_loss: 0.1170 - val_accuracy: 0.9657
Epoch 23/30
64/2327 [..............................] - ETA: 0s - loss: 0.1149 - accuracy: 0.9688 256/2327 [==>...........................] - ETA: 0s - loss: 0.0644 - accuracy: 0.9922 448/2327 [====>.........................] - ETA: 0s - loss: 0.0550 - accuracy: 0.9933 640/2327 [=======>......................] - ETA: 0s - loss: 0.0650 - accuracy: 0.9906 832/2327 [=========>....................] - ETA: 0s - loss: 0.0617 - accuracy: 0.9916 1024/2327 [============>.................] - ETA: 0s - loss: 0.0599 - accuracy: 0.9912 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0584 - accuracy: 0.9901 1408/2327 [=================>............] - ETA: 0s - loss: 0.0594 - accuracy: 0.9893 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0590 - accuracy: 0.9894 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0585 - accuracy: 0.9883 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0580 - accuracy: 0.9879 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0558 - accuracy: 0.9885 2327/2327 [==============================] - 1s 389us/sample - loss: 0.0553 - accuracy: 0.9884 - val_loss: 0.1052 - val_accuracy: 0.9695
Epoch 24/30
64/2327 [..............................] - ETA: 0s - loss: 0.0349 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0394 - accuracy: 0.9883 448/2327 [====>.........................] - ETA: 0s - loss: 0.0435 - accuracy: 0.9911 640/2327 [=======>......................] - ETA: 0s - loss: 0.0402 - accuracy: 0.9937 832/2327 [=========>....................] - ETA: 0s - loss: 0.0456 - accuracy: 0.9904 1024/2327 [============>.................] - ETA: 0s - loss: 0.0484 - accuracy: 0.9902 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0472 - accuracy: 0.9918 1408/2327 [=================>............] - ETA: 0s - loss: 0.0574 - accuracy: 0.9851 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0578 - accuracy: 0.9844 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0569 - accuracy: 0.9833 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0556 - accuracy: 0.9844 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0550 - accuracy: 0.9848 2327/2327 [==============================] - 1s 386us/sample - loss: 0.0566 - accuracy: 0.9841 - val_loss: 0.1034 - val_accuracy: 0.9733
Epoch 25/30
64/2327 [..............................] - ETA: 0s - loss: 0.0407 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0389 - accuracy: 0.9922 448/2327 [====>.........................] - ETA: 0s - loss: 0.0467 - accuracy: 0.9866 640/2327 [=======>......................] - ETA: 0s - loss: 0.0520 - accuracy: 0.9875 832/2327 [=========>....................] - ETA: 0s - loss: 0.0508 - accuracy: 0.9880 1024/2327 [============>.................] - ETA: 0s - loss: 0.0533 - accuracy: 0.9854 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0522 - accuracy: 0.9868 1408/2327 [=================>............] - ETA: 0s - loss: 0.0530 - accuracy: 0.9872 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0511 - accuracy: 0.9881 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0506 - accuracy: 0.9888 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0495 - accuracy: 0.9899 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0512 - accuracy: 0.9890 2327/2327 [==============================] - 1s 383us/sample - loss: 0.0507 - accuracy: 0.9897 - val_loss: 0.1035 - val_accuracy: 0.9720
Epoch 26/30
64/2327 [..............................] - ETA: 0s - loss: 0.0309 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0401 - accuracy: 0.9922 448/2327 [====>.........................] - ETA: 0s - loss: 0.0404 - accuracy: 0.9911 640/2327 [=======>......................] - ETA: 0s - loss: 0.0434 - accuracy: 0.9891 832/2327 [=========>....................] - ETA: 0s - loss: 0.0417 - accuracy: 0.9916 1024/2327 [============>.................] - ETA: 0s - loss: 0.0407 - accuracy: 0.9912 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0398 - accuracy: 0.9926 1408/2327 [=================>............] - ETA: 0s - loss: 0.0403 - accuracy: 0.9929 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0414 - accuracy: 0.9925 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0416 - accuracy: 0.9927 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0408 - accuracy: 0.9929 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0418 - accuracy: 0.9926 2327/2327 [==============================] - 1s 388us/sample - loss: 0.0431 - accuracy: 0.9923 - val_loss: 0.0985 - val_accuracy: 0.9682
Epoch 27/30
64/2327 [..............................] - ETA: 0s - loss: 0.0115 - accuracy: 1.0000 256/2327 [==>...........................] - ETA: 0s - loss: 0.0361 - accuracy: 0.9961 448/2327 [====>.........................] - ETA: 0s - loss: 0.0378 - accuracy: 0.9933 640/2327 [=======>......................] - ETA: 0s - loss: 0.0393 - accuracy: 0.9922 832/2327 [=========>....................] - ETA: 0s - loss: 0.0391 - accuracy: 0.9928 1024/2327 [============>.................] - ETA: 0s - loss: 0.0393 - accuracy: 0.9922 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0399 - accuracy: 0.9918 1408/2327 [=================>............] - ETA: 0s - loss: 0.0388 - accuracy: 0.9922 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0442 - accuracy: 0.9900 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0442 - accuracy: 0.9900 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0436 - accuracy: 0.9909 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0450 - accuracy: 0.9908 2327/2327 [==============================] - 1s 384us/sample - loss: 0.0463 - accuracy: 0.9901 - val_loss: 0.1041 - val_accuracy: 0.9720
Epoch 28/30
64/2327 [..............................] - ETA: 0s - loss: 0.0289 - accuracy: 1.0000 256/2327 [==>...........................] - ETA: 0s - loss: 0.0319 - accuracy: 1.0000 448/2327 [====>.........................] - ETA: 0s - loss: 0.0327 - accuracy: 0.9978 640/2327 [=======>......................] - ETA: 0s - loss: 0.0334 - accuracy: 0.9969 832/2327 [=========>....................] - ETA: 0s - loss: 0.0354 - accuracy: 0.9940 1024/2327 [============>.................] - ETA: 0s - loss: 0.0384 - accuracy: 0.9922 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0378 - accuracy: 0.9926 1408/2327 [=================>............] - ETA: 0s - loss: 0.0383 - accuracy: 0.9915 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0370 - accuracy: 0.9925 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0360 - accuracy: 0.9927 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0350 - accuracy: 0.9929 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0341 - accuracy: 0.9936 2327/2327 [==============================] - 1s 386us/sample - loss: 0.0351 - accuracy: 0.9931 - val_loss: 0.0895 - val_accuracy: 0.9746
Epoch 29/30
64/2327 [..............................] - ETA: 0s - loss: 0.0179 - accuracy: 1.0000 256/2327 [==>...........................] - ETA: 0s - loss: 0.0269 - accuracy: 0.9922 448/2327 [====>.........................] - ETA: 0s - loss: 0.0300 - accuracy: 0.9933 640/2327 [=======>......................] - ETA: 0s - loss: 0.0352 - accuracy: 0.9891 832/2327 [=========>....................] - ETA: 0s - loss: 0.0346 - accuracy: 0.9892 1024/2327 [============>.................] - ETA: 0s - loss: 0.0370 - accuracy: 0.9893 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0403 - accuracy: 0.9877 1408/2327 [=================>............] - ETA: 0s - loss: 0.0391 - accuracy: 0.9886 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0399 - accuracy: 0.9887 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0407 - accuracy: 0.9888 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0403 - accuracy: 0.9889 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0397 - accuracy: 0.9894 2327/2327 [==============================] - 1s 386us/sample - loss: 0.0386 - accuracy: 0.9901 - val_loss: 0.0903 - val_accuracy: 0.9733
Epoch 30/30
64/2327 [..............................] - ETA: 0s - loss: 0.0528 - accuracy: 0.9844 256/2327 [==>...........................] - ETA: 0s - loss: 0.0394 - accuracy: 0.9922 448/2327 [====>.........................] - ETA: 0s - loss: 0.0369 - accuracy: 0.9933 640/2327 [=======>......................] - ETA: 0s - loss: 0.0342 - accuracy: 0.9937 832/2327 [=========>....................] - ETA: 0s - loss: 0.0385 - accuracy: 0.9904 1024/2327 [============>.................] - ETA: 0s - loss: 0.0358 - accuracy: 0.9912 1216/2327 [==============>...............] - ETA: 0s - loss: 0.0341 - accuracy: 0.9918 1408/2327 [=================>............] - ETA: 0s - loss: 0.0356 - accuracy: 0.9901 1600/2327 [===================>..........] - ETA: 0s - loss: 0.0357 - accuracy: 0.9906 1792/2327 [======================>.......] - ETA: 0s - loss: 0.0358 - accuracy: 0.9911 1984/2327 [========================>.....] - ETA: 0s - loss: 0.0350 - accuracy: 0.9914 2176/2327 [===========================>..] - ETA: 0s - loss: 0.0337 - accuracy: 0.9922 2327/2327 [==============================] - 1s 389us/sample - loss: 0.0332 - accuracy: 0.9927 - val_loss: 0.0844 - val_accuracy: 0.9746
Train on 699 samples, validate on 2107 samples
Epoch 1/30
64/699 [=>............................] - ETA: 4s - loss: 3.1797 - accuracy: 0.1719 256/699 [=========>....................] - ETA: 0s - loss: 2.8495 - accuracy: 0.1875 448/699 [==================>...........] - ETA: 0s - loss: 2.7591 - accuracy: 0.1741 640/699 [==========================>...] - ETA: 0s - loss: 2.5944 - accuracy: 0.2016 699/699 [==============================] - 1s 2ms/sample - loss: 2.5723 - accuracy: 0.2003 - val_loss: 1.6085 - val_accuracy: 0.3166
Epoch 2/30
64/699 [=>............................] - ETA: 0s - loss: 2.0288 - accuracy: 0.1875 256/699 [=========>....................] - ETA: 0s - loss: 1.8685 - accuracy: 0.3047 448/699 [==================>...........] - ETA: 0s - loss: 1.8052 - accuracy: 0.3259 640/699 [==========================>...] - ETA: 0s - loss: 1.7294 - accuracy: 0.3469 699/699 [==============================] - 1s 861us/sample - loss: 1.7104 - accuracy: 0.3462 - val_loss: 1.2380 - val_accuracy: 0.5026
Epoch 3/30
64/699 [=>............................] - ETA: 0s - loss: 1.4338 - accuracy: 0.4531 256/699 [=========>....................] - ETA: 0s - loss: 1.2635 - accuracy: 0.5352 448/699 [==================>...........] - ETA: 0s - loss: 1.2429 - accuracy: 0.5469 640/699 [==========================>...] - ETA: 0s - loss: 1.2503 - accuracy: 0.5406 699/699 [==============================] - 1s 867us/sample - loss: 1.2339 - accuracy: 0.5422 - val_loss: 1.0640 - val_accuracy: 0.5880
Epoch 4/30
64/699 [=>............................] - ETA: 0s - loss: 1.0117 - accuracy: 0.6562 256/699 [=========>....................] - ETA: 0s - loss: 1.0465 - accuracy: 0.5938 448/699 [==================>...........] - ETA: 0s - loss: 1.0354 - accuracy: 0.5915 640/699 [==========================>...] - ETA: 0s - loss: 1.0042 - accuracy: 0.6031 699/699 [==============================] - 1s 859us/sample - loss: 0.9864 - accuracy: 0.6123 - val_loss: 0.9182 - val_accuracy: 0.6768
Epoch 5/30
64/699 [=>............................] - ETA: 0s - loss: 0.8981 - accuracy: 0.7344 256/699 [=========>....................] - ETA: 0s - loss: 0.8695 - accuracy: 0.7148 448/699 [==================>...........] - ETA: 0s - loss: 0.8525 - accuracy: 0.6942 640/699 [==========================>...] - ETA: 0s - loss: 0.8254 - accuracy: 0.7094 699/699 [==============================] - 1s 856us/sample - loss: 0.8270 - accuracy: 0.7096 - val_loss: 0.8285 - val_accuracy: 0.7262
Epoch 6/30
64/699 [=>............................] - ETA: 0s - loss: 0.8418 - accuracy: 0.7031 256/699 [=========>....................] - ETA: 0s - loss: 0.7182 - accuracy: 0.7617 448/699 [==================>...........] - ETA: 0s - loss: 0.6997 - accuracy: 0.7612 640/699 [==========================>...] - ETA: 0s - loss: 0.6954 - accuracy: 0.7703 699/699 [==============================] - 1s 851us/sample - loss: 0.6924 - accuracy: 0.7711 - val_loss: 0.7429 - val_accuracy: 0.7665
Epoch 7/30
64/699 [=>............................] - ETA: 0s - loss: 0.7233 - accuracy: 0.6875 256/699 [=========>....................] - ETA: 0s - loss: 0.6681 - accuracy: 0.7500 448/699 [==================>...........] - ETA: 0s - loss: 0.6580 - accuracy: 0.7768 640/699 [==========================>...] - ETA: 0s - loss: 0.6299 - accuracy: 0.7875 699/699 [==============================] - 1s 855us/sample - loss: 0.6274 - accuracy: 0.7868 - val_loss: 0.6689 - val_accuracy: 0.7969
Epoch 8/30
64/699 [=>............................] - ETA: 0s - loss: 0.4008 - accuracy: 0.8438 256/699 [=========>....................] - ETA: 0s - loss: 0.4766 - accuracy: 0.8555 448/699 [==================>...........] - ETA: 0s - loss: 0.4885 - accuracy: 0.8594 640/699 [==========================>...] - ETA: 0s - loss: 0.5065 - accuracy: 0.8516 699/699 [==============================] - 1s 851us/sample - loss: 0.5073 - accuracy: 0.8526 - val_loss: 0.6255 - val_accuracy: 0.8092
Epoch 9/30
64/699 [=>............................] - ETA: 0s - loss: 0.4767 - accuracy: 0.8750 256/699 [=========>....................] - ETA: 0s - loss: 0.5483 - accuracy: 0.8242 448/699 [==================>...........] - ETA: 0s - loss: 0.4814 - accuracy: 0.8616 640/699 [==========================>...] - ETA: 0s - loss: 0.4573 - accuracy: 0.8781 699/699 [==============================] - 1s 855us/sample - loss: 0.4554 - accuracy: 0.8784 - val_loss: 0.5394 - val_accuracy: 0.8519
Epoch 10/30
64/699 [=>............................] - ETA: 0s - loss: 0.2943 - accuracy: 0.9375 256/699 [=========>....................] - ETA: 0s - loss: 0.4085 - accuracy: 0.8828 448/699 [==================>...........] - ETA: 0s - loss: 0.4208 - accuracy: 0.8705 640/699 [==========================>...] - ETA: 0s - loss: 0.4094 - accuracy: 0.8719 699/699 [==============================] - 1s 851us/sample - loss: 0.4162 - accuracy: 0.8684 - val_loss: 0.5308 - val_accuracy: 0.8462
Epoch 11/30
64/699 [=>............................] - ETA: 0s - loss: 0.2435 - accuracy: 0.9688 256/699 [=========>....................] - ETA: 0s - loss: 0.3151 - accuracy: 0.9258 448/699 [==================>...........] - ETA: 0s - loss: 0.3610 - accuracy: 0.9018 640/699 [==========================>...] - ETA: 0s - loss: 0.3505 - accuracy: 0.9078 699/699 [==============================] - 1s 857us/sample - loss: 0.3541 - accuracy: 0.9027 - val_loss: 0.4858 - val_accuracy: 0.8614
Epoch 12/30
64/699 [=>............................] - ETA: 0s - loss: 0.4100 - accuracy: 0.8594 256/699 [=========>....................] - ETA: 0s - loss: 0.3734 - accuracy: 0.8789 448/699 [==================>...........] - ETA: 0s - loss: 0.3795 - accuracy: 0.8862 640/699 [==========================>...] - ETA: 0s - loss: 0.3539 - accuracy: 0.8984 699/699 [==============================] - 1s 860us/sample - loss: 0.3540 - accuracy: 0.8970 - val_loss: 0.4562 - val_accuracy: 0.8685
Epoch 13/30
64/699 [=>............................] - ETA: 0s - loss: 0.2809 - accuracy: 0.9219 256/699 [=========>....................] - ETA: 0s - loss: 0.2931 - accuracy: 0.9297 448/699 [==================>...........] - ETA: 0s - loss: 0.3304 - accuracy: 0.9129 640/699 [==========================>...] - ETA: 0s - loss: 0.3263 - accuracy: 0.9047 699/699 [==============================] - 1s 853us/sample - loss: 0.3326 - accuracy: 0.9041 - val_loss: 0.4264 - val_accuracy: 0.8780
Epoch 14/30
64/699 [=>............................] - ETA: 0s - loss: 0.2110 - accuracy: 0.9688 256/699 [=========>....................] - ETA: 0s - loss: 0.2750 - accuracy: 0.9336 448/699 [==================>...........] - ETA: 0s - loss: 0.2814 - accuracy: 0.9241 640/699 [==========================>...] - ETA: 0s - loss: 0.2889 - accuracy: 0.9109 699/699 [==============================] - 1s 855us/sample - loss: 0.2822 - accuracy: 0.9142 - val_loss: 0.4049 - val_accuracy: 0.8776
Epoch 15/30
64/699 [=>............................] - ETA: 0s - loss: 0.2450 - accuracy: 0.9531 256/699 [=========>....................] - ETA: 0s - loss: 0.2338 - accuracy: 0.9453 448/699 [==================>...........] - ETA: 0s - loss: 0.2345 - accuracy: 0.9330 640/699 [==========================>...] - ETA: 0s - loss: 0.2472 - accuracy: 0.9266 699/699 [==============================] - 1s 849us/sample - loss: 0.2376 - accuracy: 0.9313 - val_loss: 0.3726 - val_accuracy: 0.8904
Epoch 16/30
64/699 [=>............................] - ETA: 0s - loss: 0.3417 - accuracy: 0.9219 256/699 [=========>....................] - ETA: 0s - loss: 0.3044 - accuracy: 0.9102 448/699 [==================>...........] - ETA: 0s - loss: 0.2711 - accuracy: 0.9219 640/699 [==========================>...] - ETA: 0s - loss: 0.2808 - accuracy: 0.9219 699/699 [==============================] - 1s 857us/sample - loss: 0.2751 - accuracy: 0.9242 - val_loss: 0.3673 - val_accuracy: 0.8894
Epoch 17/30
64/699 [=>............................] - ETA: 0s - loss: 0.2025 - accuracy: 0.9688 256/699 [=========>....................] - ETA: 0s - loss: 0.1923 - accuracy: 0.9609 448/699 [==================>...........] - ETA: 0s - loss: 0.2027 - accuracy: 0.9554 640/699 [==========================>...] - ETA: 0s - loss: 0.2118 - accuracy: 0.9453 699/699 [==============================] - 1s 852us/sample - loss: 0.2121 - accuracy: 0.9428 - val_loss: 0.3527 - val_accuracy: 0.8965
Epoch 18/30
64/699 [=>............................] - ETA: 0s - loss: 0.1527 - accuracy: 0.9531 256/699 [=========>....................] - ETA: 0s - loss: 0.1809 - accuracy: 0.9414 448/699 [==================>...........] - ETA: 0s - loss: 0.1835 - accuracy: 0.9531 640/699 [==========================>...] - ETA: 0s - loss: 0.1838 - accuracy: 0.9547 699/699 [==============================] - 1s 852us/sample - loss: 0.1856 - accuracy: 0.9528 - val_loss: 0.3299 - val_accuracy: 0.9003
Epoch 19/30
64/699 [=>............................] - ETA: 0s - loss: 0.1626 - accuracy: 0.9531 256/699 [=========>....................] - ETA: 0s - loss: 0.1771 - accuracy: 0.9531 448/699 [==================>...........] - ETA: 0s - loss: 0.1983 - accuracy: 0.9442 640/699 [==========================>...] - ETA: 0s - loss: 0.2088 - accuracy: 0.9438 699/699 [==============================] - 1s 855us/sample - loss: 0.1960 - accuracy: 0.9471 - val_loss: 0.3444 - val_accuracy: 0.8913
Epoch 20/30
64/699 [=>............................] - ETA: 0s - loss: 0.1719 - accuracy: 0.9375 256/699 [=========>....................] - ETA: 0s - loss: 0.1756 - accuracy: 0.9570 448/699 [==================>...........] - ETA: 0s - loss: 0.1672 - accuracy: 0.9621 640/699 [==========================>...] - ETA: 0s - loss: 0.1744 - accuracy: 0.9578 699/699 [==============================] - 1s 859us/sample - loss: 0.1769 - accuracy: 0.9571 - val_loss: 0.3120 - val_accuracy: 0.9084
Epoch 21/30
64/699 [=>............................] - ETA: 0s - loss: 0.1642 - accuracy: 0.9688 256/699 [=========>....................] - ETA: 0s - loss: 0.1654 - accuracy: 0.9648 448/699 [==================>...........] - ETA: 0s - loss: 0.1830 - accuracy: 0.9554 640/699 [==========================>...] - ETA: 0s - loss: 0.1730 - accuracy: 0.9609 699/699 [==============================] - 1s 853us/sample - loss: 0.1700 - accuracy: 0.9628 - val_loss: 0.3099 - val_accuracy: 0.9056
Epoch 22/30
64/699 [=>............................] - ETA: 0s - loss: 0.1695 - accuracy: 0.9688 256/699 [=========>....................] - ETA: 0s - loss: 0.1466 - accuracy: 0.9688 448/699 [==================>...........] - ETA: 0s - loss: 0.1611 - accuracy: 0.9598 640/699 [==========================>...] - ETA: 0s - loss: 0.1631 - accuracy: 0.9594 699/699 [==============================] - 1s 855us/sample - loss: 0.1617 - accuracy: 0.9599 - val_loss: 0.2889 - val_accuracy: 0.9160
Epoch 23/30
64/699 [=>............................] - ETA: 0s - loss: 0.2465 - accuracy: 0.9062 256/699 [=========>....................] - ETA: 0s - loss: 0.1508 - accuracy: 0.9688 448/699 [==================>...........] - ETA: 0s - loss: 0.1397 - accuracy: 0.9665 640/699 [==========================>...] - ETA: 0s - loss: 0.1408 - accuracy: 0.9703 699/699 [==============================] - 1s 851us/sample - loss: 0.1392 - accuracy: 0.9714 - val_loss: 0.2782 - val_accuracy: 0.9169
Epoch 24/30
64/699 [=>............................] - ETA: 0s - loss: 0.0576 - accuracy: 1.0000 256/699 [=========>....................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9844 448/699 [==================>...........] - ETA: 0s - loss: 0.1180 - accuracy: 0.9821 640/699 [==========================>...] - ETA: 0s - loss: 0.1220 - accuracy: 0.9812 699/699 [==============================] - 1s 847us/sample - loss: 0.1185 - accuracy: 0.9828 - val_loss: 0.2805 - val_accuracy: 0.9117
Epoch 25/30
64/699 [=>............................] - ETA: 0s - loss: 0.1102 - accuracy: 0.9844 256/699 [=========>....................] - ETA: 0s - loss: 0.1374 - accuracy: 0.9609 448/699 [==================>...........] - ETA: 0s - loss: 0.1488 - accuracy: 0.9531 640/699 [==========================>...] - ETA: 0s - loss: 0.1410 - accuracy: 0.9547 699/699 [==============================] - 1s 847us/sample - loss: 0.1395 - accuracy: 0.9571 - val_loss: 0.2553 - val_accuracy: 0.9226
Epoch 26/30
64/699 [=>............................] - ETA: 0s - loss: 0.1196 - accuracy: 0.9844 256/699 [=========>....................] - ETA: 0s - loss: 0.1308 - accuracy: 0.9648 448/699 [==================>...........] - ETA: 0s - loss: 0.1080 - accuracy: 0.9754 640/699 [==========================>...] - ETA: 0s - loss: 0.1125 - accuracy: 0.9719 699/699 [==============================] - 1s 855us/sample - loss: 0.1125 - accuracy: 0.9728 - val_loss: 0.2590 - val_accuracy: 0.9198
Epoch 27/30
64/699 [=>............................] - ETA: 0s - loss: 0.1131 - accuracy: 0.9844 256/699 [=========>....................] - ETA: 0s - loss: 0.1106 - accuracy: 0.9883 448/699 [==================>...........] - ETA: 0s - loss: 0.1082 - accuracy: 0.9821 640/699 [==========================>...] - ETA: 0s - loss: 0.1126 - accuracy: 0.9766 699/699 [==============================] - 1s 857us/sample - loss: 0.1147 - accuracy: 0.9742 - val_loss: 0.2514 - val_accuracy: 0.9236
Epoch 28/30
64/699 [=>............................] - ETA: 0s - loss: 0.1021 - accuracy: 1.0000 256/699 [=========>....................] - ETA: 0s - loss: 0.0943 - accuracy: 0.9883 448/699 [==================>...........] - ETA: 0s - loss: 0.1133 - accuracy: 0.9821 640/699 [==========================>...] - ETA: 0s - loss: 0.1136 - accuracy: 0.9812 699/699 [==============================] - 1s 854us/sample - loss: 0.1101 - accuracy: 0.9828 - val_loss: 0.2489 - val_accuracy: 0.9198
Epoch 29/30
64/699 [=>............................] - ETA: 0s - loss: 0.0933 - accuracy: 0.9844 256/699 [=========>....................] - ETA: 0s - loss: 0.0896 - accuracy: 0.9883 448/699 [==================>...........] - ETA: 0s - loss: 0.1016 - accuracy: 0.9732 640/699 [==========================>...] - ETA: 0s - loss: 0.1087 - accuracy: 0.9734 699/699 [==============================] - 1s 853us/sample - loss: 0.1040 - accuracy: 0.9757 - val_loss: 0.2504 - val_accuracy: 0.9179
Epoch 30/30
64/699 [=>............................] - ETA: 0s - loss: 0.1156 - accuracy: 0.9688 256/699 [=========>....................] - ETA: 0s - loss: 0.0889 - accuracy: 0.9844 448/699 [==================>...........] - ETA: 0s - loss: 0.1010 - accuracy: 0.9777 640/699 [==========================>...] - ETA: 0s - loss: 0.0940 - accuracy: 0.9797 699/699 [==============================] - 1s 848us/sample - loss: 0.0914 - accuracy: 0.9814 - val_loss: 0.2403 - val_accuracy: 0.9269
Train on 787 samples, validate on 2327 samples
Epoch 1/30
64/787 [=>............................] - ETA: 4s - loss: 4.3403 - accuracy: 0.1719 256/787 [========>.....................] - ETA: 0s - loss: 3.5834 - accuracy: 0.1875 448/787 [================>.............] - ETA: 0s - loss: 3.3716 - accuracy: 0.1853 640/787 [=======================>......] - ETA: 0s - loss: 3.1233 - accuracy: 0.2219 787/787 [==============================] - 1s 2ms/sample - loss: 3.0042 - accuracy: 0.2313 - val_loss: 1.9668 - val_accuracy: 0.2454
Epoch 2/30
64/787 [=>............................] - ETA: 0s - loss: 2.2701 - accuracy: 0.2344 256/787 [========>.....................] - ETA: 0s - loss: 2.2259 - accuracy: 0.2812 448/787 [================>.............] - ETA: 0s - loss: 2.1120 - accuracy: 0.2857 640/787 [=======================>......] - ETA: 0s - loss: 2.0137 - accuracy: 0.3125 787/787 [==============================] - 1s 886us/sample - loss: 1.9649 - accuracy: 0.3291 - val_loss: 1.5912 - val_accuracy: 0.3537
Epoch 3/30
64/787 [=>............................] - ETA: 0s - loss: 1.4204 - accuracy: 0.5000 256/787 [========>.....................] - ETA: 0s - loss: 1.5758 - accuracy: 0.4453 448/787 [================>.............] - ETA: 0s - loss: 1.5045 - accuracy: 0.4576 640/787 [=======================>......] - ETA: 0s - loss: 1.4586 - accuracy: 0.4625 787/787 [==============================] - 1s 873us/sample - loss: 1.4261 - accuracy: 0.4689 - val_loss: 1.3249 - val_accuracy: 0.4817
Epoch 4/30
64/787 [=>............................] - ETA: 0s - loss: 1.2014 - accuracy: 0.5312 256/787 [========>.....................] - ETA: 0s - loss: 1.1840 - accuracy: 0.5312 448/787 [================>.............] - ETA: 0s - loss: 1.2149 - accuracy: 0.5379 640/787 [=======================>......] - ETA: 0s - loss: 1.1798 - accuracy: 0.5359 787/787 [==============================] - 1s 864us/sample - loss: 1.1367 - accuracy: 0.5591 - val_loss: 1.1542 - val_accuracy: 0.5531
Epoch 5/30
64/787 [=>............................] - ETA: 0s - loss: 0.9884 - accuracy: 0.6250 256/787 [========>.....................] - ETA: 0s - loss: 0.9246 - accuracy: 0.6445 448/787 [================>.............] - ETA: 0s - loss: 0.9449 - accuracy: 0.6451 640/787 [=======================>......] - ETA: 0s - loss: 0.9360 - accuracy: 0.6469 787/787 [==============================] - 1s 865us/sample - loss: 0.9301 - accuracy: 0.6429 - val_loss: 1.0795 - val_accuracy: 0.5978
Epoch 6/30
64/787 [=>............................] - ETA: 0s - loss: 0.8546 - accuracy: 0.7344 256/787 [========>.....................] - ETA: 0s - loss: 0.8537 - accuracy: 0.6836 448/787 [================>.............] - ETA: 0s - loss: 0.8210 - accuracy: 0.6808 640/787 [=======================>......] - ETA: 0s - loss: 0.8209 - accuracy: 0.6891 787/787 [==============================] - 1s 847us/sample - loss: 0.7988 - accuracy: 0.6976 - val_loss: 0.9825 - val_accuracy: 0.6446
Epoch 7/30
64/787 [=>............................] - ETA: 0s - loss: 0.7664 - accuracy: 0.7656 256/787 [========>.....................] - ETA: 0s - loss: 0.7167 - accuracy: 0.7617 448/787 [================>.............] - ETA: 0s - loss: 0.7284 - accuracy: 0.7455 640/787 [=======================>......] - ETA: 0s - loss: 0.6928 - accuracy: 0.7578 787/787 [==============================] - 1s 851us/sample - loss: 0.6965 - accuracy: 0.7548 - val_loss: 0.8719 - val_accuracy: 0.7086
Epoch 8/30
64/787 [=>............................] - ETA: 0s - loss: 0.5973 - accuracy: 0.8438 256/787 [========>.....................] - ETA: 0s - loss: 0.5966 - accuracy: 0.8281 448/787 [================>.............] - ETA: 0s - loss: 0.5973 - accuracy: 0.8103 640/787 [=======================>......] - ETA: 0s - loss: 0.5936 - accuracy: 0.8078 787/787 [==============================] - 1s 852us/sample - loss: 0.5871 - accuracy: 0.8170 - val_loss: 0.8260 - val_accuracy: 0.7134
Epoch 9/30
64/787 [=>............................] - ETA: 0s - loss: 0.5502 - accuracy: 0.8281 256/787 [========>.....................] - ETA: 0s - loss: 0.5027 - accuracy: 0.8359 448/787 [================>.............] - ETA: 0s - loss: 0.5554 - accuracy: 0.8125 640/787 [=======================>......] - ETA: 0s - loss: 0.5231 - accuracy: 0.8250 787/787 [==============================] - 1s 842us/sample - loss: 0.5282 - accuracy: 0.8234 - val_loss: 0.7554 - val_accuracy: 0.7473
Epoch 10/30
64/787 [=>............................] - ETA: 0s - loss: 0.4929 - accuracy: 0.8906 256/787 [========>.....................] - ETA: 0s - loss: 0.5399 - accuracy: 0.8281 448/787 [================>.............] - ETA: 0s - loss: 0.4980 - accuracy: 0.8415 640/787 [=======================>......] - ETA: 0s - loss: 0.4749 - accuracy: 0.8500 787/787 [==============================] - 1s 849us/sample - loss: 0.4756 - accuracy: 0.8463 - val_loss: 0.7256 - val_accuracy: 0.7460
Epoch 11/30
64/787 [=>............................] - ETA: 0s - loss: 0.4292 - accuracy: 0.8125 256/787 [========>.....................] - ETA: 0s - loss: 0.4235 - accuracy: 0.8555 448/787 [================>.............] - ETA: 0s - loss: 0.4428 - accuracy: 0.8549 640/787 [=======================>......] - ETA: 0s - loss: 0.4420 - accuracy: 0.8578 787/787 [==============================] - 1s 841us/sample - loss: 0.4352 - accuracy: 0.8590 - val_loss: 0.6980 - val_accuracy: 0.7572
Epoch 12/30
64/787 [=>............................] - ETA: 0s - loss: 0.3811 - accuracy: 0.8438 256/787 [========>.....................] - ETA: 0s - loss: 0.3951 - accuracy: 0.8633 448/787 [================>.............] - ETA: 0s - loss: 0.3730 - accuracy: 0.8817 640/787 [=======================>......] - ETA: 0s - loss: 0.4088 - accuracy: 0.8656 787/787 [==============================] - 1s 845us/sample - loss: 0.3972 - accuracy: 0.8704 - val_loss: 0.6312 - val_accuracy: 0.7903
Epoch 13/30
64/787 [=>............................] - ETA: 0s - loss: 0.3759 - accuracy: 0.8906 256/787 [========>.....................] - ETA: 0s - loss: 0.4018 - accuracy: 0.8867 448/787 [================>.............] - ETA: 0s - loss: 0.3624 - accuracy: 0.9085 640/787 [=======================>......] - ETA: 0s - loss: 0.3630 - accuracy: 0.9000 787/787 [==============================] - 1s 845us/sample - loss: 0.3583 - accuracy: 0.8983 - val_loss: 0.6322 - val_accuracy: 0.7765
Epoch 14/30
64/787 [=>............................] - ETA: 0s - loss: 0.2988 - accuracy: 0.9219 256/787 [========>.....................] - ETA: 0s - loss: 0.3206 - accuracy: 0.9102 448/787 [================>.............] - ETA: 0s - loss: 0.3230 - accuracy: 0.9062 640/787 [=======================>......] - ETA: 0s - loss: 0.3106 - accuracy: 0.9047 787/787 [==============================] - 1s 846us/sample - loss: 0.3055 - accuracy: 0.9060 - val_loss: 0.6162 - val_accuracy: 0.7843
Epoch 15/30
64/787 [=>............................] - ETA: 0s - loss: 0.3173 - accuracy: 0.9062 256/787 [========>.....................] - ETA: 0s - loss: 0.3243 - accuracy: 0.9219 448/787 [================>.............] - ETA: 0s - loss: 0.3161 - accuracy: 0.9152 640/787 [=======================>......] - ETA: 0s - loss: 0.3041 - accuracy: 0.9156 787/787 [==============================] - 1s 843us/sample - loss: 0.2938 - accuracy: 0.9199 - val_loss: 0.5501 - val_accuracy: 0.8169
Epoch 16/30
64/787 [=>............................] - ETA: 0s - loss: 0.3010 - accuracy: 0.9062 256/787 [========>.....................] - ETA: 0s - loss: 0.2926 - accuracy: 0.9141 448/787 [================>.............] - ETA: 0s - loss: 0.2953 - accuracy: 0.9085 640/787 [=======================>......] - ETA: 0s - loss: 0.2877 - accuracy: 0.9156 787/787 [==============================] - 1s 854us/sample - loss: 0.3034 - accuracy: 0.9022 - val_loss: 0.5691 - val_accuracy: 0.8006
Epoch 17/30
64/787 [=>............................] - ETA: 0s - loss: 0.2950 - accuracy: 0.9062 256/787 [========>.....................] - ETA: 0s - loss: 0.2955 - accuracy: 0.9258 448/787 [================>.............] - ETA: 0s - loss: 0.2578 - accuracy: 0.9353 640/787 [=======================>......] - ETA: 0s - loss: 0.2459 - accuracy: 0.9359 787/787 [==============================] - 1s 846us/sample - loss: 0.2410 - accuracy: 0.9403 - val_loss: 0.5606 - val_accuracy: 0.8040
Epoch 18/30
64/787 [=>............................] - ETA: 0s - loss: 0.2675 - accuracy: 0.9531 256/787 [========>.....................] - ETA: 0s - loss: 0.2127 - accuracy: 0.9531 448/787 [================>.............] - ETA: 0s - loss: 0.2407 - accuracy: 0.9353 640/787 [=======================>......] - ETA: 0s - loss: 0.2290 - accuracy: 0.9359 787/787 [==============================] - 1s 844us/sample - loss: 0.2246 - accuracy: 0.9390 - val_loss: 0.5007 - val_accuracy: 0.8315
Epoch 19/30
64/787 [=>............................] - ETA: 0s - loss: 0.2659 - accuracy: 0.9219 256/787 [========>.....................] - ETA: 0s - loss: 0.2254 - accuracy: 0.9492 448/787 [================>.............] - ETA: 0s - loss: 0.2104 - accuracy: 0.9509 640/787 [=======================>......] - ETA: 0s - loss: 0.2114 - accuracy: 0.9484 787/787 [==============================] - 1s 845us/sample - loss: 0.2152 - accuracy: 0.9492 - val_loss: 0.5058 - val_accuracy: 0.8247
Epoch 20/30
64/787 [=>............................] - ETA: 0s - loss: 0.1859 - accuracy: 0.9531 256/787 [========>.....................] - ETA: 0s - loss: 0.1720 - accuracy: 0.9688 448/787 [================>.............] - ETA: 0s - loss: 0.1880 - accuracy: 0.9554 640/787 [=======================>......] - ETA: 0s - loss: 0.1915 - accuracy: 0.9484 787/787 [==============================] - 1s 842us/sample - loss: 0.1888 - accuracy: 0.9479 - val_loss: 0.5296 - val_accuracy: 0.8174
Epoch 21/30
64/787 [=>............................] - ETA: 0s - loss: 0.2277 - accuracy: 0.9375 256/787 [========>.....................] - ETA: 0s - loss: 0.2052 - accuracy: 0.9336 448/787 [================>.............] - ETA: 0s - loss: 0.1911 - accuracy: 0.9442 640/787 [=======================>......] - ETA: 0s - loss: 0.1894 - accuracy: 0.9453 787/787 [==============================] - 1s 837us/sample - loss: 0.1940 - accuracy: 0.9428 - val_loss: 0.4620 - val_accuracy: 0.8427
Epoch 22/30
64/787 [=>............................] - ETA: 0s - loss: 0.1309 - accuracy: 1.0000 256/787 [========>.....................] - ETA: 0s - loss: 0.1665 - accuracy: 0.9648 448/787 [================>.............] - ETA: 0s - loss: 0.1643 - accuracy: 0.9643 640/787 [=======================>......] - ETA: 0s - loss: 0.1645 - accuracy: 0.9641 787/787 [==============================] - 1s 841us/sample - loss: 0.1717 - accuracy: 0.9568 - val_loss: 0.4715 - val_accuracy: 0.8397
Epoch 23/30
64/787 [=>............................] - ETA: 0s - loss: 0.1366 - accuracy: 0.9844 256/787 [========>.....................] - ETA: 0s - loss: 0.1959 - accuracy: 0.9336 448/787 [================>.............] - ETA: 0s - loss: 0.1721 - accuracy: 0.9531 640/787 [=======================>......] - ETA: 0s - loss: 0.1728 - accuracy: 0.9531 787/787 [==============================] - 1s 847us/sample - loss: 0.1631 - accuracy: 0.9555 - val_loss: 0.4751 - val_accuracy: 0.8350
Epoch 24/30
64/787 [=>............................] - ETA: 0s - loss: 0.1244 - accuracy: 0.9688 256/787 [========>.....................] - ETA: 0s - loss: 0.1706 - accuracy: 0.9688 448/787 [================>.............] - ETA: 0s - loss: 0.1544 - accuracy: 0.9665 640/787 [=======================>......] - ETA: 0s - loss: 0.1497 - accuracy: 0.9672 787/787 [==============================] - 1s 862us/sample - loss: 0.1454 - accuracy: 0.9708 - val_loss: 0.4455 - val_accuracy: 0.8500
Epoch 25/30
64/787 [=>............................] - ETA: 0s - loss: 0.1026 - accuracy: 1.0000 256/787 [========>.....................] - ETA: 0s - loss: 0.1203 - accuracy: 0.9766 448/787 [================>.............] - ETA: 0s - loss: 0.1560 - accuracy: 0.9688 640/787 [=======================>......] - ETA: 0s - loss: 0.1470 - accuracy: 0.9719 787/787 [==============================] - 1s 852us/sample - loss: 0.1436 - accuracy: 0.9720 - val_loss: 0.4408 - val_accuracy: 0.8483
Epoch 26/30
64/787 [=>............................] - ETA: 0s - loss: 0.1337 - accuracy: 0.9531 256/787 [========>.....................] - ETA: 0s - loss: 0.1072 - accuracy: 0.9805 448/787 [================>.............] - ETA: 0s - loss: 0.1042 - accuracy: 0.9844 640/787 [=======================>......] - ETA: 0s - loss: 0.1078 - accuracy: 0.9844 787/787 [==============================] - 1s 850us/sample - loss: 0.1106 - accuracy: 0.9835 - val_loss: 0.4320 - val_accuracy: 0.8500
Epoch 27/30
64/787 [=>............................] - ETA: 0s - loss: 0.0889 - accuracy: 0.9844 256/787 [========>.....................] - ETA: 0s - loss: 0.1229 - accuracy: 0.9766 448/787 [================>.............] - ETA: 0s - loss: 0.1144 - accuracy: 0.9821 640/787 [=======================>......] - ETA: 0s - loss: 0.1168 - accuracy: 0.9812 787/787 [==============================] - 1s 840us/sample - loss: 0.1127 - accuracy: 0.9822 - val_loss: 0.4212 - val_accuracy: 0.8556
Epoch 28/30
64/787 [=>............................] - ETA: 0s - loss: 0.0671 - accuracy: 1.0000 256/787 [========>.....................] - ETA: 0s - loss: 0.0954 - accuracy: 0.9883 448/787 [================>.............] - ETA: 0s - loss: 0.1300 - accuracy: 0.9643 640/787 [=======================>......] - ETA: 0s - loss: 0.1320 - accuracy: 0.9625 787/787 [==============================] - 1s 847us/sample - loss: 0.1216 - accuracy: 0.9682 - val_loss: 0.4185 - val_accuracy: 0.8547
Epoch 29/30
64/787 [=>............................] - ETA: 0s - loss: 0.0637 - accuracy: 1.0000 256/787 [========>.....................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9766 448/787 [================>.............] - ETA: 0s - loss: 0.1101 - accuracy: 0.9777 640/787 [=======================>......] - ETA: 0s - loss: 0.1075 - accuracy: 0.9797 787/787 [==============================] - 1s 840us/sample - loss: 0.1111 - accuracy: 0.9784 - val_loss: 0.4358 - val_accuracy: 0.8526
Epoch 30/30
64/787 [=>............................] - ETA: 0s - loss: 0.1099 - accuracy: 0.9844 256/787 [========>.....................] - ETA: 0s - loss: 0.1223 - accuracy: 0.9766 448/787 [================>.............] - ETA: 0s - loss: 0.1014 - accuracy: 0.9799 640/787 [=======================>......] - ETA: 0s - loss: 0.0982 - accuracy: 0.9828 787/787 [==============================] - 1s 848us/sample - loss: 0.1010 - accuracy: 0.9835 - val_loss: 0.4012 - val_accuracy: 0.8625
Train on 2091 samples, validate on 715 samples
Epoch 1/30
64/2091 [..............................] - ETA: 13s - loss: 4.9998 - accuracy: 0.1094 256/2091 [==>...........................] - ETA: 3s - loss: 4.2348 - accuracy: 0.1602  448/2091 [=====>........................] - ETA: 1s - loss: 3.8113 - accuracy: 0.1786 576/2091 [=======>......................] - ETA: 1s - loss: 3.6642 - accuracy: 0.1892 768/2091 [==========>...................] - ETA: 1s - loss: 3.5864 - accuracy: 0.1940 960/2091 [============>.................] - ETA: 0s - loss: 3.4090 - accuracy: 0.2094 1152/2091 [===============>..............] - ETA: 0s - loss: 3.2435 - accuracy: 0.2214 1344/2091 [==================>...........] - ETA: 0s - loss: 3.0889 - accuracy: 0.2336 1536/2091 [=====================>........] - ETA: 0s - loss: 2.9636 - accuracy: 0.2428 1728/2091 [=======================>......] - ETA: 0s - loss: 2.8454 - accuracy: 0.2517 1920/2091 [==========================>...] - ETA: 0s - loss: 2.7482 - accuracy: 0.2641 2091/2091 [==============================] - 1s 674us/sample - loss: 2.6588 - accuracy: 0.2802 - val_loss: 0.9940 - val_accuracy: 0.6154
Epoch 2/30
64/2091 [..............................] - ETA: 0s - loss: 1.4473 - accuracy: 0.4688 256/2091 [==>...........................] - ETA: 0s - loss: 1.4731 - accuracy: 0.4727 448/2091 [=====>........................] - ETA: 0s - loss: 1.4057 - accuracy: 0.4844 640/2091 [========>.....................] - ETA: 0s - loss: 1.3765 - accuracy: 0.5047 832/2091 [==========>...................] - ETA: 0s - loss: 1.3180 - accuracy: 0.5144 1024/2091 [=============>................] - ETA: 0s - loss: 1.2614 - accuracy: 0.5361 1216/2091 [================>.............] - ETA: 0s - loss: 1.2199 - accuracy: 0.5477 1408/2091 [===================>..........] - ETA: 0s - loss: 1.1639 - accuracy: 0.5653 1600/2091 [=====================>........] - ETA: 0s - loss: 1.1380 - accuracy: 0.5769 1792/2091 [========================>.....] - ETA: 0s - loss: 1.0962 - accuracy: 0.5910 1984/2091 [===========================>..] - ETA: 0s - loss: 1.0559 - accuracy: 0.6064 2091/2091 [==============================] - 1s 396us/sample - loss: 1.0379 - accuracy: 0.6126 - val_loss: 0.5521 - val_accuracy: 0.8308
Epoch 3/30
64/2091 [..............................] - ETA: 0s - loss: 0.7186 - accuracy: 0.7031 256/2091 [==>...........................] - ETA: 0s - loss: 0.7510 - accuracy: 0.7109 448/2091 [=====>........................] - ETA: 0s - loss: 0.7737 - accuracy: 0.7031 640/2091 [========>.....................] - ETA: 0s - loss: 0.7473 - accuracy: 0.7234 832/2091 [==========>...................] - ETA: 0s - loss: 0.7150 - accuracy: 0.7344 1024/2091 [=============>................] - ETA: 0s - loss: 0.7055 - accuracy: 0.7373 1216/2091 [================>.............] - ETA: 0s - loss: 0.6840 - accuracy: 0.7475 1408/2091 [===================>..........] - ETA: 0s - loss: 0.6675 - accuracy: 0.7528 1600/2091 [=====================>........] - ETA: 0s - loss: 0.6526 - accuracy: 0.7613 1792/2091 [========================>.....] - ETA: 0s - loss: 0.6382 - accuracy: 0.7679 1984/2091 [===========================>..] - ETA: 0s - loss: 0.6191 - accuracy: 0.7762 2091/2091 [==============================] - 1s 395us/sample - loss: 0.6083 - accuracy: 0.7814 - val_loss: 0.4412 - val_accuracy: 0.8699
Epoch 4/30
64/2091 [..............................] - ETA: 0s - loss: 0.5104 - accuracy: 0.8438 256/2091 [==>...........................] - ETA: 0s - loss: 0.5391 - accuracy: 0.8086 448/2091 [=====>........................] - ETA: 0s - loss: 0.5425 - accuracy: 0.8103 640/2091 [========>.....................] - ETA: 0s - loss: 0.5411 - accuracy: 0.8141 832/2091 [==========>...................] - ETA: 0s - loss: 0.5314 - accuracy: 0.8185 1024/2091 [=============>................] - ETA: 0s - loss: 0.5193 - accuracy: 0.8193 1216/2091 [================>.............] - ETA: 0s - loss: 0.5004 - accuracy: 0.8289 1408/2091 [===================>..........] - ETA: 0s - loss: 0.4904 - accuracy: 0.8366 1600/2091 [=====================>........] - ETA: 0s - loss: 0.4862 - accuracy: 0.8381 1792/2091 [========================>.....] - ETA: 0s - loss: 0.4819 - accuracy: 0.8404 1984/2091 [===========================>..] - ETA: 0s - loss: 0.4760 - accuracy: 0.8407 2091/2091 [==============================] - 1s 400us/sample - loss: 0.4738 - accuracy: 0.8407 - val_loss: 0.3354 - val_accuracy: 0.9021
Epoch 5/30
64/2091 [..............................] - ETA: 0s - loss: 0.4202 - accuracy: 0.8750 256/2091 [==>...........................] - ETA: 0s - loss: 0.4207 - accuracy: 0.8711 448/2091 [=====>........................] - ETA: 0s - loss: 0.3878 - accuracy: 0.8839 640/2091 [========>.....................] - ETA: 0s - loss: 0.3703 - accuracy: 0.8875 832/2091 [==========>...................] - ETA: 0s - loss: 0.3781 - accuracy: 0.8798 1024/2091 [=============>................] - ETA: 0s - loss: 0.3675 - accuracy: 0.8809 1216/2091 [================>.............] - ETA: 0s - loss: 0.3716 - accuracy: 0.8840 1408/2091 [===================>..........] - ETA: 0s - loss: 0.3659 - accuracy: 0.8871 1600/2091 [=====================>........] - ETA: 0s - loss: 0.3652 - accuracy: 0.8831 1792/2091 [========================>.....] - ETA: 0s - loss: 0.3595 - accuracy: 0.8862 1984/2091 [===========================>..] - ETA: 0s - loss: 0.3538 - accuracy: 0.8896 2091/2091 [==============================] - 1s 402us/sample - loss: 0.3507 - accuracy: 0.8905 - val_loss: 0.3022 - val_accuracy: 0.9147
Epoch 6/30
64/2091 [..............................] - ETA: 0s - loss: 0.2339 - accuracy: 0.9688 256/2091 [==>...........................] - ETA: 0s - loss: 0.3166 - accuracy: 0.9102 448/2091 [=====>........................] - ETA: 0s - loss: 0.3013 - accuracy: 0.9107 640/2091 [========>.....................] - ETA: 0s - loss: 0.3135 - accuracy: 0.8984 832/2091 [==========>...................] - ETA: 0s - loss: 0.2956 - accuracy: 0.9062 1024/2091 [=============>................] - ETA: 0s - loss: 0.2868 - accuracy: 0.9121 1216/2091 [================>.............] - ETA: 0s - loss: 0.2884 - accuracy: 0.9104 1408/2091 [===================>..........] - ETA: 0s - loss: 0.2804 - accuracy: 0.9112 1600/2091 [=====================>........] - ETA: 0s - loss: 0.2811 - accuracy: 0.9137 1792/2091 [========================>.....] - ETA: 0s - loss: 0.2832 - accuracy: 0.9113 1984/2091 [===========================>..] - ETA: 0s - loss: 0.2797 - accuracy: 0.9138 2091/2091 [==============================] - 1s 395us/sample - loss: 0.2806 - accuracy: 0.9149 - val_loss: 0.2321 - val_accuracy: 0.9371
Epoch 7/30
64/2091 [..............................] - ETA: 0s - loss: 0.3051 - accuracy: 0.9062 256/2091 [==>...........................] - ETA: 0s - loss: 0.3044 - accuracy: 0.9062 448/2091 [=====>........................] - ETA: 0s - loss: 0.2972 - accuracy: 0.8906 640/2091 [========>.....................] - ETA: 0s - loss: 0.2718 - accuracy: 0.9000 832/2091 [==========>...................] - ETA: 0s - loss: 0.2703 - accuracy: 0.9002 1024/2091 [=============>................] - ETA: 0s - loss: 0.2578 - accuracy: 0.9082 1216/2091 [================>.............] - ETA: 0s - loss: 0.2602 - accuracy: 0.9112 1408/2091 [===================>..........] - ETA: 0s - loss: 0.2544 - accuracy: 0.9148 1600/2091 [=====================>........] - ETA: 0s - loss: 0.2516 - accuracy: 0.9150 1792/2091 [========================>.....] - ETA: 0s - loss: 0.2493 - accuracy: 0.9152 1984/2091 [===========================>..] - ETA: 0s - loss: 0.2521 - accuracy: 0.9148 2091/2091 [==============================] - 1s 390us/sample - loss: 0.2490 - accuracy: 0.9173 - val_loss: 0.2163 - val_accuracy: 0.9413
Epoch 8/30
64/2091 [..............................] - ETA: 0s - loss: 0.2420 - accuracy: 0.9062 256/2091 [==>...........................] - ETA: 0s - loss: 0.2750 - accuracy: 0.9023 448/2091 [=====>........................] - ETA: 0s - loss: 0.2441 - accuracy: 0.9152 640/2091 [========>.....................] - ETA: 0s - loss: 0.2449 - accuracy: 0.9172 832/2091 [==========>...................] - ETA: 0s - loss: 0.2322 - accuracy: 0.9243 1024/2091 [=============>................] - ETA: 0s - loss: 0.2444 - accuracy: 0.9209 1216/2091 [================>.............] - ETA: 0s - loss: 0.2339 - accuracy: 0.9252 1408/2091 [===================>..........] - ETA: 0s - loss: 0.2308 - accuracy: 0.9268 1600/2091 [=====================>........] - ETA: 0s - loss: 0.2289 - accuracy: 0.9281 1792/2091 [========================>.....] - ETA: 0s - loss: 0.2226 - accuracy: 0.9319 1984/2091 [===========================>..] - ETA: 0s - loss: 0.2187 - accuracy: 0.9320 2091/2091 [==============================] - 1s 394us/sample - loss: 0.2177 - accuracy: 0.9321 - val_loss: 0.2104 - val_accuracy: 0.9343
Epoch 9/30
64/2091 [..............................] - ETA: 0s - loss: 0.2009 - accuracy: 0.9531 256/2091 [==>...........................] - ETA: 0s - loss: 0.1727 - accuracy: 0.9531 448/2091 [=====>........................] - ETA: 0s - loss: 0.1934 - accuracy: 0.9509 640/2091 [========>.....................] - ETA: 0s - loss: 0.1874 - accuracy: 0.9547 832/2091 [==========>...................] - ETA: 0s - loss: 0.1844 - accuracy: 0.9531 1024/2091 [=============>................] - ETA: 0s - loss: 0.1808 - accuracy: 0.9541 1216/2091 [================>.............] - ETA: 0s - loss: 0.1829 - accuracy: 0.9498 1408/2091 [===================>..........] - ETA: 0s - loss: 0.1800 - accuracy: 0.9489 1600/2091 [=====================>........] - ETA: 0s - loss: 0.1840 - accuracy: 0.9475 1792/2091 [========================>.....] - ETA: 0s - loss: 0.1865 - accuracy: 0.9453 1984/2091 [===========================>..] - ETA: 0s - loss: 0.1914 - accuracy: 0.9435 2091/2091 [==============================] - 1s 388us/sample - loss: 0.1925 - accuracy: 0.9450 - val_loss: 0.1742 - val_accuracy: 0.9497
Epoch 10/30
64/2091 [..............................] - ETA: 0s - loss: 0.1915 - accuracy: 0.9375 256/2091 [==>...........................] - ETA: 0s - loss: 0.1905 - accuracy: 0.9375 448/2091 [=====>........................] - ETA: 0s - loss: 0.1875 - accuracy: 0.9397 640/2091 [========>.....................] - ETA: 0s - loss: 0.1752 - accuracy: 0.9422 832/2091 [==========>...................] - ETA: 0s - loss: 0.1680 - accuracy: 0.9459 1024/2091 [=============>................] - ETA: 0s - loss: 0.1737 - accuracy: 0.9453 1216/2091 [================>.............] - ETA: 0s - loss: 0.1695 - accuracy: 0.9490 1408/2091 [===================>..........] - ETA: 0s - loss: 0.1717 - accuracy: 0.9496 1600/2091 [=====================>........] - ETA: 0s - loss: 0.1681 - accuracy: 0.9513 1792/2091 [========================>.....] - ETA: 0s - loss: 0.1729 - accuracy: 0.9487 1984/2091 [===========================>..] - ETA: 0s - loss: 0.1744 - accuracy: 0.9491 2091/2091 [==============================] - 1s 385us/sample - loss: 0.1746 - accuracy: 0.9493 - val_loss: 0.1591 - val_accuracy: 0.9510
Epoch 11/30
64/2091 [..............................] - ETA: 0s - loss: 0.1669 - accuracy: 0.9375 256/2091 [==>...........................] - ETA: 0s - loss: 0.1487 - accuracy: 0.9727 448/2091 [=====>........................] - ETA: 0s - loss: 0.1593 - accuracy: 0.9598 640/2091 [========>.....................] - ETA: 0s - loss: 0.1642 - accuracy: 0.9563 832/2091 [==========>...................] - ETA: 0s - loss: 0.1570 - accuracy: 0.9567 1024/2091 [=============>................] - ETA: 0s - loss: 0.1494 - accuracy: 0.9600 1216/2091 [================>.............] - ETA: 0s - loss: 0.1436 - accuracy: 0.9630 1408/2091 [===================>..........] - ETA: 0s - loss: 0.1415 - accuracy: 0.9624 1600/2091 [=====================>........] - ETA: 0s - loss: 0.1389 - accuracy: 0.9613 1792/2091 [========================>.....] - ETA: 0s - loss: 0.1372 - accuracy: 0.9615 1984/2091 [===========================>..] - ETA: 0s - loss: 0.1365 - accuracy: 0.9617 2091/2091 [==============================] - 1s 389us/sample - loss: 0.1351 - accuracy: 0.9627 - val_loss: 0.1602 - val_accuracy: 0.9483
Epoch 12/30
64/2091 [..............................] - ETA: 0s - loss: 0.1291 - accuracy: 0.9531 256/2091 [==>...........................] - ETA: 0s - loss: 0.1526 - accuracy: 0.9648 448/2091 [=====>........................] - ETA: 0s - loss: 0.1575 - accuracy: 0.9576 640/2091 [========>.....................] - ETA: 0s - loss: 0.1418 - accuracy: 0.9609 832/2091 [==========>...................] - ETA: 0s - loss: 0.1340 - accuracy: 0.9627 1024/2091 [=============>................] - ETA: 0s - loss: 0.1356 - accuracy: 0.9590 1216/2091 [================>.............] - ETA: 0s - loss: 0.1309 - accuracy: 0.9613 1408/2091 [===================>..........] - ETA: 0s - loss: 0.1315 - accuracy: 0.9631 1600/2091 [=====================>........] - ETA: 0s - loss: 0.1281 - accuracy: 0.9650 1792/2091 [========================>.....] - ETA: 0s - loss: 0.1269 - accuracy: 0.9654 1984/2091 [===========================>..] - ETA: 0s - loss: 0.1273 - accuracy: 0.9642 2091/2091 [==============================] - 1s 393us/sample - loss: 0.1283 - accuracy: 0.9622 - val_loss: 0.1462 - val_accuracy: 0.9566
Epoch 13/30
64/2091 [..............................] - ETA: 0s - loss: 0.0758 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.1343 - accuracy: 0.9648 448/2091 [=====>........................] - ETA: 0s - loss: 0.1198 - accuracy: 0.9665 640/2091 [========>.....................] - ETA: 0s - loss: 0.1389 - accuracy: 0.9563 832/2091 [==========>...................] - ETA: 0s - loss: 0.1264 - accuracy: 0.9615 1024/2091 [=============>................] - ETA: 0s - loss: 0.1251 - accuracy: 0.9600 1216/2091 [================>.............] - ETA: 0s - loss: 0.1192 - accuracy: 0.9630 1408/2091 [===================>..........] - ETA: 0s - loss: 0.1196 - accuracy: 0.9624 1600/2091 [=====================>........] - ETA: 0s - loss: 0.1175 - accuracy: 0.9638 1792/2091 [========================>.....] - ETA: 0s - loss: 0.1166 - accuracy: 0.9643 1984/2091 [===========================>..] - ETA: 0s - loss: 0.1153 - accuracy: 0.9642 2091/2091 [==============================] - 1s 390us/sample - loss: 0.1196 - accuracy: 0.9627 - val_loss: 0.1486 - val_accuracy: 0.9469
Epoch 14/30
64/2091 [..............................] - ETA: 0s - loss: 0.0924 - accuracy: 0.9688 256/2091 [==>...........................] - ETA: 0s - loss: 0.0980 - accuracy: 0.9805 448/2091 [=====>........................] - ETA: 0s - loss: 0.0988 - accuracy: 0.9799 640/2091 [========>.....................] - ETA: 0s - loss: 0.1183 - accuracy: 0.9656 832/2091 [==========>...................] - ETA: 0s - loss: 0.1264 - accuracy: 0.9651 1024/2091 [=============>................] - ETA: 0s - loss: 0.1305 - accuracy: 0.9629 1216/2091 [================>.............] - ETA: 0s - loss: 0.1247 - accuracy: 0.9646 1408/2091 [===================>..........] - ETA: 0s - loss: 0.1231 - accuracy: 0.9659 1600/2091 [=====================>........] - ETA: 0s - loss: 0.1181 - accuracy: 0.9688 1792/2091 [========================>.....] - ETA: 0s - loss: 0.1171 - accuracy: 0.9682 1984/2091 [===========================>..] - ETA: 0s - loss: 0.1158 - accuracy: 0.9682 2091/2091 [==============================] - 1s 391us/sample - loss: 0.1132 - accuracy: 0.9694 - val_loss: 0.1377 - val_accuracy: 0.9538
Epoch 15/30
64/2091 [..............................] - ETA: 0s - loss: 0.1187 - accuracy: 0.9688 256/2091 [==>...........................] - ETA: 0s - loss: 0.1097 - accuracy: 0.9648 448/2091 [=====>........................] - ETA: 0s - loss: 0.1017 - accuracy: 0.9710 640/2091 [========>.....................] - ETA: 0s - loss: 0.1090 - accuracy: 0.9688 832/2091 [==========>...................] - ETA: 0s - loss: 0.1070 - accuracy: 0.9712 1024/2091 [=============>................] - ETA: 0s - loss: 0.1045 - accuracy: 0.9736 1216/2091 [================>.............] - ETA: 0s - loss: 0.0990 - accuracy: 0.9762 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0966 - accuracy: 0.9773 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0957 - accuracy: 0.9769 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0958 - accuracy: 0.9760 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0948 - accuracy: 0.9773 2091/2091 [==============================] - 1s 386us/sample - loss: 0.0978 - accuracy: 0.9756 - val_loss: 0.1305 - val_accuracy: 0.9580
Epoch 16/30
64/2091 [..............................] - ETA: 0s - loss: 0.1265 - accuracy: 0.9531 256/2091 [==>...........................] - ETA: 0s - loss: 0.1071 - accuracy: 0.9609 448/2091 [=====>........................] - ETA: 0s - loss: 0.1044 - accuracy: 0.9665 640/2091 [========>.....................] - ETA: 0s - loss: 0.0988 - accuracy: 0.9672 832/2091 [==========>...................] - ETA: 0s - loss: 0.0979 - accuracy: 0.9688 1024/2091 [=============>................] - ETA: 0s - loss: 0.1004 - accuracy: 0.9668 1216/2091 [================>.............] - ETA: 0s - loss: 0.1001 - accuracy: 0.9679 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0992 - accuracy: 0.9680 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0963 - accuracy: 0.9681 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0971 - accuracy: 0.9676 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0986 - accuracy: 0.9672 2091/2091 [==============================] - 1s 390us/sample - loss: 0.0972 - accuracy: 0.9675 - val_loss: 0.1142 - val_accuracy: 0.9664
Epoch 17/30
64/2091 [..............................] - ETA: 0s - loss: 0.0430 - accuracy: 1.0000 256/2091 [==>...........................] - ETA: 0s - loss: 0.0510 - accuracy: 0.9961 448/2091 [=====>........................] - ETA: 0s - loss: 0.0674 - accuracy: 0.9866 640/2091 [========>.....................] - ETA: 0s - loss: 0.0806 - accuracy: 0.9828 832/2091 [==========>...................] - ETA: 0s - loss: 0.0746 - accuracy: 0.9844 1024/2091 [=============>................] - ETA: 0s - loss: 0.0746 - accuracy: 0.9834 1216/2091 [================>.............] - ETA: 0s - loss: 0.0805 - accuracy: 0.9803 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0782 - accuracy: 0.9808 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0826 - accuracy: 0.9794 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0815 - accuracy: 0.9799 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0816 - accuracy: 0.9808 2091/2091 [==============================] - 1s 391us/sample - loss: 0.0812 - accuracy: 0.9809 - val_loss: 0.1206 - val_accuracy: 0.9622
Epoch 18/30
64/2091 [..............................] - ETA: 0s - loss: 0.0664 - accuracy: 0.9688 256/2091 [==>...........................] - ETA: 0s - loss: 0.0779 - accuracy: 0.9844 448/2091 [=====>........................] - ETA: 0s - loss: 0.0704 - accuracy: 0.9866 640/2091 [========>.....................] - ETA: 0s - loss: 0.0789 - accuracy: 0.9766 832/2091 [==========>...................] - ETA: 0s - loss: 0.0782 - accuracy: 0.9772 1024/2091 [=============>................] - ETA: 0s - loss: 0.0754 - accuracy: 0.9775 1216/2091 [================>.............] - ETA: 0s - loss: 0.0769 - accuracy: 0.9770 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0825 - accuracy: 0.9730 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0809 - accuracy: 0.9744 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0805 - accuracy: 0.9743 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0813 - accuracy: 0.9748 2091/2091 [==============================] - 1s 391us/sample - loss: 0.0828 - accuracy: 0.9737 - val_loss: 0.1363 - val_accuracy: 0.9552
Epoch 19/30
64/2091 [..............................] - ETA: 0s - loss: 0.0737 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.0886 - accuracy: 0.9688 448/2091 [=====>........................] - ETA: 0s - loss: 0.0758 - accuracy: 0.9777 640/2091 [========>.....................] - ETA: 0s - loss: 0.0699 - accuracy: 0.9797 832/2091 [==========>...................] - ETA: 0s - loss: 0.0743 - accuracy: 0.9772 1024/2091 [=============>................] - ETA: 0s - loss: 0.0727 - accuracy: 0.9785 1216/2091 [================>.............] - ETA: 0s - loss: 0.0766 - accuracy: 0.9753 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0777 - accuracy: 0.9744 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0757 - accuracy: 0.9762 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0744 - accuracy: 0.9777 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0756 - accuracy: 0.9768 2091/2091 [==============================] - 1s 389us/sample - loss: 0.0758 - accuracy: 0.9766 - val_loss: 0.1109 - val_accuracy: 0.9622
Epoch 20/30
64/2091 [..............................] - ETA: 0s - loss: 0.1004 - accuracy: 0.9531 256/2091 [==>...........................] - ETA: 0s - loss: 0.0828 - accuracy: 0.9727 448/2091 [=====>........................] - ETA: 0s - loss: 0.0838 - accuracy: 0.9754 640/2091 [========>.....................] - ETA: 0s - loss: 0.0757 - accuracy: 0.9781 832/2091 [==========>...................] - ETA: 0s - loss: 0.0761 - accuracy: 0.9784 1024/2091 [=============>................] - ETA: 0s - loss: 0.0679 - accuracy: 0.9814 1216/2091 [================>.............] - ETA: 0s - loss: 0.0693 - accuracy: 0.9811 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0652 - accuracy: 0.9830 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0616 - accuracy: 0.9850 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0621 - accuracy: 0.9844 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0625 - accuracy: 0.9844 2091/2091 [==============================] - 1s 389us/sample - loss: 0.0634 - accuracy: 0.9837 - val_loss: 0.1185 - val_accuracy: 0.9608
Epoch 21/30
64/2091 [..............................] - ETA: 0s - loss: 0.0701 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.0615 - accuracy: 0.9844 448/2091 [=====>........................] - ETA: 0s - loss: 0.0581 - accuracy: 0.9821 640/2091 [========>.....................] - ETA: 0s - loss: 0.0547 - accuracy: 0.9875 832/2091 [==========>...................] - ETA: 0s - loss: 0.0578 - accuracy: 0.9832 1024/2091 [=============>................] - ETA: 0s - loss: 0.0567 - accuracy: 0.9834 1216/2091 [================>.............] - ETA: 0s - loss: 0.0570 - accuracy: 0.9844 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0603 - accuracy: 0.9837 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0617 - accuracy: 0.9837 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0628 - accuracy: 0.9833 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0628 - accuracy: 0.9829 2091/2091 [==============================] - 1s 387us/sample - loss: 0.0643 - accuracy: 0.9813 - val_loss: 0.1057 - val_accuracy: 0.9678
Epoch 22/30
64/2091 [..............................] - ETA: 0s - loss: 0.0349 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.0414 - accuracy: 0.9922 448/2091 [=====>........................] - ETA: 0s - loss: 0.0542 - accuracy: 0.9866 640/2091 [========>.....................] - ETA: 0s - loss: 0.0474 - accuracy: 0.9891 832/2091 [==========>...................] - ETA: 0s - loss: 0.0498 - accuracy: 0.9904 1024/2091 [=============>................] - ETA: 0s - loss: 0.0501 - accuracy: 0.9902 1216/2091 [================>.............] - ETA: 0s - loss: 0.0535 - accuracy: 0.9901 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0518 - accuracy: 0.9893 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0519 - accuracy: 0.9887 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0530 - accuracy: 0.9888 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0559 - accuracy: 0.9879 2091/2091 [==============================] - 1s 387us/sample - loss: 0.0557 - accuracy: 0.9880 - val_loss: 0.1067 - val_accuracy: 0.9636
Epoch 23/30
64/2091 [..............................] - ETA: 0s - loss: 0.0385 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.0425 - accuracy: 0.9883 448/2091 [=====>........................] - ETA: 0s - loss: 0.0565 - accuracy: 0.9866 640/2091 [========>.....................] - ETA: 0s - loss: 0.0509 - accuracy: 0.9906 832/2091 [==========>...................] - ETA: 0s - loss: 0.0566 - accuracy: 0.9880 1024/2091 [=============>................] - ETA: 0s - loss: 0.0560 - accuracy: 0.9873 1216/2091 [================>.............] - ETA: 0s - loss: 0.0587 - accuracy: 0.9852 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0596 - accuracy: 0.9851 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0584 - accuracy: 0.9856 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0610 - accuracy: 0.9844 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0587 - accuracy: 0.9859 2091/2091 [==============================] - 1s 388us/sample - loss: 0.0586 - accuracy: 0.9861 - val_loss: 0.1026 - val_accuracy: 0.9622
Epoch 24/30
64/2091 [..............................] - ETA: 0s - loss: 0.0504 - accuracy: 1.0000 256/2091 [==>...........................] - ETA: 0s - loss: 0.0537 - accuracy: 0.9922 448/2091 [=====>........................] - ETA: 0s - loss: 0.0554 - accuracy: 0.9911 640/2091 [========>.....................] - ETA: 0s - loss: 0.0556 - accuracy: 0.9906 832/2091 [==========>...................] - ETA: 0s - loss: 0.0613 - accuracy: 0.9868 1024/2091 [=============>................] - ETA: 0s - loss: 0.0581 - accuracy: 0.9873 1216/2091 [================>.............] - ETA: 0s - loss: 0.0566 - accuracy: 0.9885 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0557 - accuracy: 0.9879 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0563 - accuracy: 0.9881 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0536 - accuracy: 0.9877 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0520 - accuracy: 0.9884 2091/2091 [==============================] - 1s 388us/sample - loss: 0.0520 - accuracy: 0.9885 - val_loss: 0.1071 - val_accuracy: 0.9664
Epoch 25/30
64/2091 [..............................] - ETA: 0s - loss: 0.0793 - accuracy: 0.9688 256/2091 [==>...........................] - ETA: 0s - loss: 0.0518 - accuracy: 0.9883 448/2091 [=====>........................] - ETA: 0s - loss: 0.0524 - accuracy: 0.9866 640/2091 [========>.....................] - ETA: 0s - loss: 0.0516 - accuracy: 0.9859 832/2091 [==========>...................] - ETA: 0s - loss: 0.0549 - accuracy: 0.9820 1024/2091 [=============>................] - ETA: 0s - loss: 0.0575 - accuracy: 0.9805 1216/2091 [================>.............] - ETA: 0s - loss: 0.0545 - accuracy: 0.9827 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0539 - accuracy: 0.9822 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0523 - accuracy: 0.9831 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0538 - accuracy: 0.9833 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0533 - accuracy: 0.9829 2091/2091 [==============================] - 1s 391us/sample - loss: 0.0531 - accuracy: 0.9833 - val_loss: 0.1097 - val_accuracy: 0.9622
Epoch 26/30
64/2091 [..............................] - ETA: 0s - loss: 0.0282 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.0388 - accuracy: 0.9883 448/2091 [=====>........................] - ETA: 0s - loss: 0.0397 - accuracy: 0.9888 640/2091 [========>.....................] - ETA: 0s - loss: 0.0448 - accuracy: 0.9859 832/2091 [==========>...................] - ETA: 0s - loss: 0.0468 - accuracy: 0.9868 1024/2091 [=============>................] - ETA: 0s - loss: 0.0443 - accuracy: 0.9883 1216/2091 [================>.............] - ETA: 0s - loss: 0.0501 - accuracy: 0.9860 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0489 - accuracy: 0.9872 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0481 - accuracy: 0.9881 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0472 - accuracy: 0.9888 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0471 - accuracy: 0.9879 2091/2091 [==============================] - 1s 388us/sample - loss: 0.0463 - accuracy: 0.9885 - val_loss: 0.0938 - val_accuracy: 0.9636
Epoch 27/30
64/2091 [..............................] - ETA: 0s - loss: 0.0213 - accuracy: 1.0000 256/2091 [==>...........................] - ETA: 0s - loss: 0.0294 - accuracy: 0.9922 448/2091 [=====>........................] - ETA: 0s - loss: 0.0360 - accuracy: 0.9888 640/2091 [========>.....................] - ETA: 0s - loss: 0.0354 - accuracy: 0.9906 832/2091 [==========>...................] - ETA: 0s - loss: 0.0381 - accuracy: 0.9916 1024/2091 [=============>................] - ETA: 0s - loss: 0.0375 - accuracy: 0.9902 1216/2091 [================>.............] - ETA: 0s - loss: 0.0412 - accuracy: 0.9885 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0406 - accuracy: 0.9886 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0393 - accuracy: 0.9900 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0406 - accuracy: 0.9894 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0400 - accuracy: 0.9889 2091/2091 [==============================] - 1s 390us/sample - loss: 0.0406 - accuracy: 0.9890 - val_loss: 0.0976 - val_accuracy: 0.9678
Epoch 28/30
64/2091 [..............................] - ETA: 0s - loss: 0.0448 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.0379 - accuracy: 0.9922 448/2091 [=====>........................] - ETA: 0s - loss: 0.0376 - accuracy: 0.9911 640/2091 [========>.....................] - ETA: 0s - loss: 0.0395 - accuracy: 0.9906 832/2091 [==========>...................] - ETA: 0s - loss: 0.0391 - accuracy: 0.9916 1024/2091 [=============>................] - ETA: 0s - loss: 0.0408 - accuracy: 0.9893 1216/2091 [================>.............] - ETA: 0s - loss: 0.0407 - accuracy: 0.9901 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0378 - accuracy: 0.9915 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0378 - accuracy: 0.9912 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0375 - accuracy: 0.9916 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0403 - accuracy: 0.9894 2091/2091 [==============================] - 1s 391us/sample - loss: 0.0430 - accuracy: 0.9895 - val_loss: 0.1055 - val_accuracy: 0.9678
Epoch 29/30
64/2091 [..............................] - ETA: 0s - loss: 0.0364 - accuracy: 1.0000 256/2091 [==>...........................] - ETA: 0s - loss: 0.0319 - accuracy: 0.9922 448/2091 [=====>........................] - ETA: 0s - loss: 0.0285 - accuracy: 0.9955 640/2091 [========>.....................] - ETA: 0s - loss: 0.0257 - accuracy: 0.9969 832/2091 [==========>...................] - ETA: 0s - loss: 0.0295 - accuracy: 0.9964 1024/2091 [=============>................] - ETA: 0s - loss: 0.0331 - accuracy: 0.9951 1216/2091 [================>.............] - ETA: 0s - loss: 0.0336 - accuracy: 0.9942 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0329 - accuracy: 0.9950 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0344 - accuracy: 0.9931 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0361 - accuracy: 0.9922 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0386 - accuracy: 0.9904 2091/2091 [==============================] - 1s 390us/sample - loss: 0.0394 - accuracy: 0.9900 - val_loss: 0.0961 - val_accuracy: 0.9650
Epoch 30/30
64/2091 [..............................] - ETA: 0s - loss: 0.0693 - accuracy: 0.9844 256/2091 [==>...........................] - ETA: 0s - loss: 0.0405 - accuracy: 0.9922 448/2091 [=====>........................] - ETA: 0s - loss: 0.0426 - accuracy: 0.9911 640/2091 [========>.....................] - ETA: 0s - loss: 0.0417 - accuracy: 0.9906 832/2091 [==========>...................] - ETA: 0s - loss: 0.0398 - accuracy: 0.9928 1024/2091 [=============>................] - ETA: 0s - loss: 0.0375 - accuracy: 0.9941 1216/2091 [================>.............] - ETA: 0s - loss: 0.0370 - accuracy: 0.9934 1408/2091 [===================>..........] - ETA: 0s - loss: 0.0368 - accuracy: 0.9936 1600/2091 [=====================>........] - ETA: 0s - loss: 0.0378 - accuracy: 0.9931 1792/2091 [========================>.....] - ETA: 0s - loss: 0.0372 - accuracy: 0.9922 1984/2091 [===========================>..] - ETA: 0s - loss: 0.0387 - accuracy: 0.9914 2091/2091 [==============================] - 1s 388us/sample - loss: 0.0396 - accuracy: 0.9909 - val_loss: 0.1043 - val_accuracy: 0.9594
Train on 2275 samples, validate on 839 samples
Epoch 1/30
64/2275 [..............................] - ETA: 14s - loss: 4.7859 - accuracy: 0.1875 256/2275 [==>...........................] - ETA: 3s - loss: 3.7177 - accuracy: 0.1992  448/2275 [====>.........................] - ETA: 2s - loss: 3.2808 - accuracy: 0.2299 640/2275 [=======>......................] - ETA: 1s - loss: 3.0185 - accuracy: 0.2516 832/2275 [=========>....................] - ETA: 1s - loss: 2.8199 - accuracy: 0.2776 1024/2275 [============>.................] - ETA: 0s - loss: 2.6881 - accuracy: 0.2881 1216/2275 [===============>..............] - ETA: 0s - loss: 2.5426 - accuracy: 0.2969 1408/2275 [=================>............] - ETA: 0s - loss: 2.4385 - accuracy: 0.3004 1600/2275 [====================>.........] - ETA: 0s - loss: 2.3610 - accuracy: 0.3119 1792/2275 [======================>.......] - ETA: 0s - loss: 2.2812 - accuracy: 0.3253 1984/2275 [=========================>....] - ETA: 0s - loss: 2.2170 - accuracy: 0.3367 2176/2275 [===========================>..] - ETA: 0s - loss: 2.1491 - accuracy: 0.3456 2275/2275 [==============================] - 1s 619us/sample - loss: 2.1104 - accuracy: 0.3530 - val_loss: 1.3633 - val_accuracy: 0.4315
Epoch 2/30
64/2275 [..............................] - ETA: 0s - loss: 1.3870 - accuracy: 0.4688 256/2275 [==>...........................] - ETA: 0s - loss: 1.2649 - accuracy: 0.4922 448/2275 [====>.........................] - ETA: 0s - loss: 1.2221 - accuracy: 0.5246 640/2275 [=======>......................] - ETA: 0s - loss: 1.1916 - accuracy: 0.5500 832/2275 [=========>....................] - ETA: 0s - loss: 1.1718 - accuracy: 0.5517 1024/2275 [============>.................] - ETA: 0s - loss: 1.1464 - accuracy: 0.5596 1216/2275 [===============>..............] - ETA: 0s - loss: 1.1339 - accuracy: 0.5633 1408/2275 [=================>............] - ETA: 0s - loss: 1.1112 - accuracy: 0.5710 1600/2275 [====================>.........] - ETA: 0s - loss: 1.0959 - accuracy: 0.5750 1792/2275 [======================>.......] - ETA: 0s - loss: 1.0644 - accuracy: 0.5904 1984/2275 [=========================>....] - ETA: 0s - loss: 1.0402 - accuracy: 0.6003 2176/2275 [===========================>..] - ETA: 0s - loss: 1.0188 - accuracy: 0.6075 2275/2275 [==============================] - 1s 395us/sample - loss: 1.0061 - accuracy: 0.6127 - val_loss: 0.8622 - val_accuracy: 0.6889
Epoch 3/30
64/2275 [..............................] - ETA: 0s - loss: 0.5633 - accuracy: 0.7969 256/2275 [==>...........................] - ETA: 0s - loss: 0.6479 - accuracy: 0.7852 448/2275 [====>.........................] - ETA: 0s - loss: 0.6615 - accuracy: 0.7768 640/2275 [=======>......................] - ETA: 0s - loss: 0.6871 - accuracy: 0.7672 832/2275 [=========>....................] - ETA: 0s - loss: 0.6898 - accuracy: 0.7596 1024/2275 [============>.................] - ETA: 0s - loss: 0.6758 - accuracy: 0.7637 1216/2275 [===============>..............] - ETA: 0s - loss: 0.6815 - accuracy: 0.7599 1408/2275 [=================>............] - ETA: 0s - loss: 0.6687 - accuracy: 0.7678 1600/2275 [====================>.........] - ETA: 0s - loss: 0.6667 - accuracy: 0.7638 1792/2275 [======================>.......] - ETA: 0s - loss: 0.6600 - accuracy: 0.7634 1984/2275 [=========================>....] - ETA: 0s - loss: 0.6687 - accuracy: 0.7571 2176/2275 [===========================>..] - ETA: 0s - loss: 0.6632 - accuracy: 0.7597 2275/2275 [==============================] - 1s 392us/sample - loss: 0.6587 - accuracy: 0.7618 - val_loss: 0.7355 - val_accuracy: 0.7604
Epoch 4/30
64/2275 [..............................] - ETA: 0s - loss: 0.5929 - accuracy: 0.7656 256/2275 [==>...........................] - ETA: 0s - loss: 0.6066 - accuracy: 0.7695 448/2275 [====>.........................] - ETA: 0s - loss: 0.5942 - accuracy: 0.7991 640/2275 [=======>......................] - ETA: 0s - loss: 0.5807 - accuracy: 0.8031 832/2275 [=========>....................] - ETA: 0s - loss: 0.5446 - accuracy: 0.8161 1024/2275 [============>.................] - ETA: 0s - loss: 0.5294 - accuracy: 0.8252 1216/2275 [===============>..............] - ETA: 0s - loss: 0.5156 - accuracy: 0.8314 1408/2275 [=================>............] - ETA: 0s - loss: 0.5142 - accuracy: 0.8303 1600/2275 [====================>.........] - ETA: 0s - loss: 0.5188 - accuracy: 0.8275 1792/2275 [======================>.......] - ETA: 0s - loss: 0.4987 - accuracy: 0.8354 1984/2275 [=========================>....] - ETA: 0s - loss: 0.4939 - accuracy: 0.8352 2176/2275 [===========================>..] - ETA: 0s - loss: 0.4885 - accuracy: 0.8378 2275/2275 [==============================] - 1s 394us/sample - loss: 0.4858 - accuracy: 0.8369 - val_loss: 0.5632 - val_accuracy: 0.8379
Epoch 5/30
64/2275 [..............................] - ETA: 0s - loss: 0.4041 - accuracy: 0.8594 256/2275 [==>...........................] - ETA: 0s - loss: 0.4357 - accuracy: 0.8477 448/2275 [====>.........................] - ETA: 0s - loss: 0.4511 - accuracy: 0.8393 640/2275 [=======>......................] - ETA: 0s - loss: 0.4477 - accuracy: 0.8422 832/2275 [=========>....................] - ETA: 0s - loss: 0.4439 - accuracy: 0.8462 1024/2275 [============>.................] - ETA: 0s - loss: 0.4236 - accuracy: 0.8545 1216/2275 [===============>..............] - ETA: 0s - loss: 0.4241 - accuracy: 0.8577 1408/2275 [=================>............] - ETA: 0s - loss: 0.4172 - accuracy: 0.8622 1600/2275 [====================>.........] - ETA: 0s - loss: 0.4177 - accuracy: 0.8631 1792/2275 [======================>.......] - ETA: 0s - loss: 0.4088 - accuracy: 0.8672 1984/2275 [=========================>....] - ETA: 0s - loss: 0.4047 - accuracy: 0.8690 2176/2275 [===========================>..] - ETA: 0s - loss: 0.3966 - accuracy: 0.8722 2275/2275 [==============================] - 1s 392us/sample - loss: 0.3991 - accuracy: 0.8712 - val_loss: 0.5053 - val_accuracy: 0.8546
Epoch 6/30
64/2275 [..............................] - ETA: 0s - loss: 0.3495 - accuracy: 0.8906 256/2275 [==>...........................] - ETA: 0s - loss: 0.3600 - accuracy: 0.8594 448/2275 [====>.........................] - ETA: 0s - loss: 0.3713 - accuracy: 0.8504 640/2275 [=======>......................] - ETA: 0s - loss: 0.3693 - accuracy: 0.8609 832/2275 [=========>....................] - ETA: 0s - loss: 0.3596 - accuracy: 0.8642 1024/2275 [============>.................] - ETA: 0s - loss: 0.3516 - accuracy: 0.8760 1216/2275 [===============>..............] - ETA: 0s - loss: 0.3435 - accuracy: 0.8824 1408/2275 [=================>............] - ETA: 0s - loss: 0.3486 - accuracy: 0.8778 1600/2275 [====================>.........] - ETA: 0s - loss: 0.3396 - accuracy: 0.8800 1792/2275 [======================>.......] - ETA: 0s - loss: 0.3358 - accuracy: 0.8828 1984/2275 [=========================>....] - ETA: 0s - loss: 0.3367 - accuracy: 0.8846 2176/2275 [===========================>..] - ETA: 0s - loss: 0.3347 - accuracy: 0.8847 2275/2275 [==============================] - 1s 389us/sample - loss: 0.3289 - accuracy: 0.8884 - val_loss: 0.4434 - val_accuracy: 0.8617
Epoch 7/30
64/2275 [..............................] - ETA: 0s - loss: 0.3040 - accuracy: 0.8906 256/2275 [==>...........................] - ETA: 0s - loss: 0.2768 - accuracy: 0.9102 448/2275 [====>.........................] - ETA: 0s - loss: 0.2884 - accuracy: 0.8996 640/2275 [=======>......................] - ETA: 0s - loss: 0.2774 - accuracy: 0.9031 832/2275 [=========>....................] - ETA: 0s - loss: 0.2770 - accuracy: 0.9038 1024/2275 [============>.................] - ETA: 0s - loss: 0.2790 - accuracy: 0.9053 1216/2275 [===============>..............] - ETA: 0s - loss: 0.2659 - accuracy: 0.9112 1408/2275 [=================>............] - ETA: 0s - loss: 0.2701 - accuracy: 0.9091 1600/2275 [====================>.........] - ETA: 0s - loss: 0.2687 - accuracy: 0.9112 1792/2275 [======================>.......] - ETA: 0s - loss: 0.2711 - accuracy: 0.9107 1984/2275 [=========================>....] - ETA: 0s - loss: 0.2682 - accuracy: 0.9103 2176/2275 [===========================>..] - ETA: 0s - loss: 0.2662 - accuracy: 0.9127 2275/2275 [==============================] - 1s 391us/sample - loss: 0.2637 - accuracy: 0.9134 - val_loss: 0.3770 - val_accuracy: 0.8701
Epoch 8/30
64/2275 [..............................] - ETA: 0s - loss: 0.3043 - accuracy: 0.9219 256/2275 [==>...........................] - ETA: 0s - loss: 0.2265 - accuracy: 0.9414 448/2275 [====>.........................] - ETA: 0s - loss: 0.2280 - accuracy: 0.9420 640/2275 [=======>......................] - ETA: 0s - loss: 0.2226 - accuracy: 0.9453 832/2275 [=========>....................] - ETA: 0s - loss: 0.2357 - accuracy: 0.9375 1024/2275 [============>.................] - ETA: 0s - loss: 0.2259 - accuracy: 0.9404 1216/2275 [===============>..............] - ETA: 0s - loss: 0.2239 - accuracy: 0.9383 1408/2275 [=================>............] - ETA: 0s - loss: 0.2180 - accuracy: 0.9396 1600/2275 [====================>.........] - ETA: 0s - loss: 0.2249 - accuracy: 0.9337 1792/2275 [======================>.......] - ETA: 0s - loss: 0.2233 - accuracy: 0.9325 1984/2275 [=========================>....] - ETA: 0s - loss: 0.2221 - accuracy: 0.9320 2176/2275 [===========================>..] - ETA: 0s - loss: 0.2229 - accuracy: 0.9320 2275/2275 [==============================] - 1s 392us/sample - loss: 0.2261 - accuracy: 0.9310 - val_loss: 0.3564 - val_accuracy: 0.8927
Epoch 9/30
64/2275 [..............................] - ETA: 0s - loss: 0.1815 - accuracy: 0.9688 256/2275 [==>...........................] - ETA: 0s - loss: 0.2288 - accuracy: 0.9336 448/2275 [====>.........................] - ETA: 0s - loss: 0.2058 - accuracy: 0.9397 640/2275 [=======>......................] - ETA: 0s - loss: 0.2118 - accuracy: 0.9312 832/2275 [=========>....................] - ETA: 0s - loss: 0.2052 - accuracy: 0.9363 1024/2275 [============>.................] - ETA: 0s - loss: 0.1979 - accuracy: 0.9395 1216/2275 [===============>..............] - ETA: 0s - loss: 0.2001 - accuracy: 0.9416 1408/2275 [=================>............] - ETA: 0s - loss: 0.2035 - accuracy: 0.9418 1600/2275 [====================>.........] - ETA: 0s - loss: 0.2063 - accuracy: 0.9413 1792/2275 [======================>.......] - ETA: 0s - loss: 0.2032 - accuracy: 0.9420 1984/2275 [=========================>....] - ETA: 0s - loss: 0.1959 - accuracy: 0.9425 2176/2275 [===========================>..] - ETA: 0s - loss: 0.1926 - accuracy: 0.9426 2275/2275 [==============================] - 1s 389us/sample - loss: 0.1904 - accuracy: 0.9433 - val_loss: 0.3573 - val_accuracy: 0.8939
Epoch 10/30
64/2275 [..............................] - ETA: 1s - loss: 0.1206 - accuracy: 0.9688 256/2275 [==>...........................] - ETA: 0s - loss: 0.1778 - accuracy: 0.9570 448/2275 [====>.........................] - ETA: 0s - loss: 0.1720 - accuracy: 0.9576 640/2275 [=======>......................] - ETA: 0s - loss: 0.1571 - accuracy: 0.9609 832/2275 [=========>....................] - ETA: 0s - loss: 0.1567 - accuracy: 0.9627 1024/2275 [============>.................] - ETA: 0s - loss: 0.1550 - accuracy: 0.9619 1216/2275 [===============>..............] - ETA: 0s - loss: 0.1560 - accuracy: 0.9605 1408/2275 [=================>............] - ETA: 0s - loss: 0.1588 - accuracy: 0.9595 1600/2275 [====================>.........] - ETA: 0s - loss: 0.1611 - accuracy: 0.9569 1792/2275 [======================>.......] - ETA: 0s - loss: 0.1640 - accuracy: 0.9537 1984/2275 [=========================>....] - ETA: 0s - loss: 0.1665 - accuracy: 0.9531 2176/2275 [===========================>..] - ETA: 0s - loss: 0.1636 - accuracy: 0.9536 2275/2275 [==============================] - 1s 398us/sample - loss: 0.1659 - accuracy: 0.9525 - val_loss: 0.2979 - val_accuracy: 0.9130
Epoch 11/30
64/2275 [..............................] - ETA: 0s - loss: 0.1631 - accuracy: 0.9375 256/2275 [==>...........................] - ETA: 0s - loss: 0.1627 - accuracy: 0.9453 448/2275 [====>.........................] - ETA: 0s - loss: 0.1832 - accuracy: 0.9353 640/2275 [=======>......................] - ETA: 0s - loss: 0.1644 - accuracy: 0.9453 832/2275 [=========>....................] - ETA: 0s - loss: 0.1571 - accuracy: 0.9543 1024/2275 [============>.................] - ETA: 0s - loss: 0.1498 - accuracy: 0.9570 1216/2275 [===============>..............] - ETA: 0s - loss: 0.1524 - accuracy: 0.9572 1408/2275 [=================>............] - ETA: 0s - loss: 0.1475 - accuracy: 0.9581 1600/2275 [====================>.........] - ETA: 0s - loss: 0.1490 - accuracy: 0.9569 1792/2275 [======================>.......] - ETA: 0s - loss: 0.1504 - accuracy: 0.9587 1984/2275 [=========================>....] - ETA: 0s - loss: 0.1526 - accuracy: 0.9587 2176/2275 [===========================>..] - ETA: 0s - loss: 0.1481 - accuracy: 0.9600 2275/2275 [==============================] - 1s 387us/sample - loss: 0.1479 - accuracy: 0.9600 - val_loss: 0.2847 - val_accuracy: 0.9106
Epoch 12/30
64/2275 [..............................] - ETA: 0s - loss: 0.1624 - accuracy: 0.9219 256/2275 [==>...........................] - ETA: 0s - loss: 0.1200 - accuracy: 0.9570 448/2275 [====>.........................] - ETA: 0s - loss: 0.1132 - accuracy: 0.9665 640/2275 [=======>......................] - ETA: 0s - loss: 0.1167 - accuracy: 0.9641 832/2275 [=========>....................] - ETA: 0s - loss: 0.1188 - accuracy: 0.9675 1024/2275 [============>.................] - ETA: 0s - loss: 0.1227 - accuracy: 0.9658 1216/2275 [===============>..............] - ETA: 0s - loss: 0.1242 - accuracy: 0.9646 1408/2275 [=================>............] - ETA: 0s - loss: 0.1276 - accuracy: 0.9616 1600/2275 [====================>.........] - ETA: 0s - loss: 0.1298 - accuracy: 0.9606 1792/2275 [======================>.......] - ETA: 0s - loss: 0.1288 - accuracy: 0.9615 1984/2275 [=========================>....] - ETA: 0s - loss: 0.1273 - accuracy: 0.9627 2176/2275 [===========================>..] - ETA: 0s - loss: 0.1299 - accuracy: 0.9614 2275/2275 [==============================] - 1s 390us/sample - loss: 0.1296 - accuracy: 0.9618 - val_loss: 0.2649 - val_accuracy: 0.9142
Epoch 13/30
64/2275 [..............................] - ETA: 0s - loss: 0.0905 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.1179 - accuracy: 0.9688 448/2275 [====>.........................] - ETA: 0s - loss: 0.1213 - accuracy: 0.9665 640/2275 [=======>......................] - ETA: 0s - loss: 0.1160 - accuracy: 0.9688 832/2275 [=========>....................] - ETA: 0s - loss: 0.1155 - accuracy: 0.9675 1024/2275 [============>.................] - ETA: 0s - loss: 0.1145 - accuracy: 0.9688 1216/2275 [===============>..............] - ETA: 0s - loss: 0.1199 - accuracy: 0.9663 1408/2275 [=================>............] - ETA: 0s - loss: 0.1210 - accuracy: 0.9666 1600/2275 [====================>.........] - ETA: 0s - loss: 0.1165 - accuracy: 0.9681 1792/2275 [======================>.......] - ETA: 0s - loss: 0.1173 - accuracy: 0.9676 1984/2275 [=========================>....] - ETA: 0s - loss: 0.1178 - accuracy: 0.9688 2176/2275 [===========================>..] - ETA: 0s - loss: 0.1202 - accuracy: 0.9665 2275/2275 [==============================] - 1s 390us/sample - loss: 0.1196 - accuracy: 0.9670 - val_loss: 0.2471 - val_accuracy: 0.9261
Epoch 14/30
64/2275 [..............................] - ETA: 0s - loss: 0.0684 - accuracy: 1.0000 256/2275 [==>...........................] - ETA: 0s - loss: 0.1330 - accuracy: 0.9531 448/2275 [====>.........................] - ETA: 0s - loss: 0.1381 - accuracy: 0.9576 640/2275 [=======>......................] - ETA: 0s - loss: 0.1273 - accuracy: 0.9609 832/2275 [=========>....................] - ETA: 0s - loss: 0.1255 - accuracy: 0.9615 1024/2275 [============>.................] - ETA: 0s - loss: 0.1172 - accuracy: 0.9648 1216/2275 [===============>..............] - ETA: 0s - loss: 0.1204 - accuracy: 0.9630 1408/2275 [=================>............] - ETA: 0s - loss: 0.1194 - accuracy: 0.9645 1600/2275 [====================>.........] - ETA: 0s - loss: 0.1135 - accuracy: 0.9669 1792/2275 [======================>.......] - ETA: 0s - loss: 0.1150 - accuracy: 0.9654 1984/2275 [=========================>....] - ETA: 0s - loss: 0.1144 - accuracy: 0.9652 2176/2275 [===========================>..] - ETA: 0s - loss: 0.1136 - accuracy: 0.9665 2275/2275 [==============================] - 1s 389us/sample - loss: 0.1133 - accuracy: 0.9662 - val_loss: 0.2729 - val_accuracy: 0.9130
Epoch 15/30
64/2275 [..............................] - ETA: 0s - loss: 0.0722 - accuracy: 0.9688 256/2275 [==>...........................] - ETA: 0s - loss: 0.0801 - accuracy: 0.9727 448/2275 [====>.........................] - ETA: 0s - loss: 0.0817 - accuracy: 0.9777 640/2275 [=======>......................] - ETA: 0s - loss: 0.0859 - accuracy: 0.9766 832/2275 [=========>....................] - ETA: 0s - loss: 0.0919 - accuracy: 0.9736 1024/2275 [============>.................] - ETA: 0s - loss: 0.0916 - accuracy: 0.9746 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0900 - accuracy: 0.9753 1408/2275 [=================>............] - ETA: 0s - loss: 0.0905 - accuracy: 0.9759 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0934 - accuracy: 0.9750 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0936 - accuracy: 0.9749 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0915 - accuracy: 0.9758 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0911 - accuracy: 0.9766 2275/2275 [==============================] - 1s 388us/sample - loss: 0.0914 - accuracy: 0.9767 - val_loss: 0.2333 - val_accuracy: 0.9225
Epoch 16/30
64/2275 [..............................] - ETA: 0s - loss: 0.1210 - accuracy: 0.9375 256/2275 [==>...........................] - ETA: 0s - loss: 0.0961 - accuracy: 0.9766 448/2275 [====>.........................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9643 640/2275 [=======>......................] - ETA: 0s - loss: 0.0934 - accuracy: 0.9703 832/2275 [=========>....................] - ETA: 0s - loss: 0.0974 - accuracy: 0.9724 1024/2275 [============>.................] - ETA: 0s - loss: 0.0991 - accuracy: 0.9688 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0957 - accuracy: 0.9712 1408/2275 [=================>............] - ETA: 0s - loss: 0.0930 - accuracy: 0.9723 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0919 - accuracy: 0.9731 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0918 - accuracy: 0.9732 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0932 - accuracy: 0.9738 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0922 - accuracy: 0.9743 2275/2275 [==============================] - 1s 390us/sample - loss: 0.0919 - accuracy: 0.9745 - val_loss: 0.2608 - val_accuracy: 0.9082
Epoch 17/30
64/2275 [..............................] - ETA: 0s - loss: 0.0650 - accuracy: 1.0000 256/2275 [==>...........................] - ETA: 0s - loss: 0.0922 - accuracy: 0.9805 448/2275 [====>.........................] - ETA: 0s - loss: 0.0852 - accuracy: 0.9777 640/2275 [=======>......................] - ETA: 0s - loss: 0.0919 - accuracy: 0.9734 832/2275 [=========>....................] - ETA: 0s - loss: 0.0835 - accuracy: 0.9772 1024/2275 [============>.................] - ETA: 0s - loss: 0.0890 - accuracy: 0.9756 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0835 - accuracy: 0.9786 1408/2275 [=================>............] - ETA: 0s - loss: 0.0848 - accuracy: 0.9794 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0850 - accuracy: 0.9800 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0835 - accuracy: 0.9810 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0807 - accuracy: 0.9824 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0797 - accuracy: 0.9830 2275/2275 [==============================] - 1s 389us/sample - loss: 0.0814 - accuracy: 0.9811 - val_loss: 0.2451 - val_accuracy: 0.9190
Epoch 18/30
64/2275 [..............................] - ETA: 0s - loss: 0.0404 - accuracy: 1.0000 256/2275 [==>...........................] - ETA: 0s - loss: 0.0750 - accuracy: 0.9805 448/2275 [====>.........................] - ETA: 0s - loss: 0.0661 - accuracy: 0.9844 640/2275 [=======>......................] - ETA: 0s - loss: 0.0630 - accuracy: 0.9844 832/2275 [=========>....................] - ETA: 0s - loss: 0.0658 - accuracy: 0.9820 1024/2275 [============>.................] - ETA: 0s - loss: 0.0725 - accuracy: 0.9795 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0718 - accuracy: 0.9803 1408/2275 [=================>............] - ETA: 0s - loss: 0.0721 - accuracy: 0.9815 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0723 - accuracy: 0.9819 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0725 - accuracy: 0.9821 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0734 - accuracy: 0.9824 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0726 - accuracy: 0.9830 2275/2275 [==============================] - 1s 390us/sample - loss: 0.0728 - accuracy: 0.9824 - val_loss: 0.2299 - val_accuracy: 0.9213
Epoch 19/30
64/2275 [..............................] - ETA: 0s - loss: 0.0632 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0509 - accuracy: 0.9922 448/2275 [====>.........................] - ETA: 0s - loss: 0.0615 - accuracy: 0.9866 640/2275 [=======>......................] - ETA: 0s - loss: 0.0616 - accuracy: 0.9844 832/2275 [=========>....................] - ETA: 0s - loss: 0.0703 - accuracy: 0.9820 1024/2275 [============>.................] - ETA: 0s - loss: 0.0665 - accuracy: 0.9844 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0684 - accuracy: 0.9844 1408/2275 [=================>............] - ETA: 0s - loss: 0.0689 - accuracy: 0.9851 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0676 - accuracy: 0.9862 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0680 - accuracy: 0.9860 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0677 - accuracy: 0.9849 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0670 - accuracy: 0.9853 2275/2275 [==============================] - 1s 393us/sample - loss: 0.0670 - accuracy: 0.9855 - val_loss: 0.1973 - val_accuracy: 0.9321
Epoch 20/30
64/2275 [..............................] - ETA: 0s - loss: 0.0659 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0582 - accuracy: 0.9922 448/2275 [====>.........................] - ETA: 0s - loss: 0.0494 - accuracy: 0.9955 640/2275 [=======>......................] - ETA: 0s - loss: 0.0510 - accuracy: 0.9969 832/2275 [=========>....................] - ETA: 0s - loss: 0.0605 - accuracy: 0.9916 1024/2275 [============>.................] - ETA: 0s - loss: 0.0602 - accuracy: 0.9912 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0620 - accuracy: 0.9893 1408/2275 [=================>............] - ETA: 0s - loss: 0.0619 - accuracy: 0.9901 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0586 - accuracy: 0.9906 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0599 - accuracy: 0.9894 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0600 - accuracy: 0.9889 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0624 - accuracy: 0.9876 2275/2275 [==============================] - 1s 390us/sample - loss: 0.0628 - accuracy: 0.9873 - val_loss: 0.2068 - val_accuracy: 0.9309
Epoch 21/30
64/2275 [..............................] - ETA: 0s - loss: 0.0645 - accuracy: 1.0000 256/2275 [==>...........................] - ETA: 0s - loss: 0.0773 - accuracy: 0.9844 448/2275 [====>.........................] - ETA: 0s - loss: 0.0740 - accuracy: 0.9799 640/2275 [=======>......................] - ETA: 0s - loss: 0.0735 - accuracy: 0.9812 832/2275 [=========>....................] - ETA: 0s - loss: 0.0699 - accuracy: 0.9820 1024/2275 [============>.................] - ETA: 0s - loss: 0.0654 - accuracy: 0.9844 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0656 - accuracy: 0.9836 1408/2275 [=================>............] - ETA: 0s - loss: 0.0638 - accuracy: 0.9837 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0624 - accuracy: 0.9837 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0614 - accuracy: 0.9849 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0612 - accuracy: 0.9849 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0610 - accuracy: 0.9848 2275/2275 [==============================] - 1s 387us/sample - loss: 0.0614 - accuracy: 0.9846 - val_loss: 0.2077 - val_accuracy: 0.9249
Epoch 22/30
64/2275 [..............................] - ETA: 0s - loss: 0.0536 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0546 - accuracy: 0.9883 448/2275 [====>.........................] - ETA: 0s - loss: 0.0527 - accuracy: 0.9911 640/2275 [=======>......................] - ETA: 0s - loss: 0.0545 - accuracy: 0.9906 832/2275 [=========>....................] - ETA: 0s - loss: 0.0536 - accuracy: 0.9928 1024/2275 [============>.................] - ETA: 0s - loss: 0.0513 - accuracy: 0.9941 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0529 - accuracy: 0.9934 1408/2275 [=================>............] - ETA: 0s - loss: 0.0532 - accuracy: 0.9929 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0541 - accuracy: 0.9912 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0524 - accuracy: 0.9922 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0531 - accuracy: 0.9914 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0522 - accuracy: 0.9913 2275/2275 [==============================] - 1s 391us/sample - loss: 0.0517 - accuracy: 0.9912 - val_loss: 0.2069 - val_accuracy: 0.9344
Epoch 23/30
64/2275 [..............................] - ETA: 0s - loss: 0.0437 - accuracy: 1.0000 256/2275 [==>...........................] - ETA: 0s - loss: 0.0328 - accuracy: 1.0000 448/2275 [====>.........................] - ETA: 0s - loss: 0.0384 - accuracy: 0.9955 640/2275 [=======>......................] - ETA: 0s - loss: 0.0405 - accuracy: 0.9953 832/2275 [=========>....................] - ETA: 0s - loss: 0.0456 - accuracy: 0.9916 1024/2275 [============>.................] - ETA: 0s - loss: 0.0461 - accuracy: 0.9922 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0431 - accuracy: 0.9934 1408/2275 [=================>............] - ETA: 0s - loss: 0.0423 - accuracy: 0.9929 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0428 - accuracy: 0.9925 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0466 - accuracy: 0.9905 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0484 - accuracy: 0.9904 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0477 - accuracy: 0.9903 2275/2275 [==============================] - 1s 391us/sample - loss: 0.0487 - accuracy: 0.9899 - val_loss: 0.1903 - val_accuracy: 0.9356
Epoch 24/30
64/2275 [..............................] - ETA: 0s - loss: 0.0511 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0388 - accuracy: 0.9922 448/2275 [====>.........................] - ETA: 0s - loss: 0.0394 - accuracy: 0.9933 640/2275 [=======>......................] - ETA: 0s - loss: 0.0368 - accuracy: 0.9953 832/2275 [=========>....................] - ETA: 0s - loss: 0.0387 - accuracy: 0.9940 1024/2275 [============>.................] - ETA: 0s - loss: 0.0401 - accuracy: 0.9941 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0449 - accuracy: 0.9901 1408/2275 [=================>............] - ETA: 0s - loss: 0.0447 - accuracy: 0.9901 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0446 - accuracy: 0.9906 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0429 - accuracy: 0.9916 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0420 - accuracy: 0.9924 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0430 - accuracy: 0.9917 2275/2275 [==============================] - 1s 390us/sample - loss: 0.0426 - accuracy: 0.9916 - val_loss: 0.1909 - val_accuracy: 0.9333
Epoch 25/30
64/2275 [..............................] - ETA: 0s - loss: 0.0442 - accuracy: 1.0000 256/2275 [==>...........................] - ETA: 0s - loss: 0.0375 - accuracy: 0.9961 448/2275 [====>.........................] - ETA: 0s - loss: 0.0410 - accuracy: 0.9933 640/2275 [=======>......................] - ETA: 0s - loss: 0.0412 - accuracy: 0.9922 832/2275 [=========>....................] - ETA: 0s - loss: 0.0423 - accuracy: 0.9916 1024/2275 [============>.................] - ETA: 0s - loss: 0.0393 - accuracy: 0.9922 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0380 - accuracy: 0.9934 1408/2275 [=================>............] - ETA: 0s - loss: 0.0422 - accuracy: 0.9915 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0424 - accuracy: 0.9906 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0416 - accuracy: 0.9911 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0410 - accuracy: 0.9919 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0437 - accuracy: 0.9899 2275/2275 [==============================] - 1s 386us/sample - loss: 0.0443 - accuracy: 0.9895 - val_loss: 0.2036 - val_accuracy: 0.9285
Epoch 26/30
64/2275 [..............................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0638 - accuracy: 0.9805 448/2275 [====>.........................] - ETA: 0s - loss: 0.0555 - accuracy: 0.9866 640/2275 [=======>......................] - ETA: 0s - loss: 0.0494 - accuracy: 0.9891 832/2275 [=========>....................] - ETA: 0s - loss: 0.0445 - accuracy: 0.9916 1024/2275 [============>.................] - ETA: 0s - loss: 0.0456 - accuracy: 0.9922 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0460 - accuracy: 0.9910 1408/2275 [=================>............] - ETA: 0s - loss: 0.0451 - accuracy: 0.9915 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0451 - accuracy: 0.9912 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0437 - accuracy: 0.9911 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0449 - accuracy: 0.9899 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0430 - accuracy: 0.9908 2275/2275 [==============================] - 1s 387us/sample - loss: 0.0422 - accuracy: 0.9912 - val_loss: 0.1727 - val_accuracy: 0.9452
Epoch 27/30
64/2275 [..............................] - ETA: 0s - loss: 0.0343 - accuracy: 1.0000 256/2275 [==>...........................] - ETA: 0s - loss: 0.0381 - accuracy: 1.0000 448/2275 [====>.........................] - ETA: 0s - loss: 0.0417 - accuracy: 0.9911 640/2275 [=======>......................] - ETA: 0s - loss: 0.0371 - accuracy: 0.9937 832/2275 [=========>....................] - ETA: 0s - loss: 0.0412 - accuracy: 0.9904 1024/2275 [============>.................] - ETA: 0s - loss: 0.0406 - accuracy: 0.9912 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0415 - accuracy: 0.9901 1408/2275 [=================>............] - ETA: 0s - loss: 0.0428 - accuracy: 0.9893 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0418 - accuracy: 0.9900 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0407 - accuracy: 0.9900 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0401 - accuracy: 0.9894 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0386 - accuracy: 0.9903 2275/2275 [==============================] - 1s 387us/sample - loss: 0.0400 - accuracy: 0.9899 - val_loss: 0.1941 - val_accuracy: 0.9321
Epoch 28/30
64/2275 [..............................] - ETA: 0s - loss: 0.0386 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0325 - accuracy: 0.9922 448/2275 [====>.........................] - ETA: 0s - loss: 0.0281 - accuracy: 0.9955 640/2275 [=======>......................] - ETA: 0s - loss: 0.0324 - accuracy: 0.9922 832/2275 [=========>....................] - ETA: 0s - loss: 0.0312 - accuracy: 0.9928 1024/2275 [============>.................] - ETA: 0s - loss: 0.0298 - accuracy: 0.9941 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0304 - accuracy: 0.9934 1408/2275 [=================>............] - ETA: 0s - loss: 0.0323 - accuracy: 0.9915 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0333 - accuracy: 0.9906 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0336 - accuracy: 0.9905 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0349 - accuracy: 0.9899 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0341 - accuracy: 0.9903 2275/2275 [==============================] - 1s 391us/sample - loss: 0.0337 - accuracy: 0.9908 - val_loss: 0.1836 - val_accuracy: 0.9344
Epoch 29/30
64/2275 [..............................] - ETA: 0s - loss: 0.0317 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0239 - accuracy: 0.9961 448/2275 [====>.........................] - ETA: 0s - loss: 0.0338 - accuracy: 0.9911 640/2275 [=======>......................] - ETA: 0s - loss: 0.0301 - accuracy: 0.9937 832/2275 [=========>....................] - ETA: 0s - loss: 0.0351 - accuracy: 0.9904 1024/2275 [============>.................] - ETA: 0s - loss: 0.0331 - accuracy: 0.9922 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0325 - accuracy: 0.9926 1408/2275 [=================>............] - ETA: 0s - loss: 0.0321 - accuracy: 0.9929 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0318 - accuracy: 0.9937 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0330 - accuracy: 0.9939 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0336 - accuracy: 0.9940 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0341 - accuracy: 0.9936 2275/2275 [==============================] - 1s 388us/sample - loss: 0.0345 - accuracy: 0.9934 - val_loss: 0.1927 - val_accuracy: 0.9356
Epoch 30/30
64/2275 [..............................] - ETA: 0s - loss: 0.0296 - accuracy: 0.9844 256/2275 [==>...........................] - ETA: 0s - loss: 0.0316 - accuracy: 0.9922 448/2275 [====>.........................] - ETA: 0s - loss: 0.0299 - accuracy: 0.9933 640/2275 [=======>......................] - ETA: 0s - loss: 0.0320 - accuracy: 0.9891 832/2275 [=========>....................] - ETA: 0s - loss: 0.0307 - accuracy: 0.9916 1024/2275 [============>.................] - ETA: 0s - loss: 0.0305 - accuracy: 0.9912 1216/2275 [===============>..............] - ETA: 0s - loss: 0.0300 - accuracy: 0.9926 1408/2275 [=================>............] - ETA: 0s - loss: 0.0300 - accuracy: 0.9936 1600/2275 [====================>.........] - ETA: 0s - loss: 0.0316 - accuracy: 0.9937 1792/2275 [======================>.......] - ETA: 0s - loss: 0.0308 - accuracy: 0.9944 1984/2275 [=========================>....] - ETA: 0s - loss: 0.0312 - accuracy: 0.9945 2176/2275 [===========================>..] - ETA: 0s - loss: 0.0307 - accuracy: 0.9949 2275/2275 [==============================] - 1s 389us/sample - loss: 0.0302 - accuracy: 0.9952 - val_loss: 0.1897 - val_accuracy: 0.9380
Train on 715 samples, validate on 2091 samples
Epoch 1/30
64/715 [=>............................] - ETA: 4s - loss: 4.8750 - accuracy: 0.1406 256/715 [=========>....................] - ETA: 0s - loss: 3.5312 - accuracy: 0.2188 448/715 [=================>............] - ETA: 0s - loss: 3.3075 - accuracy: 0.2455 640/715 [=========================>....] - ETA: 0s - loss: 3.0801 - accuracy: 0.2609 715/715 [==============================] - 1s 2ms/sample - loss: 3.0052 - accuracy: 0.2755 - val_loss: 1.5972 - val_accuracy: 0.3721
Epoch 2/30
64/715 [=>............................] - ETA: 0s - loss: 2.6980 - accuracy: 0.2812 256/715 [=========>....................] - ETA: 0s - loss: 2.1602 - accuracy: 0.3633 448/715 [=================>............] - ETA: 0s - loss: 1.9950 - accuracy: 0.3884 640/715 [=========================>....] - ETA: 0s - loss: 1.8936 - accuracy: 0.4062 715/715 [==============================] - 1s 845us/sample - loss: 1.8490 - accuracy: 0.4140 - val_loss: 1.0722 - val_accuracy: 0.5844
Epoch 3/30
64/715 [=>............................] - ETA: 0s - loss: 1.5466 - accuracy: 0.4688 256/715 [=========>....................] - ETA: 0s - loss: 1.2919 - accuracy: 0.5547 448/715 [=================>............] - ETA: 0s - loss: 1.2740 - accuracy: 0.5670 640/715 [=========================>....] - ETA: 0s - loss: 1.2311 - accuracy: 0.5656 715/715 [==============================] - 1s 849us/sample - loss: 1.2175 - accuracy: 0.5706 - val_loss: 0.8693 - val_accuracy: 0.6949
Epoch 4/30
64/715 [=>............................] - ETA: 0s - loss: 1.0151 - accuracy: 0.6250 256/715 [=========>....................] - ETA: 0s - loss: 0.9530 - accuracy: 0.6172 448/715 [=================>............] - ETA: 0s - loss: 0.9080 - accuracy: 0.6384 640/715 [=========================>....] - ETA: 0s - loss: 0.8739 - accuracy: 0.6453 715/715 [==============================] - 1s 844us/sample - loss: 0.8841 - accuracy: 0.6545 - val_loss: 0.7381 - val_accuracy: 0.7389
Epoch 5/30
64/715 [=>............................] - ETA: 0s - loss: 0.9404 - accuracy: 0.6875 256/715 [=========>....................] - ETA: 0s - loss: 0.8658 - accuracy: 0.6758 448/715 [=================>............] - ETA: 0s - loss: 0.8256 - accuracy: 0.6964 640/715 [=========================>....] - ETA: 0s - loss: 0.7457 - accuracy: 0.7281 715/715 [==============================] - 1s 849us/sample - loss: 0.7599 - accuracy: 0.7217 - val_loss: 0.6306 - val_accuracy: 0.7934
Epoch 6/30
64/715 [=>............................] - ETA: 0s - loss: 0.4702 - accuracy: 0.8438 256/715 [=========>....................] - ETA: 0s - loss: 0.5627 - accuracy: 0.8008 448/715 [=================>............] - ETA: 0s - loss: 0.5260 - accuracy: 0.8103 640/715 [=========================>....] - ETA: 0s - loss: 0.4985 - accuracy: 0.8250 715/715 [==============================] - 1s 846us/sample - loss: 0.5069 - accuracy: 0.8238 - val_loss: 0.5529 - val_accuracy: 0.8250
Epoch 7/30
64/715 [=>............................] - ETA: 0s - loss: 0.5299 - accuracy: 0.8438 256/715 [=========>....................] - ETA: 0s - loss: 0.4604 - accuracy: 0.8281 448/715 [=================>............] - ETA: 0s - loss: 0.4574 - accuracy: 0.8482 640/715 [=========================>....] - ETA: 0s - loss: 0.4674 - accuracy: 0.8453 715/715 [==============================] - 1s 844us/sample - loss: 0.4601 - accuracy: 0.8476 - val_loss: 0.5196 - val_accuracy: 0.8345
Epoch 8/30
64/715 [=>............................] - ETA: 0s - loss: 0.4682 - accuracy: 0.8594 256/715 [=========>....................] - ETA: 0s - loss: 0.4035 - accuracy: 0.8672 448/715 [=================>............] - ETA: 0s - loss: 0.4419 - accuracy: 0.8415 640/715 [=========================>....] - ETA: 0s - loss: 0.4287 - accuracy: 0.8516 715/715 [==============================] - 1s 847us/sample - loss: 0.4357 - accuracy: 0.8559 - val_loss: 0.4691 - val_accuracy: 0.8604
Epoch 9/30
64/715 [=>............................] - ETA: 0s - loss: 0.3534 - accuracy: 0.9219 256/715 [=========>....................] - ETA: 0s - loss: 0.3694 - accuracy: 0.8906 448/715 [=================>............] - ETA: 0s - loss: 0.3541 - accuracy: 0.8817 640/715 [=========================>....] - ETA: 0s - loss: 0.3633 - accuracy: 0.8797 715/715 [==============================] - 1s 842us/sample - loss: 0.3485 - accuracy: 0.8853 - val_loss: 0.4392 - val_accuracy: 0.8661
Epoch 10/30
64/715 [=>............................] - ETA: 0s - loss: 0.3603 - accuracy: 0.8906 256/715 [=========>....................] - ETA: 0s - loss: 0.3737 - accuracy: 0.8594 448/715 [=================>............] - ETA: 0s - loss: 0.3322 - accuracy: 0.8705 640/715 [=========================>....] - ETA: 0s - loss: 0.3472 - accuracy: 0.8859 715/715 [==============================] - 1s 840us/sample - loss: 0.3495 - accuracy: 0.8881 - val_loss: 0.4079 - val_accuracy: 0.8757
Epoch 11/30
64/715 [=>............................] - ETA: 0s - loss: 0.2367 - accuracy: 0.9531 256/715 [=========>....................] - ETA: 0s - loss: 0.3118 - accuracy: 0.8984 448/715 [=================>............] - ETA: 0s - loss: 0.3023 - accuracy: 0.9062 640/715 [=========================>....] - ETA: 0s - loss: 0.2909 - accuracy: 0.9094 715/715 [==============================] - 1s 839us/sample - loss: 0.2905 - accuracy: 0.9077 - val_loss: 0.3875 - val_accuracy: 0.8900
Epoch 12/30
64/715 [=>............................] - ETA: 0s - loss: 0.1526 - accuracy: 0.9844 256/715 [=========>....................] - ETA: 0s - loss: 0.2059 - accuracy: 0.9531 448/715 [=================>............] - ETA: 0s - loss: 0.2438 - accuracy: 0.9375 640/715 [=========================>....] - ETA: 0s - loss: 0.2474 - accuracy: 0.9422 715/715 [==============================] - 1s 844us/sample - loss: 0.2561 - accuracy: 0.9385 - val_loss: 0.3673 - val_accuracy: 0.8934
Epoch 13/30
64/715 [=>............................] - ETA: 0s - loss: 0.1663 - accuracy: 0.9531 256/715 [=========>....................] - ETA: 0s - loss: 0.2049 - accuracy: 0.9453 448/715 [=================>............] - ETA: 0s - loss: 0.2514 - accuracy: 0.9219 640/715 [=========================>....] - ETA: 0s - loss: 0.2253 - accuracy: 0.9281 715/715 [==============================] - 1s 840us/sample - loss: 0.2277 - accuracy: 0.9301 - val_loss: 0.3554 - val_accuracy: 0.8953
Epoch 14/30
64/715 [=>............................] - ETA: 0s - loss: 0.1728 - accuracy: 0.9531 256/715 [=========>....................] - ETA: 0s - loss: 0.2306 - accuracy: 0.9336 448/715 [=================>............] - ETA: 0s - loss: 0.2080 - accuracy: 0.9464 640/715 [=========================>....] - ETA: 0s - loss: 0.2110 - accuracy: 0.9438 715/715 [==============================] - 1s 846us/sample - loss: 0.2039 - accuracy: 0.9483 - val_loss: 0.3391 - val_accuracy: 0.9015
Epoch 15/30
64/715 [=>............................] - ETA: 0s - loss: 0.1994 - accuracy: 0.9375 256/715 [=========>....................] - ETA: 0s - loss: 0.2299 - accuracy: 0.9336 448/715 [=================>............] - ETA: 0s - loss: 0.2125 - accuracy: 0.9397 640/715 [=========================>....] - ETA: 0s - loss: 0.2038 - accuracy: 0.9422 715/715 [==============================] - 1s 844us/sample - loss: 0.2051 - accuracy: 0.9413 - val_loss: 0.3295 - val_accuracy: 0.9034
Epoch 16/30
64/715 [=>............................] - ETA: 0s - loss: 0.1082 - accuracy: 0.9844 256/715 [=========>....................] - ETA: 0s - loss: 0.1834 - accuracy: 0.9570 448/715 [=================>............] - ETA: 0s - loss: 0.1928 - accuracy: 0.9487 640/715 [=========================>....] - ETA: 0s - loss: 0.1759 - accuracy: 0.9547 715/715 [==============================] - 1s 846us/sample - loss: 0.1794 - accuracy: 0.9538 - val_loss: 0.2963 - val_accuracy: 0.9216
Epoch 17/30
64/715 [=>............................] - ETA: 0s - loss: 0.2104 - accuracy: 0.9375 256/715 [=========>....................] - ETA: 0s - loss: 0.1803 - accuracy: 0.9375 448/715 [=================>............] - ETA: 0s - loss: 0.1647 - accuracy: 0.9509 640/715 [=========================>....] - ETA: 0s - loss: 0.1569 - accuracy: 0.9578 715/715 [==============================] - 1s 845us/sample - loss: 0.1576 - accuracy: 0.9580 - val_loss: 0.3072 - val_accuracy: 0.9106
Epoch 18/30
64/715 [=>............................] - ETA: 0s - loss: 0.1458 - accuracy: 0.9844 256/715 [=========>....................] - ETA: 0s - loss: 0.1432 - accuracy: 0.9805 448/715 [=================>............] - ETA: 0s - loss: 0.1481 - accuracy: 0.9688 640/715 [=========================>....] - ETA: 0s - loss: 0.1447 - accuracy: 0.9688 715/715 [==============================] - 1s 840us/sample - loss: 0.1426 - accuracy: 0.9678 - val_loss: 0.2928 - val_accuracy: 0.9120
Epoch 19/30
64/715 [=>............................] - ETA: 0s - loss: 0.1009 - accuracy: 0.9531 256/715 [=========>....................] - ETA: 0s - loss: 0.1180 - accuracy: 0.9688 448/715 [=================>............] - ETA: 0s - loss: 0.1375 - accuracy: 0.9598 640/715 [=========================>....] - ETA: 0s - loss: 0.1298 - accuracy: 0.9656 715/715 [==============================] - 1s 844us/sample - loss: 0.1256 - accuracy: 0.9678 - val_loss: 0.2760 - val_accuracy: 0.9206
Epoch 20/30
64/715 [=>............................] - ETA: 0s - loss: 0.1212 - accuracy: 0.9844 256/715 [=========>....................] - ETA: 0s - loss: 0.1083 - accuracy: 0.9766 448/715 [=================>............] - ETA: 0s - loss: 0.1115 - accuracy: 0.9777 640/715 [=========================>....] - ETA: 0s - loss: 0.1178 - accuracy: 0.9750 715/715 [==============================] - 1s 838us/sample - loss: 0.1200 - accuracy: 0.9734 - val_loss: 0.2747 - val_accuracy: 0.9211
Epoch 21/30
64/715 [=>............................] - ETA: 0s - loss: 0.0927 - accuracy: 0.9844 256/715 [=========>....................] - ETA: 0s - loss: 0.1414 - accuracy: 0.9570 448/715 [=================>............] - ETA: 0s - loss: 0.1306 - accuracy: 0.9665 640/715 [=========================>....] - ETA: 0s - loss: 0.1300 - accuracy: 0.9672 715/715 [==============================] - 1s 845us/sample - loss: 0.1283 - accuracy: 0.9678 - val_loss: 0.2715 - val_accuracy: 0.9201
Epoch 22/30
64/715 [=>............................] - ETA: 0s - loss: 0.0827 - accuracy: 1.0000 256/715 [=========>....................] - ETA: 0s - loss: 0.1038 - accuracy: 0.9922 448/715 [=================>............] - ETA: 0s - loss: 0.1076 - accuracy: 0.9821 640/715 [=========================>....] - ETA: 0s - loss: 0.1068 - accuracy: 0.9781 715/715 [==============================] - 1s 846us/sample - loss: 0.1123 - accuracy: 0.9776 - val_loss: 0.2531 - val_accuracy: 0.9292
Epoch 23/30
64/715 [=>............................] - ETA: 0s - loss: 0.0957 - accuracy: 0.9844 256/715 [=========>....................] - ETA: 0s - loss: 0.1271 - accuracy: 0.9727 448/715 [=================>............] - ETA: 0s - loss: 0.1164 - accuracy: 0.9754 640/715 [=========================>....] - ETA: 0s - loss: 0.1124 - accuracy: 0.9797 715/715 [==============================] - 1s 843us/sample - loss: 0.1086 - accuracy: 0.9818 - val_loss: 0.2463 - val_accuracy: 0.9326
Epoch 24/30
64/715 [=>............................] - ETA: 0s - loss: 0.1133 - accuracy: 0.9531 256/715 [=========>....................] - ETA: 0s - loss: 0.1103 - accuracy: 0.9609 448/715 [=================>............] - ETA: 0s - loss: 0.1011 - accuracy: 0.9688 640/715 [=========================>....] - ETA: 0s - loss: 0.0976 - accuracy: 0.9719 715/715 [==============================] - 1s 842us/sample - loss: 0.0946 - accuracy: 0.9748 - val_loss: 0.2391 - val_accuracy: 0.9321
Epoch 25/30
64/715 [=>............................] - ETA: 0s - loss: 0.1962 - accuracy: 0.9375 256/715 [=========>....................] - ETA: 0s - loss: 0.1163 - accuracy: 0.9688 448/715 [=================>............] - ETA: 0s - loss: 0.1121 - accuracy: 0.9710 640/715 [=========================>....] - ETA: 0s - loss: 0.1009 - accuracy: 0.9766 715/715 [==============================] - 1s 842us/sample - loss: 0.1045 - accuracy: 0.9734 - val_loss: 0.2638 - val_accuracy: 0.9220
Epoch 26/30
64/715 [=>............................] - ETA: 0s - loss: 0.0768 - accuracy: 0.9688 256/715 [=========>....................] - ETA: 0s - loss: 0.1070 - accuracy: 0.9688 448/715 [=================>............] - ETA: 0s - loss: 0.0898 - accuracy: 0.9777 640/715 [=========================>....] - ETA: 0s - loss: 0.0827 - accuracy: 0.9812 715/715 [==============================] - 1s 847us/sample - loss: 0.0789 - accuracy: 0.9832 - val_loss: 0.2359 - val_accuracy: 0.9326
Epoch 27/30
64/715 [=>............................] - ETA: 0s - loss: 0.1172 - accuracy: 0.9375 256/715 [=========>....................] - ETA: 0s - loss: 0.1027 - accuracy: 0.9688 448/715 [=================>............] - ETA: 0s - loss: 0.0907 - accuracy: 0.9754 640/715 [=========================>....] - ETA: 0s - loss: 0.0807 - accuracy: 0.9812 715/715 [==============================] - 1s 850us/sample - loss: 0.0913 - accuracy: 0.9776 - val_loss: 0.2353 - val_accuracy: 0.9311
Epoch 28/30
64/715 [=>............................] - ETA: 0s - loss: 0.1468 - accuracy: 0.9375 256/715 [=========>....................] - ETA: 0s - loss: 0.0926 - accuracy: 0.9727 448/715 [=================>............] - ETA: 0s - loss: 0.0772 - accuracy: 0.9799 640/715 [=========================>....] - ETA: 0s - loss: 0.0773 - accuracy: 0.9828 715/715 [==============================] - 1s 840us/sample - loss: 0.0758 - accuracy: 0.9832 - val_loss: 0.2402 - val_accuracy: 0.9273
Epoch 29/30
64/715 [=>............................] - ETA: 0s - loss: 0.0905 - accuracy: 0.9844 256/715 [=========>....................] - ETA: 0s - loss: 0.0777 - accuracy: 0.9844 448/715 [=================>............] - ETA: 0s - loss: 0.0721 - accuracy: 0.9844 640/715 [=========================>....] - ETA: 0s - loss: 0.0750 - accuracy: 0.9844 715/715 [==============================] - 1s 851us/sample - loss: 0.0755 - accuracy: 0.9832 - val_loss: 0.2174 - val_accuracy: 0.9407
Epoch 30/30
64/715 [=>............................] - ETA: 0s - loss: 0.0553 - accuracy: 1.0000 256/715 [=========>....................] - ETA: 0s - loss: 0.0777 - accuracy: 0.9805 448/715 [=================>............] - ETA: 0s - loss: 0.0745 - accuracy: 0.9799 640/715 [=========================>....] - ETA: 0s - loss: 0.0849 - accuracy: 0.9766 715/715 [==============================] - 1s 841us/sample - loss: 0.0876 - accuracy: 0.9748 - val_loss: 0.2367 - val_accuracy: 0.9287
Train on 839 samples, validate on 2275 samples
Epoch 1/30
64/839 [=>............................] - ETA: 4s - loss: 4.1144 - accuracy: 0.1719 256/839 [========>.....................] - ETA: 1s - loss: 3.0435 - accuracy: 0.2266 448/839 [===============>..............] - ETA: 0s - loss: 2.7864 - accuracy: 0.2746 640/839 [=====================>........] - ETA: 0s - loss: 2.6151 - accuracy: 0.2875 832/839 [============================>.] - ETA: 0s - loss: 2.5067 - accuracy: 0.2945 839/839 [==============================] - 1s 1ms/sample - loss: 2.5097 - accuracy: 0.2956 - val_loss: 1.5031 - val_accuracy: 0.3868
Epoch 2/30
64/839 [=>............................] - ETA: 0s - loss: 1.7768 - accuracy: 0.3750 256/839 [========>.....................] - ETA: 0s - loss: 1.7622 - accuracy: 0.3711 448/839 [===============>..............] - ETA: 0s - loss: 1.7305 - accuracy: 0.3951 640/839 [=====================>........] - ETA: 0s - loss: 1.7180 - accuracy: 0.4094 832/839 [============================>.] - ETA: 0s - loss: 1.6266 - accuracy: 0.4195 839/839 [==============================] - 1s 814us/sample - loss: 1.6228 - accuracy: 0.4207 - val_loss: 1.2658 - val_accuracy: 0.4725
Epoch 3/30
64/839 [=>............................] - ETA: 0s - loss: 1.4828 - accuracy: 0.4688 256/839 [========>.....................] - ETA: 0s - loss: 1.3056 - accuracy: 0.5195 448/839 [===============>..............] - ETA: 0s - loss: 1.2116 - accuracy: 0.5424 640/839 [=====================>........] - ETA: 0s - loss: 1.1959 - accuracy: 0.5484 832/839 [============================>.] - ETA: 0s - loss: 1.1366 - accuracy: 0.5697 839/839 [==============================] - 1s 807us/sample - loss: 1.1319 - accuracy: 0.5721 - val_loss: 1.1601 - val_accuracy: 0.5429
Epoch 4/30
64/839 [=>............................] - ETA: 0s - loss: 0.8410 - accuracy: 0.7188 256/839 [========>.....................] - ETA: 0s - loss: 0.8586 - accuracy: 0.6758 448/839 [===============>..............] - ETA: 0s - loss: 0.9348 - accuracy: 0.6629 640/839 [=====================>........] - ETA: 0s - loss: 0.9171 - accuracy: 0.6656 832/839 [============================>.] - ETA: 0s - loss: 0.9120 - accuracy: 0.6659 839/839 [==============================] - 1s 829us/sample - loss: 0.9103 - accuracy: 0.6651 - val_loss: 1.0643 - val_accuracy: 0.5609
Epoch 5/30
64/839 [=>............................] - ETA: 0s - loss: 0.8100 - accuracy: 0.6562 256/839 [========>.....................] - ETA: 0s - loss: 0.8139 - accuracy: 0.6914 448/839 [===============>..............] - ETA: 0s - loss: 0.7735 - accuracy: 0.7188 640/839 [=====================>........] - ETA: 0s - loss: 0.7716 - accuracy: 0.7172 832/839 [============================>.] - ETA: 0s - loss: 0.7497 - accuracy: 0.7260 839/839 [==============================] - 1s 803us/sample - loss: 0.7522 - accuracy: 0.7247 - val_loss: 0.9993 - val_accuracy: 0.6136
Epoch 6/30
64/839 [=>............................] - ETA: 0s - loss: 0.7300 - accuracy: 0.7344 256/839 [========>.....................] - ETA: 0s - loss: 0.7018 - accuracy: 0.7305 448/839 [===============>..............] - ETA: 0s - loss: 0.6841 - accuracy: 0.7545 640/839 [=====================>........] - ETA: 0s - loss: 0.6744 - accuracy: 0.7563 832/839 [============================>.] - ETA: 0s - loss: 0.6625 - accuracy: 0.7596 839/839 [==============================] - 1s 816us/sample - loss: 0.6691 - accuracy: 0.7569 - val_loss: 0.9495 - val_accuracy: 0.6215
Epoch 7/30
64/839 [=>............................] - ETA: 0s - loss: 0.6548 - accuracy: 0.7812 256/839 [========>.....................] - ETA: 0s - loss: 0.5876 - accuracy: 0.7812 448/839 [===============>..............] - ETA: 0s - loss: 0.5891 - accuracy: 0.7768 640/839 [=====================>........] - ETA: 0s - loss: 0.5940 - accuracy: 0.7875 832/839 [============================>.] - ETA: 0s - loss: 0.5874 - accuracy: 0.7957 839/839 [==============================] - 1s 812us/sample - loss: 0.5865 - accuracy: 0.7962 - val_loss: 0.9484 - val_accuracy: 0.6255
Epoch 8/30
64/839 [=>............................] - ETA: 0s - loss: 0.5142 - accuracy: 0.7969 256/839 [========>.....................] - ETA: 0s - loss: 0.4939 - accuracy: 0.8359 448/839 [===============>..............] - ETA: 0s - loss: 0.4791 - accuracy: 0.8371 640/839 [=====================>........] - ETA: 0s - loss: 0.4765 - accuracy: 0.8391 832/839 [============================>.] - ETA: 0s - loss: 0.4757 - accuracy: 0.8365 839/839 [==============================] - 1s 812us/sample - loss: 0.4771 - accuracy: 0.8367 - val_loss: 0.8415 - val_accuracy: 0.6796
Epoch 9/30
64/839 [=>............................] - ETA: 0s - loss: 0.3991 - accuracy: 0.8594 256/839 [========>.....................] - ETA: 0s - loss: 0.4261 - accuracy: 0.8555 448/839 [===============>..............] - ETA: 0s - loss: 0.4360 - accuracy: 0.8438 640/839 [=====================>........] - ETA: 0s - loss: 0.4497 - accuracy: 0.8438 832/839 [============================>.] - ETA: 0s - loss: 0.4458 - accuracy: 0.8498 839/839 [==============================] - 1s 806us/sample - loss: 0.4476 - accuracy: 0.8474 - val_loss: 0.8746 - val_accuracy: 0.6673
Epoch 10/30
64/839 [=>............................] - ETA: 0s - loss: 0.4800 - accuracy: 0.8438 256/839 [========>.....................] - ETA: 0s - loss: 0.4081 - accuracy: 0.8633 448/839 [===============>..............] - ETA: 0s - loss: 0.3994 - accuracy: 0.8549 640/839 [=====================>........] - ETA: 0s - loss: 0.3952 - accuracy: 0.8500 832/839 [============================>.] - ETA: 0s - loss: 0.3934 - accuracy: 0.8522 839/839 [==============================] - 1s 819us/sample - loss: 0.3924 - accuracy: 0.8534 - val_loss: 0.7508 - val_accuracy: 0.7174
Epoch 11/30
64/839 [=>............................] - ETA: 0s - loss: 0.3238 - accuracy: 0.9062 256/839 [========>.....................] - ETA: 0s - loss: 0.3413 - accuracy: 0.9062 448/839 [===============>..............] - ETA: 0s - loss: 0.3422 - accuracy: 0.9107 640/839 [=====================>........] - ETA: 0s - loss: 0.3740 - accuracy: 0.8938 832/839 [============================>.] - ETA: 0s - loss: 0.3681 - accuracy: 0.8954 839/839 [==============================] - 1s 797us/sample - loss: 0.3671 - accuracy: 0.8963 - val_loss: 0.7791 - val_accuracy: 0.7059
Epoch 12/30
64/839 [=>............................] - ETA: 0s - loss: 0.4666 - accuracy: 0.8438 256/839 [========>.....................] - ETA: 0s - loss: 0.4182 - accuracy: 0.8477 448/839 [===============>..............] - ETA: 0s - loss: 0.3721 - accuracy: 0.8772 640/839 [=====================>........] - ETA: 0s - loss: 0.3668 - accuracy: 0.8734 832/839 [============================>.] - ETA: 0s - loss: 0.3618 - accuracy: 0.8750 839/839 [==============================] - 1s 806us/sample - loss: 0.3644 - accuracy: 0.8737 - val_loss: 0.7471 - val_accuracy: 0.7257
Epoch 13/30
64/839 [=>............................] - ETA: 0s - loss: 0.2770 - accuracy: 0.9062 256/839 [========>.....................] - ETA: 0s - loss: 0.3320 - accuracy: 0.8828 448/839 [===============>..............] - ETA: 0s - loss: 0.3365 - accuracy: 0.8951 640/839 [=====================>........] - ETA: 0s - loss: 0.3224 - accuracy: 0.9016 832/839 [============================>.] - ETA: 0s - loss: 0.3214 - accuracy: 0.9014 839/839 [==============================] - 1s 804us/sample - loss: 0.3204 - accuracy: 0.9023 - val_loss: 0.6980 - val_accuracy: 0.7499
Epoch 14/30
64/839 [=>............................] - ETA: 0s - loss: 0.2013 - accuracy: 0.9688 256/839 [========>.....................] - ETA: 0s - loss: 0.2614 - accuracy: 0.9141 448/839 [===============>..............] - ETA: 0s - loss: 0.2643 - accuracy: 0.9196 640/839 [=====================>........] - ETA: 0s - loss: 0.2786 - accuracy: 0.9062 832/839 [============================>.] - ETA: 0s - loss: 0.2657 - accuracy: 0.9183 839/839 [==============================] - 1s 801us/sample - loss: 0.2644 - accuracy: 0.9190 - val_loss: 0.7442 - val_accuracy: 0.7187
Epoch 15/30
64/839 [=>............................] - ETA: 0s - loss: 0.1700 - accuracy: 0.9531 256/839 [========>.....................] - ETA: 0s - loss: 0.2364 - accuracy: 0.9297 448/839 [===============>..............] - ETA: 0s - loss: 0.2379 - accuracy: 0.9330 640/839 [=====================>........] - ETA: 0s - loss: 0.2375 - accuracy: 0.9312 832/839 [============================>.] - ETA: 0s - loss: 0.2479 - accuracy: 0.9279 839/839 [==============================] - 1s 801us/sample - loss: 0.2483 - accuracy: 0.9273 - val_loss: 0.6908 - val_accuracy: 0.7490
Epoch 16/30
64/839 [=>............................] - ETA: 0s - loss: 0.2684 - accuracy: 0.9219 256/839 [========>.....................] - ETA: 0s - loss: 0.2572 - accuracy: 0.9297 448/839 [===============>..............] - ETA: 0s - loss: 0.2304 - accuracy: 0.9442 640/839 [=====================>........] - ETA: 0s - loss: 0.2279 - accuracy: 0.9438 832/839 [============================>.] - ETA: 0s - loss: 0.2205 - accuracy: 0.9423 839/839 [==============================] - 1s 801us/sample - loss: 0.2190 - accuracy: 0.9428 - val_loss: 0.6577 - val_accuracy: 0.7591
Epoch 17/30
64/839 [=>............................] - ETA: 0s - loss: 0.2803 - accuracy: 0.8750 256/839 [========>.....................] - ETA: 0s - loss: 0.2155 - accuracy: 0.9258 448/839 [===============>..............] - ETA: 0s - loss: 0.2162 - accuracy: 0.9308 640/839 [=====================>........] - ETA: 0s - loss: 0.2118 - accuracy: 0.9375 832/839 [============================>.] - ETA: 0s - loss: 0.2059 - accuracy: 0.9387 839/839 [==============================] - 1s 801us/sample - loss: 0.2058 - accuracy: 0.9380 - val_loss: 0.6739 - val_accuracy: 0.7552
Epoch 18/30
64/839 [=>............................] - ETA: 0s - loss: 0.1618 - accuracy: 0.9375 256/839 [========>.....................] - ETA: 0s - loss: 0.1910 - accuracy: 0.9531 448/839 [===============>..............] - ETA: 0s - loss: 0.1971 - accuracy: 0.9442 640/839 [=====================>........] - ETA: 0s - loss: 0.2060 - accuracy: 0.9344 832/839 [============================>.] - ETA: 0s - loss: 0.1999 - accuracy: 0.9399 839/839 [==============================] - 1s 806us/sample - loss: 0.1989 - accuracy: 0.9404 - val_loss: 0.6395 - val_accuracy: 0.7675
Epoch 19/30
64/839 [=>............................] - ETA: 0s - loss: 0.1669 - accuracy: 0.9375 256/839 [========>.....................] - ETA: 0s - loss: 0.1907 - accuracy: 0.9414 448/839 [===============>..............] - ETA: 0s - loss: 0.1703 - accuracy: 0.9487 640/839 [=====================>........] - ETA: 0s - loss: 0.1744 - accuracy: 0.9516 832/839 [============================>.] - ETA: 0s - loss: 0.1679 - accuracy: 0.9555 839/839 [==============================] - 1s 807us/sample - loss: 0.1679 - accuracy: 0.9559 - val_loss: 0.6673 - val_accuracy: 0.7534
Epoch 20/30
64/839 [=>............................] - ETA: 0s - loss: 0.1653 - accuracy: 0.9531 256/839 [========>.....................] - ETA: 0s - loss: 0.1629 - accuracy: 0.9570 448/839 [===============>..............] - ETA: 0s - loss: 0.1681 - accuracy: 0.9554 640/839 [=====================>........] - ETA: 0s - loss: 0.1655 - accuracy: 0.9594 832/839 [============================>.] - ETA: 0s - loss: 0.1637 - accuracy: 0.9615 839/839 [==============================] - 1s 803us/sample - loss: 0.1632 - accuracy: 0.9619 - val_loss: 0.5973 - val_accuracy: 0.7868
Epoch 21/30
64/839 [=>............................] - ETA: 0s - loss: 0.1557 - accuracy: 0.9688 256/839 [========>.....................] - ETA: 0s - loss: 0.1701 - accuracy: 0.9609 448/839 [===============>..............] - ETA: 0s - loss: 0.1521 - accuracy: 0.9643 640/839 [=====================>........] - ETA: 0s - loss: 0.1526 - accuracy: 0.9656 832/839 [============================>.] - ETA: 0s - loss: 0.1454 - accuracy: 0.9675 839/839 [==============================] - 1s 806us/sample - loss: 0.1496 - accuracy: 0.9642 - val_loss: 0.6498 - val_accuracy: 0.7657
Epoch 22/30
64/839 [=>............................] - ETA: 0s - loss: 0.2543 - accuracy: 0.9219 256/839 [========>.....................] - ETA: 0s - loss: 0.1519 - accuracy: 0.9688 448/839 [===============>..............] - ETA: 0s - loss: 0.1676 - accuracy: 0.9509 640/839 [=====================>........] - ETA: 0s - loss: 0.1607 - accuracy: 0.9594 832/839 [============================>.] - ETA: 0s - loss: 0.1592 - accuracy: 0.9627 839/839 [==============================] - 1s 797us/sample - loss: 0.1587 - accuracy: 0.9631 - val_loss: 0.5821 - val_accuracy: 0.7947
Epoch 23/30
64/839 [=>............................] - ETA: 0s - loss: 0.1589 - accuracy: 0.9531 256/839 [========>.....................] - ETA: 0s - loss: 0.1350 - accuracy: 0.9688 448/839 [===============>..............] - ETA: 0s - loss: 0.1293 - accuracy: 0.9688 640/839 [=====================>........] - ETA: 0s - loss: 0.1277 - accuracy: 0.9688 832/839 [============================>.] - ETA: 0s - loss: 0.1333 - accuracy: 0.9675 839/839 [==============================] - 1s 801us/sample - loss: 0.1327 - accuracy: 0.9678 - val_loss: 0.5832 - val_accuracy: 0.7921
Epoch 24/30
64/839 [=>............................] - ETA: 0s - loss: 0.1275 - accuracy: 1.0000 256/839 [========>.....................] - ETA: 0s - loss: 0.1218 - accuracy: 0.9883 448/839 [===============>..............] - ETA: 0s - loss: 0.1217 - accuracy: 0.9821 640/839 [=====================>........] - ETA: 0s - loss: 0.1340 - accuracy: 0.9734 832/839 [============================>.] - ETA: 0s - loss: 0.1478 - accuracy: 0.9663 839/839 [==============================] - 1s 797us/sample - loss: 0.1467 - accuracy: 0.9666 - val_loss: 0.6476 - val_accuracy: 0.7666
Epoch 25/30
64/839 [=>............................] - ETA: 0s - loss: 0.1499 - accuracy: 0.9688 256/839 [========>.....................] - ETA: 0s - loss: 0.1336 - accuracy: 0.9609 448/839 [===============>..............] - ETA: 0s - loss: 0.1256 - accuracy: 0.9688 640/839 [=====================>........] - ETA: 0s - loss: 0.1154 - accuracy: 0.9719 832/839 [============================>.] - ETA: 0s - loss: 0.1229 - accuracy: 0.9700 839/839 [==============================] - 1s 801us/sample - loss: 0.1226 - accuracy: 0.9702 - val_loss: 0.5582 - val_accuracy: 0.8013
Epoch 26/30
64/839 [=>............................] - ETA: 0s - loss: 0.1522 - accuracy: 0.9531 256/839 [========>.....................] - ETA: 0s - loss: 0.1269 - accuracy: 0.9570 448/839 [===============>..............] - ETA: 0s - loss: 0.1137 - accuracy: 0.9688 640/839 [=====================>........] - ETA: 0s - loss: 0.1061 - accuracy: 0.9750 832/839 [============================>.] - ETA: 0s - loss: 0.1109 - accuracy: 0.9675 839/839 [==============================] - 1s 795us/sample - loss: 0.1116 - accuracy: 0.9666 - val_loss: 0.5965 - val_accuracy: 0.7859
Epoch 27/30
64/839 [=>............................] - ETA: 0s - loss: 0.0603 - accuracy: 1.0000 256/839 [========>.....................] - ETA: 0s - loss: 0.0641 - accuracy: 0.9922 448/839 [===============>..............] - ETA: 0s - loss: 0.0881 - accuracy: 0.9821 640/839 [=====================>........] - ETA: 0s - loss: 0.0906 - accuracy: 0.9781 832/839 [============================>.] - ETA: 0s - loss: 0.0916 - accuracy: 0.9796 839/839 [==============================] - 1s 799us/sample - loss: 0.0910 - accuracy: 0.9797 - val_loss: 0.5398 - val_accuracy: 0.8110
Epoch 28/30
64/839 [=>............................] - ETA: 0s - loss: 0.1271 - accuracy: 0.9375 256/839 [========>.....................] - ETA: 0s - loss: 0.0917 - accuracy: 0.9727 448/839 [===============>..............] - ETA: 0s - loss: 0.0931 - accuracy: 0.9777 640/839 [=====================>........] - ETA: 0s - loss: 0.0891 - accuracy: 0.9781 832/839 [============================>.] - ETA: 0s - loss: 0.0881 - accuracy: 0.9808 839/839 [==============================] - 1s 800us/sample - loss: 0.0878 - accuracy: 0.9809 - val_loss: 0.5821 - val_accuracy: 0.7938
Epoch 29/30
64/839 [=>............................] - ETA: 0s - loss: 0.1151 - accuracy: 0.9688 256/839 [========>.....................] - ETA: 0s - loss: 0.0877 - accuracy: 0.9883 448/839 [===============>..............] - ETA: 0s - loss: 0.0951 - accuracy: 0.9866 640/839 [=====================>........] - ETA: 0s - loss: 0.0995 - accuracy: 0.9844 832/839 [============================>.] - ETA: 0s - loss: 0.0992 - accuracy: 0.9820 839/839 [==============================] - 1s 802us/sample - loss: 0.1006 - accuracy: 0.9809 - val_loss: 0.5126 - val_accuracy: 0.8198
Epoch 30/30
64/839 [=>............................] - ETA: 0s - loss: 0.1248 - accuracy: 0.9844 256/839 [========>.....................] - ETA: 0s - loss: 0.1283 - accuracy: 0.9648 448/839 [===============>..............] - ETA: 0s - loss: 0.1092 - accuracy: 0.9754 640/839 [=====================>........] - ETA: 0s - loss: 0.0985 - accuracy: 0.9781 832/839 [============================>.] - ETA: 0s - loss: 0.0955 - accuracy: 0.9796 839/839 [==============================] - 1s 797us/sample - loss: 0.0956 - accuracy: 0.9797 - val_loss: 0.6101 - val_accuracy: 0.7829
Train on 2097 samples, validate on 709 samples
Epoch 1/30
64/2097 [..............................] - ETA: 13s - loss: 5.3176 - accuracy: 0.3125 256/2097 [==>...........................] - ETA: 3s - loss: 4.1040 - accuracy: 0.2578  448/2097 [=====>........................] - ETA: 1s - loss: 3.6082 - accuracy: 0.2321 640/2097 [========>.....................] - ETA: 1s - loss: 3.3309 - accuracy: 0.2406 832/2097 [==========>...................] - ETA: 1s - loss: 3.2147 - accuracy: 0.2344 1024/2097 [=============>................] - ETA: 0s - loss: 3.0542 - accuracy: 0.2383 1088/2097 [==============>...............] - ETA: 0s - loss: 2.9858 - accuracy: 0.2426 1280/2097 [=================>............] - ETA: 0s - loss: 2.8020 - accuracy: 0.2672 1472/2097 [====================>.........] - ETA: 0s - loss: 2.6808 - accuracy: 0.2812 1664/2097 [======================>.......] - ETA: 0s - loss: 2.5884 - accuracy: 0.2933 1856/2097 [=========================>....] - ETA: 0s - loss: 2.4770 - accuracy: 0.3039 2048/2097 [============================>.] - ETA: 0s - loss: 2.3673 - accuracy: 0.3237 2097/2097 [==============================] - 1s 675us/sample - loss: 2.3340 - accuracy: 0.3309 - val_loss: 0.9916 - val_accuracy: 0.6305
Epoch 2/30
64/2097 [..............................] - ETA: 0s - loss: 1.3585 - accuracy: 0.4062 256/2097 [==>...........................] - ETA: 0s - loss: 1.4825 - accuracy: 0.4336 448/2097 [=====>........................] - ETA: 0s - loss: 1.3891 - accuracy: 0.4509 640/2097 [========>.....................] - ETA: 0s - loss: 1.3232 - accuracy: 0.4844 832/2097 [==========>...................] - ETA: 0s - loss: 1.2639 - accuracy: 0.5072 1024/2097 [=============>................] - ETA: 0s - loss: 1.2167 - accuracy: 0.5283 1216/2097 [================>.............] - ETA: 0s - loss: 1.2023 - accuracy: 0.5337 1408/2097 [===================>..........] - ETA: 0s - loss: 1.1683 - accuracy: 0.5447 1600/2097 [=====================>........] - ETA: 0s - loss: 1.1432 - accuracy: 0.5519 1792/2097 [========================>.....] - ETA: 0s - loss: 1.1153 - accuracy: 0.5653 1984/2097 [===========================>..] - ETA: 0s - loss: 1.1049 - accuracy: 0.5736 2097/2097 [==============================] - 1s 391us/sample - loss: 1.0947 - accuracy: 0.5804 - val_loss: 0.6753 - val_accuracy: 0.7757
Epoch 3/30
64/2097 [..............................] - ETA: 0s - loss: 0.8910 - accuracy: 0.6094 256/2097 [==>...........................] - ETA: 0s - loss: 0.8050 - accuracy: 0.6875 448/2097 [=====>........................] - ETA: 0s - loss: 0.8137 - accuracy: 0.6696 640/2097 [========>.....................] - ETA: 0s - loss: 0.8279 - accuracy: 0.6734 832/2097 [==========>...................] - ETA: 0s - loss: 0.8255 - accuracy: 0.6755 1024/2097 [=============>................] - ETA: 0s - loss: 0.7922 - accuracy: 0.6904 1216/2097 [================>.............] - ETA: 0s - loss: 0.7794 - accuracy: 0.6957 1408/2097 [===================>..........] - ETA: 0s - loss: 0.7733 - accuracy: 0.6982 1600/2097 [=====================>........] - ETA: 0s - loss: 0.7606 - accuracy: 0.7069 1792/2097 [========================>.....] - ETA: 0s - loss: 0.7532 - accuracy: 0.7115 1984/2097 [===========================>..] - ETA: 0s - loss: 0.7436 - accuracy: 0.7177 2097/2097 [==============================] - 1s 394us/sample - loss: 0.7353 - accuracy: 0.7234 - val_loss: 0.5398 - val_accuracy: 0.8307
Epoch 4/30
64/2097 [..............................] - ETA: 0s - loss: 0.6194 - accuracy: 0.8125 256/2097 [==>...........................] - ETA: 0s - loss: 0.5924 - accuracy: 0.8086 448/2097 [=====>........................] - ETA: 0s - loss: 0.5560 - accuracy: 0.8214 640/2097 [========>.....................] - ETA: 0s - loss: 0.5555 - accuracy: 0.8141 832/2097 [==========>...................] - ETA: 0s - loss: 0.5361 - accuracy: 0.8245 1024/2097 [=============>................] - ETA: 0s - loss: 0.5539 - accuracy: 0.8193 1216/2097 [================>.............] - ETA: 0s - loss: 0.5618 - accuracy: 0.8166 1408/2097 [===================>..........] - ETA: 0s - loss: 0.5642 - accuracy: 0.8168 1600/2097 [=====================>........] - ETA: 0s - loss: 0.5552 - accuracy: 0.8225 1792/2097 [========================>.....] - ETA: 0s - loss: 0.5538 - accuracy: 0.8220 1984/2097 [===========================>..] - ETA: 0s - loss: 0.5504 - accuracy: 0.8206 2097/2097 [==============================] - 1s 389us/sample - loss: 0.5506 - accuracy: 0.8202 - val_loss: 0.4532 - val_accuracy: 0.8561
Epoch 5/30
64/2097 [..............................] - ETA: 0s - loss: 0.5043 - accuracy: 0.7969 256/2097 [==>...........................] - ETA: 0s - loss: 0.4783 - accuracy: 0.8320 448/2097 [=====>........................] - ETA: 0s - loss: 0.4599 - accuracy: 0.8393 640/2097 [========>.....................] - ETA: 0s - loss: 0.4835 - accuracy: 0.8391 832/2097 [==========>...................] - ETA: 0s - loss: 0.4706 - accuracy: 0.8522 1024/2097 [=============>................] - ETA: 0s - loss: 0.4800 - accuracy: 0.8447 1216/2097 [================>.............] - ETA: 0s - loss: 0.4993 - accuracy: 0.8372 1408/2097 [===================>..........] - ETA: 0s - loss: 0.4966 - accuracy: 0.8352 1600/2097 [=====================>........] - ETA: 0s - loss: 0.4842 - accuracy: 0.8400 1792/2097 [========================>.....] - ETA: 0s - loss: 0.4844 - accuracy: 0.8387 1984/2097 [===========================>..] - ETA: 0s - loss: 0.4810 - accuracy: 0.8402 2097/2097 [==============================] - 1s 389us/sample - loss: 0.4768 - accuracy: 0.8417 - val_loss: 0.3538 - val_accuracy: 0.9154
Epoch 6/30
64/2097 [..............................] - ETA: 0s - loss: 0.5774 - accuracy: 0.8594 256/2097 [==>...........................] - ETA: 0s - loss: 0.4211 - accuracy: 0.8789 448/2097 [=====>........................] - ETA: 0s - loss: 0.4205 - accuracy: 0.8571 640/2097 [========>.....................] - ETA: 0s - loss: 0.4296 - accuracy: 0.8547 832/2097 [==========>...................] - ETA: 0s - loss: 0.4256 - accuracy: 0.8534 1024/2097 [=============>................] - ETA: 0s - loss: 0.4078 - accuracy: 0.8633 1216/2097 [================>.............] - ETA: 0s - loss: 0.3960 - accuracy: 0.8684 1408/2097 [===================>..........] - ETA: 0s - loss: 0.3990 - accuracy: 0.8686 1600/2097 [=====================>........] - ETA: 0s - loss: 0.3889 - accuracy: 0.8731 1792/2097 [========================>.....] - ETA: 0s - loss: 0.3871 - accuracy: 0.8722 1984/2097 [===========================>..] - ETA: 0s - loss: 0.3868 - accuracy: 0.8715 2097/2097 [==============================] - 1s 386us/sample - loss: 0.3870 - accuracy: 0.8717 - val_loss: 0.3105 - val_accuracy: 0.9210
Epoch 7/30
64/2097 [..............................] - ETA: 0s - loss: 0.3113 - accuracy: 0.8906 256/2097 [==>...........................] - ETA: 0s - loss: 0.3184 - accuracy: 0.8906 448/2097 [=====>........................] - ETA: 0s - loss: 0.3358 - accuracy: 0.8996 640/2097 [========>.....................] - ETA: 0s - loss: 0.3407 - accuracy: 0.9000 832/2097 [==========>...................] - ETA: 0s - loss: 0.3451 - accuracy: 0.8978 1024/2097 [=============>................] - ETA: 0s - loss: 0.3320 - accuracy: 0.9043 1216/2097 [================>.............] - ETA: 0s - loss: 0.3396 - accuracy: 0.9013 1408/2097 [===================>..........] - ETA: 0s - loss: 0.3515 - accuracy: 0.8984 1600/2097 [=====================>........] - ETA: 0s - loss: 0.3436 - accuracy: 0.9000 1792/2097 [========================>.....] - ETA: 0s - loss: 0.3413 - accuracy: 0.9023 1984/2097 [===========================>..] - ETA: 0s - loss: 0.3346 - accuracy: 0.9032 2097/2097 [==============================] - 1s 393us/sample - loss: 0.3299 - accuracy: 0.9065 - val_loss: 0.2876 - val_accuracy: 0.9238
Epoch 8/30
64/2097 [..............................] - ETA: 0s - loss: 0.2879 - accuracy: 0.8750 256/2097 [==>...........................] - ETA: 0s - loss: 0.3216 - accuracy: 0.8906 448/2097 [=====>........................] - ETA: 0s - loss: 0.3111 - accuracy: 0.8884 640/2097 [========>.....................] - ETA: 0s - loss: 0.2921 - accuracy: 0.9000 832/2097 [==========>...................] - ETA: 0s - loss: 0.2974 - accuracy: 0.9002 1024/2097 [=============>................] - ETA: 0s - loss: 0.3062 - accuracy: 0.9004 1216/2097 [================>.............] - ETA: 0s - loss: 0.3099 - accuracy: 0.8997 1408/2097 [===================>..........] - ETA: 0s - loss: 0.3005 - accuracy: 0.9027 1600/2097 [=====================>........] - ETA: 0s - loss: 0.3023 - accuracy: 0.9038 1792/2097 [========================>.....] - ETA: 0s - loss: 0.3008 - accuracy: 0.9051 1984/2097 [===========================>..] - ETA: 0s - loss: 0.2982 - accuracy: 0.9088 2097/2097 [==============================] - 1s 398us/sample - loss: 0.2998 - accuracy: 0.9089 - val_loss: 0.2469 - val_accuracy: 0.9295
Epoch 9/30
64/2097 [..............................] - ETA: 0s - loss: 0.2659 - accuracy: 0.9219 256/2097 [==>...........................] - ETA: 0s - loss: 0.2972 - accuracy: 0.9023 448/2097 [=====>........................] - ETA: 0s - loss: 0.2760 - accuracy: 0.9107 640/2097 [========>.....................] - ETA: 0s - loss: 0.2616 - accuracy: 0.9203 832/2097 [==========>...................] - ETA: 0s - loss: 0.2687 - accuracy: 0.9183 1024/2097 [=============>................] - ETA: 0s - loss: 0.2636 - accuracy: 0.9209 1216/2097 [================>.............] - ETA: 0s - loss: 0.2619 - accuracy: 0.9235 1408/2097 [===================>..........] - ETA: 0s - loss: 0.2573 - accuracy: 0.9233 1600/2097 [=====================>........] - ETA: 0s - loss: 0.2593 - accuracy: 0.9219 1792/2097 [========================>.....] - ETA: 0s - loss: 0.2537 - accuracy: 0.9235 1984/2097 [===========================>..] - ETA: 0s - loss: 0.2514 - accuracy: 0.9254 2097/2097 [==============================] - 1s 384us/sample - loss: 0.2499 - accuracy: 0.9251 - val_loss: 0.2250 - val_accuracy: 0.9309
Epoch 10/30
64/2097 [..............................] - ETA: 0s - loss: 0.2782 - accuracy: 0.8594 256/2097 [==>...........................] - ETA: 0s - loss: 0.2701 - accuracy: 0.9102 448/2097 [=====>........................] - ETA: 0s - loss: 0.2433 - accuracy: 0.9308 640/2097 [========>.....................] - ETA: 0s - loss: 0.2387 - accuracy: 0.9281 832/2097 [==========>...................] - ETA: 0s - loss: 0.2310 - accuracy: 0.9279 1024/2097 [=============>................] - ETA: 0s - loss: 0.2338 - accuracy: 0.9268 1216/2097 [================>.............] - ETA: 0s - loss: 0.2408 - accuracy: 0.9276 1408/2097 [===================>..........] - ETA: 0s - loss: 0.2433 - accuracy: 0.9261 1600/2097 [=====================>........] - ETA: 0s - loss: 0.2421 - accuracy: 0.9262 1792/2097 [========================>.....] - ETA: 0s - loss: 0.2375 - accuracy: 0.9269 1984/2097 [===========================>..] - ETA: 0s - loss: 0.2396 - accuracy: 0.9239 2097/2097 [==============================] - 1s 388us/sample - loss: 0.2364 - accuracy: 0.9247 - val_loss: 0.2147 - val_accuracy: 0.9422
Epoch 11/30
64/2097 [..............................] - ETA: 0s - loss: 0.1283 - accuracy: 0.9688 256/2097 [==>...........................] - ETA: 0s - loss: 0.1990 - accuracy: 0.9531 448/2097 [=====>........................] - ETA: 0s - loss: 0.2040 - accuracy: 0.9464 640/2097 [========>.....................] - ETA: 0s - loss: 0.2039 - accuracy: 0.9453 832/2097 [==========>...................] - ETA: 0s - loss: 0.2014 - accuracy: 0.9399 1024/2097 [=============>................] - ETA: 0s - loss: 0.2084 - accuracy: 0.9395 1216/2097 [================>.............] - ETA: 0s - loss: 0.2131 - accuracy: 0.9367 1408/2097 [===================>..........] - ETA: 0s - loss: 0.2062 - accuracy: 0.9411 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1973 - accuracy: 0.9438 1792/2097 [========================>.....] - ETA: 0s - loss: 0.2023 - accuracy: 0.9448 1984/2097 [===========================>..] - ETA: 0s - loss: 0.2054 - accuracy: 0.9441 2097/2097 [==============================] - 1s 390us/sample - loss: 0.2034 - accuracy: 0.9428 - val_loss: 0.1853 - val_accuracy: 0.9549
Epoch 12/30
64/2097 [..............................] - ETA: 0s - loss: 0.1886 - accuracy: 0.9219 256/2097 [==>...........................] - ETA: 0s - loss: 0.2069 - accuracy: 0.9336 448/2097 [=====>........................] - ETA: 0s - loss: 0.2026 - accuracy: 0.9353 640/2097 [========>.....................] - ETA: 0s - loss: 0.1985 - accuracy: 0.9391 832/2097 [==========>...................] - ETA: 0s - loss: 0.2008 - accuracy: 0.9399 1024/2097 [=============>................] - ETA: 0s - loss: 0.1941 - accuracy: 0.9434 1216/2097 [================>.............] - ETA: 0s - loss: 0.1919 - accuracy: 0.9441 1408/2097 [===================>..........] - ETA: 0s - loss: 0.1920 - accuracy: 0.9453 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1884 - accuracy: 0.9456 1792/2097 [========================>.....] - ETA: 0s - loss: 0.1900 - accuracy: 0.9453 1984/2097 [===========================>..] - ETA: 0s - loss: 0.1856 - accuracy: 0.9471 2097/2097 [==============================] - 1s 387us/sample - loss: 0.1834 - accuracy: 0.9485 - val_loss: 0.1888 - val_accuracy: 0.9506
Epoch 13/30
64/2097 [..............................] - ETA: 0s - loss: 0.2022 - accuracy: 0.9375 256/2097 [==>...........................] - ETA: 0s - loss: 0.1664 - accuracy: 0.9492 448/2097 [=====>........................] - ETA: 0s - loss: 0.1480 - accuracy: 0.9643 640/2097 [========>.....................] - ETA: 0s - loss: 0.1403 - accuracy: 0.9672 832/2097 [==========>...................] - ETA: 0s - loss: 0.1541 - accuracy: 0.9603 1024/2097 [=============>................] - ETA: 0s - loss: 0.1520 - accuracy: 0.9629 1216/2097 [================>.............] - ETA: 0s - loss: 0.1530 - accuracy: 0.9613 1408/2097 [===================>..........] - ETA: 0s - loss: 0.1597 - accuracy: 0.9553 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1632 - accuracy: 0.9544 1792/2097 [========================>.....] - ETA: 0s - loss: 0.1698 - accuracy: 0.9531 1984/2097 [===========================>..] - ETA: 0s - loss: 0.1684 - accuracy: 0.9536 2097/2097 [==============================] - 1s 391us/sample - loss: 0.1684 - accuracy: 0.9533 - val_loss: 0.1712 - val_accuracy: 0.9520
Epoch 14/30
64/2097 [..............................] - ETA: 0s - loss: 0.2700 - accuracy: 0.9062 256/2097 [==>...........................] - ETA: 0s - loss: 0.1835 - accuracy: 0.9570 448/2097 [=====>........................] - ETA: 0s - loss: 0.1780 - accuracy: 0.9576 640/2097 [========>.....................] - ETA: 0s - loss: 0.1673 - accuracy: 0.9594 832/2097 [==========>...................] - ETA: 0s - loss: 0.1587 - accuracy: 0.9603 1024/2097 [=============>................] - ETA: 0s - loss: 0.1570 - accuracy: 0.9600 1216/2097 [================>.............] - ETA: 0s - loss: 0.1529 - accuracy: 0.9630 1408/2097 [===================>..........] - ETA: 0s - loss: 0.1481 - accuracy: 0.9624 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1465 - accuracy: 0.9606 1792/2097 [========================>.....] - ETA: 0s - loss: 0.1474 - accuracy: 0.9587 1984/2097 [===========================>..] - ETA: 0s - loss: 0.1463 - accuracy: 0.9587 2097/2097 [==============================] - 1s 390us/sample - loss: 0.1491 - accuracy: 0.9576 - val_loss: 0.1616 - val_accuracy: 0.9549
Epoch 15/30
64/2097 [..............................] - ETA: 0s - loss: 0.1016 - accuracy: 0.9688 256/2097 [==>...........................] - ETA: 0s - loss: 0.1963 - accuracy: 0.9414 448/2097 [=====>........................] - ETA: 0s - loss: 0.1646 - accuracy: 0.9509 640/2097 [========>.....................] - ETA: 0s - loss: 0.1627 - accuracy: 0.9531 832/2097 [==========>...................] - ETA: 0s - loss: 0.1627 - accuracy: 0.9579 1024/2097 [=============>................] - ETA: 0s - loss: 0.1561 - accuracy: 0.9590 1216/2097 [================>.............] - ETA: 0s - loss: 0.1484 - accuracy: 0.9613 1408/2097 [===================>..........] - ETA: 0s - loss: 0.1426 - accuracy: 0.9616 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1472 - accuracy: 0.9588 1792/2097 [========================>.....] - ETA: 0s - loss: 0.1444 - accuracy: 0.9604 1984/2097 [===========================>..] - ETA: 0s - loss: 0.1402 - accuracy: 0.9622 2097/2097 [==============================] - 1s 389us/sample - loss: 0.1408 - accuracy: 0.9619 - val_loss: 0.1485 - val_accuracy: 0.9591
Epoch 16/30
64/2097 [..............................] - ETA: 0s - loss: 0.1690 - accuracy: 0.9219 256/2097 [==>...........................] - ETA: 0s - loss: 0.1595 - accuracy: 0.9531 448/2097 [=====>........................] - ETA: 0s - loss: 0.1473 - accuracy: 0.9598 640/2097 [========>.....................] - ETA: 0s - loss: 0.1305 - accuracy: 0.9641 832/2097 [==========>...................] - ETA: 0s - loss: 0.1225 - accuracy: 0.9675 1024/2097 [=============>................] - ETA: 0s - loss: 0.1221 - accuracy: 0.9688 1216/2097 [================>.............] - ETA: 0s - loss: 0.1173 - accuracy: 0.9704 1408/2097 [===================>..........] - ETA: 0s - loss: 0.1110 - accuracy: 0.9716 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1084 - accuracy: 0.9737 1792/2097 [========================>.....] - ETA: 0s - loss: 0.1143 - accuracy: 0.9693 1984/2097 [===========================>..] - ETA: 0s - loss: 0.1113 - accuracy: 0.9693 2097/2097 [==============================] - 1s 423us/sample - loss: 0.1118 - accuracy: 0.9690 - val_loss: 0.1719 - val_accuracy: 0.9436
Epoch 17/30
64/2097 [..............................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9688 256/2097 [==>...........................] - ETA: 0s - loss: 0.1222 - accuracy: 0.9727 448/2097 [=====>........................] - ETA: 0s - loss: 0.1360 - accuracy: 0.9688 640/2097 [========>.....................] - ETA: 0s - loss: 0.1205 - accuracy: 0.9734 832/2097 [==========>...................] - ETA: 0s - loss: 0.1196 - accuracy: 0.9724 1024/2097 [=============>................] - ETA: 0s - loss: 0.1208 - accuracy: 0.9717 1216/2097 [================>.............] - ETA: 0s - loss: 0.1170 - accuracy: 0.9712 1408/2097 [===================>..........] - ETA: 0s - loss: 0.1168 - accuracy: 0.9695 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1143 - accuracy: 0.9706 1792/2097 [========================>.....] - ETA: 0s - loss: 0.1148 - accuracy: 0.9715 1984/2097 [===========================>..] - ETA: 0s - loss: 0.1183 - accuracy: 0.9693 2097/2097 [==============================] - 1s 387us/sample - loss: 0.1181 - accuracy: 0.9695 - val_loss: 0.1398 - val_accuracy: 0.9605
Epoch 18/30
64/2097 [..............................] - ETA: 0s - loss: 0.0849 - accuracy: 0.9844 256/2097 [==>...........................] - ETA: 0s - loss: 0.0977 - accuracy: 0.9727 448/2097 [=====>........................] - ETA: 0s - loss: 0.1103 - accuracy: 0.9643 640/2097 [========>.....................] - ETA: 0s - loss: 0.0983 - accuracy: 0.9703 832/2097 [==========>...................] - ETA: 0s - loss: 0.0902 - accuracy: 0.9760 1024/2097 [=============>................] - ETA: 0s - loss: 0.0903 - accuracy: 0.9756 1216/2097 [================>.............] - ETA: 0s - loss: 0.0881 - accuracy: 0.9770 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0934 - accuracy: 0.9744 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0963 - accuracy: 0.9744 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0980 - accuracy: 0.9743 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0954 - accuracy: 0.9753 2097/2097 [==============================] - 1s 390us/sample - loss: 0.0950 - accuracy: 0.9757 - val_loss: 0.1408 - val_accuracy: 0.9591
Epoch 19/30
64/2097 [..............................] - ETA: 0s - loss: 0.0748 - accuracy: 1.0000 256/2097 [==>...........................] - ETA: 0s - loss: 0.1067 - accuracy: 0.9766 448/2097 [=====>........................] - ETA: 0s - loss: 0.1138 - accuracy: 0.9732 640/2097 [========>.....................] - ETA: 0s - loss: 0.1047 - accuracy: 0.9688 832/2097 [==========>...................] - ETA: 0s - loss: 0.1113 - accuracy: 0.9675 1024/2097 [=============>................] - ETA: 0s - loss: 0.1070 - accuracy: 0.9707 1216/2097 [================>.............] - ETA: 0s - loss: 0.1012 - accuracy: 0.9729 1408/2097 [===================>..........] - ETA: 0s - loss: 0.1004 - accuracy: 0.9737 1600/2097 [=====================>........] - ETA: 0s - loss: 0.1015 - accuracy: 0.9737 1792/2097 [========================>.....] - ETA: 0s - loss: 0.1013 - accuracy: 0.9732 1984/2097 [===========================>..] - ETA: 0s - loss: 0.1002 - accuracy: 0.9738 2097/2097 [==============================] - 1s 386us/sample - loss: 0.1015 - accuracy: 0.9733 - val_loss: 0.1399 - val_accuracy: 0.9633
Epoch 20/30
64/2097 [..............................] - ETA: 0s - loss: 0.0671 - accuracy: 0.9844 256/2097 [==>...........................] - ETA: 0s - loss: 0.0979 - accuracy: 0.9805 448/2097 [=====>........................] - ETA: 0s - loss: 0.1029 - accuracy: 0.9732 640/2097 [========>.....................] - ETA: 0s - loss: 0.1044 - accuracy: 0.9719 832/2097 [==========>...................] - ETA: 0s - loss: 0.0962 - accuracy: 0.9736 1024/2097 [=============>................] - ETA: 0s - loss: 0.0888 - accuracy: 0.9766 1216/2097 [================>.............] - ETA: 0s - loss: 0.0902 - accuracy: 0.9753 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0894 - accuracy: 0.9766 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0930 - accuracy: 0.9762 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0908 - accuracy: 0.9760 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0935 - accuracy: 0.9748 2097/2097 [==============================] - 1s 388us/sample - loss: 0.0931 - accuracy: 0.9747 - val_loss: 0.1262 - val_accuracy: 0.9619
Epoch 21/30
64/2097 [..............................] - ETA: 0s - loss: 0.1183 - accuracy: 0.9688 256/2097 [==>...........................] - ETA: 0s - loss: 0.0860 - accuracy: 0.9805 448/2097 [=====>........................] - ETA: 0s - loss: 0.0860 - accuracy: 0.9710 640/2097 [========>.....................] - ETA: 0s - loss: 0.0903 - accuracy: 0.9719 832/2097 [==========>...................] - ETA: 0s - loss: 0.0941 - accuracy: 0.9736 1024/2097 [=============>................] - ETA: 0s - loss: 0.0907 - accuracy: 0.9746 1216/2097 [================>.............] - ETA: 0s - loss: 0.0930 - accuracy: 0.9729 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0939 - accuracy: 0.9730 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0929 - accuracy: 0.9737 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0938 - accuracy: 0.9727 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0918 - accuracy: 0.9733 2097/2097 [==============================] - 1s 387us/sample - loss: 0.0914 - accuracy: 0.9733 - val_loss: 0.1340 - val_accuracy: 0.9619
Epoch 22/30
64/2097 [..............................] - ETA: 0s - loss: 0.1115 - accuracy: 0.9844 256/2097 [==>...........................] - ETA: 0s - loss: 0.0967 - accuracy: 0.9688 448/2097 [=====>........................] - ETA: 0s - loss: 0.0887 - accuracy: 0.9732 640/2097 [========>.....................] - ETA: 0s - loss: 0.0916 - accuracy: 0.9703 832/2097 [==========>...................] - ETA: 0s - loss: 0.0974 - accuracy: 0.9651 1024/2097 [=============>................] - ETA: 0s - loss: 0.0926 - accuracy: 0.9697 1216/2097 [================>.............] - ETA: 0s - loss: 0.0932 - accuracy: 0.9688 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0879 - accuracy: 0.9723 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0882 - accuracy: 0.9719 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0841 - accuracy: 0.9743 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0861 - accuracy: 0.9733 2097/2097 [==============================] - 1s 387us/sample - loss: 0.0860 - accuracy: 0.9728 - val_loss: 0.1258 - val_accuracy: 0.9619
Epoch 23/30
64/2097 [..............................] - ETA: 0s - loss: 0.0989 - accuracy: 0.9844 256/2097 [==>...........................] - ETA: 0s - loss: 0.1017 - accuracy: 0.9688 448/2097 [=====>........................] - ETA: 0s - loss: 0.0913 - accuracy: 0.9732 640/2097 [========>.....................] - ETA: 0s - loss: 0.0774 - accuracy: 0.9797 832/2097 [==========>...................] - ETA: 0s - loss: 0.0799 - accuracy: 0.9748 1024/2097 [=============>................] - ETA: 0s - loss: 0.0782 - accuracy: 0.9766 1216/2097 [================>.............] - ETA: 0s - loss: 0.0820 - accuracy: 0.9745 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0812 - accuracy: 0.9744 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0788 - accuracy: 0.9756 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0807 - accuracy: 0.9754 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0809 - accuracy: 0.9763 2097/2097 [==============================] - 1s 389us/sample - loss: 0.0817 - accuracy: 0.9762 - val_loss: 0.1252 - val_accuracy: 0.9647
Epoch 24/30
64/2097 [..............................] - ETA: 0s - loss: 0.0555 - accuracy: 0.9844 256/2097 [==>...........................] - ETA: 0s - loss: 0.0625 - accuracy: 0.9727 448/2097 [=====>........................] - ETA: 0s - loss: 0.0651 - accuracy: 0.9754 640/2097 [========>.....................] - ETA: 0s - loss: 0.0726 - accuracy: 0.9766 832/2097 [==========>...................] - ETA: 0s - loss: 0.0681 - accuracy: 0.9796 1024/2097 [=============>................] - ETA: 0s - loss: 0.0701 - accuracy: 0.9795 1216/2097 [================>.............] - ETA: 0s - loss: 0.0665 - accuracy: 0.9827 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0665 - accuracy: 0.9822 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0649 - accuracy: 0.9837 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0682 - accuracy: 0.9827 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0672 - accuracy: 0.9819 2097/2097 [==============================] - 1s 386us/sample - loss: 0.0665 - accuracy: 0.9824 - val_loss: 0.1129 - val_accuracy: 0.9676
Epoch 25/30
64/2097 [..............................] - ETA: 0s - loss: 0.0472 - accuracy: 0.9844 256/2097 [==>...........................] - ETA: 0s - loss: 0.0721 - accuracy: 0.9766 448/2097 [=====>........................] - ETA: 0s - loss: 0.0600 - accuracy: 0.9844 640/2097 [========>.....................] - ETA: 0s - loss: 0.0705 - accuracy: 0.9828 832/2097 [==========>...................] - ETA: 0s - loss: 0.0731 - accuracy: 0.9808 1024/2097 [=============>................] - ETA: 0s - loss: 0.0725 - accuracy: 0.9824 1152/2097 [===============>..............] - ETA: 0s - loss: 0.0710 - accuracy: 0.9826 1344/2097 [==================>...........] - ETA: 0s - loss: 0.0705 - accuracy: 0.9821 1536/2097 [====================>.........] - ETA: 0s - loss: 0.0689 - accuracy: 0.9831 1728/2097 [=======================>......] - ETA: 0s - loss: 0.0700 - accuracy: 0.9821 1920/2097 [==========================>...] - ETA: 0s - loss: 0.0726 - accuracy: 0.9802 2097/2097 [==============================] - 1s 402us/sample - loss: 0.0725 - accuracy: 0.9800 - val_loss: 0.1132 - val_accuracy: 0.9661
Epoch 26/30
64/2097 [..............................] - ETA: 0s - loss: 0.0290 - accuracy: 1.0000 256/2097 [==>...........................] - ETA: 0s - loss: 0.0702 - accuracy: 0.9766 448/2097 [=====>........................] - ETA: 0s - loss: 0.0805 - accuracy: 0.9710 640/2097 [========>.....................] - ETA: 0s - loss: 0.0757 - accuracy: 0.9734 832/2097 [==========>...................] - ETA: 0s - loss: 0.0654 - accuracy: 0.9796 1024/2097 [=============>................] - ETA: 0s - loss: 0.0679 - accuracy: 0.9785 1216/2097 [================>.............] - ETA: 0s - loss: 0.0632 - accuracy: 0.9811 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0617 - accuracy: 0.9822 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0589 - accuracy: 0.9831 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0627 - accuracy: 0.9816 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0647 - accuracy: 0.9819 2097/2097 [==============================] - 1s 389us/sample - loss: 0.0664 - accuracy: 0.9809 - val_loss: 0.1117 - val_accuracy: 0.9619
Epoch 27/30
64/2097 [..............................] - ETA: 0s - loss: 0.0364 - accuracy: 0.9844 256/2097 [==>...........................] - ETA: 0s - loss: 0.0759 - accuracy: 0.9727 448/2097 [=====>........................] - ETA: 0s - loss: 0.0710 - accuracy: 0.9754 640/2097 [========>.....................] - ETA: 0s - loss: 0.0663 - accuracy: 0.9781 832/2097 [==========>...................] - ETA: 0s - loss: 0.0648 - accuracy: 0.9820 1024/2097 [=============>................] - ETA: 0s - loss: 0.0630 - accuracy: 0.9844 1216/2097 [================>.............] - ETA: 0s - loss: 0.0606 - accuracy: 0.9868 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0630 - accuracy: 0.9858 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0625 - accuracy: 0.9844 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0631 - accuracy: 0.9849 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0641 - accuracy: 0.9844 2097/2097 [==============================] - 1s 388us/sample - loss: 0.0647 - accuracy: 0.9843 - val_loss: 0.1296 - val_accuracy: 0.9647
Epoch 28/30
64/2097 [..............................] - ETA: 0s - loss: 0.0829 - accuracy: 0.9688 256/2097 [==>...........................] - ETA: 0s - loss: 0.0822 - accuracy: 0.9805 448/2097 [=====>........................] - ETA: 0s - loss: 0.0693 - accuracy: 0.9866 640/2097 [========>.....................] - ETA: 0s - loss: 0.0658 - accuracy: 0.9859 832/2097 [==========>...................] - ETA: 0s - loss: 0.0691 - accuracy: 0.9844 1024/2097 [=============>................] - ETA: 0s - loss: 0.0677 - accuracy: 0.9834 1216/2097 [================>.............] - ETA: 0s - loss: 0.0648 - accuracy: 0.9852 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0637 - accuracy: 0.9865 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0603 - accuracy: 0.9875 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0583 - accuracy: 0.9877 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0627 - accuracy: 0.9854 2097/2097 [==============================] - 1s 385us/sample - loss: 0.0623 - accuracy: 0.9857 - val_loss: 0.1076 - val_accuracy: 0.9647
Epoch 29/30
64/2097 [..............................] - ETA: 0s - loss: 0.0296 - accuracy: 1.0000 256/2097 [==>...........................] - ETA: 0s - loss: 0.0391 - accuracy: 0.9961 448/2097 [=====>........................] - ETA: 0s - loss: 0.0461 - accuracy: 0.9911 640/2097 [========>.....................] - ETA: 0s - loss: 0.0466 - accuracy: 0.9891 832/2097 [==========>...................] - ETA: 0s - loss: 0.0466 - accuracy: 0.9892 1024/2097 [=============>................] - ETA: 0s - loss: 0.0525 - accuracy: 0.9873 1216/2097 [================>.............] - ETA: 0s - loss: 0.0513 - accuracy: 0.9885 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0483 - accuracy: 0.9901 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0508 - accuracy: 0.9887 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0531 - accuracy: 0.9860 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0520 - accuracy: 0.9869 2097/2097 [==============================] - 1s 387us/sample - loss: 0.0507 - accuracy: 0.9876 - val_loss: 0.1126 - val_accuracy: 0.9647
Epoch 30/30
64/2097 [..............................] - ETA: 0s - loss: 0.1195 - accuracy: 0.9688 256/2097 [==>...........................] - ETA: 0s - loss: 0.0604 - accuracy: 0.9844 448/2097 [=====>........................] - ETA: 0s - loss: 0.0554 - accuracy: 0.9866 640/2097 [========>.....................] - ETA: 0s - loss: 0.0614 - accuracy: 0.9859 832/2097 [==========>...................] - ETA: 0s - loss: 0.0543 - accuracy: 0.9892 1024/2097 [=============>................] - ETA: 0s - loss: 0.0504 - accuracy: 0.9902 1216/2097 [================>.............] - ETA: 0s - loss: 0.0478 - accuracy: 0.9901 1408/2097 [===================>..........] - ETA: 0s - loss: 0.0465 - accuracy: 0.9908 1600/2097 [=====================>........] - ETA: 0s - loss: 0.0492 - accuracy: 0.9900 1792/2097 [========================>.....] - ETA: 0s - loss: 0.0485 - accuracy: 0.9900 1984/2097 [===========================>..] - ETA: 0s - loss: 0.0471 - accuracy: 0.9909 2097/2097 [==============================] - 1s 387us/sample - loss: 0.0490 - accuracy: 0.9895 - val_loss: 0.1066 - val_accuracy: 0.9647
Train on 2382 samples, validate on 732 samples
Epoch 1/30
64/2382 [..............................] - ETA: 15s - loss: 3.3630 - accuracy: 0.2344 256/2382 [==>...........................] - ETA: 3s - loss: 2.9503 - accuracy: 0.2305  448/2382 [====>.........................] - ETA: 2s - loss: 2.8471 - accuracy: 0.2321 640/2382 [=======>......................] - ETA: 1s - loss: 2.6352 - accuracy: 0.2547 832/2382 [=========>....................] - ETA: 1s - loss: 2.4984 - accuracy: 0.2668 1024/2382 [===========>..................] - ETA: 0s - loss: 2.3598 - accuracy: 0.2900 1216/2382 [==============>...............] - ETA: 0s - loss: 2.2710 - accuracy: 0.3018 1408/2382 [================>.............] - ETA: 0s - loss: 2.1675 - accuracy: 0.3232 1600/2382 [===================>..........] - ETA: 0s - loss: 2.1038 - accuracy: 0.3381 1792/2382 [=====================>........] - ETA: 0s - loss: 2.0294 - accuracy: 0.3555 1984/2382 [=======================>......] - ETA: 0s - loss: 1.9647 - accuracy: 0.3659 2176/2382 [==========================>...] - ETA: 0s - loss: 1.8963 - accuracy: 0.3833 2368/2382 [============================>.] - ETA: 0s - loss: 1.8461 - accuracy: 0.3948 2382/2382 [==============================] - 1s 594us/sample - loss: 1.8395 - accuracy: 0.3963 - val_loss: 0.8886 - val_accuracy: 0.6503
Epoch 2/30
64/2382 [..............................] - ETA: 0s - loss: 1.1898 - accuracy: 0.5469 256/2382 [==>...........................] - ETA: 0s - loss: 1.1420 - accuracy: 0.5312 448/2382 [====>.........................] - ETA: 0s - loss: 1.0625 - accuracy: 0.5603 640/2382 [=======>......................] - ETA: 0s - loss: 1.0368 - accuracy: 0.5797 832/2382 [=========>....................] - ETA: 0s - loss: 1.0162 - accuracy: 0.5974 1024/2382 [===========>..................] - ETA: 0s - loss: 0.9732 - accuracy: 0.6221 1216/2382 [==============>...............] - ETA: 0s - loss: 0.9467 - accuracy: 0.6324 1408/2382 [================>.............] - ETA: 0s - loss: 0.9357 - accuracy: 0.6420 1600/2382 [===================>..........] - ETA: 0s - loss: 0.9155 - accuracy: 0.6506 1792/2382 [=====================>........] - ETA: 0s - loss: 0.9072 - accuracy: 0.6501 1984/2382 [=======================>......] - ETA: 0s - loss: 0.8889 - accuracy: 0.6593 2176/2382 [==========================>...] - ETA: 0s - loss: 0.8778 - accuracy: 0.6641 2368/2382 [============================>.] - ETA: 0s - loss: 0.8640 - accuracy: 0.6710 2382/2382 [==============================] - 1s 384us/sample - loss: 0.8633 - accuracy: 0.6713 - val_loss: 0.6477 - val_accuracy: 0.7787
Epoch 3/30
64/2382 [..............................] - ETA: 0s - loss: 0.7630 - accuracy: 0.6562 256/2382 [==>...........................] - ETA: 0s - loss: 0.7332 - accuracy: 0.7188 448/2382 [====>.........................] - ETA: 0s - loss: 0.7194 - accuracy: 0.7210 640/2382 [=======>......................] - ETA: 0s - loss: 0.6844 - accuracy: 0.7359 832/2382 [=========>....................] - ETA: 0s - loss: 0.6764 - accuracy: 0.7464 1024/2382 [===========>..................] - ETA: 0s - loss: 0.6534 - accuracy: 0.7656 1216/2382 [==============>...............] - ETA: 0s - loss: 0.6402 - accuracy: 0.7714 1408/2382 [================>.............] - ETA: 0s - loss: 0.6250 - accuracy: 0.7777 1600/2382 [===================>..........] - ETA: 0s - loss: 0.6225 - accuracy: 0.7763 1792/2382 [=====================>........] - ETA: 0s - loss: 0.6109 - accuracy: 0.7824 1984/2382 [=======================>......] - ETA: 0s - loss: 0.6066 - accuracy: 0.7868 2176/2382 [==========================>...] - ETA: 0s - loss: 0.5951 - accuracy: 0.7932 2368/2382 [============================>.] - ETA: 0s - loss: 0.5932 - accuracy: 0.7927 2382/2382 [==============================] - 1s 385us/sample - loss: 0.5933 - accuracy: 0.7922 - val_loss: 0.4720 - val_accuracy: 0.8648
Epoch 4/30
64/2382 [..............................] - ETA: 0s - loss: 0.4302 - accuracy: 0.8281 256/2382 [==>...........................] - ETA: 0s - loss: 0.4523 - accuracy: 0.8398 448/2382 [====>.........................] - ETA: 0s - loss: 0.4473 - accuracy: 0.8326 640/2382 [=======>......................] - ETA: 0s - loss: 0.4619 - accuracy: 0.8250 832/2382 [=========>....................] - ETA: 0s - loss: 0.4781 - accuracy: 0.8197 1024/2382 [===========>..................] - ETA: 0s - loss: 0.4717 - accuracy: 0.8252 1216/2382 [==============>...............] - ETA: 0s - loss: 0.4678 - accuracy: 0.8322 1408/2382 [================>.............] - ETA: 0s - loss: 0.4572 - accuracy: 0.8381 1600/2382 [===================>..........] - ETA: 0s - loss: 0.4521 - accuracy: 0.8388 1792/2382 [=====================>........] - ETA: 0s - loss: 0.4415 - accuracy: 0.8438 1984/2382 [=======================>......] - ETA: 0s - loss: 0.4464 - accuracy: 0.8432 2176/2382 [==========================>...] - ETA: 0s - loss: 0.4368 - accuracy: 0.8460 2368/2382 [============================>.] - ETA: 0s - loss: 0.4360 - accuracy: 0.8471 2382/2382 [==============================] - 1s 381us/sample - loss: 0.4350 - accuracy: 0.8472 - val_loss: 0.3952 - val_accuracy: 0.8757
Epoch 5/30
64/2382 [..............................] - ETA: 0s - loss: 0.3470 - accuracy: 0.9219 256/2382 [==>...........................] - ETA: 0s - loss: 0.3879 - accuracy: 0.8789 448/2382 [====>.........................] - ETA: 0s - loss: 0.3459 - accuracy: 0.8973 640/2382 [=======>......................] - ETA: 0s - loss: 0.3679 - accuracy: 0.8859 832/2382 [=========>....................] - ETA: 0s - loss: 0.3760 - accuracy: 0.8810 1024/2382 [===========>..................] - ETA: 0s - loss: 0.3753 - accuracy: 0.8779 1216/2382 [==============>...............] - ETA: 0s - loss: 0.3732 - accuracy: 0.8758 1408/2382 [================>.............] - ETA: 0s - loss: 0.3675 - accuracy: 0.8778 1600/2382 [===================>..........] - ETA: 0s - loss: 0.3573 - accuracy: 0.8813 1792/2382 [=====================>........] - ETA: 0s - loss: 0.3534 - accuracy: 0.8811 1984/2382 [=======================>......] - ETA: 0s - loss: 0.3583 - accuracy: 0.8795 2176/2382 [==========================>...] - ETA: 0s - loss: 0.3554 - accuracy: 0.8791 2368/2382 [============================>.] - ETA: 0s - loss: 0.3552 - accuracy: 0.8805 2382/2382 [==============================] - 1s 385us/sample - loss: 0.3548 - accuracy: 0.8804 - val_loss: 0.3334 - val_accuracy: 0.9085
Epoch 6/30
64/2382 [..............................] - ETA: 0s - loss: 0.3451 - accuracy: 0.8438 256/2382 [==>...........................] - ETA: 0s - loss: 0.2941 - accuracy: 0.9102 448/2382 [====>.........................] - ETA: 0s - loss: 0.2867 - accuracy: 0.9107 640/2382 [=======>......................] - ETA: 0s - loss: 0.3063 - accuracy: 0.8984 832/2382 [=========>....................] - ETA: 0s - loss: 0.2967 - accuracy: 0.9002 1024/2382 [===========>..................] - ETA: 0s - loss: 0.2939 - accuracy: 0.9053 1216/2382 [==============>...............] - ETA: 0s - loss: 0.2952 - accuracy: 0.9054 1408/2382 [================>.............] - ETA: 0s - loss: 0.2929 - accuracy: 0.9077 1600/2382 [===================>..........] - ETA: 0s - loss: 0.2907 - accuracy: 0.9081 1792/2382 [=====================>........] - ETA: 0s - loss: 0.2878 - accuracy: 0.9085 1984/2382 [=======================>......] - ETA: 0s - loss: 0.2869 - accuracy: 0.9068 2176/2382 [==========================>...] - ETA: 0s - loss: 0.2839 - accuracy: 0.9085 2368/2382 [============================>.] - ETA: 0s - loss: 0.2838 - accuracy: 0.9075 2382/2382 [==============================] - 1s 383us/sample - loss: 0.2830 - accuracy: 0.9081 - val_loss: 0.3012 - val_accuracy: 0.9167
Epoch 7/30
64/2382 [..............................] - ETA: 0s - loss: 0.2742 - accuracy: 0.9375 256/2382 [==>...........................] - ETA: 0s - loss: 0.2652 - accuracy: 0.9297 448/2382 [====>.........................] - ETA: 0s - loss: 0.2469 - accuracy: 0.9330 640/2382 [=======>......................] - ETA: 0s - loss: 0.2324 - accuracy: 0.9391 832/2382 [=========>....................] - ETA: 0s - loss: 0.2476 - accuracy: 0.9351 1024/2382 [===========>..................] - ETA: 0s - loss: 0.2458 - accuracy: 0.9307 1216/2382 [==============>...............] - ETA: 0s - loss: 0.2478 - accuracy: 0.9276 1408/2382 [================>.............] - ETA: 0s - loss: 0.2447 - accuracy: 0.9283 1600/2382 [===================>..........] - ETA: 0s - loss: 0.2498 - accuracy: 0.9275 1792/2382 [=====================>........] - ETA: 0s - loss: 0.2461 - accuracy: 0.9291 1984/2382 [=======================>......] - ETA: 0s - loss: 0.2429 - accuracy: 0.9299 2176/2382 [==========================>...] - ETA: 0s - loss: 0.2425 - accuracy: 0.9297 2368/2382 [============================>.] - ETA: 0s - loss: 0.2405 - accuracy: 0.9307 2382/2382 [==============================] - 1s 383us/sample - loss: 0.2402 - accuracy: 0.9312 - val_loss: 0.2628 - val_accuracy: 0.9139
Epoch 8/30
64/2382 [..............................] - ETA: 0s - loss: 0.2412 - accuracy: 0.9219 256/2382 [==>...........................] - ETA: 0s - loss: 0.2351 - accuracy: 0.9336 448/2382 [====>.........................] - ETA: 0s - loss: 0.2245 - accuracy: 0.9397 640/2382 [=======>......................] - ETA: 0s - loss: 0.2270 - accuracy: 0.9406 832/2382 [=========>....................] - ETA: 0s - loss: 0.2100 - accuracy: 0.9483 1024/2382 [===========>..................] - ETA: 0s - loss: 0.2074 - accuracy: 0.9463 1216/2382 [==============>...............] - ETA: 0s - loss: 0.2122 - accuracy: 0.9424 1408/2382 [================>.............] - ETA: 0s - loss: 0.2108 - accuracy: 0.9418 1600/2382 [===================>..........] - ETA: 0s - loss: 0.2071 - accuracy: 0.9419 1792/2382 [=====================>........] - ETA: 0s - loss: 0.2055 - accuracy: 0.9414 1984/2382 [=======================>......] - ETA: 0s - loss: 0.2014 - accuracy: 0.9425 2176/2382 [==========================>...] - ETA: 0s - loss: 0.2031 - accuracy: 0.9426 2368/2382 [============================>.] - ETA: 0s - loss: 0.1995 - accuracy: 0.9438 2382/2382 [==============================] - 1s 383us/sample - loss: 0.1998 - accuracy: 0.9437 - val_loss: 0.2436 - val_accuracy: 0.9153
Epoch 9/30
64/2382 [..............................] - ETA: 0s - loss: 0.1583 - accuracy: 0.9531 256/2382 [==>...........................] - ETA: 0s - loss: 0.1784 - accuracy: 0.9609 448/2382 [====>.........................] - ETA: 0s - loss: 0.1890 - accuracy: 0.9464 640/2382 [=======>......................] - ETA: 0s - loss: 0.1854 - accuracy: 0.9453 832/2382 [=========>....................] - ETA: 0s - loss: 0.1805 - accuracy: 0.9519 1024/2382 [===========>..................] - ETA: 0s - loss: 0.1780 - accuracy: 0.9512 1216/2382 [==============>...............] - ETA: 0s - loss: 0.1778 - accuracy: 0.9539 1408/2382 [================>.............] - ETA: 0s - loss: 0.1760 - accuracy: 0.9538 1600/2382 [===================>..........] - ETA: 0s - loss: 0.1779 - accuracy: 0.9538 1792/2382 [=====================>........] - ETA: 0s - loss: 0.1853 - accuracy: 0.9492 1984/2382 [=======================>......] - ETA: 0s - loss: 0.1789 - accuracy: 0.9516 2176/2382 [==========================>...] - ETA: 0s - loss: 0.1777 - accuracy: 0.9517 2368/2382 [============================>.] - ETA: 0s - loss: 0.1791 - accuracy: 0.9514 2382/2382 [==============================] - 1s 383us/sample - loss: 0.1787 - accuracy: 0.9517 - val_loss: 0.2305 - val_accuracy: 0.9276
Epoch 10/30
64/2382 [..............................] - ETA: 0s - loss: 0.1148 - accuracy: 0.9688 256/2382 [==>...........................] - ETA: 0s - loss: 0.1730 - accuracy: 0.9375 448/2382 [====>.........................] - ETA: 0s - loss: 0.1444 - accuracy: 0.9598 640/2382 [=======>......................] - ETA: 0s - loss: 0.1425 - accuracy: 0.9594 832/2382 [=========>....................] - ETA: 0s - loss: 0.1379 - accuracy: 0.9579 1024/2382 [===========>..................] - ETA: 0s - loss: 0.1429 - accuracy: 0.9551 1216/2382 [==============>...............] - ETA: 0s - loss: 0.1479 - accuracy: 0.9523 1408/2382 [================>.............] - ETA: 0s - loss: 0.1492 - accuracy: 0.9517 1600/2382 [===================>..........] - ETA: 0s - loss: 0.1508 - accuracy: 0.9506 1792/2382 [=====================>........] - ETA: 0s - loss: 0.1490 - accuracy: 0.9531 1984/2382 [=======================>......] - ETA: 0s - loss: 0.1475 - accuracy: 0.9551 2176/2382 [==========================>...] - ETA: 0s - loss: 0.1484 - accuracy: 0.9550 2368/2382 [============================>.] - ETA: 0s - loss: 0.1517 - accuracy: 0.9544 2382/2382 [==============================] - 1s 381us/sample - loss: 0.1513 - accuracy: 0.9547 - val_loss: 0.2143 - val_accuracy: 0.9331
Epoch 11/30
64/2382 [..............................] - ETA: 0s - loss: 0.1780 - accuracy: 0.9531 256/2382 [==>...........................] - ETA: 0s - loss: 0.1636 - accuracy: 0.9453 448/2382 [====>.........................] - ETA: 0s - loss: 0.1664 - accuracy: 0.9531 640/2382 [=======>......................] - ETA: 0s - loss: 0.1575 - accuracy: 0.9625 832/2382 [=========>....................] - ETA: 0s - loss: 0.1560 - accuracy: 0.9579 1024/2382 [===========>..................] - ETA: 0s - loss: 0.1570 - accuracy: 0.9541 1216/2382 [==============>...............] - ETA: 0s - loss: 0.1511 - accuracy: 0.9556 1408/2382 [================>.............] - ETA: 0s - loss: 0.1479 - accuracy: 0.9553 1536/2382 [==================>...........] - ETA: 0s - loss: 0.1471 - accuracy: 0.9551 1728/2382 [====================>.........] - ETA: 0s - loss: 0.1472 - accuracy: 0.9560 1920/2382 [=======================>......] - ETA: 0s - loss: 0.1432 - accuracy: 0.9578 2112/2382 [=========================>....] - ETA: 0s - loss: 0.1411 - accuracy: 0.9598 2304/2382 [============================>.] - ETA: 0s - loss: 0.1383 - accuracy: 0.9605 2382/2382 [==============================] - 1s 388us/sample - loss: 0.1408 - accuracy: 0.9589 - val_loss: 0.2035 - val_accuracy: 0.9317
Epoch 12/30
64/2382 [..............................] - ETA: 0s - loss: 0.1135 - accuracy: 0.9688 256/2382 [==>...........................] - ETA: 0s - loss: 0.1482 - accuracy: 0.9648 448/2382 [====>.........................] - ETA: 0s - loss: 0.1402 - accuracy: 0.9576 640/2382 [=======>......................] - ETA: 0s - loss: 0.1333 - accuracy: 0.9609 832/2382 [=========>....................] - ETA: 0s - loss: 0.1346 - accuracy: 0.9591 1024/2382 [===========>..................] - ETA: 0s - loss: 0.1330 - accuracy: 0.9590 1216/2382 [==============>...............] - ETA: 0s - loss: 0.1410 - accuracy: 0.9548 1408/2382 [================>.............] - ETA: 0s - loss: 0.1407 - accuracy: 0.9538 1600/2382 [===================>..........] - ETA: 0s - loss: 0.1370 - accuracy: 0.9556 1792/2382 [=====================>........] - ETA: 0s - loss: 0.1356 - accuracy: 0.9570 1984/2382 [=======================>......] - ETA: 0s - loss: 0.1322 - accuracy: 0.9602 2176/2382 [==========================>...] - ETA: 0s - loss: 0.1305 - accuracy: 0.9609 2368/2382 [============================>.] - ETA: 0s - loss: 0.1301 - accuracy: 0.9603 2382/2382 [==============================] - 1s 381us/sample - loss: 0.1298 - accuracy: 0.9605 - val_loss: 0.2059 - val_accuracy: 0.9290
Epoch 13/30
64/2382 [..............................] - ETA: 0s - loss: 0.1153 - accuracy: 0.9844 256/2382 [==>...........................] - ETA: 0s - loss: 0.1096 - accuracy: 0.9766 448/2382 [====>.........................] - ETA: 0s - loss: 0.1291 - accuracy: 0.9665 640/2382 [=======>......................] - ETA: 0s - loss: 0.1283 - accuracy: 0.9625 832/2382 [=========>....................] - ETA: 0s - loss: 0.1338 - accuracy: 0.9639 1024/2382 [===========>..................] - ETA: 0s - loss: 0.1357 - accuracy: 0.9619 1216/2382 [==============>...............] - ETA: 0s - loss: 0.1324 - accuracy: 0.9630 1408/2382 [================>.............] - ETA: 0s - loss: 0.1271 - accuracy: 0.9652 1600/2382 [===================>..........] - ETA: 0s - loss: 0.1288 - accuracy: 0.9650 1792/2382 [=====================>........] - ETA: 0s - loss: 0.1292 - accuracy: 0.9648 1984/2382 [=======================>......] - ETA: 0s - loss: 0.1261 - accuracy: 0.9657 2176/2382 [==========================>...] - ETA: 0s - loss: 0.1247 - accuracy: 0.9655 2368/2382 [============================>.] - ETA: 0s - loss: 0.1221 - accuracy: 0.9666 2382/2382 [==============================] - 1s 378us/sample - loss: 0.1220 - accuracy: 0.9668 - val_loss: 0.1932 - val_accuracy: 0.9317
Epoch 14/30
64/2382 [..............................] - ETA: 0s - loss: 0.0481 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0994 - accuracy: 0.9883 448/2382 [====>.........................] - ETA: 0s - loss: 0.0925 - accuracy: 0.9866 640/2382 [=======>......................] - ETA: 0s - loss: 0.0917 - accuracy: 0.9875 832/2382 [=========>....................] - ETA: 0s - loss: 0.0926 - accuracy: 0.9832 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0950 - accuracy: 0.9805 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0996 - accuracy: 0.9778 1408/2382 [================>.............] - ETA: 0s - loss: 0.1010 - accuracy: 0.9766 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0993 - accuracy: 0.9775 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0988 - accuracy: 0.9771 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0969 - accuracy: 0.9773 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0971 - accuracy: 0.9766 2368/2382 [============================>.] - ETA: 0s - loss: 0.1008 - accuracy: 0.9742 2382/2382 [==============================] - 1s 384us/sample - loss: 0.1006 - accuracy: 0.9744 - val_loss: 0.1894 - val_accuracy: 0.9303
Epoch 15/30
64/2382 [..............................] - ETA: 0s - loss: 0.0696 - accuracy: 0.9844 256/2382 [==>...........................] - ETA: 0s - loss: 0.0876 - accuracy: 0.9727 448/2382 [====>.........................] - ETA: 0s - loss: 0.0891 - accuracy: 0.9710 640/2382 [=======>......................] - ETA: 0s - loss: 0.0981 - accuracy: 0.9688 832/2382 [=========>....................] - ETA: 0s - loss: 0.0934 - accuracy: 0.9712 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0891 - accuracy: 0.9727 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0890 - accuracy: 0.9745 1408/2382 [================>.............] - ETA: 0s - loss: 0.0880 - accuracy: 0.9737 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0849 - accuracy: 0.9756 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0865 - accuracy: 0.9760 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0891 - accuracy: 0.9748 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0857 - accuracy: 0.9770 2368/2382 [============================>.] - ETA: 0s - loss: 0.0845 - accuracy: 0.9772 2382/2382 [==============================] - 1s 383us/sample - loss: 0.0844 - accuracy: 0.9773 - val_loss: 0.1769 - val_accuracy: 0.9399
Epoch 16/30
64/2382 [..............................] - ETA: 0s - loss: 0.0604 - accuracy: 0.9844 256/2382 [==>...........................] - ETA: 0s - loss: 0.0728 - accuracy: 0.9805 448/2382 [====>.........................] - ETA: 0s - loss: 0.0694 - accuracy: 0.9821 640/2382 [=======>......................] - ETA: 0s - loss: 0.0719 - accuracy: 0.9797 832/2382 [=========>....................] - ETA: 0s - loss: 0.0735 - accuracy: 0.9820 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0717 - accuracy: 0.9844 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0752 - accuracy: 0.9852 1408/2382 [================>.............] - ETA: 0s - loss: 0.0775 - accuracy: 0.9844 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0781 - accuracy: 0.9831 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0795 - accuracy: 0.9810 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0787 - accuracy: 0.9808 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0799 - accuracy: 0.9807 2368/2382 [============================>.] - ETA: 0s - loss: 0.0789 - accuracy: 0.9810 2382/2382 [==============================] - 1s 380us/sample - loss: 0.0791 - accuracy: 0.9807 - val_loss: 0.1894 - val_accuracy: 0.9303
Epoch 17/30
64/2382 [..............................] - ETA: 0s - loss: 0.0655 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0862 - accuracy: 0.9844 448/2382 [====>.........................] - ETA: 0s - loss: 0.0822 - accuracy: 0.9821 640/2382 [=======>......................] - ETA: 0s - loss: 0.0831 - accuracy: 0.9781 832/2382 [=========>....................] - ETA: 0s - loss: 0.0811 - accuracy: 0.9748 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0775 - accuracy: 0.9766 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0785 - accuracy: 0.9778 1408/2382 [================>.............] - ETA: 0s - loss: 0.0802 - accuracy: 0.9773 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0769 - accuracy: 0.9794 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0756 - accuracy: 0.9805 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0756 - accuracy: 0.9803 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0756 - accuracy: 0.9821 2368/2382 [============================>.] - ETA: 0s - loss: 0.0753 - accuracy: 0.9818 2382/2382 [==============================] - 1s 382us/sample - loss: 0.0758 - accuracy: 0.9815 - val_loss: 0.1703 - val_accuracy: 0.9358
Epoch 18/30
64/2382 [..............................] - ETA: 0s - loss: 0.0755 - accuracy: 0.9844 256/2382 [==>...........................] - ETA: 0s - loss: 0.0878 - accuracy: 0.9766 448/2382 [====>.........................] - ETA: 0s - loss: 0.0859 - accuracy: 0.9754 640/2382 [=======>......................] - ETA: 0s - loss: 0.0819 - accuracy: 0.9797 832/2382 [=========>....................] - ETA: 0s - loss: 0.0765 - accuracy: 0.9820 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0761 - accuracy: 0.9814 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0742 - accuracy: 0.9819 1408/2382 [================>.............] - ETA: 0s - loss: 0.0713 - accuracy: 0.9830 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0682 - accuracy: 0.9850 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0670 - accuracy: 0.9855 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0664 - accuracy: 0.9859 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0671 - accuracy: 0.9848 2368/2382 [============================>.] - ETA: 0s - loss: 0.0695 - accuracy: 0.9831 2382/2382 [==============================] - 1s 383us/sample - loss: 0.0692 - accuracy: 0.9832 - val_loss: 0.1709 - val_accuracy: 0.9344
Epoch 19/30
64/2382 [..............................] - ETA: 0s - loss: 0.0643 - accuracy: 0.9844 256/2382 [==>...........................] - ETA: 0s - loss: 0.0929 - accuracy: 0.9727 448/2382 [====>.........................] - ETA: 0s - loss: 0.0749 - accuracy: 0.9799 640/2382 [=======>......................] - ETA: 0s - loss: 0.0672 - accuracy: 0.9844 832/2382 [=========>....................] - ETA: 0s - loss: 0.0656 - accuracy: 0.9832 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0689 - accuracy: 0.9824 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0703 - accuracy: 0.9836 1408/2382 [================>.............] - ETA: 0s - loss: 0.0709 - accuracy: 0.9822 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0706 - accuracy: 0.9819 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0690 - accuracy: 0.9827 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0658 - accuracy: 0.9844 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0660 - accuracy: 0.9839 2368/2382 [============================>.] - ETA: 0s - loss: 0.0639 - accuracy: 0.9848 2382/2382 [==============================] - 1s 378us/sample - loss: 0.0639 - accuracy: 0.9849 - val_loss: 0.1626 - val_accuracy: 0.9426
Epoch 20/30
64/2382 [..............................] - ETA: 0s - loss: 0.0412 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0708 - accuracy: 0.9844 448/2382 [====>.........................] - ETA: 0s - loss: 0.0633 - accuracy: 0.9866 640/2382 [=======>......................] - ETA: 0s - loss: 0.0633 - accuracy: 0.9891 832/2382 [=========>....................] - ETA: 0s - loss: 0.0583 - accuracy: 0.9892 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0567 - accuracy: 0.9893 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0575 - accuracy: 0.9885 1408/2382 [================>.............] - ETA: 0s - loss: 0.0605 - accuracy: 0.9865 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0589 - accuracy: 0.9856 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0612 - accuracy: 0.9833 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0619 - accuracy: 0.9829 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0612 - accuracy: 0.9821 2368/2382 [============================>.] - ETA: 0s - loss: 0.0602 - accuracy: 0.9831 2382/2382 [==============================] - 1s 380us/sample - loss: 0.0602 - accuracy: 0.9832 - val_loss: 0.1621 - val_accuracy: 0.9413
Epoch 21/30
64/2382 [..............................] - ETA: 0s - loss: 0.0262 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0552 - accuracy: 0.9922 448/2382 [====>.........................] - ETA: 0s - loss: 0.0564 - accuracy: 0.9888 640/2382 [=======>......................] - ETA: 0s - loss: 0.0528 - accuracy: 0.9922 832/2382 [=========>....................] - ETA: 0s - loss: 0.0537 - accuracy: 0.9892 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0507 - accuracy: 0.9912 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0488 - accuracy: 0.9926 1408/2382 [================>.............] - ETA: 0s - loss: 0.0486 - accuracy: 0.9936 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0509 - accuracy: 0.9925 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0506 - accuracy: 0.9933 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0504 - accuracy: 0.9924 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0500 - accuracy: 0.9917 2368/2382 [============================>.] - ETA: 0s - loss: 0.0495 - accuracy: 0.9916 2382/2382 [==============================] - 1s 382us/sample - loss: 0.0494 - accuracy: 0.9916 - val_loss: 0.1533 - val_accuracy: 0.9454
Epoch 22/30
64/2382 [..............................] - ETA: 0s - loss: 0.0951 - accuracy: 0.9688 256/2382 [==>...........................] - ETA: 0s - loss: 0.0544 - accuracy: 0.9883 448/2382 [====>.........................] - ETA: 0s - loss: 0.0561 - accuracy: 0.9866 640/2382 [=======>......................] - ETA: 0s - loss: 0.0595 - accuracy: 0.9844 832/2382 [=========>....................] - ETA: 0s - loss: 0.0617 - accuracy: 0.9832 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0603 - accuracy: 0.9834 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0583 - accuracy: 0.9852 1408/2382 [================>.............] - ETA: 0s - loss: 0.0599 - accuracy: 0.9851 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0570 - accuracy: 0.9869 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0560 - accuracy: 0.9866 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0563 - accuracy: 0.9869 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0569 - accuracy: 0.9862 2368/2382 [============================>.] - ETA: 0s - loss: 0.0577 - accuracy: 0.9865 2382/2382 [==============================] - 1s 381us/sample - loss: 0.0576 - accuracy: 0.9866 - val_loss: 0.1491 - val_accuracy: 0.9440
Epoch 23/30
64/2382 [..............................] - ETA: 0s - loss: 0.0295 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0845 - accuracy: 0.9688 448/2382 [====>.........................] - ETA: 0s - loss: 0.0619 - accuracy: 0.9799 640/2382 [=======>......................] - ETA: 0s - loss: 0.0586 - accuracy: 0.9828 832/2382 [=========>....................] - ETA: 0s - loss: 0.0529 - accuracy: 0.9856 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0518 - accuracy: 0.9863 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0518 - accuracy: 0.9852 1408/2382 [================>.............] - ETA: 0s - loss: 0.0517 - accuracy: 0.9851 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0508 - accuracy: 0.9856 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0495 - accuracy: 0.9866 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0499 - accuracy: 0.9869 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0484 - accuracy: 0.9876 2368/2382 [============================>.] - ETA: 0s - loss: 0.0484 - accuracy: 0.9882 2382/2382 [==============================] - 1s 381us/sample - loss: 0.0483 - accuracy: 0.9882 - val_loss: 0.1536 - val_accuracy: 0.9440
Epoch 24/30
64/2382 [..............................] - ETA: 0s - loss: 0.0912 - accuracy: 0.9531 256/2382 [==>...........................] - ETA: 0s - loss: 0.0433 - accuracy: 0.9844 448/2382 [====>.........................] - ETA: 0s - loss: 0.0457 - accuracy: 0.9866 640/2382 [=======>......................] - ETA: 0s - loss: 0.0466 - accuracy: 0.9891 832/2382 [=========>....................] - ETA: 0s - loss: 0.0475 - accuracy: 0.9892 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0484 - accuracy: 0.9893 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0475 - accuracy: 0.9885 1408/2382 [================>.............] - ETA: 0s - loss: 0.0464 - accuracy: 0.9901 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0453 - accuracy: 0.9906 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0441 - accuracy: 0.9916 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0472 - accuracy: 0.9894 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0480 - accuracy: 0.9885 2368/2382 [============================>.] - ETA: 0s - loss: 0.0471 - accuracy: 0.9882 2382/2382 [==============================] - 1s 379us/sample - loss: 0.0469 - accuracy: 0.9882 - val_loss: 0.1493 - val_accuracy: 0.9495
Epoch 25/30
64/2382 [..............................] - ETA: 0s - loss: 0.0549 - accuracy: 0.9844 256/2382 [==>...........................] - ETA: 0s - loss: 0.0390 - accuracy: 0.9922 448/2382 [====>.........................] - ETA: 0s - loss: 0.0350 - accuracy: 0.9933 640/2382 [=======>......................] - ETA: 0s - loss: 0.0418 - accuracy: 0.9906 832/2382 [=========>....................] - ETA: 0s - loss: 0.0413 - accuracy: 0.9904 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0410 - accuracy: 0.9922 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0388 - accuracy: 0.9934 1408/2382 [================>.............] - ETA: 0s - loss: 0.0397 - accuracy: 0.9922 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0413 - accuracy: 0.9919 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0407 - accuracy: 0.9922 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0418 - accuracy: 0.9914 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0432 - accuracy: 0.9903 2368/2382 [============================>.] - ETA: 0s - loss: 0.0435 - accuracy: 0.9903 2382/2382 [==============================] - 1s 380us/sample - loss: 0.0433 - accuracy: 0.9903 - val_loss: 0.1516 - val_accuracy: 0.9508
Epoch 26/30
64/2382 [..............................] - ETA: 0s - loss: 0.0317 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0270 - accuracy: 1.0000 448/2382 [====>.........................] - ETA: 0s - loss: 0.0347 - accuracy: 0.9933 640/2382 [=======>......................] - ETA: 0s - loss: 0.0382 - accuracy: 0.9922 832/2382 [=========>....................] - ETA: 0s - loss: 0.0351 - accuracy: 0.9940 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0323 - accuracy: 0.9951 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0322 - accuracy: 0.9959 1408/2382 [================>.............] - ETA: 0s - loss: 0.0338 - accuracy: 0.9957 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0335 - accuracy: 0.9956 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0336 - accuracy: 0.9950 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0335 - accuracy: 0.9950 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0344 - accuracy: 0.9945 2368/2382 [============================>.] - ETA: 0s - loss: 0.0343 - accuracy: 0.9945 2382/2382 [==============================] - 1s 379us/sample - loss: 0.0343 - accuracy: 0.9945 - val_loss: 0.1428 - val_accuracy: 0.9508
Epoch 27/30
64/2382 [..............................] - ETA: 0s - loss: 0.0402 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0397 - accuracy: 0.9961 448/2382 [====>.........................] - ETA: 0s - loss: 0.0445 - accuracy: 0.9911 640/2382 [=======>......................] - ETA: 0s - loss: 0.0436 - accuracy: 0.9922 832/2382 [=========>....................] - ETA: 0s - loss: 0.0431 - accuracy: 0.9904 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0404 - accuracy: 0.9912 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0407 - accuracy: 0.9910 1408/2382 [================>.............] - ETA: 0s - loss: 0.0408 - accuracy: 0.9915 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0380 - accuracy: 0.9925 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0367 - accuracy: 0.9933 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0359 - accuracy: 0.9934 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0344 - accuracy: 0.9940 2368/2382 [============================>.] - ETA: 0s - loss: 0.0346 - accuracy: 0.9941 2382/2382 [==============================] - 1s 379us/sample - loss: 0.0347 - accuracy: 0.9941 - val_loss: 0.1487 - val_accuracy: 0.9495
Epoch 28/30
64/2382 [..............................] - ETA: 0s - loss: 0.0458 - accuracy: 1.0000 256/2382 [==>...........................] - ETA: 0s - loss: 0.0343 - accuracy: 1.0000 448/2382 [====>.........................] - ETA: 0s - loss: 0.0370 - accuracy: 0.9955 640/2382 [=======>......................] - ETA: 0s - loss: 0.0377 - accuracy: 0.9953 832/2382 [=========>....................] - ETA: 0s - loss: 0.0357 - accuracy: 0.9952 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0329 - accuracy: 0.9961 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0341 - accuracy: 0.9951 1408/2382 [================>.............] - ETA: 0s - loss: 0.0351 - accuracy: 0.9943 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0340 - accuracy: 0.9944 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0356 - accuracy: 0.9933 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0345 - accuracy: 0.9940 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0342 - accuracy: 0.9940 2368/2382 [============================>.] - ETA: 0s - loss: 0.0367 - accuracy: 0.9932 2382/2382 [==============================] - 1s 382us/sample - loss: 0.0369 - accuracy: 0.9929 - val_loss: 0.1474 - val_accuracy: 0.9495
Epoch 29/30
64/2382 [..............................] - ETA: 0s - loss: 0.0419 - accuracy: 0.9844 256/2382 [==>...........................] - ETA: 0s - loss: 0.0357 - accuracy: 0.9883 448/2382 [====>.........................] - ETA: 0s - loss: 0.0369 - accuracy: 0.9911 640/2382 [=======>......................] - ETA: 0s - loss: 0.0377 - accuracy: 0.9891 832/2382 [=========>....................] - ETA: 0s - loss: 0.0406 - accuracy: 0.9892 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0379 - accuracy: 0.9902 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0374 - accuracy: 0.9910 1408/2382 [================>.............] - ETA: 0s - loss: 0.0384 - accuracy: 0.9908 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0364 - accuracy: 0.9919 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0368 - accuracy: 0.9922 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0376 - accuracy: 0.9924 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0370 - accuracy: 0.9926 2368/2382 [============================>.] - ETA: 0s - loss: 0.0363 - accuracy: 0.9932 2382/2382 [==============================] - 1s 381us/sample - loss: 0.0362 - accuracy: 0.9933 - val_loss: 0.1523 - val_accuracy: 0.9385
Epoch 30/30
64/2382 [..............................] - ETA: 0s - loss: 0.0754 - accuracy: 0.9688 256/2382 [==>...........................] - ETA: 0s - loss: 0.0508 - accuracy: 0.9805 448/2382 [====>.........................] - ETA: 0s - loss: 0.0444 - accuracy: 0.9866 640/2382 [=======>......................] - ETA: 0s - loss: 0.0419 - accuracy: 0.9859 832/2382 [=========>....................] - ETA: 0s - loss: 0.0390 - accuracy: 0.9880 1024/2382 [===========>..................] - ETA: 0s - loss: 0.0361 - accuracy: 0.9893 1216/2382 [==============>...............] - ETA: 0s - loss: 0.0348 - accuracy: 0.9901 1408/2382 [================>.............] - ETA: 0s - loss: 0.0324 - accuracy: 0.9915 1600/2382 [===================>..........] - ETA: 0s - loss: 0.0322 - accuracy: 0.9925 1792/2382 [=====================>........] - ETA: 0s - loss: 0.0316 - accuracy: 0.9927 1984/2382 [=======================>......] - ETA: 0s - loss: 0.0307 - accuracy: 0.9934 2176/2382 [==========================>...] - ETA: 0s - loss: 0.0306 - accuracy: 0.9940 2368/2382 [============================>.] - ETA: 0s - loss: 0.0291 - accuracy: 0.9945 2382/2382 [==============================] - 1s 389us/sample - loss: 0.0291 - accuracy: 0.9945 - val_loss: 0.1534 - val_accuracy: 0.9440
Train on 709 samples, validate on 2097 samples
Epoch 1/30
64/709 [=>............................] - ETA: 5s - loss: 3.6894 - accuracy: 0.2656 256/709 [=========>....................] - ETA: 1s - loss: 3.4683 - accuracy: 0.2656 448/709 [=================>............] - ETA: 0s - loss: 3.2416 - accuracy: 0.2500 640/709 [==========================>...] - ETA: 0s - loss: 3.0768 - accuracy: 0.2516 709/709 [==============================] - 1s 2ms/sample - loss: 2.9956 - accuracy: 0.2609 - val_loss: 1.7541 - val_accuracy: 0.3124
Epoch 2/30
64/709 [=>............................] - ETA: 0s - loss: 2.3175 - accuracy: 0.2812 256/709 [=========>....................] - ETA: 0s - loss: 2.4104 - accuracy: 0.2891 448/709 [=================>............] - ETA: 0s - loss: 2.2334 - accuracy: 0.3147 640/709 [==========================>...] - ETA: 0s - loss: 2.0971 - accuracy: 0.3531 709/709 [==============================] - 1s 877us/sample - loss: 2.0736 - accuracy: 0.3611 - val_loss: 1.3705 - val_accuracy: 0.5045
Epoch 3/30
64/709 [=>............................] - ETA: 0s - loss: 1.7681 - accuracy: 0.4062 256/709 [=========>....................] - ETA: 0s - loss: 1.6266 - accuracy: 0.4531 448/709 [=================>............] - ETA: 0s - loss: 1.4333 - accuracy: 0.5022 640/709 [==========================>...] - ETA: 0s - loss: 1.3905 - accuracy: 0.5016 709/709 [==============================] - 1s 885us/sample - loss: 1.3934 - accuracy: 0.5007 - val_loss: 0.9677 - val_accuracy: 0.6438
Epoch 4/30
64/709 [=>............................] - ETA: 0s - loss: 0.8575 - accuracy: 0.6719 256/709 [=========>....................] - ETA: 0s - loss: 1.1108 - accuracy: 0.5781 448/709 [=================>............] - ETA: 0s - loss: 1.1271 - accuracy: 0.5804 640/709 [==========================>...] - ETA: 0s - loss: 1.0818 - accuracy: 0.6000 709/709 [==============================] - 1s 854us/sample - loss: 1.0615 - accuracy: 0.6065 - val_loss: 0.8707 - val_accuracy: 0.6805
Epoch 5/30
64/709 [=>............................] - ETA: 0s - loss: 0.9337 - accuracy: 0.6406 256/709 [=========>....................] - ETA: 0s - loss: 0.9333 - accuracy: 0.6484 448/709 [=================>............] - ETA: 0s - loss: 0.8861 - accuracy: 0.6629 640/709 [==========================>...] - ETA: 0s - loss: 0.8869 - accuracy: 0.6562 709/709 [==============================] - 1s 858us/sample - loss: 0.8832 - accuracy: 0.6615 - val_loss: 0.7352 - val_accuracy: 0.7549
Epoch 6/30
64/709 [=>............................] - ETA: 0s - loss: 0.7206 - accuracy: 0.7500 256/709 [=========>....................] - ETA: 0s - loss: 0.7886 - accuracy: 0.7148 448/709 [=================>............] - ETA: 0s - loss: 0.7828 - accuracy: 0.7076 640/709 [==========================>...] - ETA: 0s - loss: 0.7497 - accuracy: 0.7250 709/709 [==============================] - 1s 851us/sample - loss: 0.7345 - accuracy: 0.7334 - val_loss: 0.6827 - val_accuracy: 0.7783
Epoch 7/30
64/709 [=>............................] - ETA: 0s - loss: 0.7512 - accuracy: 0.6719 256/709 [=========>....................] - ETA: 0s - loss: 0.7094 - accuracy: 0.7344 448/709 [=================>............] - ETA: 0s - loss: 0.6653 - accuracy: 0.7500 640/709 [==========================>...] - ETA: 0s - loss: 0.6572 - accuracy: 0.7578 709/709 [==============================] - 1s 851us/sample - loss: 0.6475 - accuracy: 0.7602 - val_loss: 0.6049 - val_accuracy: 0.8031
Epoch 8/30
64/709 [=>............................] - ETA: 0s - loss: 0.5328 - accuracy: 0.8438 256/709 [=========>....................] - ETA: 0s - loss: 0.5564 - accuracy: 0.8164 448/709 [=================>............] - ETA: 0s - loss: 0.5504 - accuracy: 0.8214 640/709 [==========================>...] - ETA: 0s - loss: 0.5552 - accuracy: 0.8188 709/709 [==============================] - 1s 868us/sample - loss: 0.5581 - accuracy: 0.8195 - val_loss: 0.5680 - val_accuracy: 0.8193
Epoch 9/30
64/709 [=>............................] - ETA: 0s - loss: 0.4883 - accuracy: 0.7656 256/709 [=========>....................] - ETA: 0s - loss: 0.4419 - accuracy: 0.8555 448/709 [=================>............] - ETA: 0s - loss: 0.5044 - accuracy: 0.8259 640/709 [==========================>...] - ETA: 0s - loss: 0.5212 - accuracy: 0.8250 709/709 [==============================] - 1s 849us/sample - loss: 0.5027 - accuracy: 0.8336 - val_loss: 0.5379 - val_accuracy: 0.8312
Epoch 10/30
64/709 [=>............................] - ETA: 0s - loss: 0.4781 - accuracy: 0.8125 256/709 [=========>....................] - ETA: 0s - loss: 0.4672 - accuracy: 0.8477 448/709 [=================>............] - ETA: 0s - loss: 0.5004 - accuracy: 0.8326 640/709 [==========================>...] - ETA: 0s - loss: 0.4612 - accuracy: 0.8469 709/709 [==============================] - 1s 847us/sample - loss: 0.4551 - accuracy: 0.8491 - val_loss: 0.5009 - val_accuracy: 0.8526
Epoch 11/30
64/709 [=>............................] - ETA: 0s - loss: 0.3942 - accuracy: 0.8906 256/709 [=========>....................] - ETA: 0s - loss: 0.4645 - accuracy: 0.8398 448/709 [=================>............] - ETA: 0s - loss: 0.4677 - accuracy: 0.8348 640/709 [==========================>...] - ETA: 0s - loss: 0.4526 - accuracy: 0.8422 709/709 [==============================] - 1s 850us/sample - loss: 0.4460 - accuracy: 0.8463 - val_loss: 0.4725 - val_accuracy: 0.8646
Epoch 12/30
64/709 [=>............................] - ETA: 0s - loss: 0.4565 - accuracy: 0.8594 256/709 [=========>....................] - ETA: 0s - loss: 0.4471 - accuracy: 0.8594 448/709 [=================>............] - ETA: 0s - loss: 0.4357 - accuracy: 0.8728 640/709 [==========================>...] - ETA: 0s - loss: 0.4237 - accuracy: 0.8766 709/709 [==============================] - 1s 852us/sample - loss: 0.4118 - accuracy: 0.8787 - val_loss: 0.4696 - val_accuracy: 0.8612
Epoch 13/30
64/709 [=>............................] - ETA: 0s - loss: 0.4106 - accuracy: 0.9062 256/709 [=========>....................] - ETA: 0s - loss: 0.4032 - accuracy: 0.8711 448/709 [=================>............] - ETA: 0s - loss: 0.3873 - accuracy: 0.8772 640/709 [==========================>...] - ETA: 0s - loss: 0.3785 - accuracy: 0.8828 709/709 [==============================] - 1s 849us/sample - loss: 0.3738 - accuracy: 0.8872 - val_loss: 0.4349 - val_accuracy: 0.8722
Epoch 14/30
64/709 [=>............................] - ETA: 0s - loss: 0.2870 - accuracy: 0.9219 256/709 [=========>....................] - ETA: 0s - loss: 0.3437 - accuracy: 0.9062 448/709 [=================>............] - ETA: 0s - loss: 0.3507 - accuracy: 0.8929 640/709 [==========================>...] - ETA: 0s - loss: 0.3342 - accuracy: 0.9078 709/709 [==============================] - 1s 852us/sample - loss: 0.3263 - accuracy: 0.9126 - val_loss: 0.4255 - val_accuracy: 0.8665
Epoch 15/30
64/709 [=>............................] - ETA: 0s - loss: 0.3353 - accuracy: 0.9062 256/709 [=========>....................] - ETA: 0s - loss: 0.3541 - accuracy: 0.8906 448/709 [=================>............] - ETA: 0s - loss: 0.3239 - accuracy: 0.8996 640/709 [==========================>...] - ETA: 0s - loss: 0.3204 - accuracy: 0.9000 709/709 [==============================] - 1s 852us/sample - loss: 0.3074 - accuracy: 0.9083 - val_loss: 0.3957 - val_accuracy: 0.8879
Epoch 16/30
64/709 [=>............................] - ETA: 0s - loss: 0.2434 - accuracy: 0.9531 256/709 [=========>....................] - ETA: 0s - loss: 0.2667 - accuracy: 0.9414 448/709 [=================>............] - ETA: 0s - loss: 0.2534 - accuracy: 0.9420 640/709 [==========================>...] - ETA: 0s - loss: 0.2723 - accuracy: 0.9375 709/709 [==============================] - 1s 854us/sample - loss: 0.2699 - accuracy: 0.9379 - val_loss: 0.3854 - val_accuracy: 0.8889
Epoch 17/30
64/709 [=>............................] - ETA: 0s - loss: 0.2615 - accuracy: 0.9062 256/709 [=========>....................] - ETA: 0s - loss: 0.2746 - accuracy: 0.9414 448/709 [=================>............] - ETA: 0s - loss: 0.2609 - accuracy: 0.9375 640/709 [==========================>...] - ETA: 0s - loss: 0.2501 - accuracy: 0.9453 709/709 [==============================] - 1s 847us/sample - loss: 0.2394 - accuracy: 0.9506 - val_loss: 0.3646 - val_accuracy: 0.8946
Epoch 18/30
64/709 [=>............................] - ETA: 0s - loss: 0.1488 - accuracy: 0.9844 256/709 [=========>....................] - ETA: 0s - loss: 0.1855 - accuracy: 0.9688 448/709 [=================>............] - ETA: 0s - loss: 0.2101 - accuracy: 0.9554 640/709 [==========================>...] - ETA: 0s - loss: 0.2112 - accuracy: 0.9484 709/709 [==============================] - 1s 852us/sample - loss: 0.2198 - accuracy: 0.9422 - val_loss: 0.3653 - val_accuracy: 0.8898
Epoch 19/30
64/709 [=>............................] - ETA: 0s - loss: 0.1766 - accuracy: 0.9688 256/709 [=========>....................] - ETA: 0s - loss: 0.2116 - accuracy: 0.9375 448/709 [=================>............] - ETA: 0s - loss: 0.2209 - accuracy: 0.9330 640/709 [==========================>...] - ETA: 0s - loss: 0.2318 - accuracy: 0.9281 709/709 [==============================] - 1s 845us/sample - loss: 0.2251 - accuracy: 0.9309 - val_loss: 0.3479 - val_accuracy: 0.9027
Epoch 20/30
64/709 [=>............................] - ETA: 0s - loss: 0.2314 - accuracy: 0.9219 256/709 [=========>....................] - ETA: 0s - loss: 0.1827 - accuracy: 0.9609 448/709 [=================>............] - ETA: 0s - loss: 0.1940 - accuracy: 0.9509 640/709 [==========================>...] - ETA: 0s - loss: 0.1966 - accuracy: 0.9484 709/709 [==============================] - 1s 850us/sample - loss: 0.1934 - accuracy: 0.9520 - val_loss: 0.3345 - val_accuracy: 0.9022
Epoch 21/30
64/709 [=>............................] - ETA: 0s - loss: 0.1098 - accuracy: 0.9844 256/709 [=========>....................] - ETA: 0s - loss: 0.1790 - accuracy: 0.9492 448/709 [=================>............] - ETA: 0s - loss: 0.1809 - accuracy: 0.9464 640/709 [==========================>...] - ETA: 0s - loss: 0.1828 - accuracy: 0.9484 709/709 [==============================] - 1s 852us/sample - loss: 0.1823 - accuracy: 0.9492 - val_loss: 0.3342 - val_accuracy: 0.9032
Epoch 22/30
64/709 [=>............................] - ETA: 0s - loss: 0.1527 - accuracy: 0.9688 256/709 [=========>....................] - ETA: 0s - loss: 0.1798 - accuracy: 0.9492 448/709 [=================>............] - ETA: 0s - loss: 0.1877 - accuracy: 0.9442 640/709 [==========================>...] - ETA: 0s - loss: 0.1889 - accuracy: 0.9406 709/709 [==============================] - 1s 856us/sample - loss: 0.1836 - accuracy: 0.9436 - val_loss: 0.3202 - val_accuracy: 0.9065
Epoch 23/30
64/709 [=>............................] - ETA: 0s - loss: 0.0951 - accuracy: 1.0000 256/709 [=========>....................] - ETA: 0s - loss: 0.1609 - accuracy: 0.9648 448/709 [=================>............] - ETA: 0s - loss: 0.1661 - accuracy: 0.9531 640/709 [==========================>...] - ETA: 0s - loss: 0.1764 - accuracy: 0.9484 709/709 [==============================] - 1s 852us/sample - loss: 0.1751 - accuracy: 0.9478 - val_loss: 0.3063 - val_accuracy: 0.9089
Epoch 24/30
64/709 [=>............................] - ETA: 0s - loss: 0.1344 - accuracy: 0.9688 256/709 [=========>....................] - ETA: 0s - loss: 0.1416 - accuracy: 0.9648 448/709 [=================>............] - ETA: 0s - loss: 0.1436 - accuracy: 0.9665 640/709 [==========================>...] - ETA: 0s - loss: 0.1621 - accuracy: 0.9578 709/709 [==============================] - 1s 859us/sample - loss: 0.1611 - accuracy: 0.9591 - val_loss: 0.3277 - val_accuracy: 0.8994
Epoch 25/30
64/709 [=>............................] - ETA: 0s - loss: 0.1325 - accuracy: 0.9844 256/709 [=========>....................] - ETA: 0s - loss: 0.1414 - accuracy: 0.9570 448/709 [=================>............] - ETA: 0s - loss: 0.1701 - accuracy: 0.9464 640/709 [==========================>...] - ETA: 0s - loss: 0.1672 - accuracy: 0.9484 709/709 [==============================] - 1s 851us/sample - loss: 0.1645 - accuracy: 0.9520 - val_loss: 0.3050 - val_accuracy: 0.9113
Epoch 26/30
64/709 [=>............................] - ETA: 0s - loss: 0.2212 - accuracy: 0.9531 256/709 [=========>....................] - ETA: 0s - loss: 0.1616 - accuracy: 0.9688 448/709 [=================>............] - ETA: 0s - loss: 0.1541 - accuracy: 0.9665 640/709 [==========================>...] - ETA: 0s - loss: 0.1549 - accuracy: 0.9625 709/709 [==============================] - 1s 846us/sample - loss: 0.1586 - accuracy: 0.9633 - val_loss: 0.2876 - val_accuracy: 0.9165
Epoch 27/30
64/709 [=>............................] - ETA: 0s - loss: 0.1491 - accuracy: 0.9688 256/709 [=========>....................] - ETA: 0s - loss: 0.1352 - accuracy: 0.9648 448/709 [=================>............] - ETA: 0s - loss: 0.1393 - accuracy: 0.9665 640/709 [==========================>...] - ETA: 0s - loss: 0.1369 - accuracy: 0.9672 709/709 [==============================] - 1s 852us/sample - loss: 0.1542 - accuracy: 0.9577 - val_loss: 0.2992 - val_accuracy: 0.9089
Epoch 28/30
64/709 [=>............................] - ETA: 0s - loss: 0.0883 - accuracy: 1.0000 256/709 [=========>....................] - ETA: 0s - loss: 0.1408 - accuracy: 0.9688 448/709 [=================>............] - ETA: 0s - loss: 0.1316 - accuracy: 0.9688 640/709 [==========================>...] - ETA: 0s - loss: 0.1387 - accuracy: 0.9625 709/709 [==============================] - 1s 850us/sample - loss: 0.1343 - accuracy: 0.9661 - val_loss: 0.2853 - val_accuracy: 0.9156
Epoch 29/30
64/709 [=>............................] - ETA: 0s - loss: 0.2865 - accuracy: 0.9375 256/709 [=========>....................] - ETA: 0s - loss: 0.1555 - accuracy: 0.9609 448/709 [=================>............] - ETA: 0s - loss: 0.1442 - accuracy: 0.9665 640/709 [==========================>...] - ETA: 0s - loss: 0.1370 - accuracy: 0.9688 709/709 [==============================] - 1s 851us/sample - loss: 0.1339 - accuracy: 0.9676 - val_loss: 0.2960 - val_accuracy: 0.9123
Epoch 30/30
64/709 [=>............................] - ETA: 0s - loss: 0.1528 - accuracy: 0.9375 256/709 [=========>....................] - ETA: 0s - loss: 0.1430 - accuracy: 0.9570 448/709 [=================>............] - ETA: 0s - loss: 0.1398 - accuracy: 0.9643 640/709 [==========================>...] - ETA: 0s - loss: 0.1315 - accuracy: 0.9625 709/709 [==============================] - 1s 850us/sample - loss: 0.1352 - accuracy: 0.9633 - val_loss: 0.2866 - val_accuracy: 0.9103
Train on 732 samples, validate on 2382 samples
Epoch 1/30
64/732 [=>............................] - ETA: 4s - loss: 4.6650 - accuracy: 0.1875 256/732 [=========>....................] - ETA: 0s - loss: 3.6670 - accuracy: 0.1797 448/732 [=================>............] - ETA: 0s - loss: 3.1352 - accuracy: 0.2076 640/732 [=========================>....] - ETA: 0s - loss: 2.9882 - accuracy: 0.2313 732/732 [==============================] - 1s 2ms/sample - loss: 2.8779 - accuracy: 0.2486 - val_loss: 1.9611 - val_accuracy: 0.3237
Epoch 2/30
64/732 [=>............................] - ETA: 0s - loss: 2.6189 - accuracy: 0.2656 256/732 [=========>....................] - ETA: 0s - loss: 2.2582 - accuracy: 0.2930 448/732 [=================>............] - ETA: 0s - loss: 2.0666 - accuracy: 0.3214 640/732 [=========================>....] - ETA: 0s - loss: 1.9426 - accuracy: 0.3469 732/732 [==============================] - 1s 900us/sample - loss: 1.9162 - accuracy: 0.3511 - val_loss: 1.3675 - val_accuracy: 0.4412
Epoch 3/30
64/732 [=>............................] - ETA: 0s - loss: 1.4981 - accuracy: 0.4062 256/732 [=========>....................] - ETA: 0s - loss: 1.5953 - accuracy: 0.3984 448/732 [=================>............] - ETA: 0s - loss: 1.5105 - accuracy: 0.4107 640/732 [=========================>....] - ETA: 0s - loss: 1.4454 - accuracy: 0.4297 732/732 [==============================] - 1s 902us/sample - loss: 1.4199 - accuracy: 0.4399 - val_loss: 1.1096 - val_accuracy: 0.5638
Epoch 4/30
64/732 [=>............................] - ETA: 0s - loss: 1.0123 - accuracy: 0.5938 256/732 [=========>....................] - ETA: 0s - loss: 1.0828 - accuracy: 0.6211 448/732 [=================>............] - ETA: 0s - loss: 1.0518 - accuracy: 0.6138 640/732 [=========================>....] - ETA: 0s - loss: 1.0199 - accuracy: 0.6109 732/732 [==============================] - 1s 900us/sample - loss: 0.9961 - accuracy: 0.6161 - val_loss: 0.9531 - val_accuracy: 0.6369
Epoch 5/30
64/732 [=>............................] - ETA: 0s - loss: 0.9329 - accuracy: 0.7031 256/732 [=========>....................] - ETA: 0s - loss: 0.9349 - accuracy: 0.6406 448/732 [=================>............] - ETA: 0s - loss: 0.9557 - accuracy: 0.6295 640/732 [=========================>....] - ETA: 0s - loss: 0.9193 - accuracy: 0.6422 732/732 [==============================] - 1s 897us/sample - loss: 0.9073 - accuracy: 0.6475 - val_loss: 0.8592 - val_accuracy: 0.6784
Epoch 6/30
64/732 [=>............................] - ETA: 0s - loss: 0.9461 - accuracy: 0.6250 256/732 [=========>....................] - ETA: 0s - loss: 0.7746 - accuracy: 0.6914 448/732 [=================>............] - ETA: 0s - loss: 0.7502 - accuracy: 0.6987 640/732 [=========================>....] - ETA: 0s - loss: 0.7538 - accuracy: 0.6953 732/732 [==============================] - 1s 898us/sample - loss: 0.7559 - accuracy: 0.6954 - val_loss: 0.7908 - val_accuracy: 0.7091
Epoch 7/30
64/732 [=>............................] - ETA: 0s - loss: 0.5433 - accuracy: 0.8281 256/732 [=========>....................] - ETA: 0s - loss: 0.6344 - accuracy: 0.7930 448/732 [=================>............] - ETA: 0s - loss: 0.6514 - accuracy: 0.7634 640/732 [=========================>....] - ETA: 0s - loss: 0.6661 - accuracy: 0.7531 732/732 [==============================] - 1s 903us/sample - loss: 0.6559 - accuracy: 0.7609 - val_loss: 0.7408 - val_accuracy: 0.7263
Epoch 8/30
64/732 [=>............................] - ETA: 0s - loss: 0.6244 - accuracy: 0.7812 256/732 [=========>....................] - ETA: 0s - loss: 0.6103 - accuracy: 0.7969 448/732 [=================>............] - ETA: 0s - loss: 0.5900 - accuracy: 0.8036 640/732 [=========================>....] - ETA: 0s - loss: 0.6091 - accuracy: 0.7875 732/732 [==============================] - 1s 906us/sample - loss: 0.5939 - accuracy: 0.7937 - val_loss: 0.6784 - val_accuracy: 0.7540
Epoch 9/30
64/732 [=>............................] - ETA: 0s - loss: 0.3870 - accuracy: 0.9062 256/732 [=========>....................] - ETA: 0s - loss: 0.5159 - accuracy: 0.8164 448/732 [=================>............] - ETA: 0s - loss: 0.4827 - accuracy: 0.8326 640/732 [=========================>....] - ETA: 0s - loss: 0.5038 - accuracy: 0.8219 732/732 [==============================] - 1s 903us/sample - loss: 0.4891 - accuracy: 0.8292 - val_loss: 0.6671 - val_accuracy: 0.7586
Epoch 10/30
64/732 [=>............................] - ETA: 0s - loss: 0.5010 - accuracy: 0.8125 256/732 [=========>....................] - ETA: 0s - loss: 0.4653 - accuracy: 0.8555 448/732 [=================>............] - ETA: 0s - loss: 0.4801 - accuracy: 0.8438 640/732 [=========================>....] - ETA: 0s - loss: 0.4880 - accuracy: 0.8359 732/732 [==============================] - 1s 896us/sample - loss: 0.4783 - accuracy: 0.8374 - val_loss: 0.5964 - val_accuracy: 0.7918
Epoch 11/30
64/732 [=>............................] - ETA: 0s - loss: 0.5293 - accuracy: 0.7344 256/732 [=========>....................] - ETA: 0s - loss: 0.4559 - accuracy: 0.8281 448/732 [=================>............] - ETA: 0s - loss: 0.4592 - accuracy: 0.8393 640/732 [=========================>....] - ETA: 0s - loss: 0.4437 - accuracy: 0.8547 732/732 [==============================] - 1s 888us/sample - loss: 0.4425 - accuracy: 0.8566 - val_loss: 0.5872 - val_accuracy: 0.7897
Epoch 12/30
64/732 [=>............................] - ETA: 0s - loss: 0.4629 - accuracy: 0.8281 256/732 [=========>....................] - ETA: 0s - loss: 0.4337 - accuracy: 0.8555 448/732 [=================>............] - ETA: 0s - loss: 0.3910 - accuracy: 0.8772 640/732 [=========================>....] - ETA: 0s - loss: 0.3712 - accuracy: 0.8797 732/732 [==============================] - 1s 895us/sample - loss: 0.3773 - accuracy: 0.8730 - val_loss: 0.5412 - val_accuracy: 0.8090
Epoch 13/30
64/732 [=>............................] - ETA: 0s - loss: 0.4263 - accuracy: 0.8125 256/732 [=========>....................] - ETA: 0s - loss: 0.3867 - accuracy: 0.8516 448/732 [=================>............] - ETA: 0s - loss: 0.3592 - accuracy: 0.8750 640/732 [=========================>....] - ETA: 0s - loss: 0.3580 - accuracy: 0.8719 732/732 [==============================] - 1s 899us/sample - loss: 0.3453 - accuracy: 0.8798 - val_loss: 0.5244 - val_accuracy: 0.8165
Epoch 14/30
64/732 [=>............................] - ETA: 0s - loss: 0.2665 - accuracy: 0.9062 256/732 [=========>....................] - ETA: 0s - loss: 0.2883 - accuracy: 0.9180 448/732 [=================>............] - ETA: 0s - loss: 0.2795 - accuracy: 0.9196 640/732 [=========================>....] - ETA: 0s - loss: 0.2864 - accuracy: 0.9125 732/732 [==============================] - 1s 895us/sample - loss: 0.2913 - accuracy: 0.9085 - val_loss: 0.4997 - val_accuracy: 0.8291
Epoch 15/30
64/732 [=>............................] - ETA: 0s - loss: 0.1311 - accuracy: 0.9844 256/732 [=========>....................] - ETA: 0s - loss: 0.2358 - accuracy: 0.9414 448/732 [=================>............] - ETA: 0s - loss: 0.2583 - accuracy: 0.9330 640/732 [=========================>....] - ETA: 0s - loss: 0.2827 - accuracy: 0.9219 732/732 [==============================] - 1s 897us/sample - loss: 0.2864 - accuracy: 0.9235 - val_loss: 0.4843 - val_accuracy: 0.8317
Epoch 16/30
64/732 [=>............................] - ETA: 0s - loss: 0.2981 - accuracy: 0.9219 256/732 [=========>....................] - ETA: 0s - loss: 0.3054 - accuracy: 0.8867 448/732 [=================>............] - ETA: 0s - loss: 0.2932 - accuracy: 0.8884 640/732 [=========================>....] - ETA: 0s - loss: 0.2864 - accuracy: 0.8969 732/732 [==============================] - 1s 889us/sample - loss: 0.2745 - accuracy: 0.9030 - val_loss: 0.4626 - val_accuracy: 0.8421
Epoch 17/30
64/732 [=>............................] - ETA: 0s - loss: 0.2899 - accuracy: 0.9219 256/732 [=========>....................] - ETA: 0s - loss: 0.2700 - accuracy: 0.9297 448/732 [=================>............] - ETA: 0s - loss: 0.2551 - accuracy: 0.9263 640/732 [=========================>....] - ETA: 0s - loss: 0.2529 - accuracy: 0.9328 732/732 [==============================] - 1s 887us/sample - loss: 0.2450 - accuracy: 0.9331 - val_loss: 0.4709 - val_accuracy: 0.8325
Epoch 18/30
64/732 [=>............................] - ETA: 0s - loss: 0.2473 - accuracy: 0.8906 256/732 [=========>....................] - ETA: 0s - loss: 0.2277 - accuracy: 0.9414 448/732 [=================>............] - ETA: 0s - loss: 0.2314 - accuracy: 0.9286 640/732 [=========================>....] - ETA: 0s - loss: 0.2193 - accuracy: 0.9406 732/732 [==============================] - 1s 902us/sample - loss: 0.2119 - accuracy: 0.9454 - val_loss: 0.4243 - val_accuracy: 0.8560
Epoch 19/30
64/732 [=>............................] - ETA: 0s - loss: 0.1514 - accuracy: 0.9688 256/732 [=========>....................] - ETA: 0s - loss: 0.2109 - accuracy: 0.9531 448/732 [=================>............] - ETA: 0s - loss: 0.1923 - accuracy: 0.9621 640/732 [=========================>....] - ETA: 0s - loss: 0.2091 - accuracy: 0.9500 732/732 [==============================] - 1s 897us/sample - loss: 0.2033 - accuracy: 0.9495 - val_loss: 0.4472 - val_accuracy: 0.8380
Epoch 20/30
64/732 [=>............................] - ETA: 0s - loss: 0.1936 - accuracy: 0.9219 256/732 [=========>....................] - ETA: 0s - loss: 0.1818 - accuracy: 0.9531 448/732 [=================>............] - ETA: 0s - loss: 0.2028 - accuracy: 0.9420 640/732 [=========================>....] - ETA: 0s - loss: 0.1961 - accuracy: 0.9453 732/732 [==============================] - 1s 893us/sample - loss: 0.2006 - accuracy: 0.9426 - val_loss: 0.4121 - val_accuracy: 0.8547
Epoch 21/30
64/732 [=>............................] - ETA: 0s - loss: 0.1687 - accuracy: 0.9688 256/732 [=========>....................] - ETA: 0s - loss: 0.2020 - accuracy: 0.9492 448/732 [=================>............] - ETA: 0s - loss: 0.1880 - accuracy: 0.9464 640/732 [=========================>....] - ETA: 0s - loss: 0.1867 - accuracy: 0.9484 732/732 [==============================] - 1s 895us/sample - loss: 0.1879 - accuracy: 0.9481 - val_loss: 0.4384 - val_accuracy: 0.8405
Epoch 22/30
64/732 [=>............................] - ETA: 0s - loss: 0.1291 - accuracy: 0.9688 256/732 [=========>....................] - ETA: 0s - loss: 0.1719 - accuracy: 0.9492 448/732 [=================>............] - ETA: 0s - loss: 0.1648 - accuracy: 0.9509 640/732 [=========================>....] - ETA: 0s - loss: 0.1588 - accuracy: 0.9578 732/732 [==============================] - 1s 890us/sample - loss: 0.1573 - accuracy: 0.9617 - val_loss: 0.3932 - val_accuracy: 0.8640
Epoch 23/30
64/732 [=>............................] - ETA: 0s - loss: 0.1211 - accuracy: 0.9844 256/732 [=========>....................] - ETA: 0s - loss: 0.1582 - accuracy: 0.9688 448/732 [=================>............] - ETA: 0s - loss: 0.1580 - accuracy: 0.9621 640/732 [=========================>....] - ETA: 0s - loss: 0.1522 - accuracy: 0.9609 732/732 [==============================] - 1s 944us/sample - loss: 0.1461 - accuracy: 0.9658 - val_loss: 0.4017 - val_accuracy: 0.8573
Epoch 24/30
64/732 [=>............................] - ETA: 0s - loss: 0.1895 - accuracy: 0.9688 256/732 [=========>....................] - ETA: 0s - loss: 0.1768 - accuracy: 0.9531 448/732 [=================>............] - ETA: 0s - loss: 0.1605 - accuracy: 0.9598 640/732 [=========================>....] - ETA: 0s - loss: 0.1537 - accuracy: 0.9578 732/732 [==============================] - 1s 941us/sample - loss: 0.1557 - accuracy: 0.9563 - val_loss: 0.3835 - val_accuracy: 0.8673
Epoch 25/30
64/732 [=>............................] - ETA: 0s - loss: 0.1505 - accuracy: 0.9531 256/732 [=========>....................] - ETA: 0s - loss: 0.1430 - accuracy: 0.9570 448/732 [=================>............] - ETA: 0s - loss: 0.1374 - accuracy: 0.9621 640/732 [=========================>....] - ETA: 0s - loss: 0.1360 - accuracy: 0.9672 732/732 [==============================] - 1s 902us/sample - loss: 0.1382 - accuracy: 0.9686 - val_loss: 0.3780 - val_accuracy: 0.8673
Epoch 26/30
64/732 [=>............................] - ETA: 0s - loss: 0.1184 - accuracy: 0.9844 256/732 [=========>....................] - ETA: 0s - loss: 0.1465 - accuracy: 0.9688 448/732 [=================>............] - ETA: 0s - loss: 0.1378 - accuracy: 0.9732 640/732 [=========================>....] - ETA: 0s - loss: 0.1428 - accuracy: 0.9688 732/732 [==============================] - 1s 893us/sample - loss: 0.1489 - accuracy: 0.9631 - val_loss: 0.3609 - val_accuracy: 0.8745
Epoch 27/30
64/732 [=>............................] - ETA: 0s - loss: 0.0724 - accuracy: 1.0000 256/732 [=========>....................] - ETA: 0s - loss: 0.1211 - accuracy: 0.9688 448/732 [=================>............] - ETA: 0s - loss: 0.1181 - accuracy: 0.9754 640/732 [=========================>....] - ETA: 0s - loss: 0.1244 - accuracy: 0.9719 732/732 [==============================] - 1s 895us/sample - loss: 0.1237 - accuracy: 0.9727 - val_loss: 0.3827 - val_accuracy: 0.8627
Epoch 28/30
64/732 [=>............................] - ETA: 0s - loss: 0.1202 - accuracy: 0.9688 256/732 [=========>....................] - ETA: 0s - loss: 0.1070 - accuracy: 0.9922 448/732 [=================>............] - ETA: 0s - loss: 0.1158 - accuracy: 0.9844 640/732 [=========================>....] - ETA: 0s - loss: 0.1154 - accuracy: 0.9781 732/732 [==============================] - 1s 900us/sample - loss: 0.1185 - accuracy: 0.9768 - val_loss: 0.3697 - val_accuracy: 0.8686
Epoch 29/30
64/732 [=>............................] - ETA: 0s - loss: 0.1234 - accuracy: 0.9531 256/732 [=========>....................] - ETA: 0s - loss: 0.1012 - accuracy: 0.9766 448/732 [=================>............] - ETA: 0s - loss: 0.1160 - accuracy: 0.9688 640/732 [=========================>....] - ETA: 0s - loss: 0.1102 - accuracy: 0.9719 732/732 [==============================] - 1s 901us/sample - loss: 0.1176 - accuracy: 0.9672 - val_loss: 0.3426 - val_accuracy: 0.8820
Epoch 30/30
64/732 [=>............................] - ETA: 0s - loss: 0.1624 - accuracy: 0.9531 256/732 [=========>....................] - ETA: 0s - loss: 0.1322 - accuracy: 0.9531 448/732 [=================>............] - ETA: 0s - loss: 0.1140 - accuracy: 0.9665 640/732 [=========================>....] - ETA: 0s - loss: 0.1274 - accuracy: 0.9594 732/732 [==============================] - 1s 922us/sample - loss: 0.1279 - accuracy: 0.9590 - val_loss: 0.3968 - val_accuracy: 0.8489
Train on 2123 samples, validate on 683 samples
Epoch 1/30
64/2123 [..............................] - ETA: 15s - loss: 4.5113 - accuracy: 0.1875 256/2123 [==>...........................] - ETA: 4s - loss: 3.6451 - accuracy: 0.1836  448/2123 [=====>........................] - ETA: 2s - loss: 3.2568 - accuracy: 0.2121 640/2123 [========>.....................] - ETA: 1s - loss: 3.1460 - accuracy: 0.2172 832/2123 [==========>...................] - ETA: 1s - loss: 3.0384 - accuracy: 0.2188 1024/2123 [=============>................] - ETA: 0s - loss: 2.8568 - accuracy: 0.2275 1216/2123 [================>.............] - ETA: 0s - loss: 2.7085 - accuracy: 0.2525 1408/2123 [==================>...........] - ETA: 0s - loss: 2.5962 - accuracy: 0.2685 1600/2123 [=====================>........] - ETA: 0s - loss: 2.4859 - accuracy: 0.2869 1792/2123 [========================>.....] - ETA: 0s - loss: 2.3759 - accuracy: 0.3047 1984/2123 [===========================>..] - ETA: 0s - loss: 2.2922 - accuracy: 0.3175 2123/2123 [==============================] - 1s 665us/sample - loss: 2.2322 - accuracy: 0.3293 - val_loss: 0.9837 - val_accuracy: 0.6047
Epoch 2/30
64/2123 [..............................] - ETA: 0s - loss: 1.4805 - accuracy: 0.5312 256/2123 [==>...........................] - ETA: 0s - loss: 1.3856 - accuracy: 0.4922 448/2123 [=====>........................] - ETA: 0s - loss: 1.3067 - accuracy: 0.5112 640/2123 [========>.....................] - ETA: 0s - loss: 1.2381 - accuracy: 0.5281 832/2123 [==========>...................] - ETA: 0s - loss: 1.1975 - accuracy: 0.5373 1024/2123 [=============>................] - ETA: 0s - loss: 1.1853 - accuracy: 0.5381 1216/2123 [================>.............] - ETA: 0s - loss: 1.1494 - accuracy: 0.5592 1408/2123 [==================>...........] - ETA: 0s - loss: 1.1152 - accuracy: 0.5774 1600/2123 [=====================>........] - ETA: 0s - loss: 1.1019 - accuracy: 0.5838 1792/2123 [========================>.....] - ETA: 0s - loss: 1.0829 - accuracy: 0.5893 1984/2123 [===========================>..] - ETA: 0s - loss: 1.0599 - accuracy: 0.5948 2123/2123 [==============================] - 1s 388us/sample - loss: 1.0447 - accuracy: 0.6001 - val_loss: 0.6251 - val_accuracy: 0.7965
Epoch 3/30
64/2123 [..............................] - ETA: 0s - loss: 0.6691 - accuracy: 0.7031 256/2123 [==>...........................] - ETA: 0s - loss: 0.7537 - accuracy: 0.7188 448/2123 [=====>........................] - ETA: 0s - loss: 0.7432 - accuracy: 0.7254 576/2123 [=======>......................] - ETA: 0s - loss: 0.7334 - accuracy: 0.7240 768/2123 [=========>....................] - ETA: 0s - loss: 0.7296 - accuracy: 0.7188 960/2123 [============>.................] - ETA: 0s - loss: 0.7187 - accuracy: 0.7260 1152/2123 [===============>..............] - ETA: 0s - loss: 0.7133 - accuracy: 0.7292 1344/2123 [=================>............] - ETA: 0s - loss: 0.7056 - accuracy: 0.7366 1536/2123 [====================>.........] - ETA: 0s - loss: 0.6963 - accuracy: 0.7422 1728/2123 [=======================>......] - ETA: 0s - loss: 0.6814 - accuracy: 0.7512 1920/2123 [==========================>...] - ETA: 0s - loss: 0.6731 - accuracy: 0.7536 2112/2123 [============================>.] - ETA: 0s - loss: 0.6748 - accuracy: 0.7509 2123/2123 [==============================] - 1s 399us/sample - loss: 0.6744 - accuracy: 0.7513 - val_loss: 0.4458 - val_accuracy: 0.8902
Epoch 4/30
64/2123 [..............................] - ETA: 0s - loss: 0.5876 - accuracy: 0.7344 256/2123 [==>...........................] - ETA: 0s - loss: 0.6056 - accuracy: 0.7734 448/2123 [=====>........................] - ETA: 0s - loss: 0.6010 - accuracy: 0.7723 640/2123 [========>.....................] - ETA: 0s - loss: 0.5908 - accuracy: 0.7781 832/2123 [==========>...................] - ETA: 0s - loss: 0.5687 - accuracy: 0.7921 1024/2123 [=============>................] - ETA: 0s - loss: 0.5599 - accuracy: 0.7979 1216/2123 [================>.............] - ETA: 0s - loss: 0.5353 - accuracy: 0.8076 1408/2123 [==================>...........] - ETA: 0s - loss: 0.5301 - accuracy: 0.8132 1600/2123 [=====================>........] - ETA: 0s - loss: 0.5216 - accuracy: 0.8144 1792/2123 [========================>.....] - ETA: 0s - loss: 0.5209 - accuracy: 0.8119 1984/2123 [===========================>..] - ETA: 0s - loss: 0.5142 - accuracy: 0.8130 2123/2123 [==============================] - 1s 385us/sample - loss: 0.5125 - accuracy: 0.8139 - val_loss: 0.3369 - val_accuracy: 0.9356
Epoch 5/30
64/2123 [..............................] - ETA: 0s - loss: 0.4945 - accuracy: 0.8281 256/2123 [==>...........................] - ETA: 0s - loss: 0.4630 - accuracy: 0.8320 448/2123 [=====>........................] - ETA: 0s - loss: 0.4477 - accuracy: 0.8438 640/2123 [========>.....................] - ETA: 0s - loss: 0.4337 - accuracy: 0.8484 832/2123 [==========>...................] - ETA: 0s - loss: 0.4400 - accuracy: 0.8498 1024/2123 [=============>................] - ETA: 0s - loss: 0.4172 - accuracy: 0.8584 1216/2123 [================>.............] - ETA: 0s - loss: 0.4113 - accuracy: 0.8602 1408/2123 [==================>...........] - ETA: 0s - loss: 0.4172 - accuracy: 0.8601 1600/2123 [=====================>........] - ETA: 0s - loss: 0.4169 - accuracy: 0.8600 1792/2123 [========================>.....] - ETA: 0s - loss: 0.4170 - accuracy: 0.8566 1984/2123 [===========================>..] - ETA: 0s - loss: 0.4119 - accuracy: 0.8589 2123/2123 [==============================] - 1s 387us/sample - loss: 0.4105 - accuracy: 0.8577 - val_loss: 0.2761 - val_accuracy: 0.9444
Epoch 6/30
64/2123 [..............................] - ETA: 0s - loss: 0.3096 - accuracy: 0.9062 256/2123 [==>...........................] - ETA: 0s - loss: 0.3666 - accuracy: 0.8906 448/2123 [=====>........................] - ETA: 0s - loss: 0.3541 - accuracy: 0.8929 640/2123 [========>.....................] - ETA: 0s - loss: 0.3430 - accuracy: 0.8891 832/2123 [==========>...................] - ETA: 0s - loss: 0.3453 - accuracy: 0.8894 1024/2123 [=============>................] - ETA: 0s - loss: 0.3412 - accuracy: 0.8926 1216/2123 [================>.............] - ETA: 0s - loss: 0.3373 - accuracy: 0.8964 1408/2123 [==================>...........] - ETA: 0s - loss: 0.3311 - accuracy: 0.8984 1600/2123 [=====================>........] - ETA: 0s - loss: 0.3352 - accuracy: 0.8963 1792/2123 [========================>.....] - ETA: 0s - loss: 0.3350 - accuracy: 0.8951 1984/2123 [===========================>..] - ETA: 0s - loss: 0.3364 - accuracy: 0.8926 2123/2123 [==============================] - 1s 385us/sample - loss: 0.3428 - accuracy: 0.8874 - val_loss: 0.2397 - val_accuracy: 0.9488
Epoch 7/30
64/2123 [..............................] - ETA: 0s - loss: 0.2345 - accuracy: 0.9375 256/2123 [==>...........................] - ETA: 0s - loss: 0.3005 - accuracy: 0.9062 448/2123 [=====>........................] - ETA: 0s - loss: 0.2746 - accuracy: 0.9107 640/2123 [========>.....................] - ETA: 0s - loss: 0.2827 - accuracy: 0.9078 832/2123 [==========>...................] - ETA: 0s - loss: 0.2807 - accuracy: 0.9075 1024/2123 [=============>................] - ETA: 0s - loss: 0.2979 - accuracy: 0.8994 1216/2123 [================>.............] - ETA: 0s - loss: 0.2984 - accuracy: 0.8988 1408/2123 [==================>...........] - ETA: 0s - loss: 0.3023 - accuracy: 0.8991 1600/2123 [=====================>........] - ETA: 0s - loss: 0.2989 - accuracy: 0.9000 1792/2123 [========================>.....] - ETA: 0s - loss: 0.3070 - accuracy: 0.9007 1984/2123 [===========================>..] - ETA: 0s - loss: 0.3090 - accuracy: 0.8982 2123/2123 [==============================] - 1s 388us/sample - loss: 0.3026 - accuracy: 0.9020 - val_loss: 0.2156 - val_accuracy: 0.9561
Epoch 8/30
64/2123 [..............................] - ETA: 0s - loss: 0.3176 - accuracy: 0.9219 256/2123 [==>...........................] - ETA: 0s - loss: 0.2592 - accuracy: 0.9219 448/2123 [=====>........................] - ETA: 0s - loss: 0.2519 - accuracy: 0.9263 640/2123 [========>.....................] - ETA: 0s - loss: 0.2598 - accuracy: 0.9172 832/2123 [==========>...................] - ETA: 0s - loss: 0.2520 - accuracy: 0.9231 1024/2123 [=============>................] - ETA: 0s - loss: 0.2677 - accuracy: 0.9189 1216/2123 [================>.............] - ETA: 0s - loss: 0.2582 - accuracy: 0.9186 1408/2123 [==================>...........] - ETA: 0s - loss: 0.2598 - accuracy: 0.9197 1600/2123 [=====================>........] - ETA: 0s - loss: 0.2601 - accuracy: 0.9187 1792/2123 [========================>.....] - ETA: 0s - loss: 0.2567 - accuracy: 0.9180 1984/2123 [===========================>..] - ETA: 0s - loss: 0.2502 - accuracy: 0.9209 2123/2123 [==============================] - 1s 387us/sample - loss: 0.2535 - accuracy: 0.9223 - val_loss: 0.1767 - val_accuracy: 0.9619
Epoch 9/30
64/2123 [..............................] - ETA: 0s - loss: 0.2003 - accuracy: 0.9375 256/2123 [==>...........................] - ETA: 0s - loss: 0.2532 - accuracy: 0.9141 448/2123 [=====>........................] - ETA: 0s - loss: 0.2488 - accuracy: 0.9174 640/2123 [========>.....................] - ETA: 0s - loss: 0.2540 - accuracy: 0.9172 832/2123 [==========>...................] - ETA: 0s - loss: 0.2340 - accuracy: 0.9231 1024/2123 [=============>................] - ETA: 0s - loss: 0.2222 - accuracy: 0.9307 1216/2123 [================>.............] - ETA: 0s - loss: 0.2181 - accuracy: 0.9326 1408/2123 [==================>...........] - ETA: 0s - loss: 0.2186 - accuracy: 0.9332 1600/2123 [=====================>........] - ETA: 0s - loss: 0.2220 - accuracy: 0.9331 1792/2123 [========================>.....] - ETA: 0s - loss: 0.2184 - accuracy: 0.9347 1984/2123 [===========================>..] - ETA: 0s - loss: 0.2180 - accuracy: 0.9340 2123/2123 [==============================] - 1s 383us/sample - loss: 0.2182 - accuracy: 0.9341 - val_loss: 0.1752 - val_accuracy: 0.9634
Epoch 10/30
64/2123 [..............................] - ETA: 0s - loss: 0.2197 - accuracy: 0.9219 256/2123 [==>...........................] - ETA: 0s - loss: 0.1813 - accuracy: 0.9414 448/2123 [=====>........................] - ETA: 0s - loss: 0.2017 - accuracy: 0.9353 640/2123 [========>.....................] - ETA: 0s - loss: 0.2166 - accuracy: 0.9344 832/2123 [==========>...................] - ETA: 0s - loss: 0.2110 - accuracy: 0.9351 1024/2123 [=============>................] - ETA: 0s - loss: 0.2137 - accuracy: 0.9336 1216/2123 [================>.............] - ETA: 0s - loss: 0.2080 - accuracy: 0.9375 1408/2123 [==================>...........] - ETA: 0s - loss: 0.1986 - accuracy: 0.9418 1600/2123 [=====================>........] - ETA: 0s - loss: 0.1959 - accuracy: 0.9413 1792/2123 [========================>.....] - ETA: 0s - loss: 0.1970 - accuracy: 0.9403 1984/2123 [===========================>..] - ETA: 0s - loss: 0.1937 - accuracy: 0.9425 2123/2123 [==============================] - 1s 386us/sample - loss: 0.1925 - accuracy: 0.9425 - val_loss: 0.1593 - val_accuracy: 0.9634
Epoch 11/30
64/2123 [..............................] - ETA: 0s - loss: 0.1560 - accuracy: 0.9375 256/2123 [==>...........................] - ETA: 0s - loss: 0.1807 - accuracy: 0.9414 448/2123 [=====>........................] - ETA: 0s - loss: 0.1906 - accuracy: 0.9353 640/2123 [========>.....................] - ETA: 0s - loss: 0.1989 - accuracy: 0.9250 832/2123 [==========>...................] - ETA: 0s - loss: 0.1855 - accuracy: 0.9351 960/2123 [============>.................] - ETA: 0s - loss: 0.1852 - accuracy: 0.9365 1152/2123 [===============>..............] - ETA: 0s - loss: 0.1836 - accuracy: 0.9392 1344/2123 [=================>............] - ETA: 0s - loss: 0.1853 - accuracy: 0.9390 1536/2123 [====================>.........] - ETA: 0s - loss: 0.1788 - accuracy: 0.9421 1728/2123 [=======================>......] - ETA: 0s - loss: 0.1809 - accuracy: 0.9421 1920/2123 [==========================>...] - ETA: 0s - loss: 0.1838 - accuracy: 0.9406 2112/2123 [============================>.] - ETA: 0s - loss: 0.1828 - accuracy: 0.9413 2123/2123 [==============================] - 1s 396us/sample - loss: 0.1828 - accuracy: 0.9416 - val_loss: 0.1426 - val_accuracy: 0.9693
Epoch 12/30
64/2123 [..............................] - ETA: 0s - loss: 0.1557 - accuracy: 0.9375 256/2123 [==>...........................] - ETA: 0s - loss: 0.1649 - accuracy: 0.9414 448/2123 [=====>........................] - ETA: 0s - loss: 0.1438 - accuracy: 0.9576 640/2123 [========>.....................] - ETA: 0s - loss: 0.1470 - accuracy: 0.9516 832/2123 [==========>...................] - ETA: 0s - loss: 0.1473 - accuracy: 0.9495 1024/2123 [=============>................] - ETA: 0s - loss: 0.1476 - accuracy: 0.9502 1216/2123 [================>.............] - ETA: 0s - loss: 0.1500 - accuracy: 0.9507 1408/2123 [==================>...........] - ETA: 0s - loss: 0.1506 - accuracy: 0.9510 1600/2123 [=====================>........] - ETA: 0s - loss: 0.1518 - accuracy: 0.9513 1792/2123 [========================>.....] - ETA: 0s - loss: 0.1530 - accuracy: 0.9503 1984/2123 [===========================>..] - ETA: 0s - loss: 0.1547 - accuracy: 0.9506 2123/2123 [==============================] - 1s 386us/sample - loss: 0.1577 - accuracy: 0.9491 - val_loss: 0.1365 - val_accuracy: 0.9678
Epoch 13/30
64/2123 [..............................] - ETA: 0s - loss: 0.1077 - accuracy: 0.9531 256/2123 [==>...........................] - ETA: 0s - loss: 0.1367 - accuracy: 0.9570 448/2123 [=====>........................] - ETA: 0s - loss: 0.1359 - accuracy: 0.9576 640/2123 [========>.....................] - ETA: 0s - loss: 0.1295 - accuracy: 0.9625 832/2123 [==========>...................] - ETA: 0s - loss: 0.1282 - accuracy: 0.9651 1024/2123 [=============>................] - ETA: 0s - loss: 0.1420 - accuracy: 0.9629 1216/2123 [================>.............] - ETA: 0s - loss: 0.1381 - accuracy: 0.9638 1408/2123 [==================>...........] - ETA: 0s - loss: 0.1414 - accuracy: 0.9616 1600/2123 [=====================>........] - ETA: 0s - loss: 0.1347 - accuracy: 0.9644 1792/2123 [========================>.....] - ETA: 0s - loss: 0.1341 - accuracy: 0.9643 1984/2123 [===========================>..] - ETA: 0s - loss: 0.1348 - accuracy: 0.9637 2123/2123 [==============================] - 1s 385us/sample - loss: 0.1333 - accuracy: 0.9637 - val_loss: 0.1327 - val_accuracy: 0.9678
Epoch 14/30
64/2123 [..............................] - ETA: 0s - loss: 0.1009 - accuracy: 0.9688 256/2123 [==>...........................] - ETA: 0s - loss: 0.1250 - accuracy: 0.9688 448/2123 [=====>........................] - ETA: 0s - loss: 0.1154 - accuracy: 0.9710 640/2123 [========>.....................] - ETA: 0s - loss: 0.1090 - accuracy: 0.9734 832/2123 [==========>...................] - ETA: 0s - loss: 0.1134 - accuracy: 0.9675 1024/2123 [=============>................] - ETA: 0s - loss: 0.1175 - accuracy: 0.9639 1216/2123 [================>.............] - ETA: 0s - loss: 0.1193 - accuracy: 0.9630 1344/2123 [=================>............] - ETA: 0s - loss: 0.1172 - accuracy: 0.9635 1536/2123 [====================>.........] - ETA: 0s - loss: 0.1137 - accuracy: 0.9655 1728/2123 [=======================>......] - ETA: 0s - loss: 0.1232 - accuracy: 0.9595 1920/2123 [==========================>...] - ETA: 0s - loss: 0.1262 - accuracy: 0.9563 2112/2123 [============================>.] - ETA: 0s - loss: 0.1268 - accuracy: 0.9560 2123/2123 [==============================] - 1s 399us/sample - loss: 0.1271 - accuracy: 0.9557 - val_loss: 0.1387 - val_accuracy: 0.9619
Epoch 15/30
64/2123 [..............................] - ETA: 0s - loss: 0.1160 - accuracy: 0.9688 256/2123 [==>...........................] - ETA: 0s - loss: 0.1322 - accuracy: 0.9531 448/2123 [=====>........................] - ETA: 0s - loss: 0.1280 - accuracy: 0.9576 640/2123 [========>.....................] - ETA: 0s - loss: 0.1210 - accuracy: 0.9609 832/2123 [==========>...................] - ETA: 0s - loss: 0.1153 - accuracy: 0.9651 1024/2123 [=============>................] - ETA: 0s - loss: 0.1139 - accuracy: 0.9648 1216/2123 [================>.............] - ETA: 0s - loss: 0.1114 - accuracy: 0.9655 1408/2123 [==================>...........] - ETA: 0s - loss: 0.1113 - accuracy: 0.9659 1600/2123 [=====================>........] - ETA: 0s - loss: 0.1132 - accuracy: 0.9656 1792/2123 [========================>.....] - ETA: 0s - loss: 0.1129 - accuracy: 0.9665 1984/2123 [===========================>..] - ETA: 0s - loss: 0.1143 - accuracy: 0.9662 2123/2123 [==============================] - 1s 383us/sample - loss: 0.1148 - accuracy: 0.9666 - val_loss: 0.1517 - val_accuracy: 0.9561
Epoch 16/30
64/2123 [..............................] - ETA: 0s - loss: 0.2089 - accuracy: 0.9219 256/2123 [==>...........................] - ETA: 0s - loss: 0.1121 - accuracy: 0.9727 448/2123 [=====>........................] - ETA: 0s - loss: 0.1146 - accuracy: 0.9688 640/2123 [========>.....................] - ETA: 0s - loss: 0.1137 - accuracy: 0.9656 832/2123 [==========>...................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9627 1024/2123 [=============>................] - ETA: 0s - loss: 0.1139 - accuracy: 0.9678 1216/2123 [================>.............] - ETA: 0s - loss: 0.1111 - accuracy: 0.9696 1408/2123 [==================>...........] - ETA: 0s - loss: 0.1110 - accuracy: 0.9688 1600/2123 [=====================>........] - ETA: 0s - loss: 0.1087 - accuracy: 0.9700 1792/2123 [========================>.....] - ETA: 0s - loss: 0.1076 - accuracy: 0.9710 1984/2123 [===========================>..] - ETA: 0s - loss: 0.1097 - accuracy: 0.9693 2123/2123 [==============================] - 1s 388us/sample - loss: 0.1078 - accuracy: 0.9703 - val_loss: 0.1179 - val_accuracy: 0.9751
Epoch 17/30
64/2123 [..............................] - ETA: 0s - loss: 0.0993 - accuracy: 0.9688 256/2123 [==>...........................] - ETA: 0s - loss: 0.0959 - accuracy: 0.9766 448/2123 [=====>........................] - ETA: 0s - loss: 0.0971 - accuracy: 0.9732 640/2123 [========>.....................] - ETA: 0s - loss: 0.1051 - accuracy: 0.9703 832/2123 [==========>...................] - ETA: 0s - loss: 0.1064 - accuracy: 0.9688 1024/2123 [=============>................] - ETA: 0s - loss: 0.1142 - accuracy: 0.9629 1216/2123 [================>.............] - ETA: 0s - loss: 0.1076 - accuracy: 0.9663 1408/2123 [==================>...........] - ETA: 0s - loss: 0.1091 - accuracy: 0.9652 1600/2123 [=====================>........] - ETA: 0s - loss: 0.1092 - accuracy: 0.9656 1792/2123 [========================>.....] - ETA: 0s - loss: 0.1083 - accuracy: 0.9671 1984/2123 [===========================>..] - ETA: 0s - loss: 0.1068 - accuracy: 0.9682 2123/2123 [==============================] - 1s 386us/sample - loss: 0.1066 - accuracy: 0.9680 - val_loss: 0.1164 - val_accuracy: 0.9722
Epoch 18/30
64/2123 [..............................] - ETA: 0s - loss: 0.1742 - accuracy: 0.9531 256/2123 [==>...........................] - ETA: 0s - loss: 0.1196 - accuracy: 0.9570 448/2123 [=====>........................] - ETA: 0s - loss: 0.1167 - accuracy: 0.9621 640/2123 [========>.....................] - ETA: 0s - loss: 0.1043 - accuracy: 0.9688 832/2123 [==========>...................] - ETA: 0s - loss: 0.1081 - accuracy: 0.9651 1024/2123 [=============>................] - ETA: 0s - loss: 0.1086 - accuracy: 0.9658 1216/2123 [================>.............] - ETA: 0s - loss: 0.1065 - accuracy: 0.9671 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0986 - accuracy: 0.9709 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0995 - accuracy: 0.9700 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0972 - accuracy: 0.9721 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0943 - accuracy: 0.9733 2123/2123 [==============================] - 1s 382us/sample - loss: 0.0939 - accuracy: 0.9736 - val_loss: 0.1109 - val_accuracy: 0.9678
Epoch 19/30
64/2123 [..............................] - ETA: 0s - loss: 0.0543 - accuracy: 0.9844 256/2123 [==>...........................] - ETA: 0s - loss: 0.0759 - accuracy: 0.9805 448/2123 [=====>........................] - ETA: 0s - loss: 0.0835 - accuracy: 0.9732 640/2123 [========>.....................] - ETA: 0s - loss: 0.0862 - accuracy: 0.9750 832/2123 [==========>...................] - ETA: 0s - loss: 0.0848 - accuracy: 0.9760 1024/2123 [=============>................] - ETA: 0s - loss: 0.0842 - accuracy: 0.9756 1216/2123 [================>.............] - ETA: 0s - loss: 0.0853 - accuracy: 0.9753 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0830 - accuracy: 0.9759 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0849 - accuracy: 0.9762 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0830 - accuracy: 0.9771 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0838 - accuracy: 0.9768 2123/2123 [==============================] - 1s 388us/sample - loss: 0.0844 - accuracy: 0.9769 - val_loss: 0.1086 - val_accuracy: 0.9736
Epoch 20/30
64/2123 [..............................] - ETA: 0s - loss: 0.0767 - accuracy: 0.9844 256/2123 [==>...........................] - ETA: 0s - loss: 0.0962 - accuracy: 0.9805 448/2123 [=====>........................] - ETA: 0s - loss: 0.0863 - accuracy: 0.9799 640/2123 [========>.....................] - ETA: 0s - loss: 0.0825 - accuracy: 0.9797 832/2123 [==========>...................] - ETA: 0s - loss: 0.0802 - accuracy: 0.9808 1024/2123 [=============>................] - ETA: 0s - loss: 0.0782 - accuracy: 0.9795 1216/2123 [================>.............] - ETA: 0s - loss: 0.0836 - accuracy: 0.9770 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0843 - accuracy: 0.9766 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0824 - accuracy: 0.9781 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0822 - accuracy: 0.9788 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0811 - accuracy: 0.9793 2123/2123 [==============================] - 1s 384us/sample - loss: 0.0837 - accuracy: 0.9788 - val_loss: 0.0995 - val_accuracy: 0.9766
Epoch 21/30
64/2123 [..............................] - ETA: 0s - loss: 0.0903 - accuracy: 0.9688 256/2123 [==>...........................] - ETA: 0s - loss: 0.0711 - accuracy: 0.9805 448/2123 [=====>........................] - ETA: 0s - loss: 0.0708 - accuracy: 0.9821 640/2123 [========>.....................] - ETA: 0s - loss: 0.0799 - accuracy: 0.9734 832/2123 [==========>...................] - ETA: 0s - loss: 0.0774 - accuracy: 0.9748 1024/2123 [=============>................] - ETA: 0s - loss: 0.0775 - accuracy: 0.9746 1216/2123 [================>.............] - ETA: 0s - loss: 0.0752 - accuracy: 0.9745 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0797 - accuracy: 0.9716 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0779 - accuracy: 0.9731 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0813 - accuracy: 0.9721 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0790 - accuracy: 0.9738 2123/2123 [==============================] - 1s 388us/sample - loss: 0.0806 - accuracy: 0.9732 - val_loss: 0.1031 - val_accuracy: 0.9722
Epoch 22/30
64/2123 [..............................] - ETA: 0s - loss: 0.0706 - accuracy: 0.9844 256/2123 [==>...........................] - ETA: 0s - loss: 0.0519 - accuracy: 0.9844 448/2123 [=====>........................] - ETA: 0s - loss: 0.0726 - accuracy: 0.9754 640/2123 [========>.....................] - ETA: 0s - loss: 0.0722 - accuracy: 0.9766 832/2123 [==========>...................] - ETA: 0s - loss: 0.0746 - accuracy: 0.9760 1024/2123 [=============>................] - ETA: 0s - loss: 0.0723 - accuracy: 0.9766 1216/2123 [================>.............] - ETA: 0s - loss: 0.0707 - accuracy: 0.9794 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0697 - accuracy: 0.9794 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0751 - accuracy: 0.9787 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0748 - accuracy: 0.9782 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0725 - accuracy: 0.9788 2123/2123 [==============================] - 1s 386us/sample - loss: 0.0723 - accuracy: 0.9793 - val_loss: 0.0983 - val_accuracy: 0.9751
Epoch 23/30
64/2123 [..............................] - ETA: 0s - loss: 0.0466 - accuracy: 1.0000 256/2123 [==>...........................] - ETA: 0s - loss: 0.0927 - accuracy: 0.9688 448/2123 [=====>........................] - ETA: 0s - loss: 0.0894 - accuracy: 0.9688 640/2123 [========>.....................] - ETA: 0s - loss: 0.0793 - accuracy: 0.9750 832/2123 [==========>...................] - ETA: 0s - loss: 0.0739 - accuracy: 0.9772 1024/2123 [=============>................] - ETA: 0s - loss: 0.0721 - accuracy: 0.9775 1216/2123 [================>.............] - ETA: 0s - loss: 0.0719 - accuracy: 0.9778 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0701 - accuracy: 0.9794 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0690 - accuracy: 0.9806 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0686 - accuracy: 0.9810 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0674 - accuracy: 0.9824 2123/2123 [==============================] - 1s 389us/sample - loss: 0.0677 - accuracy: 0.9826 - val_loss: 0.0960 - val_accuracy: 0.9766
Epoch 24/30
64/2123 [..............................] - ETA: 0s - loss: 0.0787 - accuracy: 0.9844 256/2123 [==>...........................] - ETA: 0s - loss: 0.0817 - accuracy: 0.9766 448/2123 [=====>........................] - ETA: 0s - loss: 0.0694 - accuracy: 0.9777 640/2123 [========>.....................] - ETA: 0s - loss: 0.0679 - accuracy: 0.9797 832/2123 [==========>...................] - ETA: 0s - loss: 0.0650 - accuracy: 0.9784 1024/2123 [=============>................] - ETA: 0s - loss: 0.0677 - accuracy: 0.9775 1216/2123 [================>.............] - ETA: 0s - loss: 0.0678 - accuracy: 0.9778 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0686 - accuracy: 0.9773 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0685 - accuracy: 0.9781 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0680 - accuracy: 0.9777 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0673 - accuracy: 0.9778 2123/2123 [==============================] - 1s 389us/sample - loss: 0.0649 - accuracy: 0.9793 - val_loss: 0.1053 - val_accuracy: 0.9707
Epoch 25/30
64/2123 [..............................] - ETA: 0s - loss: 0.0461 - accuracy: 1.0000 256/2123 [==>...........................] - ETA: 0s - loss: 0.0461 - accuracy: 0.9922 448/2123 [=====>........................] - ETA: 0s - loss: 0.0575 - accuracy: 0.9911 640/2123 [========>.....................] - ETA: 0s - loss: 0.0617 - accuracy: 0.9828 832/2123 [==========>...................] - ETA: 0s - loss: 0.0649 - accuracy: 0.9808 1024/2123 [=============>................] - ETA: 0s - loss: 0.0656 - accuracy: 0.9795 1216/2123 [================>.............] - ETA: 0s - loss: 0.0637 - accuracy: 0.9794 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0638 - accuracy: 0.9787 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0617 - accuracy: 0.9794 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0619 - accuracy: 0.9799 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0603 - accuracy: 0.9808 2123/2123 [==============================] - 1s 391us/sample - loss: 0.0601 - accuracy: 0.9812 - val_loss: 0.0933 - val_accuracy: 0.9693
Epoch 26/30
64/2123 [..............................] - ETA: 0s - loss: 0.0458 - accuracy: 0.9844 256/2123 [==>...........................] - ETA: 0s - loss: 0.0657 - accuracy: 0.9805 448/2123 [=====>........................] - ETA: 0s - loss: 0.0653 - accuracy: 0.9821 640/2123 [========>.....................] - ETA: 0s - loss: 0.0735 - accuracy: 0.9797 832/2123 [==========>...................] - ETA: 0s - loss: 0.0690 - accuracy: 0.9808 1024/2123 [=============>................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9824 1216/2123 [================>.............] - ETA: 0s - loss: 0.0627 - accuracy: 0.9836 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0577 - accuracy: 0.9851 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0571 - accuracy: 0.9856 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0561 - accuracy: 0.9866 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0569 - accuracy: 0.9869 2123/2123 [==============================] - 1s 387us/sample - loss: 0.0578 - accuracy: 0.9859 - val_loss: 0.0970 - val_accuracy: 0.9751
Epoch 27/30
64/2123 [..............................] - ETA: 0s - loss: 0.0906 - accuracy: 0.9531 256/2123 [==>...........................] - ETA: 0s - loss: 0.0708 - accuracy: 0.9805 448/2123 [=====>........................] - ETA: 0s - loss: 0.0623 - accuracy: 0.9844 640/2123 [========>.....................] - ETA: 0s - loss: 0.0571 - accuracy: 0.9859 832/2123 [==========>...................] - ETA: 0s - loss: 0.0538 - accuracy: 0.9868 1024/2123 [=============>................] - ETA: 0s - loss: 0.0528 - accuracy: 0.9873 1216/2123 [================>.............] - ETA: 0s - loss: 0.0531 - accuracy: 0.9885 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0529 - accuracy: 0.9886 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0532 - accuracy: 0.9881 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0517 - accuracy: 0.9883 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0528 - accuracy: 0.9869 2123/2123 [==============================] - 1s 384us/sample - loss: 0.0522 - accuracy: 0.9873 - val_loss: 0.0858 - val_accuracy: 0.9780
Epoch 28/30
64/2123 [..............................] - ETA: 0s - loss: 0.0600 - accuracy: 0.9844 256/2123 [==>...........................] - ETA: 0s - loss: 0.0508 - accuracy: 0.9883 448/2123 [=====>........................] - ETA: 0s - loss: 0.0451 - accuracy: 0.9911 640/2123 [========>.....................] - ETA: 0s - loss: 0.0491 - accuracy: 0.9906 832/2123 [==========>...................] - ETA: 0s - loss: 0.0511 - accuracy: 0.9868 1024/2123 [=============>................] - ETA: 0s - loss: 0.0501 - accuracy: 0.9883 1216/2123 [================>.............] - ETA: 0s - loss: 0.0507 - accuracy: 0.9877 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0478 - accuracy: 0.9893 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0481 - accuracy: 0.9900 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0470 - accuracy: 0.9905 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0509 - accuracy: 0.9894 2123/2123 [==============================] - 1s 386us/sample - loss: 0.0499 - accuracy: 0.9896 - val_loss: 0.1041 - val_accuracy: 0.9707
Epoch 29/30
64/2123 [..............................] - ETA: 0s - loss: 0.0279 - accuracy: 1.0000 256/2123 [==>...........................] - ETA: 0s - loss: 0.0388 - accuracy: 0.9922 448/2123 [=====>........................] - ETA: 0s - loss: 0.0489 - accuracy: 0.9844 640/2123 [========>.....................] - ETA: 0s - loss: 0.0448 - accuracy: 0.9859 832/2123 [==========>...................] - ETA: 0s - loss: 0.0484 - accuracy: 0.9856 1024/2123 [=============>................] - ETA: 0s - loss: 0.0467 - accuracy: 0.9883 1216/2123 [================>.............] - ETA: 0s - loss: 0.0451 - accuracy: 0.9893 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0465 - accuracy: 0.9886 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0460 - accuracy: 0.9894 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0445 - accuracy: 0.9900 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0464 - accuracy: 0.9889 2123/2123 [==============================] - 1s 386us/sample - loss: 0.0478 - accuracy: 0.9887 - val_loss: 0.0965 - val_accuracy: 0.9736
Epoch 30/30
64/2123 [..............................] - ETA: 0s - loss: 0.0558 - accuracy: 0.9844 256/2123 [==>...........................] - ETA: 0s - loss: 0.0374 - accuracy: 0.9922 448/2123 [=====>........................] - ETA: 0s - loss: 0.0383 - accuracy: 0.9933 640/2123 [========>.....................] - ETA: 0s - loss: 0.0385 - accuracy: 0.9937 832/2123 [==========>...................] - ETA: 0s - loss: 0.0454 - accuracy: 0.9916 1024/2123 [=============>................] - ETA: 0s - loss: 0.0436 - accuracy: 0.9912 1216/2123 [================>.............] - ETA: 0s - loss: 0.0441 - accuracy: 0.9910 1408/2123 [==================>...........] - ETA: 0s - loss: 0.0452 - accuracy: 0.9901 1600/2123 [=====================>........] - ETA: 0s - loss: 0.0438 - accuracy: 0.9906 1792/2123 [========================>.....] - ETA: 0s - loss: 0.0441 - accuracy: 0.9900 1984/2123 [===========================>..] - ETA: 0s - loss: 0.0452 - accuracy: 0.9899 2123/2123 [==============================] - 1s 387us/sample - loss: 0.0444 - accuracy: 0.9901 - val_loss: 0.0858 - val_accuracy: 0.9780
Train on 2358 samples, validate on 756 samples
Epoch 1/30
64/2358 [..............................] - ETA: 14s - loss: 5.5746 - accuracy: 0.2188 256/2358 [==>...........................] - ETA: 3s - loss: 4.5395 - accuracy: 0.2266  448/2358 [====>.........................] - ETA: 2s - loss: 3.7811 - accuracy: 0.2433 640/2358 [=======>......................] - ETA: 1s - loss: 3.4277 - accuracy: 0.2672 832/2358 [=========>....................] - ETA: 1s - loss: 3.3475 - accuracy: 0.2728 1024/2358 [============>.................] - ETA: 0s - loss: 3.1894 - accuracy: 0.2812 1216/2358 [==============>...............] - ETA: 0s - loss: 3.0384 - accuracy: 0.2821 1408/2358 [================>.............] - ETA: 0s - loss: 2.9459 - accuracy: 0.2848 1600/2358 [===================>..........] - ETA: 0s - loss: 2.8340 - accuracy: 0.2912 1792/2358 [=====================>........] - ETA: 0s - loss: 2.7353 - accuracy: 0.3002 1984/2358 [========================>.....] - ETA: 0s - loss: 2.6439 - accuracy: 0.3155 2176/2358 [==========================>...] - ETA: 0s - loss: 2.5574 - accuracy: 0.3254 2358/2358 [==============================] - 1s 607us/sample - loss: 2.4994 - accuracy: 0.3312 - val_loss: 1.1710 - val_accuracy: 0.5278
Epoch 2/30
64/2358 [..............................] - ETA: 0s - loss: 1.6420 - accuracy: 0.4062 256/2358 [==>...........................] - ETA: 0s - loss: 1.7175 - accuracy: 0.4492 448/2358 [====>.........................] - ETA: 0s - loss: 1.5774 - accuracy: 0.4777 640/2358 [=======>......................] - ETA: 0s - loss: 1.5269 - accuracy: 0.4844 832/2358 [=========>....................] - ETA: 0s - loss: 1.4565 - accuracy: 0.5000 1024/2358 [============>.................] - ETA: 0s - loss: 1.4204 - accuracy: 0.5020 1216/2358 [==============>...............] - ETA: 0s - loss: 1.3908 - accuracy: 0.5066 1408/2358 [================>.............] - ETA: 0s - loss: 1.3538 - accuracy: 0.5121 1600/2358 [===================>..........] - ETA: 0s - loss: 1.3175 - accuracy: 0.5175 1792/2358 [=====================>........] - ETA: 0s - loss: 1.2849 - accuracy: 0.5296 1984/2358 [========================>.....] - ETA: 0s - loss: 1.2624 - accuracy: 0.5418 2176/2358 [==========================>...] - ETA: 0s - loss: 1.2361 - accuracy: 0.5483 2358/2358 [==============================] - 1s 387us/sample - loss: 1.2084 - accuracy: 0.5581 - val_loss: 0.7591 - val_accuracy: 0.7249
Epoch 3/30
64/2358 [..............................] - ETA: 0s - loss: 0.9282 - accuracy: 0.6875 256/2358 [==>...........................] - ETA: 0s - loss: 1.0081 - accuracy: 0.6602 448/2358 [====>.........................] - ETA: 0s - loss: 0.9847 - accuracy: 0.6317 640/2358 [=======>......................] - ETA: 0s - loss: 0.9254 - accuracy: 0.6562 832/2358 [=========>....................] - ETA: 0s - loss: 0.9035 - accuracy: 0.6671 1024/2358 [============>.................] - ETA: 0s - loss: 0.8968 - accuracy: 0.6660 1216/2358 [==============>...............] - ETA: 0s - loss: 0.8893 - accuracy: 0.6645 1408/2358 [================>.............] - ETA: 0s - loss: 0.8697 - accuracy: 0.6669 1600/2358 [===================>..........] - ETA: 0s - loss: 0.8562 - accuracy: 0.6725 1792/2358 [=====================>........] - ETA: 0s - loss: 0.8366 - accuracy: 0.6808 1984/2358 [========================>.....] - ETA: 0s - loss: 0.8309 - accuracy: 0.6845 2176/2358 [==========================>...] - ETA: 0s - loss: 0.8231 - accuracy: 0.6866 2358/2358 [==============================] - 1s 389us/sample - loss: 0.8016 - accuracy: 0.6955 - val_loss: 0.5735 - val_accuracy: 0.8135
Epoch 4/30
64/2358 [..............................] - ETA: 0s - loss: 0.6802 - accuracy: 0.7500 256/2358 [==>...........................] - ETA: 0s - loss: 0.7350 - accuracy: 0.7227 448/2358 [====>.........................] - ETA: 0s - loss: 0.6846 - accuracy: 0.7388 640/2358 [=======>......................] - ETA: 0s - loss: 0.7123 - accuracy: 0.7172 832/2358 [=========>....................] - ETA: 0s - loss: 0.6911 - accuracy: 0.7296 1024/2358 [============>.................] - ETA: 0s - loss: 0.6588 - accuracy: 0.7451 1216/2358 [==============>...............] - ETA: 0s - loss: 0.6516 - accuracy: 0.7484 1408/2358 [================>.............] - ETA: 0s - loss: 0.6422 - accuracy: 0.7528 1600/2358 [===================>..........] - ETA: 0s - loss: 0.6265 - accuracy: 0.7644 1792/2358 [=====================>........] - ETA: 0s - loss: 0.6142 - accuracy: 0.7679 1984/2358 [========================>.....] - ETA: 0s - loss: 0.6191 - accuracy: 0.7656 2176/2358 [==========================>...] - ETA: 0s - loss: 0.6050 - accuracy: 0.7725 2358/2358 [==============================] - 1s 382us/sample - loss: 0.6048 - accuracy: 0.7731 - val_loss: 0.4998 - val_accuracy: 0.8386
Epoch 5/30
64/2358 [..............................] - ETA: 0s - loss: 0.5461 - accuracy: 0.8281 256/2358 [==>...........................] - ETA: 0s - loss: 0.5133 - accuracy: 0.8242 448/2358 [====>.........................] - ETA: 0s - loss: 0.5235 - accuracy: 0.8304 640/2358 [=======>......................] - ETA: 0s - loss: 0.5248 - accuracy: 0.8266 832/2358 [=========>....................] - ETA: 0s - loss: 0.5173 - accuracy: 0.8233 1024/2358 [============>.................] - ETA: 0s - loss: 0.5114 - accuracy: 0.8242 1216/2358 [==============>...............] - ETA: 0s - loss: 0.5048 - accuracy: 0.8273 1408/2358 [================>.............] - ETA: 0s - loss: 0.5034 - accuracy: 0.8239 1600/2358 [===================>..........] - ETA: 0s - loss: 0.5119 - accuracy: 0.8163 1792/2358 [=====================>........] - ETA: 0s - loss: 0.5073 - accuracy: 0.8181 1984/2358 [========================>.....] - ETA: 0s - loss: 0.5064 - accuracy: 0.8180 2176/2358 [==========================>...] - ETA: 0s - loss: 0.4997 - accuracy: 0.8212 2358/2358 [==============================] - 1s 385us/sample - loss: 0.5008 - accuracy: 0.8189 - val_loss: 0.4136 - val_accuracy: 0.8730
Epoch 6/30
64/2358 [..............................] - ETA: 0s - loss: 0.3125 - accuracy: 0.9062 256/2358 [==>...........................] - ETA: 0s - loss: 0.4253 - accuracy: 0.8438 448/2358 [====>.........................] - ETA: 0s - loss: 0.4500 - accuracy: 0.8393 640/2358 [=======>......................] - ETA: 0s - loss: 0.4454 - accuracy: 0.8375 832/2358 [=========>....................] - ETA: 0s - loss: 0.4527 - accuracy: 0.8377 1024/2358 [============>.................] - ETA: 0s - loss: 0.4394 - accuracy: 0.8398 1216/2358 [==============>...............] - ETA: 0s - loss: 0.4452 - accuracy: 0.8339 1408/2358 [================>.............] - ETA: 0s - loss: 0.4450 - accuracy: 0.8359 1600/2358 [===================>..........] - ETA: 0s - loss: 0.4346 - accuracy: 0.8425 1792/2358 [=====================>........] - ETA: 0s - loss: 0.4255 - accuracy: 0.8471 1984/2358 [========================>.....] - ETA: 0s - loss: 0.4206 - accuracy: 0.8488 2176/2358 [==========================>...] - ETA: 0s - loss: 0.4241 - accuracy: 0.8483 2358/2358 [==============================] - 1s 381us/sample - loss: 0.4233 - accuracy: 0.8482 - val_loss: 0.3494 - val_accuracy: 0.9101
Epoch 7/30
64/2358 [..............................] - ETA: 0s - loss: 0.4318 - accuracy: 0.8281 256/2358 [==>...........................] - ETA: 0s - loss: 0.4091 - accuracy: 0.8438 448/2358 [====>.........................] - ETA: 0s - loss: 0.4011 - accuracy: 0.8527 640/2358 [=======>......................] - ETA: 0s - loss: 0.3947 - accuracy: 0.8609 832/2358 [=========>....................] - ETA: 0s - loss: 0.3765 - accuracy: 0.8690 1024/2358 [============>.................] - ETA: 0s - loss: 0.3675 - accuracy: 0.8740 1216/2358 [==============>...............] - ETA: 0s - loss: 0.3601 - accuracy: 0.8775 1408/2358 [================>.............] - ETA: 0s - loss: 0.3484 - accuracy: 0.8835 1600/2358 [===================>..........] - ETA: 0s - loss: 0.3446 - accuracy: 0.8863 1792/2358 [=====================>........] - ETA: 0s - loss: 0.3434 - accuracy: 0.8850 1984/2358 [========================>.....] - ETA: 0s - loss: 0.3402 - accuracy: 0.8856 2176/2358 [==========================>...] - ETA: 0s - loss: 0.3440 - accuracy: 0.8851 2358/2358 [==============================] - 1s 383us/sample - loss: 0.3409 - accuracy: 0.8868 - val_loss: 0.2879 - val_accuracy: 0.9180
Epoch 8/30
64/2358 [..............................] - ETA: 0s - loss: 0.3562 - accuracy: 0.8594 256/2358 [==>...........................] - ETA: 0s - loss: 0.3345 - accuracy: 0.8828 448/2358 [====>.........................] - ETA: 0s - loss: 0.3366 - accuracy: 0.8839 640/2358 [=======>......................] - ETA: 0s - loss: 0.3098 - accuracy: 0.8969 832/2358 [=========>....................] - ETA: 0s - loss: 0.3086 - accuracy: 0.9002 1024/2358 [============>.................] - ETA: 0s - loss: 0.3112 - accuracy: 0.8965 1216/2358 [==============>...............] - ETA: 0s - loss: 0.3150 - accuracy: 0.8980 1408/2358 [================>.............] - ETA: 0s - loss: 0.3073 - accuracy: 0.9006 1600/2358 [===================>..........] - ETA: 0s - loss: 0.3111 - accuracy: 0.8988 1792/2358 [=====================>........] - ETA: 0s - loss: 0.3101 - accuracy: 0.8990 1984/2358 [========================>.....] - ETA: 0s - loss: 0.3080 - accuracy: 0.8982 2176/2358 [==========================>...] - ETA: 0s - loss: 0.3062 - accuracy: 0.8989 2358/2358 [==============================] - 1s 384us/sample - loss: 0.3023 - accuracy: 0.9008 - val_loss: 0.2350 - val_accuracy: 0.9405
Epoch 9/30
64/2358 [..............................] - ETA: 0s - loss: 0.3477 - accuracy: 0.8750 256/2358 [==>...........................] - ETA: 0s - loss: 0.3433 - accuracy: 0.8867 448/2358 [====>.........................] - ETA: 0s - loss: 0.2965 - accuracy: 0.9152 640/2358 [=======>......................] - ETA: 0s - loss: 0.2881 - accuracy: 0.9125 832/2358 [=========>....................] - ETA: 0s - loss: 0.2747 - accuracy: 0.9195 1024/2358 [============>.................] - ETA: 0s - loss: 0.2842 - accuracy: 0.9111 1216/2358 [==============>...............] - ETA: 0s - loss: 0.2939 - accuracy: 0.9030 1408/2358 [================>.............] - ETA: 0s - loss: 0.2831 - accuracy: 0.9077 1600/2358 [===================>..........] - ETA: 0s - loss: 0.2773 - accuracy: 0.9119 1792/2358 [=====================>........] - ETA: 0s - loss: 0.2786 - accuracy: 0.9107 1984/2358 [========================>.....] - ETA: 0s - loss: 0.2728 - accuracy: 0.9128 2176/2358 [==========================>...] - ETA: 0s - loss: 0.2718 - accuracy: 0.9127 2358/2358 [==============================] - 1s 383us/sample - loss: 0.2702 - accuracy: 0.9126 - val_loss: 0.2486 - val_accuracy: 0.9312
Epoch 10/30
64/2358 [..............................] - ETA: 0s - loss: 0.1913 - accuracy: 0.9531 256/2358 [==>...........................] - ETA: 0s - loss: 0.2630 - accuracy: 0.9062 448/2358 [====>.........................] - ETA: 0s - loss: 0.2522 - accuracy: 0.9152 640/2358 [=======>......................] - ETA: 0s - loss: 0.2337 - accuracy: 0.9250 832/2358 [=========>....................] - ETA: 0s - loss: 0.2290 - accuracy: 0.9279 1024/2358 [============>.................] - ETA: 0s - loss: 0.2251 - accuracy: 0.9277 1216/2358 [==============>...............] - ETA: 0s - loss: 0.2197 - accuracy: 0.9293 1408/2358 [================>.............] - ETA: 0s - loss: 0.2327 - accuracy: 0.9226 1600/2358 [===================>..........] - ETA: 0s - loss: 0.2301 - accuracy: 0.9250 1792/2358 [=====================>........] - ETA: 0s - loss: 0.2285 - accuracy: 0.9247 1984/2358 [========================>.....] - ETA: 0s - loss: 0.2266 - accuracy: 0.9259 2176/2358 [==========================>...] - ETA: 0s - loss: 0.2242 - accuracy: 0.9283 2358/2358 [==============================] - 1s 380us/sample - loss: 0.2230 - accuracy: 0.9288 - val_loss: 0.2016 - val_accuracy: 0.9484
Epoch 11/30
64/2358 [..............................] - ETA: 0s - loss: 0.2660 - accuracy: 0.9062 256/2358 [==>...........................] - ETA: 0s - loss: 0.2471 - accuracy: 0.9141 448/2358 [====>.........................] - ETA: 0s - loss: 0.2280 - accuracy: 0.9219 640/2358 [=======>......................] - ETA: 0s - loss: 0.2103 - accuracy: 0.9312 832/2358 [=========>....................] - ETA: 0s - loss: 0.2165 - accuracy: 0.9303 1024/2358 [============>.................] - ETA: 0s - loss: 0.2151 - accuracy: 0.9307 1216/2358 [==============>...............] - ETA: 0s - loss: 0.2112 - accuracy: 0.9326 1408/2358 [================>.............] - ETA: 0s - loss: 0.2068 - accuracy: 0.9368 1600/2358 [===================>..........] - ETA: 0s - loss: 0.2112 - accuracy: 0.9325 1792/2358 [=====================>........] - ETA: 0s - loss: 0.2099 - accuracy: 0.9330 1984/2358 [========================>.....] - ETA: 0s - loss: 0.2052 - accuracy: 0.9345 2176/2358 [==========================>...] - ETA: 0s - loss: 0.2024 - accuracy: 0.9366 2358/2358 [==============================] - 1s 381us/sample - loss: 0.2051 - accuracy: 0.9338 - val_loss: 0.1756 - val_accuracy: 0.9511
Epoch 12/30
64/2358 [..............................] - ETA: 0s - loss: 0.1254 - accuracy: 0.9375 256/2358 [==>...........................] - ETA: 0s - loss: 0.1901 - accuracy: 0.9180 448/2358 [====>.........................] - ETA: 0s - loss: 0.1790 - accuracy: 0.9330 640/2358 [=======>......................] - ETA: 0s - loss: 0.1685 - accuracy: 0.9453 832/2358 [=========>....................] - ETA: 0s - loss: 0.1681 - accuracy: 0.9447 1024/2358 [============>.................] - ETA: 0s - loss: 0.1735 - accuracy: 0.9453 1216/2358 [==============>...............] - ETA: 0s - loss: 0.1724 - accuracy: 0.9474 1408/2358 [================>.............] - ETA: 0s - loss: 0.1712 - accuracy: 0.9489 1600/2358 [===================>..........] - ETA: 0s - loss: 0.1712 - accuracy: 0.9500 1792/2358 [=====================>........] - ETA: 0s - loss: 0.1725 - accuracy: 0.9503 1984/2358 [========================>.....] - ETA: 0s - loss: 0.1722 - accuracy: 0.9491 2176/2358 [==========================>...] - ETA: 0s - loss: 0.1729 - accuracy: 0.9462 2358/2358 [==============================] - 1s 385us/sample - loss: 0.1791 - accuracy: 0.9453 - val_loss: 0.1573 - val_accuracy: 0.9616
Epoch 13/30
64/2358 [..............................] - ETA: 0s - loss: 0.1833 - accuracy: 0.9375 256/2358 [==>...........................] - ETA: 0s - loss: 0.1829 - accuracy: 0.9375 448/2358 [====>.........................] - ETA: 0s - loss: 0.1700 - accuracy: 0.9397 640/2358 [=======>......................] - ETA: 0s - loss: 0.1740 - accuracy: 0.9422 832/2358 [=========>....................] - ETA: 0s - loss: 0.1759 - accuracy: 0.9411 1024/2358 [============>.................] - ETA: 0s - loss: 0.1766 - accuracy: 0.9424 1216/2358 [==============>...............] - ETA: 0s - loss: 0.1757 - accuracy: 0.9433 1408/2358 [================>.............] - ETA: 0s - loss: 0.1787 - accuracy: 0.9396 1600/2358 [===================>..........] - ETA: 0s - loss: 0.1742 - accuracy: 0.9406 1792/2358 [=====================>........] - ETA: 0s - loss: 0.1735 - accuracy: 0.9403 1984/2358 [========================>.....] - ETA: 0s - loss: 0.1722 - accuracy: 0.9420 2176/2358 [==========================>...] - ETA: 0s - loss: 0.1679 - accuracy: 0.9449 2358/2358 [==============================] - 1s 381us/sample - loss: 0.1639 - accuracy: 0.9474 - val_loss: 0.1901 - val_accuracy: 0.9339
Epoch 14/30
64/2358 [..............................] - ETA: 0s - loss: 0.1748 - accuracy: 0.9219 256/2358 [==>...........................] - ETA: 0s - loss: 0.1575 - accuracy: 0.9375 448/2358 [====>.........................] - ETA: 0s - loss: 0.1567 - accuracy: 0.9442 640/2358 [=======>......................] - ETA: 0s - loss: 0.1426 - accuracy: 0.9531 832/2358 [=========>....................] - ETA: 0s - loss: 0.1574 - accuracy: 0.9483 1024/2358 [============>.................] - ETA: 0s - loss: 0.1546 - accuracy: 0.9512 1216/2358 [==============>...............] - ETA: 0s - loss: 0.1603 - accuracy: 0.9482 1408/2358 [================>.............] - ETA: 0s - loss: 0.1519 - accuracy: 0.9531 1600/2358 [===================>..........] - ETA: 0s - loss: 0.1531 - accuracy: 0.9531 1792/2358 [=====================>........] - ETA: 0s - loss: 0.1582 - accuracy: 0.9509 1984/2358 [========================>.....] - ETA: 0s - loss: 0.1586 - accuracy: 0.9506 2176/2358 [==========================>...] - ETA: 0s - loss: 0.1554 - accuracy: 0.9531 2358/2358 [==============================] - 1s 383us/sample - loss: 0.1542 - accuracy: 0.9525 - val_loss: 0.1565 - val_accuracy: 0.9550
Epoch 15/30
64/2358 [..............................] - ETA: 0s - loss: 0.0952 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.1287 - accuracy: 0.9609 448/2358 [====>.........................] - ETA: 0s - loss: 0.1375 - accuracy: 0.9554 640/2358 [=======>......................] - ETA: 0s - loss: 0.1464 - accuracy: 0.9500 832/2358 [=========>....................] - ETA: 0s - loss: 0.1434 - accuracy: 0.9519 1024/2358 [============>.................] - ETA: 0s - loss: 0.1360 - accuracy: 0.9570 1216/2358 [==============>...............] - ETA: 0s - loss: 0.1297 - accuracy: 0.9613 1408/2358 [================>.............] - ETA: 0s - loss: 0.1342 - accuracy: 0.9595 1600/2358 [===================>..........] - ETA: 0s - loss: 0.1316 - accuracy: 0.9625 1792/2358 [=====================>........] - ETA: 0s - loss: 0.1322 - accuracy: 0.9621 1984/2358 [========================>.....] - ETA: 0s - loss: 0.1329 - accuracy: 0.9622 2176/2358 [==========================>...] - ETA: 0s - loss: 0.1358 - accuracy: 0.9591 2358/2358 [==============================] - 1s 384us/sample - loss: 0.1392 - accuracy: 0.9584 - val_loss: 0.1344 - val_accuracy: 0.9603
Epoch 16/30
64/2358 [..............................] - ETA: 0s - loss: 0.1607 - accuracy: 0.9688 256/2358 [==>...........................] - ETA: 0s - loss: 0.1420 - accuracy: 0.9648 448/2358 [====>.........................] - ETA: 0s - loss: 0.1343 - accuracy: 0.9621 640/2358 [=======>......................] - ETA: 0s - loss: 0.1355 - accuracy: 0.9641 832/2358 [=========>....................] - ETA: 0s - loss: 0.1307 - accuracy: 0.9688 1024/2358 [============>.................] - ETA: 0s - loss: 0.1256 - accuracy: 0.9707 1216/2358 [==============>...............] - ETA: 0s - loss: 0.1257 - accuracy: 0.9720 1408/2358 [================>.............] - ETA: 0s - loss: 0.1240 - accuracy: 0.9709 1600/2358 [===================>..........] - ETA: 0s - loss: 0.1214 - accuracy: 0.9712 1792/2358 [=====================>........] - ETA: 0s - loss: 0.1201 - accuracy: 0.9721 1984/2358 [========================>.....] - ETA: 0s - loss: 0.1193 - accuracy: 0.9723 2176/2358 [==========================>...] - ETA: 0s - loss: 0.1212 - accuracy: 0.9710 2358/2358 [==============================] - 1s 385us/sample - loss: 0.1197 - accuracy: 0.9707 - val_loss: 0.1213 - val_accuracy: 0.9669
Epoch 17/30
64/2358 [..............................] - ETA: 0s - loss: 0.1932 - accuracy: 0.9375 256/2358 [==>...........................] - ETA: 0s - loss: 0.1462 - accuracy: 0.9570 448/2358 [====>.........................] - ETA: 0s - loss: 0.1361 - accuracy: 0.9621 640/2358 [=======>......................] - ETA: 0s - loss: 0.1189 - accuracy: 0.9688 832/2358 [=========>....................] - ETA: 0s - loss: 0.1167 - accuracy: 0.9688 1024/2358 [============>.................] - ETA: 0s - loss: 0.1168 - accuracy: 0.9678 1216/2358 [==============>...............] - ETA: 0s - loss: 0.1139 - accuracy: 0.9696 1408/2358 [================>.............] - ETA: 0s - loss: 0.1133 - accuracy: 0.9680 1600/2358 [===================>..........] - ETA: 0s - loss: 0.1129 - accuracy: 0.9681 1792/2358 [=====================>........] - ETA: 0s - loss: 0.1136 - accuracy: 0.9676 1984/2358 [========================>.....] - ETA: 0s - loss: 0.1152 - accuracy: 0.9657 2176/2358 [==========================>...] - ETA: 0s - loss: 0.1125 - accuracy: 0.9669 2358/2358 [==============================] - 1s 378us/sample - loss: 0.1121 - accuracy: 0.9669 - val_loss: 0.1150 - val_accuracy: 0.9683
Epoch 18/30
64/2358 [..............................] - ETA: 0s - loss: 0.1027 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.0998 - accuracy: 0.9727 448/2358 [====>.........................] - ETA: 0s - loss: 0.0960 - accuracy: 0.9710 640/2358 [=======>......................] - ETA: 0s - loss: 0.0984 - accuracy: 0.9672 832/2358 [=========>....................] - ETA: 0s - loss: 0.0969 - accuracy: 0.9700 1024/2358 [============>.................] - ETA: 0s - loss: 0.0983 - accuracy: 0.9697 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0941 - accuracy: 0.9720 1408/2358 [================>.............] - ETA: 0s - loss: 0.0931 - accuracy: 0.9737 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0918 - accuracy: 0.9744 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0936 - accuracy: 0.9732 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0974 - accuracy: 0.9723 2176/2358 [==========================>...] - ETA: 0s - loss: 0.1007 - accuracy: 0.9701 2358/2358 [==============================] - 1s 380us/sample - loss: 0.0986 - accuracy: 0.9707 - val_loss: 0.1338 - val_accuracy: 0.9563
Epoch 19/30
64/2358 [..............................] - ETA: 0s - loss: 0.0793 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.1088 - accuracy: 0.9570 448/2358 [====>.........................] - ETA: 0s - loss: 0.0917 - accuracy: 0.9665 640/2358 [=======>......................] - ETA: 0s - loss: 0.0797 - accuracy: 0.9734 832/2358 [=========>....................] - ETA: 0s - loss: 0.0782 - accuracy: 0.9748 1024/2358 [============>.................] - ETA: 0s - loss: 0.0785 - accuracy: 0.9766 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0843 - accuracy: 0.9762 1408/2358 [================>.............] - ETA: 0s - loss: 0.0846 - accuracy: 0.9773 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0848 - accuracy: 0.9769 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0857 - accuracy: 0.9771 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0848 - accuracy: 0.9783 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0861 - accuracy: 0.9784 2358/2358 [==============================] - 1s 383us/sample - loss: 0.0864 - accuracy: 0.9775 - val_loss: 0.1158 - val_accuracy: 0.9669
Epoch 20/30
64/2358 [..............................] - ETA: 0s - loss: 0.0799 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.1000 - accuracy: 0.9609 448/2358 [====>.........................] - ETA: 0s - loss: 0.0959 - accuracy: 0.9621 640/2358 [=======>......................] - ETA: 0s - loss: 0.0986 - accuracy: 0.9625 832/2358 [=========>....................] - ETA: 0s - loss: 0.0982 - accuracy: 0.9627 1024/2358 [============>.................] - ETA: 0s - loss: 0.0948 - accuracy: 0.9658 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0927 - accuracy: 0.9696 1408/2358 [================>.............] - ETA: 0s - loss: 0.0961 - accuracy: 0.9695 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0944 - accuracy: 0.9712 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0932 - accuracy: 0.9727 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0909 - accuracy: 0.9743 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0892 - accuracy: 0.9752 2358/2358 [==============================] - 1s 380us/sample - loss: 0.0906 - accuracy: 0.9750 - val_loss: 0.1020 - val_accuracy: 0.9709
Epoch 21/30
64/2358 [..............................] - ETA: 0s - loss: 0.0525 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.0960 - accuracy: 0.9688 448/2358 [====>.........................] - ETA: 0s - loss: 0.0826 - accuracy: 0.9777 640/2358 [=======>......................] - ETA: 0s - loss: 0.0825 - accuracy: 0.9750 832/2358 [=========>....................] - ETA: 0s - loss: 0.0880 - accuracy: 0.9760 1024/2358 [============>.................] - ETA: 0s - loss: 0.0908 - accuracy: 0.9736 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0897 - accuracy: 0.9753 1408/2358 [================>.............] - ETA: 0s - loss: 0.0901 - accuracy: 0.9751 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0920 - accuracy: 0.9744 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0882 - accuracy: 0.9766 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0870 - accuracy: 0.9763 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0875 - accuracy: 0.9756 2358/2358 [==============================] - 1s 383us/sample - loss: 0.0870 - accuracy: 0.9758 - val_loss: 0.1164 - val_accuracy: 0.9630
Epoch 22/30
64/2358 [..............................] - ETA: 0s - loss: 0.0440 - accuracy: 1.0000 256/2358 [==>...........................] - ETA: 0s - loss: 0.0880 - accuracy: 0.9727 448/2358 [====>.........................] - ETA: 0s - loss: 0.0751 - accuracy: 0.9821 640/2358 [=======>......................] - ETA: 0s - loss: 0.0761 - accuracy: 0.9797 832/2358 [=========>....................] - ETA: 0s - loss: 0.0771 - accuracy: 0.9760 1024/2358 [============>.................] - ETA: 0s - loss: 0.0754 - accuracy: 0.9785 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0731 - accuracy: 0.9803 1408/2358 [================>.............] - ETA: 0s - loss: 0.0715 - accuracy: 0.9815 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0726 - accuracy: 0.9819 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0733 - accuracy: 0.9810 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0746 - accuracy: 0.9798 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0734 - accuracy: 0.9798 2358/2358 [==============================] - 1s 389us/sample - loss: 0.0745 - accuracy: 0.9792 - val_loss: 0.1057 - val_accuracy: 0.9709
Epoch 23/30
64/2358 [..............................] - ETA: 0s - loss: 0.0912 - accuracy: 0.9688 256/2358 [==>...........................] - ETA: 0s - loss: 0.0692 - accuracy: 0.9844 448/2358 [====>.........................] - ETA: 0s - loss: 0.0832 - accuracy: 0.9754 640/2358 [=======>......................] - ETA: 0s - loss: 0.0899 - accuracy: 0.9734 832/2358 [=========>....................] - ETA: 0s - loss: 0.0862 - accuracy: 0.9760 1024/2358 [============>.................] - ETA: 0s - loss: 0.0815 - accuracy: 0.9795 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0863 - accuracy: 0.9762 1408/2358 [================>.............] - ETA: 0s - loss: 0.0863 - accuracy: 0.9759 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0831 - accuracy: 0.9769 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0801 - accuracy: 0.9777 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0777 - accuracy: 0.9793 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0783 - accuracy: 0.9789 2358/2358 [==============================] - 1s 383us/sample - loss: 0.0808 - accuracy: 0.9771 - val_loss: 0.1056 - val_accuracy: 0.9696
Epoch 24/30
64/2358 [..............................] - ETA: 0s - loss: 0.0501 - accuracy: 1.0000 256/2358 [==>...........................] - ETA: 0s - loss: 0.0773 - accuracy: 0.9844 448/2358 [====>.........................] - ETA: 0s - loss: 0.0765 - accuracy: 0.9799 640/2358 [=======>......................] - ETA: 0s - loss: 0.0745 - accuracy: 0.9766 832/2358 [=========>....................] - ETA: 0s - loss: 0.0756 - accuracy: 0.9772 1024/2358 [============>.................] - ETA: 0s - loss: 0.0728 - accuracy: 0.9775 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0721 - accuracy: 0.9778 1408/2358 [================>.............] - ETA: 0s - loss: 0.0700 - accuracy: 0.9780 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0680 - accuracy: 0.9787 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0692 - accuracy: 0.9788 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0710 - accuracy: 0.9783 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0698 - accuracy: 0.9784 2358/2358 [==============================] - 1s 381us/sample - loss: 0.0693 - accuracy: 0.9788 - val_loss: 0.1014 - val_accuracy: 0.9669
Epoch 25/30
64/2358 [..............................] - ETA: 0s - loss: 0.0493 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.0613 - accuracy: 0.9883 448/2358 [====>.........................] - ETA: 0s - loss: 0.0628 - accuracy: 0.9821 640/2358 [=======>......................] - ETA: 0s - loss: 0.0739 - accuracy: 0.9797 832/2358 [=========>....................] - ETA: 0s - loss: 0.0671 - accuracy: 0.9832 1024/2358 [============>.................] - ETA: 0s - loss: 0.0644 - accuracy: 0.9844 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0657 - accuracy: 0.9819 1408/2358 [================>.............] - ETA: 0s - loss: 0.0641 - accuracy: 0.9822 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0632 - accuracy: 0.9825 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0638 - accuracy: 0.9833 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0631 - accuracy: 0.9839 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0623 - accuracy: 0.9844 2358/2358 [==============================] - 1s 383us/sample - loss: 0.0607 - accuracy: 0.9847 - val_loss: 0.0945 - val_accuracy: 0.9735
Epoch 26/30
64/2358 [..............................] - ETA: 0s - loss: 0.0655 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.0498 - accuracy: 0.9922 448/2358 [====>.........................] - ETA: 0s - loss: 0.0484 - accuracy: 0.9888 640/2358 [=======>......................] - ETA: 0s - loss: 0.0514 - accuracy: 0.9891 832/2358 [=========>....................] - ETA: 0s - loss: 0.0472 - accuracy: 0.9916 1024/2358 [============>.................] - ETA: 0s - loss: 0.0448 - accuracy: 0.9922 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0459 - accuracy: 0.9926 1408/2358 [================>.............] - ETA: 0s - loss: 0.0489 - accuracy: 0.9908 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0501 - accuracy: 0.9900 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0529 - accuracy: 0.9888 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0562 - accuracy: 0.9879 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0568 - accuracy: 0.9876 2358/2358 [==============================] - 1s 381us/sample - loss: 0.0572 - accuracy: 0.9869 - val_loss: 0.0977 - val_accuracy: 0.9683
Epoch 27/30
64/2358 [..............................] - ETA: 0s - loss: 0.1096 - accuracy: 0.9375 256/2358 [==>...........................] - ETA: 0s - loss: 0.0739 - accuracy: 0.9727 448/2358 [====>.........................] - ETA: 0s - loss: 0.0583 - accuracy: 0.9821 640/2358 [=======>......................] - ETA: 0s - loss: 0.0477 - accuracy: 0.9875 832/2358 [=========>....................] - ETA: 0s - loss: 0.0487 - accuracy: 0.9880 1024/2358 [============>.................] - ETA: 0s - loss: 0.0480 - accuracy: 0.9883 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0478 - accuracy: 0.9885 1408/2358 [================>.............] - ETA: 0s - loss: 0.0477 - accuracy: 0.9886 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0464 - accuracy: 0.9894 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0472 - accuracy: 0.9888 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0500 - accuracy: 0.9884 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0494 - accuracy: 0.9890 2358/2358 [==============================] - 1s 380us/sample - loss: 0.0510 - accuracy: 0.9890 - val_loss: 0.1048 - val_accuracy: 0.9683
Epoch 28/30
64/2358 [..............................] - ETA: 0s - loss: 0.1022 - accuracy: 0.9688 256/2358 [==>...........................] - ETA: 0s - loss: 0.0662 - accuracy: 0.9844 448/2358 [====>.........................] - ETA: 0s - loss: 0.0558 - accuracy: 0.9888 640/2358 [=======>......................] - ETA: 0s - loss: 0.0542 - accuracy: 0.9859 832/2358 [=========>....................] - ETA: 0s - loss: 0.0554 - accuracy: 0.9844 1024/2358 [============>.................] - ETA: 0s - loss: 0.0546 - accuracy: 0.9844 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0552 - accuracy: 0.9844 1408/2358 [================>.............] - ETA: 0s - loss: 0.0527 - accuracy: 0.9865 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0509 - accuracy: 0.9875 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0504 - accuracy: 0.9872 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0524 - accuracy: 0.9859 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0550 - accuracy: 0.9844 2358/2358 [==============================] - 1s 379us/sample - loss: 0.0538 - accuracy: 0.9847 - val_loss: 0.0905 - val_accuracy: 0.9696
Epoch 29/30
64/2358 [..............................] - ETA: 0s - loss: 0.0430 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.0366 - accuracy: 0.9961 448/2358 [====>.........................] - ETA: 0s - loss: 0.0354 - accuracy: 0.9933 640/2358 [=======>......................] - ETA: 0s - loss: 0.0359 - accuracy: 0.9937 832/2358 [=========>....................] - ETA: 0s - loss: 0.0415 - accuracy: 0.9928 1024/2358 [============>.................] - ETA: 0s - loss: 0.0452 - accuracy: 0.9922 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0479 - accuracy: 0.9918 1408/2358 [================>.............] - ETA: 0s - loss: 0.0474 - accuracy: 0.9922 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0460 - accuracy: 0.9925 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0472 - accuracy: 0.9927 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0469 - accuracy: 0.9924 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0472 - accuracy: 0.9913 2358/2358 [==============================] - 1s 381us/sample - loss: 0.0472 - accuracy: 0.9911 - val_loss: 0.0852 - val_accuracy: 0.9722
Epoch 30/30
64/2358 [..............................] - ETA: 0s - loss: 0.0555 - accuracy: 0.9844 256/2358 [==>...........................] - ETA: 0s - loss: 0.0366 - accuracy: 0.9922 448/2358 [====>.........................] - ETA: 0s - loss: 0.0389 - accuracy: 0.9911 640/2358 [=======>......................] - ETA: 0s - loss: 0.0388 - accuracy: 0.9906 832/2358 [=========>....................] - ETA: 0s - loss: 0.0410 - accuracy: 0.9904 1024/2358 [============>.................] - ETA: 0s - loss: 0.0398 - accuracy: 0.9912 1216/2358 [==============>...............] - ETA: 0s - loss: 0.0438 - accuracy: 0.9910 1408/2358 [================>.............] - ETA: 0s - loss: 0.0459 - accuracy: 0.9901 1600/2358 [===================>..........] - ETA: 0s - loss: 0.0454 - accuracy: 0.9906 1792/2358 [=====================>........] - ETA: 0s - loss: 0.0454 - accuracy: 0.9900 1984/2358 [========================>.....] - ETA: 0s - loss: 0.0467 - accuracy: 0.9894 2176/2358 [==========================>...] - ETA: 0s - loss: 0.0450 - accuracy: 0.9903 2358/2358 [==============================] - 1s 380us/sample - loss: 0.0450 - accuracy: 0.9907 - val_loss: 0.0985 - val_accuracy: 0.9709
Train on 683 samples, validate on 2123 samples
Epoch 1/30
64/683 [=>............................] - ETA: 5s - loss: 3.5442 - accuracy: 0.2344 256/683 [==========>...................] - ETA: 0s - loss: 3.3225 - accuracy: 0.2031 448/683 [==================>...........] - ETA: 0s - loss: 2.9808 - accuracy: 0.2277 640/683 [===========================>..] - ETA: 0s - loss: 2.8624 - accuracy: 0.2484 683/683 [==============================] - 1s 2ms/sample - loss: 2.8063 - accuracy: 0.2635 - val_loss: 1.9025 - val_accuracy: 0.3057
Epoch 2/30
64/683 [=>............................] - ETA: 0s - loss: 2.8315 - accuracy: 0.2500 256/683 [==========>...................] - ETA: 0s - loss: 2.4721 - accuracy: 0.3047 448/683 [==================>...........] - ETA: 0s - loss: 2.3258 - accuracy: 0.3214 640/683 [===========================>..] - ETA: 0s - loss: 2.2259 - accuracy: 0.3266 683/683 [==============================] - 1s 872us/sample - loss: 2.2094 - accuracy: 0.3250 - val_loss: 1.4412 - val_accuracy: 0.4470
Epoch 3/30
64/683 [=>............................] - ETA: 0s - loss: 1.5953 - accuracy: 0.4531 256/683 [==========>...................] - ETA: 0s - loss: 1.6838 - accuracy: 0.4023 448/683 [==================>...........] - ETA: 0s - loss: 1.6081 - accuracy: 0.4129 640/683 [===========================>..] - ETA: 0s - loss: 1.4911 - accuracy: 0.4453 683/683 [==============================] - 1s 876us/sample - loss: 1.4675 - accuracy: 0.4510 - val_loss: 1.2352 - val_accuracy: 0.5219
Epoch 4/30
64/683 [=>............................] - ETA: 0s - loss: 1.3174 - accuracy: 0.5625 256/683 [==========>...................] - ETA: 0s - loss: 1.1232 - accuracy: 0.5898 448/683 [==================>...........] - ETA: 0s - loss: 1.1360 - accuracy: 0.5647 640/683 [===========================>..] - ETA: 0s - loss: 1.1012 - accuracy: 0.5875 683/683 [==============================] - 1s 871us/sample - loss: 1.0955 - accuracy: 0.5915 - val_loss: 1.0717 - val_accuracy: 0.5987
Epoch 5/30
64/683 [=>............................] - ETA: 0s - loss: 0.7934 - accuracy: 0.7031 256/683 [==========>...................] - ETA: 0s - loss: 0.9098 - accuracy: 0.6523 448/683 [==================>...........] - ETA: 0s - loss: 0.9127 - accuracy: 0.6429 640/683 [===========================>..] - ETA: 0s - loss: 0.8784 - accuracy: 0.6656 683/683 [==============================] - 1s 870us/sample - loss: 0.8897 - accuracy: 0.6676 - val_loss: 0.9458 - val_accuracy: 0.6528
Epoch 6/30
64/683 [=>............................] - ETA: 0s - loss: 0.7295 - accuracy: 0.7500 256/683 [==========>...................] - ETA: 0s - loss: 0.7127 - accuracy: 0.7383 448/683 [==================>...........] - ETA: 0s - loss: 0.7482 - accuracy: 0.7232 640/683 [===========================>..] - ETA: 0s - loss: 0.7422 - accuracy: 0.7266 683/683 [==============================] - 1s 880us/sample - loss: 0.7455 - accuracy: 0.7233 - val_loss: 0.8792 - val_accuracy: 0.6825
Epoch 7/30
64/683 [=>............................] - ETA: 0s - loss: 0.6672 - accuracy: 0.7344 256/683 [==========>...................] - ETA: 0s - loss: 0.7129 - accuracy: 0.7305 448/683 [==================>...........] - ETA: 0s - loss: 0.6828 - accuracy: 0.7411 640/683 [===========================>..] - ETA: 0s - loss: 0.6395 - accuracy: 0.7563 683/683 [==============================] - 1s 882us/sample - loss: 0.6403 - accuracy: 0.7540 - val_loss: 0.8032 - val_accuracy: 0.7146
Epoch 8/30
64/683 [=>............................] - ETA: 0s - loss: 0.6309 - accuracy: 0.7188 256/683 [==========>...................] - ETA: 0s - loss: 0.5905 - accuracy: 0.7617 448/683 [==================>...........] - ETA: 0s - loss: 0.6051 - accuracy: 0.7701 640/683 [===========================>..] - ETA: 0s - loss: 0.5812 - accuracy: 0.7797 683/683 [==============================] - 1s 873us/sample - loss: 0.5818 - accuracy: 0.7789 - val_loss: 0.7340 - val_accuracy: 0.7461
Epoch 9/30
64/683 [=>............................] - ETA: 0s - loss: 0.4764 - accuracy: 0.8438 256/683 [==========>...................] - ETA: 0s - loss: 0.4743 - accuracy: 0.8594 448/683 [==================>...........] - ETA: 0s - loss: 0.4800 - accuracy: 0.8549 640/683 [===========================>..] - ETA: 0s - loss: 0.4903 - accuracy: 0.8406 683/683 [==============================] - 1s 870us/sample - loss: 0.4875 - accuracy: 0.8433 - val_loss: 0.6984 - val_accuracy: 0.7626
Epoch 10/30
64/683 [=>............................] - ETA: 0s - loss: 0.4077 - accuracy: 0.8594 256/683 [==========>...................] - ETA: 0s - loss: 0.5032 - accuracy: 0.8008 448/683 [==================>...........] - ETA: 0s - loss: 0.4776 - accuracy: 0.8237 640/683 [===========================>..] - ETA: 0s - loss: 0.4485 - accuracy: 0.8422 683/683 [==============================] - 1s 874us/sample - loss: 0.4428 - accuracy: 0.8492 - val_loss: 0.6403 - val_accuracy: 0.7909
Epoch 11/30
64/683 [=>............................] - ETA: 0s - loss: 0.3784 - accuracy: 0.8281 256/683 [==========>...................] - ETA: 0s - loss: 0.3988 - accuracy: 0.8633 448/683 [==================>...........] - ETA: 0s - loss: 0.4052 - accuracy: 0.8772 640/683 [===========================>..] - ETA: 0s - loss: 0.4070 - accuracy: 0.8687 683/683 [==============================] - 1s 875us/sample - loss: 0.4016 - accuracy: 0.8726 - val_loss: 0.6183 - val_accuracy: 0.7937
Epoch 12/30
64/683 [=>............................] - ETA: 0s - loss: 0.2751 - accuracy: 0.9219 256/683 [==========>...................] - ETA: 0s - loss: 0.3365 - accuracy: 0.9023 448/683 [==================>...........] - ETA: 0s - loss: 0.3507 - accuracy: 0.8973 640/683 [===========================>..] - ETA: 0s - loss: 0.3519 - accuracy: 0.8953 683/683 [==============================] - 1s 880us/sample - loss: 0.3463 - accuracy: 0.8975 - val_loss: 0.5718 - val_accuracy: 0.8121
Epoch 13/30
64/683 [=>............................] - ETA: 0s - loss: 0.3212 - accuracy: 0.8906 256/683 [==========>...................] - ETA: 0s - loss: 0.3275 - accuracy: 0.8984 448/683 [==================>...........] - ETA: 0s - loss: 0.3300 - accuracy: 0.8973 640/683 [===========================>..] - ETA: 0s - loss: 0.3187 - accuracy: 0.9047 683/683 [==============================] - 1s 876us/sample - loss: 0.3211 - accuracy: 0.9063 - val_loss: 0.5532 - val_accuracy: 0.8205
Epoch 14/30
64/683 [=>............................] - ETA: 0s - loss: 0.3466 - accuracy: 0.8906 256/683 [==========>...................] - ETA: 0s - loss: 0.2867 - accuracy: 0.9336 448/683 [==================>...........] - ETA: 0s - loss: 0.2758 - accuracy: 0.9397 640/683 [===========================>..] - ETA: 0s - loss: 0.2591 - accuracy: 0.9500 683/683 [==============================] - 1s 877us/sample - loss: 0.2594 - accuracy: 0.9488 - val_loss: 0.5233 - val_accuracy: 0.8300
Epoch 15/30
64/683 [=>............................] - ETA: 0s - loss: 0.2144 - accuracy: 0.9375 256/683 [==========>...................] - ETA: 0s - loss: 0.2798 - accuracy: 0.9023 448/683 [==================>...........] - ETA: 0s - loss: 0.2735 - accuracy: 0.9062 640/683 [===========================>..] - ETA: 0s - loss: 0.2767 - accuracy: 0.9109 683/683 [==============================] - 1s 877us/sample - loss: 0.2758 - accuracy: 0.9107 - val_loss: 0.5115 - val_accuracy: 0.8361
Epoch 16/30
64/683 [=>............................] - ETA: 0s - loss: 0.1888 - accuracy: 0.9688 256/683 [==========>...................] - ETA: 0s - loss: 0.2101 - accuracy: 0.9648 448/683 [==================>...........] - ETA: 0s - loss: 0.2209 - accuracy: 0.9509 640/683 [===========================>..] - ETA: 0s - loss: 0.2228 - accuracy: 0.9500 683/683 [==============================] - 1s 870us/sample - loss: 0.2316 - accuracy: 0.9429 - val_loss: 0.4839 - val_accuracy: 0.8493
Epoch 17/30
64/683 [=>............................] - ETA: 0s - loss: 0.1618 - accuracy: 0.9688 256/683 [==========>...................] - ETA: 0s - loss: 0.2016 - accuracy: 0.9453 448/683 [==================>...........] - ETA: 0s - loss: 0.2151 - accuracy: 0.9442 640/683 [===========================>..] - ETA: 0s - loss: 0.2252 - accuracy: 0.9422 683/683 [==============================] - 1s 870us/sample - loss: 0.2192 - accuracy: 0.9458 - val_loss: 0.4748 - val_accuracy: 0.8493
Epoch 18/30
64/683 [=>............................] - ETA: 0s - loss: 0.1420 - accuracy: 1.0000 256/683 [==========>...................] - ETA: 0s - loss: 0.2006 - accuracy: 0.9570 448/683 [==================>...........] - ETA: 0s - loss: 0.2107 - accuracy: 0.9598 640/683 [===========================>..] - ETA: 0s - loss: 0.2051 - accuracy: 0.9563 683/683 [==============================] - 1s 909us/sample - loss: 0.2029 - accuracy: 0.9575 - val_loss: 0.4589 - val_accuracy: 0.8554
Epoch 19/30
64/683 [=>............................] - ETA: 0s - loss: 0.1638 - accuracy: 0.9844 256/683 [==========>...................] - ETA: 0s - loss: 0.1708 - accuracy: 0.9766 448/683 [==================>...........] - ETA: 0s - loss: 0.1764 - accuracy: 0.9710 640/683 [===========================>..] - ETA: 0s - loss: 0.1749 - accuracy: 0.9641 683/683 [==============================] - 1s 883us/sample - loss: 0.1719 - accuracy: 0.9649 - val_loss: 0.4372 - val_accuracy: 0.8648
Epoch 20/30
64/683 [=>............................] - ETA: 0s - loss: 0.1692 - accuracy: 0.9688 256/683 [==========>...................] - ETA: 0s - loss: 0.1362 - accuracy: 0.9766 448/683 [==================>...........] - ETA: 0s - loss: 0.1580 - accuracy: 0.9665 640/683 [===========================>..] - ETA: 0s - loss: 0.1489 - accuracy: 0.9688 683/683 [==============================] - 1s 884us/sample - loss: 0.1494 - accuracy: 0.9693 - val_loss: 0.4267 - val_accuracy: 0.8686
Epoch 21/30
64/683 [=>............................] - ETA: 0s - loss: 0.0958 - accuracy: 1.0000 256/683 [==========>...................] - ETA: 0s - loss: 0.1477 - accuracy: 0.9688 448/683 [==================>...........] - ETA: 0s - loss: 0.1515 - accuracy: 0.9710 640/683 [===========================>..] - ETA: 0s - loss: 0.1494 - accuracy: 0.9672 683/683 [==============================] - 1s 877us/sample - loss: 0.1493 - accuracy: 0.9678 - val_loss: 0.4218 - val_accuracy: 0.8648
Epoch 22/30
64/683 [=>............................] - ETA: 0s - loss: 0.1208 - accuracy: 0.9844 256/683 [==========>...................] - ETA: 0s - loss: 0.1432 - accuracy: 0.9766 448/683 [==================>...........] - ETA: 0s - loss: 0.1387 - accuracy: 0.9688 640/683 [===========================>..] - ETA: 0s - loss: 0.1391 - accuracy: 0.9688 683/683 [==============================] - 1s 874us/sample - loss: 0.1395 - accuracy: 0.9663 - val_loss: 0.4032 - val_accuracy: 0.8775
Epoch 23/30
64/683 [=>............................] - ETA: 0s - loss: 0.1474 - accuracy: 0.9531 256/683 [==========>...................] - ETA: 0s - loss: 0.1391 - accuracy: 0.9727 448/683 [==================>...........] - ETA: 0s - loss: 0.1268 - accuracy: 0.9777 640/683 [===========================>..] - ETA: 0s - loss: 0.1245 - accuracy: 0.9797 683/683 [==============================] - 1s 872us/sample - loss: 0.1229 - accuracy: 0.9780 - val_loss: 0.4051 - val_accuracy: 0.8742
Epoch 24/30
64/683 [=>............................] - ETA: 0s - loss: 0.1342 - accuracy: 1.0000 256/683 [==========>...................] - ETA: 0s - loss: 0.1058 - accuracy: 0.9844 448/683 [==================>...........] - ETA: 0s - loss: 0.1147 - accuracy: 0.9799 640/683 [===========================>..] - ETA: 0s - loss: 0.1179 - accuracy: 0.9766 683/683 [==============================] - 1s 873us/sample - loss: 0.1165 - accuracy: 0.9766 - val_loss: 0.3845 - val_accuracy: 0.8837
Epoch 25/30
64/683 [=>............................] - ETA: 0s - loss: 0.2141 - accuracy: 0.9219 256/683 [==========>...................] - ETA: 0s - loss: 0.1470 - accuracy: 0.9570 448/683 [==================>...........] - ETA: 0s - loss: 0.1250 - accuracy: 0.9688 640/683 [===========================>..] - ETA: 0s - loss: 0.1190 - accuracy: 0.9719 683/683 [==============================] - 1s 875us/sample - loss: 0.1241 - accuracy: 0.9678 - val_loss: 0.3887 - val_accuracy: 0.8756
Epoch 26/30
64/683 [=>............................] - ETA: 0s - loss: 0.0810 - accuracy: 1.0000 256/683 [==========>...................] - ETA: 0s - loss: 0.1117 - accuracy: 0.9688 448/683 [==================>...........] - ETA: 0s - loss: 0.1129 - accuracy: 0.9754 640/683 [===========================>..] - ETA: 0s - loss: 0.1168 - accuracy: 0.9750 683/683 [==============================] - 1s 864us/sample - loss: 0.1138 - accuracy: 0.9766 - val_loss: 0.3748 - val_accuracy: 0.8865
Epoch 27/30
64/683 [=>............................] - ETA: 0s - loss: 0.0910 - accuracy: 0.9844 256/683 [==========>...................] - ETA: 0s - loss: 0.0845 - accuracy: 0.9922 448/683 [==================>...........] - ETA: 0s - loss: 0.0938 - accuracy: 0.9799 640/683 [===========================>..] - ETA: 0s - loss: 0.0990 - accuracy: 0.9797 683/683 [==============================] - 1s 873us/sample - loss: 0.1010 - accuracy: 0.9795 - val_loss: 0.3605 - val_accuracy: 0.8902
Epoch 28/30
64/683 [=>............................] - ETA: 0s - loss: 0.0932 - accuracy: 1.0000 256/683 [==========>...................] - ETA: 0s - loss: 0.1204 - accuracy: 0.9883 448/683 [==================>...........] - ETA: 0s - loss: 0.1107 - accuracy: 0.9888 640/683 [===========================>..] - ETA: 0s - loss: 0.1078 - accuracy: 0.9859 683/683 [==============================] - 1s 870us/sample - loss: 0.1049 - accuracy: 0.9854 - val_loss: 0.3621 - val_accuracy: 0.8874
Epoch 29/30
64/683 [=>............................] - ETA: 0s - loss: 0.1191 - accuracy: 0.9688 256/683 [==========>...................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9805 448/683 [==================>...........] - ETA: 0s - loss: 0.0908 - accuracy: 0.9799 640/683 [===========================>..] - ETA: 0s - loss: 0.0917 - accuracy: 0.9766 683/683 [==============================] - 1s 867us/sample - loss: 0.0925 - accuracy: 0.9766 - val_loss: 0.3526 - val_accuracy: 0.8902
Epoch 30/30
64/683 [=>............................] - ETA: 0s - loss: 0.0575 - accuracy: 1.0000 256/683 [==========>...................] - ETA: 0s - loss: 0.1053 - accuracy: 0.9766 448/683 [==================>...........] - ETA: 0s - loss: 0.0934 - accuracy: 0.9777 640/683 [===========================>..] - ETA: 0s - loss: 0.0993 - accuracy: 0.9766 683/683 [==============================] - 1s 871us/sample - loss: 0.0970 - accuracy: 0.9766 - val_loss: 0.3682 - val_accuracy: 0.8860
Train on 756 samples, validate on 2358 samples
Epoch 1/30
64/756 [=>............................] - ETA: 4s - loss: 4.9239 - accuracy: 0.2188 256/756 [=========>....................] - ETA: 0s - loss: 3.9404 - accuracy: 0.2266 448/756 [================>.............] - ETA: 0s - loss: 3.5488 - accuracy: 0.2054 640/756 [========================>.....] - ETA: 0s - loss: 3.2239 - accuracy: 0.2328 756/756 [==============================] - 1s 2ms/sample - loss: 3.1078 - accuracy: 0.2381 - val_loss: 2.1039 - val_accuracy: 0.2383
Epoch 2/30
64/756 [=>............................] - ETA: 0s - loss: 2.3941 - accuracy: 0.2188 256/756 [=========>....................] - ETA: 0s - loss: 2.3167 - accuracy: 0.2539 448/756 [================>.............] - ETA: 0s - loss: 2.2493 - accuracy: 0.2634 640/756 [========================>.....] - ETA: 0s - loss: 2.1816 - accuracy: 0.2625 756/756 [==============================] - 1s 890us/sample - loss: 2.1061 - accuracy: 0.2870 - val_loss: 1.5690 - val_accuracy: 0.4037
Epoch 3/30
64/756 [=>............................] - ETA: 0s - loss: 1.6530 - accuracy: 0.3906 256/756 [=========>....................] - ETA: 0s - loss: 1.6108 - accuracy: 0.4102 448/756 [================>.............] - ETA: 0s - loss: 1.5890 - accuracy: 0.4219 640/756 [========================>.....] - ETA: 0s - loss: 1.5021 - accuracy: 0.4500 756/756 [==============================] - 1s 881us/sample - loss: 1.4505 - accuracy: 0.4656 - val_loss: 1.3096 - val_accuracy: 0.4869
Epoch 4/30
64/756 [=>............................] - ETA: 0s - loss: 1.0987 - accuracy: 0.6250 256/756 [=========>....................] - ETA: 0s - loss: 1.1075 - accuracy: 0.5469 448/756 [================>.............] - ETA: 0s - loss: 1.0351 - accuracy: 0.5826 640/756 [========================>.....] - ETA: 0s - loss: 1.0475 - accuracy: 0.5859 756/756 [==============================] - 1s 902us/sample - loss: 1.0334 - accuracy: 0.5979 - val_loss: 1.1303 - val_accuracy: 0.5640
Epoch 5/30
64/756 [=>............................] - ETA: 0s - loss: 0.8419 - accuracy: 0.6562 256/756 [=========>....................] - ETA: 0s - loss: 0.9541 - accuracy: 0.6016 448/756 [================>.............] - ETA: 0s - loss: 0.9066 - accuracy: 0.6161 640/756 [========================>.....] - ETA: 0s - loss: 0.8917 - accuracy: 0.6344 756/756 [==============================] - 1s 875us/sample - loss: 0.8778 - accuracy: 0.6429 - val_loss: 1.0176 - val_accuracy: 0.6234
Epoch 6/30
64/756 [=>............................] - ETA: 0s - loss: 0.7344 - accuracy: 0.7188 192/756 [======>.......................] - ETA: 0s - loss: 0.8126 - accuracy: 0.6875 384/756 [==============>...............] - ETA: 0s - loss: 0.7177 - accuracy: 0.7318 576/756 [=====================>........] - ETA: 0s - loss: 0.6597 - accuracy: 0.7656 756/756 [==============================] - 1s 952us/sample - loss: 0.6539 - accuracy: 0.7646 - val_loss: 0.9308 - val_accuracy: 0.6620
Epoch 7/30
64/756 [=>............................] - ETA: 0s - loss: 0.4522 - accuracy: 0.8438 256/756 [=========>....................] - ETA: 0s - loss: 0.5868 - accuracy: 0.8203 448/756 [================>.............] - ETA: 0s - loss: 0.5897 - accuracy: 0.8125 640/756 [========================>.....] - ETA: 0s - loss: 0.5764 - accuracy: 0.8156 756/756 [==============================] - 1s 875us/sample - loss: 0.5657 - accuracy: 0.8228 - val_loss: 0.8635 - val_accuracy: 0.6976
Epoch 8/30
64/756 [=>............................] - ETA: 0s - loss: 0.4690 - accuracy: 0.8438 256/756 [=========>....................] - ETA: 0s - loss: 0.4924 - accuracy: 0.8242 448/756 [================>.............] - ETA: 0s - loss: 0.5088 - accuracy: 0.8259 640/756 [========================>.....] - ETA: 0s - loss: 0.5413 - accuracy: 0.8203 756/756 [==============================] - 1s 878us/sample - loss: 0.5247 - accuracy: 0.8267 - val_loss: 0.8305 - val_accuracy: 0.7044
Epoch 9/30
64/756 [=>............................] - ETA: 0s - loss: 0.3725 - accuracy: 0.9375 256/756 [=========>....................] - ETA: 0s - loss: 0.4014 - accuracy: 0.8945 448/756 [================>.............] - ETA: 0s - loss: 0.3982 - accuracy: 0.8996 640/756 [========================>.....] - ETA: 0s - loss: 0.3944 - accuracy: 0.8953 756/756 [==============================] - 1s 871us/sample - loss: 0.4174 - accuracy: 0.8836 - val_loss: 0.7716 - val_accuracy: 0.7303
Epoch 10/30
64/756 [=>............................] - ETA: 0s - loss: 0.4493 - accuracy: 0.8594 256/756 [=========>....................] - ETA: 0s - loss: 0.4000 - accuracy: 0.8828 448/756 [================>.............] - ETA: 0s - loss: 0.3990 - accuracy: 0.8750 640/756 [========================>.....] - ETA: 0s - loss: 0.3925 - accuracy: 0.8766 756/756 [==============================] - 1s 872us/sample - loss: 0.3848 - accuracy: 0.8783 - val_loss: 0.7322 - val_accuracy: 0.7545
Epoch 11/30
64/756 [=>............................] - ETA: 0s - loss: 0.3743 - accuracy: 0.9219 256/756 [=========>....................] - ETA: 0s - loss: 0.3456 - accuracy: 0.9141 448/756 [================>.............] - ETA: 0s - loss: 0.3259 - accuracy: 0.9107 640/756 [========================>.....] - ETA: 0s - loss: 0.3185 - accuracy: 0.9172 756/756 [==============================] - 1s 862us/sample - loss: 0.3173 - accuracy: 0.9153 - val_loss: 0.7076 - val_accuracy: 0.7583
Epoch 12/30
64/756 [=>............................] - ETA: 0s - loss: 0.3342 - accuracy: 0.8750 256/756 [=========>....................] - ETA: 0s - loss: 0.3379 - accuracy: 0.9023 448/756 [================>.............] - ETA: 0s - loss: 0.3347 - accuracy: 0.9040 640/756 [========================>.....] - ETA: 0s - loss: 0.3094 - accuracy: 0.9062 756/756 [==============================] - 1s 873us/sample - loss: 0.3131 - accuracy: 0.9021 - val_loss: 0.6679 - val_accuracy: 0.7782
Epoch 13/30
64/756 [=>............................] - ETA: 0s - loss: 0.2760 - accuracy: 0.9375 256/756 [=========>....................] - ETA: 0s - loss: 0.3028 - accuracy: 0.9062 448/756 [================>.............] - ETA: 0s - loss: 0.2853 - accuracy: 0.9219 640/756 [========================>.....] - ETA: 0s - loss: 0.2882 - accuracy: 0.9234 756/756 [==============================] - 1s 868us/sample - loss: 0.2859 - accuracy: 0.9233 - val_loss: 0.6344 - val_accuracy: 0.7875
Epoch 14/30
64/756 [=>............................] - ETA: 0s - loss: 0.2314 - accuracy: 0.9219 256/756 [=========>....................] - ETA: 0s - loss: 0.2638 - accuracy: 0.9219 448/756 [================>.............] - ETA: 0s - loss: 0.2712 - accuracy: 0.9196 640/756 [========================>.....] - ETA: 0s - loss: 0.2596 - accuracy: 0.9297 756/756 [==============================] - 1s 885us/sample - loss: 0.2495 - accuracy: 0.9352 - val_loss: 0.6224 - val_accuracy: 0.7956
Epoch 15/30
64/756 [=>............................] - ETA: 0s - loss: 0.2281 - accuracy: 0.9375 256/756 [=========>....................] - ETA: 0s - loss: 0.2272 - accuracy: 0.9492 448/756 [================>.............] - ETA: 0s - loss: 0.2219 - accuracy: 0.9487 640/756 [========================>.....] - ETA: 0s - loss: 0.2203 - accuracy: 0.9469 756/756 [==============================] - 1s 873us/sample - loss: 0.2159 - accuracy: 0.9458 - val_loss: 0.6020 - val_accuracy: 0.8007
Epoch 16/30
64/756 [=>............................] - ETA: 0s - loss: 0.2129 - accuracy: 0.9688 256/756 [=========>....................] - ETA: 0s - loss: 0.1954 - accuracy: 0.9570 448/756 [================>.............] - ETA: 0s - loss: 0.2005 - accuracy: 0.9554 640/756 [========================>.....] - ETA: 0s - loss: 0.2044 - accuracy: 0.9531 756/756 [==============================] - 1s 870us/sample - loss: 0.1989 - accuracy: 0.9550 - val_loss: 0.5926 - val_accuracy: 0.8053
Epoch 17/30
64/756 [=>............................] - ETA: 0s - loss: 0.2419 - accuracy: 0.9062 256/756 [=========>....................] - ETA: 0s - loss: 0.1839 - accuracy: 0.9570 448/756 [================>.............] - ETA: 0s - loss: 0.1842 - accuracy: 0.9643 640/756 [========================>.....] - ETA: 0s - loss: 0.1888 - accuracy: 0.9609 756/756 [==============================] - 1s 861us/sample - loss: 0.1937 - accuracy: 0.9577 - val_loss: 0.5751 - val_accuracy: 0.8087
Epoch 18/30
64/756 [=>............................] - ETA: 0s - loss: 0.0986 - accuracy: 1.0000 256/756 [=========>....................] - ETA: 0s - loss: 0.1665 - accuracy: 0.9727 448/756 [================>.............] - ETA: 0s - loss: 0.1788 - accuracy: 0.9598 640/756 [========================>.....] - ETA: 0s - loss: 0.1860 - accuracy: 0.9531 756/756 [==============================] - 1s 875us/sample - loss: 0.1888 - accuracy: 0.9537 - val_loss: 0.5724 - val_accuracy: 0.8024
Epoch 19/30
64/756 [=>............................] - ETA: 0s - loss: 0.1616 - accuracy: 0.9531 256/756 [=========>....................] - ETA: 0s - loss: 0.1741 - accuracy: 0.9531 448/756 [================>.............] - ETA: 0s - loss: 0.1827 - accuracy: 0.9464 640/756 [========================>.....] - ETA: 0s - loss: 0.1793 - accuracy: 0.9438 756/756 [==============================] - 1s 868us/sample - loss: 0.1791 - accuracy: 0.9471 - val_loss: 0.5608 - val_accuracy: 0.8121
Epoch 20/30
64/756 [=>............................] - ETA: 0s - loss: 0.1649 - accuracy: 0.9531 256/756 [=========>....................] - ETA: 0s - loss: 0.1735 - accuracy: 0.9492 448/756 [================>.............] - ETA: 0s - loss: 0.1530 - accuracy: 0.9576 640/756 [========================>.....] - ETA: 0s - loss: 0.1484 - accuracy: 0.9594 756/756 [==============================] - 1s 865us/sample - loss: 0.1600 - accuracy: 0.9563 - val_loss: 0.5365 - val_accuracy: 0.8215
Epoch 21/30
64/756 [=>............................] - ETA: 0s - loss: 0.1615 - accuracy: 0.9688 256/756 [=========>....................] - ETA: 0s - loss: 0.1258 - accuracy: 0.9844 448/756 [================>.............] - ETA: 0s - loss: 0.1326 - accuracy: 0.9777 640/756 [========================>.....] - ETA: 0s - loss: 0.1410 - accuracy: 0.9672 756/756 [==============================] - 1s 864us/sample - loss: 0.1474 - accuracy: 0.9643 - val_loss: 0.5219 - val_accuracy: 0.8236
Epoch 22/30
64/756 [=>............................] - ETA: 0s - loss: 0.1599 - accuracy: 0.9688 192/756 [======>.......................] - ETA: 0s - loss: 0.1317 - accuracy: 0.9740 384/756 [==============>...............] - ETA: 0s - loss: 0.1243 - accuracy: 0.9792 576/756 [=====================>........] - ETA: 0s - loss: 0.1290 - accuracy: 0.9792 756/756 [==============================] - 1s 896us/sample - loss: 0.1337 - accuracy: 0.9749 - val_loss: 0.5295 - val_accuracy: 0.8206
Epoch 23/30
64/756 [=>............................] - ETA: 0s - loss: 0.0685 - accuracy: 1.0000 256/756 [=========>....................] - ETA: 0s - loss: 0.0798 - accuracy: 0.9922 448/756 [================>.............] - ETA: 0s - loss: 0.1025 - accuracy: 0.9821 640/756 [========================>.....] - ETA: 0s - loss: 0.1140 - accuracy: 0.9766 756/756 [==============================] - 1s 869us/sample - loss: 0.1159 - accuracy: 0.9735 - val_loss: 0.5189 - val_accuracy: 0.8236
Epoch 24/30
64/756 [=>............................] - ETA: 0s - loss: 0.1367 - accuracy: 0.9688 256/756 [=========>....................] - ETA: 0s - loss: 0.1089 - accuracy: 0.9727 448/756 [================>.............] - ETA: 0s - loss: 0.0981 - accuracy: 0.9777 640/756 [========================>.....] - ETA: 0s - loss: 0.1062 - accuracy: 0.9750 756/756 [==============================] - 1s 871us/sample - loss: 0.1048 - accuracy: 0.9762 - val_loss: 0.5105 - val_accuracy: 0.8240
Epoch 25/30
64/756 [=>............................] - ETA: 0s - loss: 0.1366 - accuracy: 0.9531 256/756 [=========>....................] - ETA: 0s - loss: 0.1178 - accuracy: 0.9727 448/756 [================>.............] - ETA: 0s - loss: 0.1123 - accuracy: 0.9754 640/756 [========================>.....] - ETA: 0s - loss: 0.1175 - accuracy: 0.9719 756/756 [==============================] - 1s 934us/sample - loss: 0.1102 - accuracy: 0.9749 - val_loss: 0.5067 - val_accuracy: 0.8287
Epoch 26/30
64/756 [=>............................] - ETA: 0s - loss: 0.0929 - accuracy: 0.9688 256/756 [=========>....................] - ETA: 0s - loss: 0.1076 - accuracy: 0.9727 448/756 [================>.............] - ETA: 0s - loss: 0.1042 - accuracy: 0.9732 640/756 [========================>.....] - ETA: 0s - loss: 0.1015 - accuracy: 0.9781 756/756 [==============================] - 1s 873us/sample - loss: 0.0988 - accuracy: 0.9788 - val_loss: 0.4901 - val_accuracy: 0.8367
Epoch 27/30
64/756 [=>............................] - ETA: 0s - loss: 0.0699 - accuracy: 0.9844 256/756 [=========>....................] - ETA: 0s - loss: 0.0829 - accuracy: 0.9805 448/756 [================>.............] - ETA: 0s - loss: 0.0970 - accuracy: 0.9710 640/756 [========================>.....] - ETA: 0s - loss: 0.0889 - accuracy: 0.9797 756/756 [==============================] - 1s 874us/sample - loss: 0.0896 - accuracy: 0.9788 - val_loss: 0.4939 - val_accuracy: 0.8312
Epoch 28/30
64/756 [=>............................] - ETA: 0s - loss: 0.0581 - accuracy: 1.0000 256/756 [=========>....................] - ETA: 0s - loss: 0.0875 - accuracy: 0.9883 448/756 [================>.............] - ETA: 0s - loss: 0.0835 - accuracy: 0.9911 640/756 [========================>.....] - ETA: 0s - loss: 0.0919 - accuracy: 0.9875 756/756 [==============================] - 1s 870us/sample - loss: 0.0895 - accuracy: 0.9881 - val_loss: 0.4838 - val_accuracy: 0.8350
Epoch 29/30
64/756 [=>............................] - ETA: 0s - loss: 0.0693 - accuracy: 1.0000 256/756 [=========>....................] - ETA: 0s - loss: 0.0742 - accuracy: 0.9922 448/756 [================>.............] - ETA: 0s - loss: 0.0775 - accuracy: 0.9911 640/756 [========================>.....] - ETA: 0s - loss: 0.0795 - accuracy: 0.9891 756/756 [==============================] - 1s 880us/sample - loss: 0.0785 - accuracy: 0.9894 - val_loss: 0.4702 - val_accuracy: 0.8405
Epoch 30/30
64/756 [=>............................] - ETA: 0s - loss: 0.1144 - accuracy: 0.9531 256/756 [=========>....................] - ETA: 0s - loss: 0.0712 - accuracy: 0.9883 448/756 [================>.............] - ETA: 0s - loss: 0.0790 - accuracy: 0.9911 640/756 [========================>.....] - ETA: 0s - loss: 0.0823 - accuracy: 0.9859 756/756 [==============================] - 1s 885us/sample - loss: 0.0798 - accuracy: 0.9868 - val_loss: 0.4729 - val_accuracy: 0.8316
Using TensorFlow backend.