Note
Click here to download the full example code
1. Basic
This file comparse the baselin approach
import site
site.addsitedir(r"E:\AA\AI4Water")
site.addsitedir(r"E:\AA\easy_mpl")
import numpy as np
from ai4water import Model
from ai4water.preprocessing import Transformations
from utils import prepare_data, eval_model
/home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/sklearn/experimental/enable_hist_gradient_boosting.py:17: UserWarning: Since version 1.0, it is not needed to import enable_hist_gradient_boosting anymore. HistGradientBoostingClassifier and HistGradientBoostingRegressor are now stable and can be normally imported from sklearn.ensemble.
"Since version 1.0, "
lookback = 12
batch_size = 64
units = 64
lr = 0.0001
target = "TP"
transformer = Transformations('box-cox')
tr_x, tr_y, val_x, val_y, test_x, test_y = prepare_data(
target=target, lookback=lookback, batch_size=batch_size,
treat_cat_as_ts=True)
0% of 38.49 MB downloaded
100% of 38.49 MB downloaded
0% of 0.03 MB downloaded
100% of 0.03 MB downloaded
0% of 1.77 MB downloaded
100% of 1.77 MB downloaded
unzipping /home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/ai4water/datasets/data/Quadica/quadica.zip to /home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/ai4water/datasets/data/Quadica/quadica
(21420, 113)
(21420, 92)
Training
x shape: (9856, 12, 5)
x shape: (9856, 12, 92)
y shape: (9856, 1)
Validation
x shape: (4288, 12, 5)
x shape: (4288, 12, 92)
y shape: (4288, 1)
Test
x shape: (6208, 12, 5)
x shape: (6208, 12, 92)
y shape: (6208, 1)
x_mean = tr_x[0].mean()
x_std = tr_x[0].std()
x_mean_st = tr_x[1].mean()
x_std_st = tr_x[1].std()
y_mean = tr_y.mean()
y_std = tr_y.std()
tr_x[0] = (tr_x[0] - x_mean) / x_std
tr_x[1] = (tr_x[1] - x_mean_st) / x_std_st
#tr_y = (tr_y - y_mean) / y_std
tr_y = transformer.fit_transform(tr_y)
val_x[0] = (val_x[0] - x_mean) / x_std
val_x[1] = (val_x[1] - x_mean_st) / x_std_st
#val_y = (val_y - y_mean) / y_std
val_y = transformer.transform(val_y)
test_x[0] = (test_x[0] - x_mean) / x_std
test_x[1] = (test_x[1] - x_mean_st) / x_std_st
#test_y = (test_y - y_mean) / y_std
test_y = transformer.transform(test_y)
tr_x = np.concatenate(tr_x, axis=2)
val_x = np.concatenate(val_x, axis=2)
test_x = np.concatenate(test_x, axis=2)
num_inputs = tr_x.shape[-1]
layers = {
"Input": {"batch_shape": (batch_size, lookback, 97)},
"LSTM": {"config": {"units": units,
"activation": "elu",
"dropout": 0.2}},
"Dense": 1
}
model = Model(model = {"layers": layers},
batch_size=batch_size,
epochs=100,
lr=lr)
building DL model for
regression problem using Model
Model: "model"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
Input (InputLayer) [(64, 12, 97)] 0
LSTM (LSTM) (64, 64) 41472
Dense (Dense) (64, 1) 65
=================================================================
Total params: 41,537
Trainable params: 41,537
Non-trainable params: 0
_________________________________________________________________
dot plot of model could not be plotted due to ('You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) ', 'for plot_model/model_to_dot to work.')
h = model.fit(x=tr_x, y=tr_y, validation_data=(val_x, val_y))
Epoch 1/100
assigning name Input to IteratorGetNext:0 with shape (64, 12, 97)
assigning name Input to IteratorGetNext:0 with shape (64, 12, 97)
1/154 [..............................] - ETA: 5:50 - loss: 0.2543
7/154 [>.............................] - ETA: 1s - loss: 0.5144
13/154 [=>............................] - ETA: 1s - loss: 0.7890
19/154 [==>...........................] - ETA: 1s - loss: 0.5862
25/154 [===>..........................] - ETA: 1s - loss: 0.5217
31/154 [=====>........................] - ETA: 1s - loss: 0.4462
37/154 [======>.......................] - ETA: 1s - loss: 0.4310
43/154 [=======>......................] - ETA: 1s - loss: 0.3851
49/154 [========>.....................] - ETA: 0s - loss: 0.3553
55/154 [=========>....................] - ETA: 0s - loss: 0.3276
61/154 [==========>...................] - ETA: 0s - loss: 0.2979
67/154 [============>.................] - ETA: 0s - loss: 0.2799
73/154 [=============>................] - ETA: 0s - loss: 0.2615
79/154 [==============>...............] - ETA: 0s - loss: 0.2444
85/154 [===============>..............] - ETA: 0s - loss: 0.2299
91/154 [================>.............] - ETA: 0s - loss: 0.2320
97/154 [=================>............] - ETA: 0s - loss: 0.2291
103/154 [===================>..........] - ETA: 0s - loss: 0.2189
109/154 [====================>.........] - ETA: 0s - loss: 0.2092
115/154 [=====================>........] - ETA: 0s - loss: 0.1992
121/154 [======================>.......] - ETA: 0s - loss: 0.1912
127/154 [=======================>......] - ETA: 0s - loss: 0.1829
133/154 [========================>.....] - ETA: 0s - loss: 0.1758
139/154 [==========================>...] - ETA: 0s - loss: 0.1728
145/154 [===========================>..] - ETA: 0s - loss: 0.1669
151/154 [============================>.] - ETA: 0s - loss: 0.1612assigning name Input to IteratorGetNext:0 with shape (64, 12, 97)
154/154 [==============================] - 4s 12ms/step - loss: 0.1595 - val_loss: 0.0067
Epoch 2/100
1/154 [..............................] - ETA: 1s - loss: 0.0933
7/154 [>.............................] - ETA: 1s - loss: 0.0324
13/154 [=>............................] - ETA: 1s - loss: 0.0549
19/154 [==>...........................] - ETA: 1s - loss: 0.0636
25/154 [===>..........................] - ETA: 1s - loss: 0.0818
31/154 [=====>........................] - ETA: 1s - loss: 0.0875
37/154 [======>.......................] - ETA: 1s - loss: 0.0786
43/154 [=======>......................] - ETA: 1s - loss: 0.0816
49/154 [========>.....................] - ETA: 0s - loss: 0.0796
55/154 [=========>....................] - ETA: 0s - loss: 0.0748
61/154 [==========>...................] - ETA: 0s - loss: 0.0721
67/154 [============>.................] - ETA: 0s - loss: 0.0686
73/154 [=============>................] - ETA: 0s - loss: 0.0661
79/154 [==============>...............] - ETA: 0s - loss: 0.0629
85/154 [===============>..............] - ETA: 0s - loss: 0.0610
91/154 [================>.............] - ETA: 0s - loss: 0.0589
97/154 [=================>............] - ETA: 0s - loss: 0.0563
103/154 [===================>..........] - ETA: 0s - loss: 0.0547
109/154 [====================>.........] - ETA: 0s - loss: 0.0535
115/154 [=====================>........] - ETA: 0s - loss: 0.0519
121/154 [======================>.......] - ETA: 0s - loss: 0.0504
126/154 [=======================>......] - ETA: 0s - loss: 0.0489
131/154 [========================>.....] - ETA: 0s - loss: 0.0480
135/154 [=========================>....] - ETA: 0s - loss: 0.0508
141/154 [==========================>...] - ETA: 0s - loss: 0.0495
147/154 [===========================>..] - ETA: 0s - loss: 0.0480
153/154 [============================>.] - ETA: 0s - loss: 0.0487
154/154 [==============================] - 2s 11ms/step - loss: 0.0486 - val_loss: 0.0073
Epoch 3/100
1/154 [..............................] - ETA: 1s - loss: 0.0799
7/154 [>.............................] - ETA: 1s - loss: 0.0352
13/154 [=>............................] - ETA: 1s - loss: 0.0294
19/154 [==>...........................] - ETA: 1s - loss: 0.0247
25/154 [===>..........................] - ETA: 1s - loss: 0.0244
31/154 [=====>........................] - ETA: 1s - loss: 0.0314
37/154 [======>.......................] - ETA: 1s - loss: 0.0296
43/154 [=======>......................] - ETA: 1s - loss: 0.0295
49/154 [========>.....................] - ETA: 0s - loss: 0.0283
55/154 [=========>....................] - ETA: 0s - loss: 0.0273
61/154 [==========>...................] - ETA: 0s - loss: 0.0418
67/154 [============>.................] - ETA: 0s - loss: 0.0395
73/154 [=============>................] - ETA: 0s - loss: 0.0387
79/154 [==============>...............] - ETA: 0s - loss: 0.0388
85/154 [===============>..............] - ETA: 0s - loss: 0.0395
91/154 [================>.............] - ETA: 0s - loss: 0.0412
97/154 [=================>............] - ETA: 0s - loss: 0.0418
103/154 [===================>..........] - ETA: 0s - loss: 0.0419
109/154 [====================>.........] - ETA: 0s - loss: 0.0405
115/154 [=====================>........] - ETA: 0s - loss: 0.0400
121/154 [======================>.......] - ETA: 0s - loss: 0.0392
127/154 [=======================>......] - ETA: 0s - loss: 0.0398
133/154 [========================>.....] - ETA: 0s - loss: 0.0388
139/154 [==========================>...] - ETA: 0s - loss: 0.0387
145/154 [===========================>..] - ETA: 0s - loss: 0.0385
151/154 [============================>.] - ETA: 0s - loss: 0.0381
154/154 [==============================] - 2s 11ms/step - loss: 0.0378 - val_loss: 0.0067
Epoch 4/100
1/154 [..............................] - ETA: 1s - loss: 0.0099
7/154 [>.............................] - ETA: 1s - loss: 0.0229
13/154 [=>............................] - ETA: 1s - loss: 0.0185
19/154 [==>...........................] - ETA: 1s - loss: 0.0174
25/154 [===>..........................] - ETA: 1s - loss: 0.0189
31/154 [=====>........................] - ETA: 1s - loss: 0.0199
37/154 [======>.......................] - ETA: 1s - loss: 0.0192
43/154 [=======>......................] - ETA: 1s - loss: 0.0185
49/154 [========>.....................] - ETA: 0s - loss: 0.0182
55/154 [=========>....................] - ETA: 0s - loss: 0.0188
61/154 [==========>...................] - ETA: 0s - loss: 0.0182
67/154 [============>.................] - ETA: 0s - loss: 0.0194
73/154 [=============>................] - ETA: 0s - loss: 0.0198
79/154 [==============>...............] - ETA: 0s - loss: 0.0197
85/154 [===============>..............] - ETA: 0s - loss: 0.0193
91/154 [================>.............] - ETA: 0s - loss: 0.0193
97/154 [=================>............] - ETA: 0s - loss: 0.0197
103/154 [===================>..........] - ETA: 0s - loss: 0.0194
109/154 [====================>.........] - ETA: 0s - loss: 0.0191
115/154 [=====================>........] - ETA: 0s - loss: 0.0193
121/154 [======================>.......] - ETA: 0s - loss: 0.0206
127/154 [=======================>......] - ETA: 0s - loss: 0.0214
133/154 [========================>.....] - ETA: 0s - loss: 0.0213
139/154 [==========================>...] - ETA: 0s - loss: 0.0214
145/154 [===========================>..] - ETA: 0s - loss: 0.0225
151/154 [============================>.] - ETA: 0s - loss: 0.0222
154/154 [==============================] - 2s 11ms/step - loss: 0.0222 - val_loss: 0.0063
Epoch 5/100
1/154 [..............................] - ETA: 1s - loss: 0.0679
7/154 [>.............................] - ETA: 1s - loss: 0.0217
13/154 [=>............................] - ETA: 1s - loss: 0.0244
19/154 [==>...........................] - ETA: 1s - loss: 0.0238
25/154 [===>..........................] - ETA: 1s - loss: 0.0219
31/154 [=====>........................] - ETA: 1s - loss: 0.0216
37/154 [======>.......................] - ETA: 1s - loss: 0.0205
43/154 [=======>......................] - ETA: 1s - loss: 0.0201
49/154 [========>.....................] - ETA: 0s - loss: 0.0205
55/154 [=========>....................] - ETA: 0s - loss: 0.0208
61/154 [==========>...................] - ETA: 0s - loss: 0.0206
67/154 [============>.................] - ETA: 0s - loss: 0.0200
73/154 [=============>................] - ETA: 0s - loss: 0.0198
79/154 [==============>...............] - ETA: 0s - loss: 0.0204
85/154 [===============>..............] - ETA: 0s - loss: 0.0212
91/154 [================>.............] - ETA: 0s - loss: 0.0206
97/154 [=================>............] - ETA: 0s - loss: 0.0211
103/154 [===================>..........] - ETA: 0s - loss: 0.0211
109/154 [====================>.........] - ETA: 0s - loss: 0.0210
115/154 [=====================>........] - ETA: 0s - loss: 0.0211
121/154 [======================>.......] - ETA: 0s - loss: 0.0212
127/154 [=======================>......] - ETA: 0s - loss: 0.0211
133/154 [========================>.....] - ETA: 0s - loss: 0.0209
139/154 [==========================>...] - ETA: 0s - loss: 0.0206
145/154 [===========================>..] - ETA: 0s - loss: 0.0205
150/154 [============================>.] - ETA: 0s - loss: 0.0201
154/154 [==============================] - 2s 11ms/step - loss: 0.0202 - val_loss: 0.0066
Epoch 6/100
1/154 [..............................] - ETA: 1s - loss: 0.0112
7/154 [>.............................] - ETA: 1s - loss: 0.0163
13/154 [=>............................] - ETA: 1s - loss: 0.0172
19/154 [==>...........................] - ETA: 1s - loss: 0.0166
25/154 [===>..........................] - ETA: 1s - loss: 0.0172
31/154 [=====>........................] - ETA: 1s - loss: 0.0206
37/154 [======>.......................] - ETA: 1s - loss: 0.0201
43/154 [=======>......................] - ETA: 1s - loss: 0.0191
49/154 [========>.....................] - ETA: 0s - loss: 0.0192
55/154 [=========>....................] - ETA: 0s - loss: 0.0190
61/154 [==========>...................] - ETA: 0s - loss: 0.0183
67/154 [============>.................] - ETA: 0s - loss: 0.0187
73/154 [=============>................] - ETA: 0s - loss: 0.0180
79/154 [==============>...............] - ETA: 0s - loss: 0.0188
85/154 [===============>..............] - ETA: 0s - loss: 0.0184
91/154 [================>.............] - ETA: 0s - loss: 0.0180
97/154 [=================>............] - ETA: 0s - loss: 0.0181
103/154 [===================>..........] - ETA: 0s - loss: 0.0176
109/154 [====================>.........] - ETA: 0s - loss: 0.0174
115/154 [=====================>........] - ETA: 0s - loss: 0.0173
121/154 [======================>.......] - ETA: 0s - loss: 0.0171
127/154 [=======================>......] - ETA: 0s - loss: 0.0169
133/154 [========================>.....] - ETA: 0s - loss: 0.0168
139/154 [==========================>...] - ETA: 0s - loss: 0.0170
145/154 [===========================>..] - ETA: 0s - loss: 0.0169
151/154 [============================>.] - ETA: 0s - loss: 0.0169
154/154 [==============================] - 2s 11ms/step - loss: 0.0168 - val_loss: 0.0066
Epoch 7/100
1/154 [..............................] - ETA: 1s - loss: 0.0121
7/154 [>.............................] - ETA: 1s - loss: 0.0141
13/154 [=>............................] - ETA: 1s - loss: 0.0140
19/154 [==>...........................] - ETA: 1s - loss: 0.0155
25/154 [===>..........................] - ETA: 1s - loss: 0.0165
31/154 [=====>........................] - ETA: 1s - loss: 0.0154
37/154 [======>.......................] - ETA: 1s - loss: 0.0158
43/154 [=======>......................] - ETA: 1s - loss: 0.0155
49/154 [========>.....................] - ETA: 0s - loss: 0.0156
55/154 [=========>....................] - ETA: 0s - loss: 0.0153
61/154 [==========>...................] - ETA: 0s - loss: 0.0151
67/154 [============>.................] - ETA: 0s - loss: 0.0151
73/154 [=============>................] - ETA: 0s - loss: 0.0149
79/154 [==============>...............] - ETA: 0s - loss: 0.0147
85/154 [===============>..............] - ETA: 0s - loss: 0.0146
91/154 [================>.............] - ETA: 0s - loss: 0.0144
97/154 [=================>............] - ETA: 0s - loss: 0.0144
103/154 [===================>..........] - ETA: 0s - loss: 0.0149
109/154 [====================>.........] - ETA: 0s - loss: 0.0151
115/154 [=====================>........] - ETA: 0s - loss: 0.0148
121/154 [======================>.......] - ETA: 0s - loss: 0.0148
127/154 [=======================>......] - ETA: 0s - loss: 0.0149
133/154 [========================>.....] - ETA: 0s - loss: 0.0148
139/154 [==========================>...] - ETA: 0s - loss: 0.0147
145/154 [===========================>..] - ETA: 0s - loss: 0.0147
151/154 [============================>.] - ETA: 0s - loss: 0.0147
154/154 [==============================] - 2s 11ms/step - loss: 0.0147 - val_loss: 0.0063
Epoch 8/100
1/154 [..............................] - ETA: 1s - loss: 0.0152
7/154 [>.............................] - ETA: 1s - loss: 0.0118
13/154 [=>............................] - ETA: 1s - loss: 0.0128
19/154 [==>...........................] - ETA: 1s - loss: 0.0138
25/154 [===>..........................] - ETA: 1s - loss: 0.0142
31/154 [=====>........................] - ETA: 1s - loss: 0.0153
37/154 [======>.......................] - ETA: 1s - loss: 0.0144
43/154 [=======>......................] - ETA: 1s - loss: 0.0142
49/154 [========>.....................] - ETA: 0s - loss: 0.0141
55/154 [=========>....................] - ETA: 0s - loss: 0.0143
61/154 [==========>...................] - ETA: 0s - loss: 0.0144
67/154 [============>.................] - ETA: 0s - loss: 0.0143
73/154 [=============>................] - ETA: 0s - loss: 0.0142
79/154 [==============>...............] - ETA: 0s - loss: 0.0140
85/154 [===============>..............] - ETA: 0s - loss: 0.0137
91/154 [================>.............] - ETA: 0s - loss: 0.0135
97/154 [=================>............] - ETA: 0s - loss: 0.0134
103/154 [===================>..........] - ETA: 0s - loss: 0.0133
109/154 [====================>.........] - ETA: 0s - loss: 0.0134
115/154 [=====================>........] - ETA: 0s - loss: 0.0134
121/154 [======================>.......] - ETA: 0s - loss: 0.0134
127/154 [=======================>......] - ETA: 0s - loss: 0.0135
133/154 [========================>.....] - ETA: 0s - loss: 0.0134
139/154 [==========================>...] - ETA: 0s - loss: 0.0135
145/154 [===========================>..] - ETA: 0s - loss: 0.0135
151/154 [============================>.] - ETA: 0s - loss: 0.0135
154/154 [==============================] - 2s 11ms/step - loss: 0.0135 - val_loss: 0.0053
Epoch 9/100
1/154 [..............................] - ETA: 1s - loss: 0.0176
7/154 [>.............................] - ETA: 1s - loss: 0.0144
13/154 [=>............................] - ETA: 1s - loss: 0.0123
19/154 [==>...........................] - ETA: 1s - loss: 0.0124
25/154 [===>..........................] - ETA: 1s - loss: 0.0125
31/154 [=====>........................] - ETA: 1s - loss: 0.0123
37/154 [======>.......................] - ETA: 1s - loss: 0.0122
43/154 [=======>......................] - ETA: 1s - loss: 0.0122
49/154 [========>.....................] - ETA: 0s - loss: 0.0120
55/154 [=========>....................] - ETA: 0s - loss: 0.0122
61/154 [==========>...................] - ETA: 0s - loss: 0.0120
67/154 [============>.................] - ETA: 0s - loss: 0.0119
73/154 [=============>................] - ETA: 0s - loss: 0.0119
79/154 [==============>...............] - ETA: 0s - loss: 0.0118
85/154 [===============>..............] - ETA: 0s - loss: 0.0118
91/154 [================>.............] - ETA: 0s - loss: 0.0119
97/154 [=================>............] - ETA: 0s - loss: 0.0120
103/154 [===================>..........] - ETA: 0s - loss: 0.0120
109/154 [====================>.........] - ETA: 0s - loss: 0.0120
115/154 [=====================>........] - ETA: 0s - loss: 0.0122
121/154 [======================>.......] - ETA: 0s - loss: 0.0123
127/154 [=======================>......] - ETA: 0s - loss: 0.0125
133/154 [========================>.....] - ETA: 0s - loss: 0.0124
139/154 [==========================>...] - ETA: 0s - loss: 0.0125
145/154 [===========================>..] - ETA: 0s - loss: 0.0125
151/154 [============================>.] - ETA: 0s - loss: 0.0126
154/154 [==============================] - 2s 11ms/step - loss: 0.0126 - val_loss: 0.0060
Epoch 10/100
1/154 [..............................] - ETA: 1s - loss: 0.0089
7/154 [>.............................] - ETA: 1s - loss: 0.0144
13/154 [=>............................] - ETA: 1s - loss: 0.0156
19/154 [==>...........................] - ETA: 1s - loss: 0.0152
25/154 [===>..........................] - ETA: 1s - loss: 0.0141
31/154 [=====>........................] - ETA: 1s - loss: 0.0137
37/154 [======>.......................] - ETA: 1s - loss: 0.0133
43/154 [=======>......................] - ETA: 1s - loss: 0.0131
49/154 [========>.....................] - ETA: 0s - loss: 0.0128
55/154 [=========>....................] - ETA: 0s - loss: 0.0125
61/154 [==========>...................] - ETA: 0s - loss: 0.0127
67/154 [============>.................] - ETA: 0s - loss: 0.0128
73/154 [=============>................] - ETA: 0s - loss: 0.0130
79/154 [==============>...............] - ETA: 0s - loss: 0.0129
85/154 [===============>..............] - ETA: 0s - loss: 0.0128
91/154 [================>.............] - ETA: 0s - loss: 0.0129
97/154 [=================>............] - ETA: 0s - loss: 0.0131
103/154 [===================>..........] - ETA: 0s - loss: 0.0129
109/154 [====================>.........] - ETA: 0s - loss: 0.0131
115/154 [=====================>........] - ETA: 0s - loss: 0.0129
121/154 [======================>.......] - ETA: 0s - loss: 0.0131
127/154 [=======================>......] - ETA: 0s - loss: 0.0132
133/154 [========================>.....] - ETA: 0s - loss: 0.0132
139/154 [==========================>...] - ETA: 0s - loss: 0.0131
145/154 [===========================>..] - ETA: 0s - loss: 0.0132
151/154 [============================>.] - ETA: 0s - loss: 0.0130
154/154 [==============================] - 2s 11ms/step - loss: 0.0131 - val_loss: 0.0053
Epoch 11/100
1/154 [..............................] - ETA: 1s - loss: 0.0131
7/154 [>.............................] - ETA: 1s - loss: 0.0137
13/154 [=>............................] - ETA: 1s - loss: 0.0125
19/154 [==>...........................] - ETA: 1s - loss: 0.0129
25/154 [===>..........................] - ETA: 1s - loss: 0.0126
31/154 [=====>........................] - ETA: 1s - loss: 0.0123
37/154 [======>.......................] - ETA: 1s - loss: 0.0123
43/154 [=======>......................] - ETA: 1s - loss: 0.0120
49/154 [========>.....................] - ETA: 0s - loss: 0.0123
55/154 [=========>....................] - ETA: 0s - loss: 0.0123
61/154 [==========>...................] - ETA: 0s - loss: 0.0124
67/154 [============>.................] - ETA: 0s - loss: 0.0123
73/154 [=============>................] - ETA: 0s - loss: 0.0123
79/154 [==============>...............] - ETA: 0s - loss: 0.0122
85/154 [===============>..............] - ETA: 0s - loss: 0.0121
91/154 [================>.............] - ETA: 0s - loss: 0.0120
97/154 [=================>............] - ETA: 0s - loss: 0.0120
103/154 [===================>..........] - ETA: 0s - loss: 0.0119
109/154 [====================>.........] - ETA: 0s - loss: 0.0119
115/154 [=====================>........] - ETA: 0s - loss: 0.0120
121/154 [======================>.......] - ETA: 0s - loss: 0.0121
127/154 [=======================>......] - ETA: 0s - loss: 0.0121
133/154 [========================>.....] - ETA: 0s - loss: 0.0121
139/154 [==========================>...] - ETA: 0s - loss: 0.0123
145/154 [===========================>..] - ETA: 0s - loss: 0.0124
151/154 [============================>.] - ETA: 0s - loss: 0.0124
154/154 [==============================] - 2s 11ms/step - loss: 0.0124 - val_loss: 0.0065
Epoch 12/100
1/154 [..............................] - ETA: 1s - loss: 0.0056
7/154 [>.............................] - ETA: 1s - loss: 0.0102
13/154 [=>............................] - ETA: 1s - loss: 0.0154
19/154 [==>...........................] - ETA: 1s - loss: 0.0134
25/154 [===>..........................] - ETA: 1s - loss: 0.0136
31/154 [=====>........................] - ETA: 1s - loss: 0.0137
37/154 [======>.......................] - ETA: 1s - loss: 0.0132
43/154 [=======>......................] - ETA: 1s - loss: 0.0130
49/154 [========>.....................] - ETA: 0s - loss: 0.0128
55/154 [=========>....................] - ETA: 0s - loss: 0.0123
61/154 [==========>...................] - ETA: 0s - loss: 0.0130
67/154 [============>.................] - ETA: 0s - loss: 0.0128
73/154 [=============>................] - ETA: 0s - loss: 0.0125
79/154 [==============>...............] - ETA: 0s - loss: 0.0126
85/154 [===============>..............] - ETA: 0s - loss: 0.0124
91/154 [================>.............] - ETA: 0s - loss: 0.0124
97/154 [=================>............] - ETA: 0s - loss: 0.0125
103/154 [===================>..........] - ETA: 0s - loss: 0.0124
109/154 [====================>.........] - ETA: 0s - loss: 0.0123
115/154 [=====================>........] - ETA: 0s - loss: 0.0123
121/154 [======================>.......] - ETA: 0s - loss: 0.0122
127/154 [=======================>......] - ETA: 0s - loss: 0.0122
133/154 [========================>.....] - ETA: 0s - loss: 0.0122
139/154 [==========================>...] - ETA: 0s - loss: 0.0123
145/154 [===========================>..] - ETA: 0s - loss: 0.0122
151/154 [============================>.] - ETA: 0s - loss: 0.0123
154/154 [==============================] - 2s 11ms/step - loss: 0.0122 - val_loss: 0.0067
Epoch 13/100
1/154 [..............................] - ETA: 1s - loss: 0.0088
7/154 [>.............................] - ETA: 1s - loss: 0.0129
13/154 [=>............................] - ETA: 1s - loss: 0.0125
19/154 [==>...........................] - ETA: 1s - loss: 0.0121
25/154 [===>..........................] - ETA: 1s - loss: 0.0122
31/154 [=====>........................] - ETA: 1s - loss: 0.0119
37/154 [======>.......................] - ETA: 1s - loss: 0.0118
43/154 [=======>......................] - ETA: 1s - loss: 0.0116
49/154 [========>.....................] - ETA: 0s - loss: 0.0115
55/154 [=========>....................] - ETA: 0s - loss: 0.0114
61/154 [==========>...................] - ETA: 0s - loss: 0.0118
67/154 [============>.................] - ETA: 0s - loss: 0.0117
73/154 [=============>................] - ETA: 0s - loss: 0.0121
79/154 [==============>...............] - ETA: 0s - loss: 0.0122
85/154 [===============>..............] - ETA: 0s - loss: 0.0121
91/154 [================>.............] - ETA: 0s - loss: 0.0120
97/154 [=================>............] - ETA: 0s - loss: 0.0121
103/154 [===================>..........] - ETA: 0s - loss: 0.0121
109/154 [====================>.........] - ETA: 0s - loss: 0.0119
115/154 [=====================>........] - ETA: 0s - loss: 0.0121
121/154 [======================>.......] - ETA: 0s - loss: 0.0123
127/154 [=======================>......] - ETA: 0s - loss: 0.0121
133/154 [========================>.....] - ETA: 0s - loss: 0.0121
139/154 [==========================>...] - ETA: 0s - loss: 0.0120
145/154 [===========================>..] - ETA: 0s - loss: 0.0119
151/154 [============================>.] - ETA: 0s - loss: 0.0119
154/154 [==============================] - 2s 11ms/step - loss: 0.0119 - val_loss: 0.0064
Epoch 14/100
1/154 [..............................] - ETA: 1s - loss: 0.0141
7/154 [>.............................] - ETA: 1s - loss: 0.0125
13/154 [=>............................] - ETA: 1s - loss: 0.0128
19/154 [==>...........................] - ETA: 1s - loss: 0.0120
25/154 [===>..........................] - ETA: 1s - loss: 0.0127
31/154 [=====>........................] - ETA: 1s - loss: 0.0118
37/154 [======>.......................] - ETA: 1s - loss: 0.0112
43/154 [=======>......................] - ETA: 1s - loss: 0.0114
49/154 [========>.....................] - ETA: 0s - loss: 0.0114
55/154 [=========>....................] - ETA: 0s - loss: 0.0115
61/154 [==========>...................] - ETA: 0s - loss: 0.0114
67/154 [============>.................] - ETA: 0s - loss: 0.0113
73/154 [=============>................] - ETA: 0s - loss: 0.0114
79/154 [==============>...............] - ETA: 0s - loss: 0.0112
85/154 [===============>..............] - ETA: 0s - loss: 0.0112
91/154 [================>.............] - ETA: 0s - loss: 0.0111
97/154 [=================>............] - ETA: 0s - loss: 0.0111
103/154 [===================>..........] - ETA: 0s - loss: 0.0113
109/154 [====================>.........] - ETA: 0s - loss: 0.0114
115/154 [=====================>........] - ETA: 0s - loss: 0.0114
121/154 [======================>.......] - ETA: 0s - loss: 0.0114
127/154 [=======================>......] - ETA: 0s - loss: 0.0114
133/154 [========================>.....] - ETA: 0s - loss: 0.0114
139/154 [==========================>...] - ETA: 0s - loss: 0.0114
145/154 [===========================>..] - ETA: 0s - loss: 0.0115
151/154 [============================>.] - ETA: 0s - loss: 0.0114
154/154 [==============================] - 2s 11ms/step - loss: 0.0114 - val_loss: 0.0066
Epoch 15/100
1/154 [..............................] - ETA: 1s - loss: 0.0070
7/154 [>.............................] - ETA: 1s - loss: 0.0097
13/154 [=>............................] - ETA: 1s - loss: 0.0106
19/154 [==>...........................] - ETA: 1s - loss: 0.0105
25/154 [===>..........................] - ETA: 1s - loss: 0.0114
31/154 [=====>........................] - ETA: 1s - loss: 0.0113
37/154 [======>.......................] - ETA: 1s - loss: 0.0107
43/154 [=======>......................] - ETA: 1s - loss: 0.0108
49/154 [========>.....................] - ETA: 0s - loss: 0.0112
55/154 [=========>....................] - ETA: 0s - loss: 0.0111
61/154 [==========>...................] - ETA: 0s - loss: 0.0111
67/154 [============>.................] - ETA: 0s - loss: 0.0111
73/154 [=============>................] - ETA: 0s - loss: 0.0109
79/154 [==============>...............] - ETA: 0s - loss: 0.0110
85/154 [===============>..............] - ETA: 0s - loss: 0.0110
91/154 [================>.............] - ETA: 0s - loss: 0.0109
97/154 [=================>............] - ETA: 0s - loss: 0.0108
103/154 [===================>..........] - ETA: 0s - loss: 0.0110
109/154 [====================>.........] - ETA: 0s - loss: 0.0110
114/154 [=====================>........] - ETA: 0s - loss: 0.0110
120/154 [======================>.......] - ETA: 0s - loss: 0.0108
126/154 [=======================>......] - ETA: 0s - loss: 0.0108
132/154 [========================>.....] - ETA: 0s - loss: 0.0108
138/154 [=========================>....] - ETA: 0s - loss: 0.0108
144/154 [===========================>..] - ETA: 0s - loss: 0.0109
150/154 [============================>.] - ETA: 0s - loss: 0.0110
154/154 [==============================] - 2s 11ms/step - loss: 0.0110 - val_loss: 0.0064
Epoch 16/100
1/154 [..............................] - ETA: 1s - loss: 0.0148
7/154 [>.............................] - ETA: 1s - loss: 0.0115
13/154 [=>............................] - ETA: 1s - loss: 0.0107
19/154 [==>...........................] - ETA: 1s - loss: 0.0106
25/154 [===>..........................] - ETA: 1s - loss: 0.0111
31/154 [=====>........................] - ETA: 1s - loss: 0.0113
37/154 [======>.......................] - ETA: 1s - loss: 0.0111
43/154 [=======>......................] - ETA: 1s - loss: 0.0118
49/154 [========>.....................] - ETA: 0s - loss: 0.0120
55/154 [=========>....................] - ETA: 0s - loss: 0.0121
61/154 [==========>...................] - ETA: 0s - loss: 0.0121
67/154 [============>.................] - ETA: 0s - loss: 0.0119
73/154 [=============>................] - ETA: 0s - loss: 0.0117
79/154 [==============>...............] - ETA: 0s - loss: 0.0116
85/154 [===============>..............] - ETA: 0s - loss: 0.0114
91/154 [================>.............] - ETA: 0s - loss: 0.0114
97/154 [=================>............] - ETA: 0s - loss: 0.0113
103/154 [===================>..........] - ETA: 0s - loss: 0.0112
109/154 [====================>.........] - ETA: 0s - loss: 0.0111
115/154 [=====================>........] - ETA: 0s - loss: 0.0110
121/154 [======================>.......] - ETA: 0s - loss: 0.0110
127/154 [=======================>......] - ETA: 0s - loss: 0.0110
133/154 [========================>.....] - ETA: 0s - loss: 0.0109
139/154 [==========================>...] - ETA: 0s - loss: 0.0109
145/154 [===========================>..] - ETA: 0s - loss: 0.0108
151/154 [============================>.] - ETA: 0s - loss: 0.0108
154/154 [==============================] - 2s 11ms/step - loss: 0.0108 - val_loss: 0.0067
Epoch 17/100
1/154 [..............................] - ETA: 1s - loss: 0.0120
7/154 [>.............................] - ETA: 1s - loss: 0.0126
13/154 [=>............................] - ETA: 1s - loss: 0.0120
19/154 [==>...........................] - ETA: 1s - loss: 0.0118
25/154 [===>..........................] - ETA: 1s - loss: 0.0115
31/154 [=====>........................] - ETA: 1s - loss: 0.0116
37/154 [======>.......................] - ETA: 1s - loss: 0.0116
43/154 [=======>......................] - ETA: 1s - loss: 0.0113
49/154 [========>.....................] - ETA: 0s - loss: 0.0112
55/154 [=========>....................] - ETA: 0s - loss: 0.0110
61/154 [==========>...................] - ETA: 0s - loss: 0.0108
67/154 [============>.................] - ETA: 0s - loss: 0.0108
73/154 [=============>................] - ETA: 0s - loss: 0.0110
79/154 [==============>...............] - ETA: 0s - loss: 0.0108
85/154 [===============>..............] - ETA: 0s - loss: 0.0110
91/154 [================>.............] - ETA: 0s - loss: 0.0110
97/154 [=================>............] - ETA: 0s - loss: 0.0109
103/154 [===================>..........] - ETA: 0s - loss: 0.0109
109/154 [====================>.........] - ETA: 0s - loss: 0.0109
115/154 [=====================>........] - ETA: 0s - loss: 0.0109
121/154 [======================>.......] - ETA: 0s - loss: 0.0110
127/154 [=======================>......] - ETA: 0s - loss: 0.0108
133/154 [========================>.....] - ETA: 0s - loss: 0.0108
139/154 [==========================>...] - ETA: 0s - loss: 0.0110
145/154 [===========================>..] - ETA: 0s - loss: 0.0110
151/154 [============================>.] - ETA: 0s - loss: 0.0109
154/154 [==============================] - 2s 11ms/step - loss: 0.0108 - val_loss: 0.0054
Epoch 18/100
1/154 [..............................] - ETA: 1s - loss: 0.0084
7/154 [>.............................] - ETA: 1s - loss: 0.0116
13/154 [=>............................] - ETA: 1s - loss: 0.0103
19/154 [==>...........................] - ETA: 1s - loss: 0.0108
25/154 [===>..........................] - ETA: 1s - loss: 0.0103
31/154 [=====>........................] - ETA: 1s - loss: 0.0105
37/154 [======>.......................] - ETA: 1s - loss: 0.0109
43/154 [=======>......................] - ETA: 1s - loss: 0.0108
48/154 [========>.....................] - ETA: 0s - loss: 0.0108
54/154 [=========>....................] - ETA: 0s - loss: 0.0110
60/154 [==========>...................] - ETA: 0s - loss: 0.0109
66/154 [===========>..................] - ETA: 0s - loss: 0.0111
72/154 [=============>................] - ETA: 0s - loss: 0.0111
78/154 [==============>...............] - ETA: 0s - loss: 0.0109
84/154 [===============>..............] - ETA: 0s - loss: 0.0108
90/154 [================>.............] - ETA: 0s - loss: 0.0106
96/154 [=================>............] - ETA: 0s - loss: 0.0108
102/154 [==================>...........] - ETA: 0s - loss: 0.0108
108/154 [====================>.........] - ETA: 0s - loss: 0.0108
114/154 [=====================>........] - ETA: 0s - loss: 0.0109
120/154 [======================>.......] - ETA: 0s - loss: 0.0109
126/154 [=======================>......] - ETA: 0s - loss: 0.0108
132/154 [========================>.....] - ETA: 0s - loss: 0.0107
138/154 [=========================>....] - ETA: 0s - loss: 0.0108
144/154 [===========================>..] - ETA: 0s - loss: 0.0107
150/154 [============================>.] - ETA: 0s - loss: 0.0108
154/154 [==============================] - 2s 11ms/step - loss: 0.0108 - val_loss: 0.0072
Epoch 19/100
1/154 [..............................] - ETA: 1s - loss: 0.0102
7/154 [>.............................] - ETA: 1s - loss: 0.0097
13/154 [=>............................] - ETA: 1s - loss: 0.0096
19/154 [==>...........................] - ETA: 1s - loss: 0.0099
25/154 [===>..........................] - ETA: 1s - loss: 0.0097
31/154 [=====>........................] - ETA: 1s - loss: 0.0094
37/154 [======>.......................] - ETA: 1s - loss: 0.0093
42/154 [=======>......................] - ETA: 1s - loss: 0.0095
48/154 [========>.....................] - ETA: 1s - loss: 0.0094
54/154 [=========>....................] - ETA: 0s - loss: 0.0095
60/154 [==========>...................] - ETA: 0s - loss: 0.0100
66/154 [===========>..................] - ETA: 0s - loss: 0.0101
72/154 [=============>................] - ETA: 0s - loss: 0.0101
78/154 [==============>...............] - ETA: 0s - loss: 0.0102
84/154 [===============>..............] - ETA: 0s - loss: 0.0104
90/154 [================>.............] - ETA: 0s - loss: 0.0105
96/154 [=================>............] - ETA: 0s - loss: 0.0106
102/154 [==================>...........] - ETA: 0s - loss: 0.0107
108/154 [====================>.........] - ETA: 0s - loss: 0.0107
114/154 [=====================>........] - ETA: 0s - loss: 0.0106
120/154 [======================>.......] - ETA: 0s - loss: 0.0105
126/154 [=======================>......] - ETA: 0s - loss: 0.0105
132/154 [========================>.....] - ETA: 0s - loss: 0.0106
138/154 [=========================>....] - ETA: 0s - loss: 0.0107
144/154 [===========================>..] - ETA: 0s - loss: 0.0107
150/154 [============================>.] - ETA: 0s - loss: 0.0108
154/154 [==============================] - 2s 11ms/step - loss: 0.0108 - val_loss: 0.0066
Epoch 20/100
1/154 [..............................] - ETA: 1s - loss: 0.0073
7/154 [>.............................] - ETA: 1s - loss: 0.0095
13/154 [=>............................] - ETA: 1s - loss: 0.0096
19/154 [==>...........................] - ETA: 1s - loss: 0.0104
25/154 [===>..........................] - ETA: 1s - loss: 0.0104
31/154 [=====>........................] - ETA: 1s - loss: 0.0104
37/154 [======>.......................] - ETA: 1s - loss: 0.0104
43/154 [=======>......................] - ETA: 1s - loss: 0.0103
49/154 [========>.....................] - ETA: 0s - loss: 0.0101
55/154 [=========>....................] - ETA: 0s - loss: 0.0103
61/154 [==========>...................] - ETA: 0s - loss: 0.0104
67/154 [============>.................] - ETA: 0s - loss: 0.0105
72/154 [=============>................] - ETA: 0s - loss: 0.0107
78/154 [==============>...............] - ETA: 0s - loss: 0.0107
84/154 [===============>..............] - ETA: 0s - loss: 0.0108
90/154 [================>.............] - ETA: 0s - loss: 0.0108
96/154 [=================>............] - ETA: 0s - loss: 0.0107
102/154 [==================>...........] - ETA: 0s - loss: 0.0108
108/154 [====================>.........] - ETA: 0s - loss: 0.0110
114/154 [=====================>........] - ETA: 0s - loss: 0.0109
119/154 [======================>.......] - ETA: 0s - loss: 0.0109
125/154 [=======================>......] - ETA: 0s - loss: 0.0108
131/154 [========================>.....] - ETA: 0s - loss: 0.0109
137/154 [=========================>....] - ETA: 0s - loss: 0.0108
143/154 [==========================>...] - ETA: 0s - loss: 0.0107
149/154 [============================>.] - ETA: 0s - loss: 0.0107
154/154 [==============================] - 2s 11ms/step - loss: 0.0106 - val_loss: 0.0073
Epoch 21/100
1/154 [..............................] - ETA: 1s - loss: 0.0081
7/154 [>.............................] - ETA: 1s - loss: 0.0109
13/154 [=>............................] - ETA: 1s - loss: 0.0116
19/154 [==>...........................] - ETA: 1s - loss: 0.0109
25/154 [===>..........................] - ETA: 1s - loss: 0.0110
31/154 [=====>........................] - ETA: 1s - loss: 0.0105
37/154 [======>.......................] - ETA: 1s - loss: 0.0114
43/154 [=======>......................] - ETA: 1s - loss: 0.0116
49/154 [========>.....................] - ETA: 0s - loss: 0.0117
55/154 [=========>....................] - ETA: 0s - loss: 0.0116
61/154 [==========>...................] - ETA: 0s - loss: 0.0116
67/154 [============>.................] - ETA: 0s - loss: 0.0113
73/154 [=============>................] - ETA: 0s - loss: 0.0112
79/154 [==============>...............] - ETA: 0s - loss: 0.0111
85/154 [===============>..............] - ETA: 0s - loss: 0.0111
91/154 [================>.............] - ETA: 0s - loss: 0.0110
97/154 [=================>............] - ETA: 0s - loss: 0.0109
103/154 [===================>..........] - ETA: 0s - loss: 0.0109
109/154 [====================>.........] - ETA: 0s - loss: 0.0108
115/154 [=====================>........] - ETA: 0s - loss: 0.0108
121/154 [======================>.......] - ETA: 0s - loss: 0.0109
127/154 [=======================>......] - ETA: 0s - loss: 0.0109
133/154 [========================>.....] - ETA: 0s - loss: 0.0109
139/154 [==========================>...] - ETA: 0s - loss: 0.0109
145/154 [===========================>..] - ETA: 0s - loss: 0.0108
151/154 [============================>.] - ETA: 0s - loss: 0.0107
154/154 [==============================] - 2s 11ms/step - loss: 0.0107 - val_loss: 0.0054
Epoch 22/100
1/154 [..............................] - ETA: 1s - loss: 0.0123
7/154 [>.............................] - ETA: 1s - loss: 0.0091
13/154 [=>............................] - ETA: 1s - loss: 0.0098
19/154 [==>...........................] - ETA: 1s - loss: 0.0101
25/154 [===>..........................] - ETA: 1s - loss: 0.0106
31/154 [=====>........................] - ETA: 1s - loss: 0.0107
37/154 [======>.......................] - ETA: 1s - loss: 0.0106
43/154 [=======>......................] - ETA: 1s - loss: 0.0106
49/154 [========>.....................] - ETA: 0s - loss: 0.0107
55/154 [=========>....................] - ETA: 0s - loss: 0.0109
61/154 [==========>...................] - ETA: 0s - loss: 0.0111
67/154 [============>.................] - ETA: 0s - loss: 0.0110
73/154 [=============>................] - ETA: 0s - loss: 0.0110
79/154 [==============>...............] - ETA: 0s - loss: 0.0112
85/154 [===============>..............] - ETA: 0s - loss: 0.0111
91/154 [================>.............] - ETA: 0s - loss: 0.0110
97/154 [=================>............] - ETA: 0s - loss: 0.0110
103/154 [===================>..........] - ETA: 0s - loss: 0.0109
109/154 [====================>.........] - ETA: 0s - loss: 0.0109
115/154 [=====================>........] - ETA: 0s - loss: 0.0108
121/154 [======================>.......] - ETA: 0s - loss: 0.0107
127/154 [=======================>......] - ETA: 0s - loss: 0.0106
133/154 [========================>.....] - ETA: 0s - loss: 0.0106
139/154 [==========================>...] - ETA: 0s - loss: 0.0106
145/154 [===========================>..] - ETA: 0s - loss: 0.0106
151/154 [============================>.] - ETA: 0s - loss: 0.0105
154/154 [==============================] - 2s 11ms/step - loss: 0.0105 - val_loss: 0.0053
Epoch 23/100
1/154 [..............................] - ETA: 1s - loss: 0.0104
7/154 [>.............................] - ETA: 1s - loss: 0.0121
13/154 [=>............................] - ETA: 1s - loss: 0.0120
19/154 [==>...........................] - ETA: 1s - loss: 0.0118
25/154 [===>..........................] - ETA: 1s - loss: 0.0115
31/154 [=====>........................] - ETA: 1s - loss: 0.0105
37/154 [======>.......................] - ETA: 1s - loss: 0.0106
42/154 [=======>......................] - ETA: 1s - loss: 0.0107
48/154 [========>.....................] - ETA: 0s - loss: 0.0108
54/154 [=========>....................] - ETA: 0s - loss: 0.0107
60/154 [==========>...................] - ETA: 0s - loss: 0.0110
66/154 [===========>..................] - ETA: 0s - loss: 0.0109
72/154 [=============>................] - ETA: 0s - loss: 0.0109
78/154 [==============>...............] - ETA: 0s - loss: 0.0109
84/154 [===============>..............] - ETA: 0s - loss: 0.0109
90/154 [================>.............] - ETA: 0s - loss: 0.0109
96/154 [=================>............] - ETA: 0s - loss: 0.0107
102/154 [==================>...........] - ETA: 0s - loss: 0.0108
108/154 [====================>.........] - ETA: 0s - loss: 0.0110
114/154 [=====================>........] - ETA: 0s - loss: 0.0109
120/154 [======================>.......] - ETA: 0s - loss: 0.0109
126/154 [=======================>......] - ETA: 0s - loss: 0.0108
132/154 [========================>.....] - ETA: 0s - loss: 0.0109
138/154 [=========================>....] - ETA: 0s - loss: 0.0108
144/154 [===========================>..] - ETA: 0s - loss: 0.0109
150/154 [============================>.] - ETA: 0s - loss: 0.0108
154/154 [==============================] - 2s 11ms/step - loss: 0.0107 - val_loss: 0.0059
Epoch 24/100
1/154 [..............................] - ETA: 1s - loss: 0.0090
7/154 [>.............................] - ETA: 1s - loss: 0.0085
13/154 [=>............................] - ETA: 1s - loss: 0.0086
19/154 [==>...........................] - ETA: 1s - loss: 0.0096
25/154 [===>..........................] - ETA: 1s - loss: 0.0098
31/154 [=====>........................] - ETA: 1s - loss: 0.0099
37/154 [======>.......................] - ETA: 1s - loss: 0.0101
43/154 [=======>......................] - ETA: 1s - loss: 0.0105
49/154 [========>.....................] - ETA: 0s - loss: 0.0107
55/154 [=========>....................] - ETA: 0s - loss: 0.0107
61/154 [==========>...................] - ETA: 0s - loss: 0.0106
67/154 [============>.................] - ETA: 0s - loss: 0.0108
73/154 [=============>................] - ETA: 0s - loss: 0.0108
79/154 [==============>...............] - ETA: 0s - loss: 0.0106
85/154 [===============>..............] - ETA: 0s - loss: 0.0106
91/154 [================>.............] - ETA: 0s - loss: 0.0104
97/154 [=================>............] - ETA: 0s - loss: 0.0104
103/154 [===================>..........] - ETA: 0s - loss: 0.0103
109/154 [====================>.........] - ETA: 0s - loss: 0.0102
115/154 [=====================>........] - ETA: 0s - loss: 0.0103
121/154 [======================>.......] - ETA: 0s - loss: 0.0103
127/154 [=======================>......] - ETA: 0s - loss: 0.0103
133/154 [========================>.....] - ETA: 0s - loss: 0.0102
139/154 [==========================>...] - ETA: 0s - loss: 0.0103
145/154 [===========================>..] - ETA: 0s - loss: 0.0102
151/154 [============================>.] - ETA: 0s - loss: 0.0102
154/154 [==============================] - 2s 11ms/step - loss: 0.0102 - val_loss: 0.0066
Epoch 25/100
1/154 [..............................] - ETA: 1s - loss: 0.0088
7/154 [>.............................] - ETA: 1s - loss: 0.0088
13/154 [=>............................] - ETA: 1s - loss: 0.0102
18/154 [==>...........................] - ETA: 1s - loss: 0.0099
24/154 [===>..........................] - ETA: 1s - loss: 0.0103
30/154 [====>.........................] - ETA: 1s - loss: 0.0111
36/154 [======>.......................] - ETA: 1s - loss: 0.0109
42/154 [=======>......................] - ETA: 1s - loss: 0.0113
48/154 [========>.....................] - ETA: 1s - loss: 0.0109
54/154 [=========>....................] - ETA: 0s - loss: 0.0107
60/154 [==========>...................] - ETA: 0s - loss: 0.0109
66/154 [===========>..................] - ETA: 0s - loss: 0.0109
72/154 [=============>................] - ETA: 0s - loss: 0.0107
78/154 [==============>...............] - ETA: 0s - loss: 0.0106
84/154 [===============>..............] - ETA: 0s - loss: 0.0107
90/154 [================>.............] - ETA: 0s - loss: 0.0106
96/154 [=================>............] - ETA: 0s - loss: 0.0105
102/154 [==================>...........] - ETA: 0s - loss: 0.0104
108/154 [====================>.........] - ETA: 0s - loss: 0.0103
114/154 [=====================>........] - ETA: 0s - loss: 0.0103
120/154 [======================>.......] - ETA: 0s - loss: 0.0102
126/154 [=======================>......] - ETA: 0s - loss: 0.0103
132/154 [========================>.....] - ETA: 0s - loss: 0.0102
138/154 [=========================>....] - ETA: 0s - loss: 0.0103
144/154 [===========================>..] - ETA: 0s - loss: 0.0104
150/154 [============================>.] - ETA: 0s - loss: 0.0105
154/154 [==============================] - 2s 11ms/step - loss: 0.0105 - val_loss: 0.0056
Epoch 26/100
1/154 [..............................] - ETA: 1s - loss: 0.0139
7/154 [>.............................] - ETA: 1s - loss: 0.0139
13/154 [=>............................] - ETA: 1s - loss: 0.0137
19/154 [==>...........................] - ETA: 1s - loss: 0.0128
25/154 [===>..........................] - ETA: 1s - loss: 0.0120
31/154 [=====>........................] - ETA: 1s - loss: 0.0115
37/154 [======>.......................] - ETA: 1s - loss: 0.0116
43/154 [=======>......................] - ETA: 1s - loss: 0.0114
48/154 [========>.....................] - ETA: 1s - loss: 0.0114
54/154 [=========>....................] - ETA: 0s - loss: 0.0113
60/154 [==========>...................] - ETA: 0s - loss: 0.0111
66/154 [===========>..................] - ETA: 0s - loss: 0.0111
72/154 [=============>................] - ETA: 0s - loss: 0.0109
78/154 [==============>...............] - ETA: 0s - loss: 0.0108
84/154 [===============>..............] - ETA: 0s - loss: 0.0106
90/154 [================>.............] - ETA: 0s - loss: 0.0106
96/154 [=================>............] - ETA: 0s - loss: 0.0106
102/154 [==================>...........] - ETA: 0s - loss: 0.0104
108/154 [====================>.........] - ETA: 0s - loss: 0.0104
114/154 [=====================>........] - ETA: 0s - loss: 0.0103
120/154 [======================>.......] - ETA: 0s - loss: 0.0103
126/154 [=======================>......] - ETA: 0s - loss: 0.0103
132/154 [========================>.....] - ETA: 0s - loss: 0.0102
138/154 [=========================>....] - ETA: 0s - loss: 0.0103
144/154 [===========================>..] - ETA: 0s - loss: 0.0104
148/154 [===========================>..] - ETA: 0s - loss: 0.0104
153/154 [============================>.] - ETA: 0s - loss: 0.0103
154/154 [==============================] - 2s 12ms/step - loss: 0.0104 - val_loss: 0.0054
Epoch 27/100
1/154 [..............................] - ETA: 1s - loss: 0.0095
7/154 [>.............................] - ETA: 1s - loss: 0.0100
13/154 [=>............................] - ETA: 1s - loss: 0.0094
19/154 [==>...........................] - ETA: 1s - loss: 0.0104
25/154 [===>..........................] - ETA: 1s - loss: 0.0115
31/154 [=====>........................] - ETA: 1s - loss: 0.0114
37/154 [======>.......................] - ETA: 1s - loss: 0.0107
43/154 [=======>......................] - ETA: 1s - loss: 0.0103
49/154 [========>.....................] - ETA: 0s - loss: 0.0100
55/154 [=========>....................] - ETA: 0s - loss: 0.0101
61/154 [==========>...................] - ETA: 0s - loss: 0.0101
67/154 [============>.................] - ETA: 0s - loss: 0.0101
72/154 [=============>................] - ETA: 0s - loss: 0.0104
78/154 [==============>...............] - ETA: 0s - loss: 0.0104
84/154 [===============>..............] - ETA: 0s - loss: 0.0103
90/154 [================>.............] - ETA: 0s - loss: 0.0103
96/154 [=================>............] - ETA: 0s - loss: 0.0106
102/154 [==================>...........] - ETA: 0s - loss: 0.0106
108/154 [====================>.........] - ETA: 0s - loss: 0.0105
114/154 [=====================>........] - ETA: 0s - loss: 0.0106
120/154 [======================>.......] - ETA: 0s - loss: 0.0105
126/154 [=======================>......] - ETA: 0s - loss: 0.0104
132/154 [========================>.....] - ETA: 0s - loss: 0.0104
138/154 [=========================>....] - ETA: 0s - loss: 0.0104
144/154 [===========================>..] - ETA: 0s - loss: 0.0103
150/154 [============================>.] - ETA: 0s - loss: 0.0102
154/154 [==============================] - 2s 11ms/step - loss: 0.0102 - val_loss: 0.0056
Epoch 28/100
1/154 [..............................] - ETA: 1s - loss: 0.0047
7/154 [>.............................] - ETA: 1s - loss: 0.0116
13/154 [=>............................] - ETA: 1s - loss: 0.0108
19/154 [==>...........................] - ETA: 1s - loss: 0.0110
25/154 [===>..........................] - ETA: 1s - loss: 0.0108
31/154 [=====>........................] - ETA: 1s - loss: 0.0108
37/154 [======>.......................] - ETA: 1s - loss: 0.0108
43/154 [=======>......................] - ETA: 1s - loss: 0.0111
49/154 [========>.....................] - ETA: 0s - loss: 0.0111
55/154 [=========>....................] - ETA: 0s - loss: 0.0106
61/154 [==========>...................] - ETA: 0s - loss: 0.0105
67/154 [============>.................] - ETA: 0s - loss: 0.0103
73/154 [=============>................] - ETA: 0s - loss: 0.0101
79/154 [==============>...............] - ETA: 0s - loss: 0.0100
85/154 [===============>..............] - ETA: 0s - loss: 0.0100
91/154 [================>.............] - ETA: 0s - loss: 0.0100
97/154 [=================>............] - ETA: 0s - loss: 0.0101
103/154 [===================>..........] - ETA: 0s - loss: 0.0101
109/154 [====================>.........] - ETA: 0s - loss: 0.0102
115/154 [=====================>........] - ETA: 0s - loss: 0.0100
121/154 [======================>.......] - ETA: 0s - loss: 0.0100
127/154 [=======================>......] - ETA: 0s - loss: 0.0101
133/154 [========================>.....] - ETA: 0s - loss: 0.0101
139/154 [==========================>...] - ETA: 0s - loss: 0.0100
145/154 [===========================>..] - ETA: 0s - loss: 0.0101
151/154 [============================>.] - ETA: 0s - loss: 0.0102
154/154 [==============================] - 2s 11ms/step - loss: 0.0102 - val_loss: 0.0067
Epoch 29/100
1/154 [..............................] - ETA: 1s - loss: 0.0127
7/154 [>.............................] - ETA: 1s - loss: 0.0114
13/154 [=>............................] - ETA: 1s - loss: 0.0115
19/154 [==>...........................] - ETA: 1s - loss: 0.0118
25/154 [===>..........................] - ETA: 1s - loss: 0.0118
31/154 [=====>........................] - ETA: 1s - loss: 0.0113
37/154 [======>.......................] - ETA: 1s - loss: 0.0114
43/154 [=======>......................] - ETA: 1s - loss: 0.0109
49/154 [========>.....................] - ETA: 0s - loss: 0.0109
55/154 [=========>....................] - ETA: 0s - loss: 0.0110
61/154 [==========>...................] - ETA: 0s - loss: 0.0108
67/154 [============>.................] - ETA: 0s - loss: 0.0108
73/154 [=============>................] - ETA: 0s - loss: 0.0107
79/154 [==============>...............] - ETA: 0s - loss: 0.0106
85/154 [===============>..............] - ETA: 0s - loss: 0.0107
91/154 [================>.............] - ETA: 0s - loss: 0.0107
97/154 [=================>............] - ETA: 0s - loss: 0.0107
103/154 [===================>..........] - ETA: 0s - loss: 0.0107
109/154 [====================>.........] - ETA: 0s - loss: 0.0106
115/154 [=====================>........] - ETA: 0s - loss: 0.0106
121/154 [======================>.......] - ETA: 0s - loss: 0.0105
127/154 [=======================>......] - ETA: 0s - loss: 0.0104
133/154 [========================>.....] - ETA: 0s - loss: 0.0104
139/154 [==========================>...] - ETA: 0s - loss: 0.0104
145/154 [===========================>..] - ETA: 0s - loss: 0.0104
151/154 [============================>.] - ETA: 0s - loss: 0.0104
154/154 [==============================] - 2s 11ms/step - loss: 0.0104 - val_loss: 0.0065
Epoch 30/100
1/154 [..............................] - ETA: 1s - loss: 0.0097
7/154 [>.............................] - ETA: 1s - loss: 0.0087
13/154 [=>............................] - ETA: 1s - loss: 0.0109
19/154 [==>...........................] - ETA: 1s - loss: 0.0109
25/154 [===>..........................] - ETA: 1s - loss: 0.0103
31/154 [=====>........................] - ETA: 1s - loss: 0.0107
37/154 [======>.......................] - ETA: 1s - loss: 0.0105
43/154 [=======>......................] - ETA: 1s - loss: 0.0105
49/154 [========>.....................] - ETA: 0s - loss: 0.0104
55/154 [=========>....................] - ETA: 0s - loss: 0.0102
61/154 [==========>...................] - ETA: 0s - loss: 0.0103
67/154 [============>.................] - ETA: 0s - loss: 0.0105
73/154 [=============>................] - ETA: 0s - loss: 0.0106
79/154 [==============>...............] - ETA: 0s - loss: 0.0106
85/154 [===============>..............] - ETA: 0s - loss: 0.0104
91/154 [================>.............] - ETA: 0s - loss: 0.0105
97/154 [=================>............] - ETA: 0s - loss: 0.0104
103/154 [===================>..........] - ETA: 0s - loss: 0.0103
109/154 [====================>.........] - ETA: 0s - loss: 0.0102
115/154 [=====================>........] - ETA: 0s - loss: 0.0102
121/154 [======================>.......] - ETA: 0s - loss: 0.0101
127/154 [=======================>......] - ETA: 0s - loss: 0.0101
133/154 [========================>.....] - ETA: 0s - loss: 0.0101
139/154 [==========================>...] - ETA: 0s - loss: 0.0101
145/154 [===========================>..] - ETA: 0s - loss: 0.0101
151/154 [============================>.] - ETA: 0s - loss: 0.0101
154/154 [==============================] - 2s 11ms/step - loss: 0.0101 - val_loss: 0.0056
Epoch 31/100
1/154 [..............................] - ETA: 1s - loss: 0.0130
7/154 [>.............................] - ETA: 1s - loss: 0.0120
13/154 [=>............................] - ETA: 1s - loss: 0.0118
19/154 [==>...........................] - ETA: 1s - loss: 0.0120
25/154 [===>..........................] - ETA: 1s - loss: 0.0118
31/154 [=====>........................] - ETA: 1s - loss: 0.0111
37/154 [======>.......................] - ETA: 1s - loss: 0.0109
43/154 [=======>......................] - ETA: 1s - loss: 0.0105
49/154 [========>.....................] - ETA: 0s - loss: 0.0101
55/154 [=========>....................] - ETA: 0s - loss: 0.0100
61/154 [==========>...................] - ETA: 0s - loss: 0.0101
67/154 [============>.................] - ETA: 0s - loss: 0.0100
73/154 [=============>................] - ETA: 0s - loss: 0.0100
79/154 [==============>...............] - ETA: 0s - loss: 0.0100
85/154 [===============>..............] - ETA: 0s - loss: 0.0099
91/154 [================>.............] - ETA: 0s - loss: 0.0100
97/154 [=================>............] - ETA: 0s - loss: 0.0101
103/154 [===================>..........] - ETA: 0s - loss: 0.0101
109/154 [====================>.........] - ETA: 0s - loss: 0.0103
115/154 [=====================>........] - ETA: 0s - loss: 0.0102
121/154 [======================>.......] - ETA: 0s - loss: 0.0101
127/154 [=======================>......] - ETA: 0s - loss: 0.0102
133/154 [========================>.....] - ETA: 0s - loss: 0.0100
139/154 [==========================>...] - ETA: 0s - loss: 0.0101
145/154 [===========================>..] - ETA: 0s - loss: 0.0099
151/154 [============================>.] - ETA: 0s - loss: 0.0100
154/154 [==============================] - 2s 11ms/step - loss: 0.0100 - val_loss: 0.0063
Epoch 32/100
1/154 [..............................] - ETA: 1s - loss: 0.0136
7/154 [>.............................] - ETA: 1s - loss: 0.0090
13/154 [=>............................] - ETA: 1s - loss: 0.0099
19/154 [==>...........................] - ETA: 1s - loss: 0.0094
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0092
37/154 [======>.......................] - ETA: 1s - loss: 0.0097
43/154 [=======>......................] - ETA: 1s - loss: 0.0098
49/154 [========>.....................] - ETA: 0s - loss: 0.0099
55/154 [=========>....................] - ETA: 0s - loss: 0.0097
61/154 [==========>...................] - ETA: 0s - loss: 0.0097
67/154 [============>.................] - ETA: 0s - loss: 0.0101
73/154 [=============>................] - ETA: 0s - loss: 0.0100
79/154 [==============>...............] - ETA: 0s - loss: 0.0099
85/154 [===============>..............] - ETA: 0s - loss: 0.0097
91/154 [================>.............] - ETA: 0s - loss: 0.0097
97/154 [=================>............] - ETA: 0s - loss: 0.0098
103/154 [===================>..........] - ETA: 0s - loss: 0.0098
109/154 [====================>.........] - ETA: 0s - loss: 0.0097
115/154 [=====================>........] - ETA: 0s - loss: 0.0097
121/154 [======================>.......] - ETA: 0s - loss: 0.0099
127/154 [=======================>......] - ETA: 0s - loss: 0.0098
133/154 [========================>.....] - ETA: 0s - loss: 0.0098
139/154 [==========================>...] - ETA: 0s - loss: 0.0100
145/154 [===========================>..] - ETA: 0s - loss: 0.0099
151/154 [============================>.] - ETA: 0s - loss: 0.0099
154/154 [==============================] - 2s 11ms/step - loss: 0.0099 - val_loss: 0.0048
Epoch 33/100
1/154 [..............................] - ETA: 1s - loss: 0.0132
7/154 [>.............................] - ETA: 1s - loss: 0.0122
13/154 [=>............................] - ETA: 1s - loss: 0.0128
19/154 [==>...........................] - ETA: 1s - loss: 0.0116
25/154 [===>..........................] - ETA: 1s - loss: 0.0117
31/154 [=====>........................] - ETA: 1s - loss: 0.0115
37/154 [======>.......................] - ETA: 1s - loss: 0.0110
43/154 [=======>......................] - ETA: 1s - loss: 0.0105
49/154 [========>.....................] - ETA: 0s - loss: 0.0107
55/154 [=========>....................] - ETA: 0s - loss: 0.0104
61/154 [==========>...................] - ETA: 0s - loss: 0.0104
67/154 [============>.................] - ETA: 0s - loss: 0.0105
73/154 [=============>................] - ETA: 0s - loss: 0.0105
79/154 [==============>...............] - ETA: 0s - loss: 0.0105
85/154 [===============>..............] - ETA: 0s - loss: 0.0104
91/154 [================>.............] - ETA: 0s - loss: 0.0104
97/154 [=================>............] - ETA: 0s - loss: 0.0103
103/154 [===================>..........] - ETA: 0s - loss: 0.0102
109/154 [====================>.........] - ETA: 0s - loss: 0.0103
115/154 [=====================>........] - ETA: 0s - loss: 0.0102
121/154 [======================>.......] - ETA: 0s - loss: 0.0103
127/154 [=======================>......] - ETA: 0s - loss: 0.0103
133/154 [========================>.....] - ETA: 0s - loss: 0.0104
139/154 [==========================>...] - ETA: 0s - loss: 0.0104
145/154 [===========================>..] - ETA: 0s - loss: 0.0104
151/154 [============================>.] - ETA: 0s - loss: 0.0104
154/154 [==============================] - 2s 11ms/step - loss: 0.0104 - val_loss: 0.0058
Epoch 34/100
1/154 [..............................] - ETA: 1s - loss: 0.0115
7/154 [>.............................] - ETA: 1s - loss: 0.0101
13/154 [=>............................] - ETA: 1s - loss: 0.0092
19/154 [==>...........................] - ETA: 1s - loss: 0.0102
25/154 [===>..........................] - ETA: 1s - loss: 0.0099
31/154 [=====>........................] - ETA: 1s - loss: 0.0098
37/154 [======>.......................] - ETA: 1s - loss: 0.0095
43/154 [=======>......................] - ETA: 1s - loss: 0.0096
49/154 [========>.....................] - ETA: 0s - loss: 0.0095
55/154 [=========>....................] - ETA: 0s - loss: 0.0097
61/154 [==========>...................] - ETA: 0s - loss: 0.0097
67/154 [============>.................] - ETA: 0s - loss: 0.0098
73/154 [=============>................] - ETA: 0s - loss: 0.0097
79/154 [==============>...............] - ETA: 0s - loss: 0.0097
85/154 [===============>..............] - ETA: 0s - loss: 0.0096
91/154 [================>.............] - ETA: 0s - loss: 0.0096
97/154 [=================>............] - ETA: 0s - loss: 0.0095
103/154 [===================>..........] - ETA: 0s - loss: 0.0095
109/154 [====================>.........] - ETA: 0s - loss: 0.0095
115/154 [=====================>........] - ETA: 0s - loss: 0.0095
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0096
133/154 [========================>.....] - ETA: 0s - loss: 0.0096
139/154 [==========================>...] - ETA: 0s - loss: 0.0097
145/154 [===========================>..] - ETA: 0s - loss: 0.0097
151/154 [============================>.] - ETA: 0s - loss: 0.0098
154/154 [==============================] - 2s 11ms/step - loss: 0.0098 - val_loss: 0.0079
Epoch 35/100
1/154 [..............................] - ETA: 1s - loss: 0.0092
7/154 [>.............................] - ETA: 1s - loss: 0.0094
13/154 [=>............................] - ETA: 1s - loss: 0.0087
19/154 [==>...........................] - ETA: 1s - loss: 0.0092
25/154 [===>..........................] - ETA: 1s - loss: 0.0095
31/154 [=====>........................] - ETA: 1s - loss: 0.0096
37/154 [======>.......................] - ETA: 1s - loss: 0.0095
43/154 [=======>......................] - ETA: 1s - loss: 0.0096
49/154 [========>.....................] - ETA: 0s - loss: 0.0099
55/154 [=========>....................] - ETA: 0s - loss: 0.0099
61/154 [==========>...................] - ETA: 0s - loss: 0.0101
67/154 [============>.................] - ETA: 0s - loss: 0.0102
73/154 [=============>................] - ETA: 0s - loss: 0.0100
79/154 [==============>...............] - ETA: 0s - loss: 0.0100
85/154 [===============>..............] - ETA: 0s - loss: 0.0100
91/154 [================>.............] - ETA: 0s - loss: 0.0101
97/154 [=================>............] - ETA: 0s - loss: 0.0102
103/154 [===================>..........] - ETA: 0s - loss: 0.0102
109/154 [====================>.........] - ETA: 0s - loss: 0.0102
115/154 [=====================>........] - ETA: 0s - loss: 0.0102
121/154 [======================>.......] - ETA: 0s - loss: 0.0101
127/154 [=======================>......] - ETA: 0s - loss: 0.0102
133/154 [========================>.....] - ETA: 0s - loss: 0.0101
139/154 [==========================>...] - ETA: 0s - loss: 0.0101
145/154 [===========================>..] - ETA: 0s - loss: 0.0101
151/154 [============================>.] - ETA: 0s - loss: 0.0100
154/154 [==============================] - 2s 11ms/step - loss: 0.0100 - val_loss: 0.0060
Epoch 36/100
1/154 [..............................] - ETA: 1s - loss: 0.0134
7/154 [>.............................] - ETA: 1s - loss: 0.0119
13/154 [=>............................] - ETA: 1s - loss: 0.0107
19/154 [==>...........................] - ETA: 1s - loss: 0.0100
25/154 [===>..........................] - ETA: 1s - loss: 0.0101
31/154 [=====>........................] - ETA: 1s - loss: 0.0104
37/154 [======>.......................] - ETA: 1s - loss: 0.0106
43/154 [=======>......................] - ETA: 1s - loss: 0.0105
49/154 [========>.....................] - ETA: 0s - loss: 0.0101
55/154 [=========>....................] - ETA: 0s - loss: 0.0100
61/154 [==========>...................] - ETA: 0s - loss: 0.0099
67/154 [============>.................] - ETA: 0s - loss: 0.0098
73/154 [=============>................] - ETA: 0s - loss: 0.0097
79/154 [==============>...............] - ETA: 0s - loss: 0.0097
85/154 [===============>..............] - ETA: 0s - loss: 0.0097
91/154 [================>.............] - ETA: 0s - loss: 0.0097
97/154 [=================>............] - ETA: 0s - loss: 0.0098
103/154 [===================>..........] - ETA: 0s - loss: 0.0098
109/154 [====================>.........] - ETA: 0s - loss: 0.0098
115/154 [=====================>........] - ETA: 0s - loss: 0.0099
121/154 [======================>.......] - ETA: 0s - loss: 0.0099
127/154 [=======================>......] - ETA: 0s - loss: 0.0099
133/154 [========================>.....] - ETA: 0s - loss: 0.0098
139/154 [==========================>...] - ETA: 0s - loss: 0.0098
145/154 [===========================>..] - ETA: 0s - loss: 0.0099
151/154 [============================>.] - ETA: 0s - loss: 0.0099
154/154 [==============================] - 2s 11ms/step - loss: 0.0100 - val_loss: 0.0072
Epoch 37/100
1/154 [..............................] - ETA: 1s - loss: 0.0069
7/154 [>.............................] - ETA: 1s - loss: 0.0084
13/154 [=>............................] - ETA: 1s - loss: 0.0090
19/154 [==>...........................] - ETA: 1s - loss: 0.0089
25/154 [===>..........................] - ETA: 1s - loss: 0.0094
31/154 [=====>........................] - ETA: 1s - loss: 0.0096
37/154 [======>.......................] - ETA: 1s - loss: 0.0101
43/154 [=======>......................] - ETA: 1s - loss: 0.0099
49/154 [========>.....................] - ETA: 0s - loss: 0.0096
55/154 [=========>....................] - ETA: 0s - loss: 0.0097
61/154 [==========>...................] - ETA: 0s - loss: 0.0098
67/154 [============>.................] - ETA: 0s - loss: 0.0098
73/154 [=============>................] - ETA: 0s - loss: 0.0097
79/154 [==============>...............] - ETA: 0s - loss: 0.0099
85/154 [===============>..............] - ETA: 0s - loss: 0.0100
91/154 [================>.............] - ETA: 0s - loss: 0.0100
97/154 [=================>............] - ETA: 0s - loss: 0.0099
103/154 [===================>..........] - ETA: 0s - loss: 0.0100
109/154 [====================>.........] - ETA: 0s - loss: 0.0100
115/154 [=====================>........] - ETA: 0s - loss: 0.0099
121/154 [======================>.......] - ETA: 0s - loss: 0.0099
127/154 [=======================>......] - ETA: 0s - loss: 0.0098
133/154 [========================>.....] - ETA: 0s - loss: 0.0100
139/154 [==========================>...] - ETA: 0s - loss: 0.0101
145/154 [===========================>..] - ETA: 0s - loss: 0.0101
151/154 [============================>.] - ETA: 0s - loss: 0.0101
154/154 [==============================] - 2s 11ms/step - loss: 0.0101 - val_loss: 0.0070
Epoch 38/100
1/154 [..............................] - ETA: 1s - loss: 0.0111
7/154 [>.............................] - ETA: 1s - loss: 0.0107
13/154 [=>............................] - ETA: 1s - loss: 0.0100
19/154 [==>...........................] - ETA: 1s - loss: 0.0099
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0098
37/154 [======>.......................] - ETA: 1s - loss: 0.0098
43/154 [=======>......................] - ETA: 1s - loss: 0.0099
49/154 [========>.....................] - ETA: 0s - loss: 0.0098
55/154 [=========>....................] - ETA: 0s - loss: 0.0100
61/154 [==========>...................] - ETA: 0s - loss: 0.0102
67/154 [============>.................] - ETA: 0s - loss: 0.0101
73/154 [=============>................] - ETA: 0s - loss: 0.0101
79/154 [==============>...............] - ETA: 0s - loss: 0.0101
85/154 [===============>..............] - ETA: 0s - loss: 0.0099
91/154 [================>.............] - ETA: 0s - loss: 0.0098
97/154 [=================>............] - ETA: 0s - loss: 0.0097
103/154 [===================>..........] - ETA: 0s - loss: 0.0096
109/154 [====================>.........] - ETA: 0s - loss: 0.0097
115/154 [=====================>........] - ETA: 0s - loss: 0.0097
121/154 [======================>.......] - ETA: 0s - loss: 0.0099
127/154 [=======================>......] - ETA: 0s - loss: 0.0099
133/154 [========================>.....] - ETA: 0s - loss: 0.0099
139/154 [==========================>...] - ETA: 0s - loss: 0.0098
145/154 [===========================>..] - ETA: 0s - loss: 0.0096
151/154 [============================>.] - ETA: 0s - loss: 0.0096
154/154 [==============================] - 2s 11ms/step - loss: 0.0096 - val_loss: 0.0063
Epoch 39/100
1/154 [..............................] - ETA: 1s - loss: 0.0078
7/154 [>.............................] - ETA: 1s - loss: 0.0104
13/154 [=>............................] - ETA: 1s - loss: 0.0111
19/154 [==>...........................] - ETA: 1s - loss: 0.0111
25/154 [===>..........................] - ETA: 1s - loss: 0.0101
31/154 [=====>........................] - ETA: 1s - loss: 0.0097
37/154 [======>.......................] - ETA: 1s - loss: 0.0096
43/154 [=======>......................] - ETA: 1s - loss: 0.0097
49/154 [========>.....................] - ETA: 0s - loss: 0.0098
55/154 [=========>....................] - ETA: 0s - loss: 0.0099
61/154 [==========>...................] - ETA: 0s - loss: 0.0097
67/154 [============>.................] - ETA: 0s - loss: 0.0100
73/154 [=============>................] - ETA: 0s - loss: 0.0098
79/154 [==============>...............] - ETA: 0s - loss: 0.0098
85/154 [===============>..............] - ETA: 0s - loss: 0.0099
91/154 [================>.............] - ETA: 0s - loss: 0.0098
97/154 [=================>............] - ETA: 0s - loss: 0.0098
103/154 [===================>..........] - ETA: 0s - loss: 0.0096
109/154 [====================>.........] - ETA: 0s - loss: 0.0097
115/154 [=====================>........] - ETA: 0s - loss: 0.0096
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0096
133/154 [========================>.....] - ETA: 0s - loss: 0.0096
139/154 [==========================>...] - ETA: 0s - loss: 0.0096
145/154 [===========================>..] - ETA: 0s - loss: 0.0095
151/154 [============================>.] - ETA: 0s - loss: 0.0095
154/154 [==============================] - 2s 11ms/step - loss: 0.0096 - val_loss: 0.0057
Epoch 40/100
1/154 [..............................] - ETA: 1s - loss: 0.0086
7/154 [>.............................] - ETA: 1s - loss: 0.0099
13/154 [=>............................] - ETA: 1s - loss: 0.0099
19/154 [==>...........................] - ETA: 1s - loss: 0.0101
25/154 [===>..........................] - ETA: 1s - loss: 0.0101
31/154 [=====>........................] - ETA: 1s - loss: 0.0097
37/154 [======>.......................] - ETA: 1s - loss: 0.0101
43/154 [=======>......................] - ETA: 1s - loss: 0.0099
49/154 [========>.....................] - ETA: 0s - loss: 0.0099
55/154 [=========>....................] - ETA: 0s - loss: 0.0097
61/154 [==========>...................] - ETA: 0s - loss: 0.0096
67/154 [============>.................] - ETA: 0s - loss: 0.0095
73/154 [=============>................] - ETA: 0s - loss: 0.0094
79/154 [==============>...............] - ETA: 0s - loss: 0.0094
85/154 [===============>..............] - ETA: 0s - loss: 0.0094
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0094
103/154 [===================>..........] - ETA: 0s - loss: 0.0095
109/154 [====================>.........] - ETA: 0s - loss: 0.0096
115/154 [=====================>........] - ETA: 0s - loss: 0.0097
121/154 [======================>.......] - ETA: 0s - loss: 0.0099
127/154 [=======================>......] - ETA: 0s - loss: 0.0099
133/154 [========================>.....] - ETA: 0s - loss: 0.0100
139/154 [==========================>...] - ETA: 0s - loss: 0.0099
145/154 [===========================>..] - ETA: 0s - loss: 0.0098
151/154 [============================>.] - ETA: 0s - loss: 0.0098
154/154 [==============================] - 2s 11ms/step - loss: 0.0098 - val_loss: 0.0067
Epoch 41/100
1/154 [..............................] - ETA: 1s - loss: 0.0128
7/154 [>.............................] - ETA: 1s - loss: 0.0091
13/154 [=>............................] - ETA: 1s - loss: 0.0087
19/154 [==>...........................] - ETA: 1s - loss: 0.0091
25/154 [===>..........................] - ETA: 1s - loss: 0.0089
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0087
43/154 [=======>......................] - ETA: 1s - loss: 0.0086
49/154 [========>.....................] - ETA: 0s - loss: 0.0086
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0089
67/154 [============>.................] - ETA: 0s - loss: 0.0089
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0091
91/154 [================>.............] - ETA: 0s - loss: 0.0090
97/154 [=================>............] - ETA: 0s - loss: 0.0090
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0091
115/154 [=====================>........] - ETA: 0s - loss: 0.0092
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0094
133/154 [========================>.....] - ETA: 0s - loss: 0.0096
139/154 [==========================>...] - ETA: 0s - loss: 0.0096
145/154 [===========================>..] - ETA: 0s - loss: 0.0096
151/154 [============================>.] - ETA: 0s - loss: 0.0096
154/154 [==============================] - 2s 11ms/step - loss: 0.0096 - val_loss: 0.0065
Epoch 42/100
1/154 [..............................] - ETA: 1s - loss: 0.0110
7/154 [>.............................] - ETA: 1s - loss: 0.0091
13/154 [=>............................] - ETA: 1s - loss: 0.0099
19/154 [==>...........................] - ETA: 1s - loss: 0.0099
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0093
37/154 [======>.......................] - ETA: 1s - loss: 0.0092
43/154 [=======>......................] - ETA: 1s - loss: 0.0091
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0089
67/154 [============>.................] - ETA: 0s - loss: 0.0092
73/154 [=============>................] - ETA: 0s - loss: 0.0093
79/154 [==============>...............] - ETA: 0s - loss: 0.0092
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0091
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0090
115/154 [=====================>........] - ETA: 0s - loss: 0.0091
121/154 [======================>.......] - ETA: 0s - loss: 0.0091
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0094
145/154 [===========================>..] - ETA: 0s - loss: 0.0096
151/154 [============================>.] - ETA: 0s - loss: 0.0097
154/154 [==============================] - 2s 11ms/step - loss: 0.0097 - val_loss: 0.0050
Epoch 43/100
1/154 [..............................] - ETA: 1s - loss: 0.0073
7/154 [>.............................] - ETA: 1s - loss: 0.0083
13/154 [=>............................] - ETA: 1s - loss: 0.0084
19/154 [==>...........................] - ETA: 1s - loss: 0.0092
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0086
43/154 [=======>......................] - ETA: 1s - loss: 0.0090
49/154 [========>.....................] - ETA: 0s - loss: 0.0090
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0089
67/154 [============>.................] - ETA: 0s - loss: 0.0090
73/154 [=============>................] - ETA: 0s - loss: 0.0092
79/154 [==============>...............] - ETA: 0s - loss: 0.0092
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0094
115/154 [=====================>........] - ETA: 0s - loss: 0.0096
121/154 [======================>.......] - ETA: 0s - loss: 0.0096
127/154 [=======================>......] - ETA: 0s - loss: 0.0097
133/154 [========================>.....] - ETA: 0s - loss: 0.0098
139/154 [==========================>...] - ETA: 0s - loss: 0.0100
145/154 [===========================>..] - ETA: 0s - loss: 0.0100
151/154 [============================>.] - ETA: 0s - loss: 0.0100
154/154 [==============================] - 2s 11ms/step - loss: 0.0101 - val_loss: 0.0065
Epoch 44/100
1/154 [..............................] - ETA: 1s - loss: 0.0056
7/154 [>.............................] - ETA: 1s - loss: 0.0079
13/154 [=>............................] - ETA: 1s - loss: 0.0084
19/154 [==>...........................] - ETA: 1s - loss: 0.0087
25/154 [===>..........................] - ETA: 1s - loss: 0.0087
31/154 [=====>........................] - ETA: 1s - loss: 0.0091
37/154 [======>.......................] - ETA: 1s - loss: 0.0090
43/154 [=======>......................] - ETA: 1s - loss: 0.0090
49/154 [========>.....................] - ETA: 0s - loss: 0.0092
55/154 [=========>....................] - ETA: 0s - loss: 0.0096
61/154 [==========>...................] - ETA: 0s - loss: 0.0095
67/154 [============>.................] - ETA: 0s - loss: 0.0094
73/154 [=============>................] - ETA: 0s - loss: 0.0096
79/154 [==============>...............] - ETA: 0s - loss: 0.0097
85/154 [===============>..............] - ETA: 0s - loss: 0.0098
91/154 [================>.............] - ETA: 0s - loss: 0.0098
97/154 [=================>............] - ETA: 0s - loss: 0.0096
103/154 [===================>..........] - ETA: 0s - loss: 0.0096
109/154 [====================>.........] - ETA: 0s - loss: 0.0094
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0096
133/154 [========================>.....] - ETA: 0s - loss: 0.0097
139/154 [==========================>...] - ETA: 0s - loss: 0.0097
145/154 [===========================>..] - ETA: 0s - loss: 0.0096
151/154 [============================>.] - ETA: 0s - loss: 0.0096
154/154 [==============================] - 2s 11ms/step - loss: 0.0096 - val_loss: 0.0054
Epoch 45/100
1/154 [..............................] - ETA: 1s - loss: 0.0103
7/154 [>.............................] - ETA: 1s - loss: 0.0116
13/154 [=>............................] - ETA: 1s - loss: 0.0105
19/154 [==>...........................] - ETA: 1s - loss: 0.0108
25/154 [===>..........................] - ETA: 1s - loss: 0.0112
31/154 [=====>........................] - ETA: 1s - loss: 0.0107
37/154 [======>.......................] - ETA: 1s - loss: 0.0101
43/154 [=======>......................] - ETA: 1s - loss: 0.0101
49/154 [========>.....................] - ETA: 0s - loss: 0.0100
55/154 [=========>....................] - ETA: 0s - loss: 0.0100
61/154 [==========>...................] - ETA: 0s - loss: 0.0098
67/154 [============>.................] - ETA: 0s - loss: 0.0099
73/154 [=============>................] - ETA: 0s - loss: 0.0097
79/154 [==============>...............] - ETA: 0s - loss: 0.0096
85/154 [===============>..............] - ETA: 0s - loss: 0.0096
91/154 [================>.............] - ETA: 0s - loss: 0.0097
97/154 [=================>............] - ETA: 0s - loss: 0.0095
103/154 [===================>..........] - ETA: 0s - loss: 0.0096
109/154 [====================>.........] - ETA: 0s - loss: 0.0095
115/154 [=====================>........] - ETA: 0s - loss: 0.0096
121/154 [======================>.......] - ETA: 0s - loss: 0.0096
127/154 [=======================>......] - ETA: 0s - loss: 0.0096
133/154 [========================>.....] - ETA: 0s - loss: 0.0096
139/154 [==========================>...] - ETA: 0s - loss: 0.0095
145/154 [===========================>..] - ETA: 0s - loss: 0.0095
151/154 [============================>.] - ETA: 0s - loss: 0.0095
154/154 [==============================] - 2s 11ms/step - loss: 0.0095 - val_loss: 0.0060
Epoch 46/100
1/154 [..............................] - ETA: 1s - loss: 0.0074
7/154 [>.............................] - ETA: 1s - loss: 0.0070
13/154 [=>............................] - ETA: 1s - loss: 0.0088
19/154 [==>...........................] - ETA: 1s - loss: 0.0087
25/154 [===>..........................] - ETA: 1s - loss: 0.0088
31/154 [=====>........................] - ETA: 1s - loss: 0.0095
37/154 [======>.......................] - ETA: 1s - loss: 0.0092
43/154 [=======>......................] - ETA: 1s - loss: 0.0090
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0090
67/154 [============>.................] - ETA: 0s - loss: 0.0089
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0090
85/154 [===============>..............] - ETA: 0s - loss: 0.0091
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0092
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0092
145/154 [===========================>..] - ETA: 0s - loss: 0.0092
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0065
Epoch 47/100
1/154 [..............................] - ETA: 1s - loss: 0.0146
7/154 [>.............................] - ETA: 1s - loss: 0.0104
13/154 [=>............................] - ETA: 1s - loss: 0.0092
19/154 [==>...........................] - ETA: 1s - loss: 0.0096
25/154 [===>..........................] - ETA: 1s - loss: 0.0098
31/154 [=====>........................] - ETA: 1s - loss: 0.0094
37/154 [======>.......................] - ETA: 1s - loss: 0.0093
43/154 [=======>......................] - ETA: 1s - loss: 0.0093
49/154 [========>.....................] - ETA: 0s - loss: 0.0096
55/154 [=========>....................] - ETA: 0s - loss: 0.0097
61/154 [==========>...................] - ETA: 0s - loss: 0.0096
67/154 [============>.................] - ETA: 0s - loss: 0.0095
73/154 [=============>................] - ETA: 0s - loss: 0.0095
79/154 [==============>...............] - ETA: 0s - loss: 0.0096
85/154 [===============>..............] - ETA: 0s - loss: 0.0097
91/154 [================>.............] - ETA: 0s - loss: 0.0096
97/154 [=================>............] - ETA: 0s - loss: 0.0096
103/154 [===================>..........] - ETA: 0s - loss: 0.0096
109/154 [====================>.........] - ETA: 0s - loss: 0.0096
115/154 [=====================>........] - ETA: 0s - loss: 0.0096
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0095
133/154 [========================>.....] - ETA: 0s - loss: 0.0094
139/154 [==========================>...] - ETA: 0s - loss: 0.0095
145/154 [===========================>..] - ETA: 0s - loss: 0.0095
151/154 [============================>.] - ETA: 0s - loss: 0.0094
154/154 [==============================] - 2s 11ms/step - loss: 0.0095 - val_loss: 0.0056
Epoch 48/100
1/154 [..............................] - ETA: 1s - loss: 0.0129
7/154 [>.............................] - ETA: 1s - loss: 0.0103
13/154 [=>............................] - ETA: 1s - loss: 0.0112
19/154 [==>...........................] - ETA: 1s - loss: 0.0111
25/154 [===>..........................] - ETA: 1s - loss: 0.0105
31/154 [=====>........................] - ETA: 1s - loss: 0.0104
37/154 [======>.......................] - ETA: 1s - loss: 0.0100
43/154 [=======>......................] - ETA: 1s - loss: 0.0099
49/154 [========>.....................] - ETA: 0s - loss: 0.0098
55/154 [=========>....................] - ETA: 0s - loss: 0.0096
61/154 [==========>...................] - ETA: 0s - loss: 0.0095
67/154 [============>.................] - ETA: 0s - loss: 0.0095
73/154 [=============>................] - ETA: 0s - loss: 0.0094
79/154 [==============>...............] - ETA: 0s - loss: 0.0095
85/154 [===============>..............] - ETA: 0s - loss: 0.0097
91/154 [================>.............] - ETA: 0s - loss: 0.0096
97/154 [=================>............] - ETA: 0s - loss: 0.0097
103/154 [===================>..........] - ETA: 0s - loss: 0.0095
109/154 [====================>.........] - ETA: 0s - loss: 0.0095
115/154 [=====================>........] - ETA: 0s - loss: 0.0095
120/154 [======================>.......] - ETA: 0s - loss: 0.0096
126/154 [=======================>......] - ETA: 0s - loss: 0.0098
132/154 [========================>.....] - ETA: 0s - loss: 0.0097
138/154 [=========================>....] - ETA: 0s - loss: 0.0097
144/154 [===========================>..] - ETA: 0s - loss: 0.0096
150/154 [============================>.] - ETA: 0s - loss: 0.0096
154/154 [==============================] - 2s 11ms/step - loss: 0.0095 - val_loss: 0.0062
Epoch 49/100
1/154 [..............................] - ETA: 1s - loss: 0.0066
7/154 [>.............................] - ETA: 1s - loss: 0.0086
13/154 [=>............................] - ETA: 1s - loss: 0.0086
19/154 [==>...........................] - ETA: 1s - loss: 0.0085
25/154 [===>..........................] - ETA: 1s - loss: 0.0091
31/154 [=====>........................] - ETA: 1s - loss: 0.0094
37/154 [======>.......................] - ETA: 1s - loss: 0.0091
43/154 [=======>......................] - ETA: 1s - loss: 0.0092
49/154 [========>.....................] - ETA: 0s - loss: 0.0092
55/154 [=========>....................] - ETA: 0s - loss: 0.0093
61/154 [==========>...................] - ETA: 0s - loss: 0.0095
67/154 [============>.................] - ETA: 0s - loss: 0.0094
73/154 [=============>................] - ETA: 0s - loss: 0.0095
79/154 [==============>...............] - ETA: 0s - loss: 0.0093
85/154 [===============>..............] - ETA: 0s - loss: 0.0092
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0091
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0091
115/154 [=====================>........] - ETA: 0s - loss: 0.0092
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0093
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0094
151/154 [============================>.] - ETA: 0s - loss: 0.0094
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0071
Epoch 50/100
1/154 [..............................] - ETA: 1s - loss: 0.0053
7/154 [>.............................] - ETA: 1s - loss: 0.0075
13/154 [=>............................] - ETA: 1s - loss: 0.0077
19/154 [==>...........................] - ETA: 1s - loss: 0.0082
25/154 [===>..........................] - ETA: 1s - loss: 0.0086
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0091
43/154 [=======>......................] - ETA: 1s - loss: 0.0091
49/154 [========>.....................] - ETA: 0s - loss: 0.0093
55/154 [=========>....................] - ETA: 0s - loss: 0.0093
61/154 [==========>...................] - ETA: 0s - loss: 0.0093
67/154 [============>.................] - ETA: 0s - loss: 0.0094
73/154 [=============>................] - ETA: 0s - loss: 0.0093
79/154 [==============>...............] - ETA: 0s - loss: 0.0095
85/154 [===============>..............] - ETA: 0s - loss: 0.0095
91/154 [================>.............] - ETA: 0s - loss: 0.0094
97/154 [=================>............] - ETA: 0s - loss: 0.0094
103/154 [===================>..........] - ETA: 0s - loss: 0.0094
109/154 [====================>.........] - ETA: 0s - loss: 0.0096
115/154 [=====================>........] - ETA: 0s - loss: 0.0096
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0096
133/154 [========================>.....] - ETA: 0s - loss: 0.0095
139/154 [==========================>...] - ETA: 0s - loss: 0.0096
145/154 [===========================>..] - ETA: 0s - loss: 0.0095
151/154 [============================>.] - ETA: 0s - loss: 0.0096
154/154 [==============================] - 2s 11ms/step - loss: 0.0095 - val_loss: 0.0066
Epoch 51/100
1/154 [..............................] - ETA: 1s - loss: 0.0153
7/154 [>.............................] - ETA: 1s - loss: 0.0095
13/154 [=>............................] - ETA: 1s - loss: 0.0094
19/154 [==>...........................] - ETA: 1s - loss: 0.0087
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0093
37/154 [======>.......................] - ETA: 1s - loss: 0.0095
43/154 [=======>......................] - ETA: 1s - loss: 0.0095
49/154 [========>.....................] - ETA: 0s - loss: 0.0093
55/154 [=========>....................] - ETA: 0s - loss: 0.0092
61/154 [==========>...................] - ETA: 0s - loss: 0.0095
67/154 [============>.................] - ETA: 0s - loss: 0.0093
73/154 [=============>................] - ETA: 0s - loss: 0.0093
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0092
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0093
115/154 [=====================>........] - ETA: 0s - loss: 0.0095
121/154 [======================>.......] - ETA: 0s - loss: 0.0094
127/154 [=======================>......] - ETA: 0s - loss: 0.0094
133/154 [========================>.....] - ETA: 0s - loss: 0.0094
139/154 [==========================>...] - ETA: 0s - loss: 0.0095
145/154 [===========================>..] - ETA: 0s - loss: 0.0095
151/154 [============================>.] - ETA: 0s - loss: 0.0095
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0060
Epoch 52/100
1/154 [..............................] - ETA: 1s - loss: 0.0065
7/154 [>.............................] - ETA: 1s - loss: 0.0069
13/154 [=>............................] - ETA: 1s - loss: 0.0102
19/154 [==>...........................] - ETA: 1s - loss: 0.0103
25/154 [===>..........................] - ETA: 1s - loss: 0.0102
31/154 [=====>........................] - ETA: 1s - loss: 0.0097
37/154 [======>.......................] - ETA: 1s - loss: 0.0097
43/154 [=======>......................] - ETA: 1s - loss: 0.0097
49/154 [========>.....................] - ETA: 0s - loss: 0.0094
55/154 [=========>....................] - ETA: 0s - loss: 0.0097
61/154 [==========>...................] - ETA: 0s - loss: 0.0095
67/154 [============>.................] - ETA: 0s - loss: 0.0096
73/154 [=============>................] - ETA: 0s - loss: 0.0094
79/154 [==============>...............] - ETA: 0s - loss: 0.0094
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0093
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0093
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0094
145/154 [===========================>..] - ETA: 0s - loss: 0.0094
151/154 [============================>.] - ETA: 0s - loss: 0.0094
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0060
Epoch 53/100
1/154 [..............................] - ETA: 1s - loss: 0.0105
7/154 [>.............................] - ETA: 1s - loss: 0.0083
13/154 [=>............................] - ETA: 1s - loss: 0.0081
19/154 [==>...........................] - ETA: 1s - loss: 0.0093
25/154 [===>..........................] - ETA: 1s - loss: 0.0095
31/154 [=====>........................] - ETA: 1s - loss: 0.0094
37/154 [======>.......................] - ETA: 1s - loss: 0.0097
43/154 [=======>......................] - ETA: 1s - loss: 0.0093
49/154 [========>.....................] - ETA: 0s - loss: 0.0092
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0090
67/154 [============>.................] - ETA: 0s - loss: 0.0089
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0092
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0094
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0092
121/154 [======================>.......] - ETA: 0s - loss: 0.0091
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0092
151/154 [============================>.] - ETA: 0s - loss: 0.0094
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0073
Epoch 54/100
1/154 [..............................] - ETA: 1s - loss: 0.0061
7/154 [>.............................] - ETA: 1s - loss: 0.0091
13/154 [=>............................] - ETA: 1s - loss: 0.0104
19/154 [==>...........................] - ETA: 1s - loss: 0.0094
25/154 [===>..........................] - ETA: 1s - loss: 0.0095
31/154 [=====>........................] - ETA: 1s - loss: 0.0093
37/154 [======>.......................] - ETA: 1s - loss: 0.0092
43/154 [=======>......................] - ETA: 1s - loss: 0.0088
49/154 [========>.....................] - ETA: 0s - loss: 0.0088
55/154 [=========>....................] - ETA: 0s - loss: 0.0085
61/154 [==========>...................] - ETA: 0s - loss: 0.0084
67/154 [============>.................] - ETA: 0s - loss: 0.0086
73/154 [=============>................] - ETA: 0s - loss: 0.0087
79/154 [==============>...............] - ETA: 0s - loss: 0.0088
85/154 [===============>..............] - ETA: 0s - loss: 0.0090
91/154 [================>.............] - ETA: 0s - loss: 0.0090
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0092
145/154 [===========================>..] - ETA: 0s - loss: 0.0093
151/154 [============================>.] - ETA: 0s - loss: 0.0094
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0069
Epoch 55/100
1/154 [..............................] - ETA: 1s - loss: 0.0074
7/154 [>.............................] - ETA: 1s - loss: 0.0088
13/154 [=>............................] - ETA: 1s - loss: 0.0087
19/154 [==>...........................] - ETA: 1s - loss: 0.0097
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0092
37/154 [======>.......................] - ETA: 1s - loss: 0.0095
43/154 [=======>......................] - ETA: 1s - loss: 0.0093
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0092
61/154 [==========>...................] - ETA: 0s - loss: 0.0092
67/154 [============>.................] - ETA: 0s - loss: 0.0094
73/154 [=============>................] - ETA: 0s - loss: 0.0092
79/154 [==============>...............] - ETA: 0s - loss: 0.0093
85/154 [===============>..............] - ETA: 0s - loss: 0.0094
91/154 [================>.............] - ETA: 0s - loss: 0.0094
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0093
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0094
127/154 [=======================>......] - ETA: 0s - loss: 0.0093
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0093
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0048
Epoch 56/100
1/154 [..............................] - ETA: 1s - loss: 0.0034
7/154 [>.............................] - ETA: 1s - loss: 0.0072
13/154 [=>............................] - ETA: 1s - loss: 0.0092
19/154 [==>...........................] - ETA: 1s - loss: 0.0089
25/154 [===>..........................] - ETA: 1s - loss: 0.0085
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0090
43/154 [=======>......................] - ETA: 1s - loss: 0.0087
49/154 [========>.....................] - ETA: 0s - loss: 0.0089
55/154 [=========>....................] - ETA: 0s - loss: 0.0092
61/154 [==========>...................] - ETA: 0s - loss: 0.0093
67/154 [============>.................] - ETA: 0s - loss: 0.0095
73/154 [=============>................] - ETA: 0s - loss: 0.0094
79/154 [==============>...............] - ETA: 0s - loss: 0.0093
85/154 [===============>..............] - ETA: 0s - loss: 0.0095
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0093
102/154 [==================>...........] - ETA: 0s - loss: 0.0093
108/154 [====================>.........] - ETA: 0s - loss: 0.0093
114/154 [=====================>........] - ETA: 0s - loss: 0.0094
120/154 [======================>.......] - ETA: 0s - loss: 0.0094
126/154 [=======================>......] - ETA: 0s - loss: 0.0095
132/154 [========================>.....] - ETA: 0s - loss: 0.0094
138/154 [=========================>....] - ETA: 0s - loss: 0.0095
144/154 [===========================>..] - ETA: 0s - loss: 0.0095
150/154 [============================>.] - ETA: 0s - loss: 0.0095
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0061
Epoch 57/100
1/154 [..............................] - ETA: 1s - loss: 0.0036
7/154 [>.............................] - ETA: 1s - loss: 0.0082
13/154 [=>............................] - ETA: 1s - loss: 0.0088
19/154 [==>...........................] - ETA: 1s - loss: 0.0092
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0087
37/154 [======>.......................] - ETA: 1s - loss: 0.0088
43/154 [=======>......................] - ETA: 1s - loss: 0.0088
49/154 [========>.....................] - ETA: 0s - loss: 0.0089
55/154 [=========>....................] - ETA: 0s - loss: 0.0091
61/154 [==========>...................] - ETA: 0s - loss: 0.0092
67/154 [============>.................] - ETA: 0s - loss: 0.0092
73/154 [=============>................] - ETA: 0s - loss: 0.0092
79/154 [==============>...............] - ETA: 0s - loss: 0.0093
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0095
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0095
133/154 [========================>.....] - ETA: 0s - loss: 0.0096
139/154 [==========================>...] - ETA: 0s - loss: 0.0095
145/154 [===========================>..] - ETA: 0s - loss: 0.0094
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0064
Epoch 58/100
1/154 [..............................] - ETA: 1s - loss: 0.0102
7/154 [>.............................] - ETA: 1s - loss: 0.0077
13/154 [=>............................] - ETA: 1s - loss: 0.0084
19/154 [==>...........................] - ETA: 1s - loss: 0.0088
25/154 [===>..........................] - ETA: 1s - loss: 0.0091
31/154 [=====>........................] - ETA: 1s - loss: 0.0092
37/154 [======>.......................] - ETA: 1s - loss: 0.0092
43/154 [=======>......................] - ETA: 1s - loss: 0.0092
49/154 [========>.....................] - ETA: 0s - loss: 0.0093
55/154 [=========>....................] - ETA: 0s - loss: 0.0091
61/154 [==========>...................] - ETA: 0s - loss: 0.0091
67/154 [============>.................] - ETA: 0s - loss: 0.0093
73/154 [=============>................] - ETA: 0s - loss: 0.0091
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0092
91/154 [================>.............] - ETA: 0s - loss: 0.0094
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0093
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0094
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0094
145/154 [===========================>..] - ETA: 0s - loss: 0.0094
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0093 - val_loss: 0.0062
Epoch 59/100
1/154 [..............................] - ETA: 1s - loss: 0.0049
7/154 [>.............................] - ETA: 1s - loss: 0.0068
13/154 [=>............................] - ETA: 1s - loss: 0.0085
19/154 [==>...........................] - ETA: 1s - loss: 0.0095
25/154 [===>..........................] - ETA: 1s - loss: 0.0100
31/154 [=====>........................] - ETA: 1s - loss: 0.0096
37/154 [======>.......................] - ETA: 1s - loss: 0.0096
43/154 [=======>......................] - ETA: 1s - loss: 0.0097
49/154 [========>.....................] - ETA: 0s - loss: 0.0098
55/154 [=========>....................] - ETA: 0s - loss: 0.0099
61/154 [==========>...................] - ETA: 0s - loss: 0.0097
67/154 [============>.................] - ETA: 0s - loss: 0.0098
73/154 [=============>................] - ETA: 0s - loss: 0.0097
79/154 [==============>...............] - ETA: 0s - loss: 0.0095
85/154 [===============>..............] - ETA: 0s - loss: 0.0094
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0094
103/154 [===================>..........] - ETA: 0s - loss: 0.0094
109/154 [====================>.........] - ETA: 0s - loss: 0.0093
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0093
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0093
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0093 - val_loss: 0.0064
Epoch 60/100
1/154 [..............................] - ETA: 1s - loss: 0.0105
7/154 [>.............................] - ETA: 1s - loss: 0.0095
13/154 [=>............................] - ETA: 1s - loss: 0.0095
19/154 [==>...........................] - ETA: 1s - loss: 0.0092
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0086
43/154 [=======>......................] - ETA: 1s - loss: 0.0084
49/154 [========>.....................] - ETA: 0s - loss: 0.0085
55/154 [=========>....................] - ETA: 0s - loss: 0.0084
61/154 [==========>...................] - ETA: 0s - loss: 0.0086
67/154 [============>.................] - ETA: 0s - loss: 0.0086
73/154 [=============>................] - ETA: 0s - loss: 0.0086
79/154 [==============>...............] - ETA: 0s - loss: 0.0087
84/154 [===============>..............] - ETA: 0s - loss: 0.0087
89/154 [================>.............] - ETA: 0s - loss: 0.0088
95/154 [=================>............] - ETA: 0s - loss: 0.0088
101/154 [==================>...........] - ETA: 0s - loss: 0.0090
107/154 [===================>..........] - ETA: 0s - loss: 0.0090
113/154 [=====================>........] - ETA: 0s - loss: 0.0093
119/154 [======================>.......] - ETA: 0s - loss: 0.0092
125/154 [=======================>......] - ETA: 0s - loss: 0.0094
131/154 [========================>.....] - ETA: 0s - loss: 0.0093
137/154 [=========================>....] - ETA: 0s - loss: 0.0093
143/154 [==========================>...] - ETA: 0s - loss: 0.0093
149/154 [============================>.] - ETA: 0s - loss: 0.0092
154/154 [==============================] - 2s 11ms/step - loss: 0.0093 - val_loss: 0.0057
Epoch 61/100
1/154 [..............................] - ETA: 1s - loss: 0.0152
7/154 [>.............................] - ETA: 1s - loss: 0.0098
13/154 [=>............................] - ETA: 1s - loss: 0.0082
19/154 [==>...........................] - ETA: 1s - loss: 0.0080
25/154 [===>..........................] - ETA: 1s - loss: 0.0082
31/154 [=====>........................] - ETA: 1s - loss: 0.0084
37/154 [======>.......................] - ETA: 1s - loss: 0.0085
43/154 [=======>......................] - ETA: 1s - loss: 0.0090
49/154 [========>.....................] - ETA: 0s - loss: 0.0088
55/154 [=========>....................] - ETA: 0s - loss: 0.0092
61/154 [==========>...................] - ETA: 0s - loss: 0.0092
67/154 [============>.................] - ETA: 0s - loss: 0.0090
73/154 [=============>................] - ETA: 0s - loss: 0.0090
79/154 [==============>...............] - ETA: 0s - loss: 0.0089
85/154 [===============>..............] - ETA: 0s - loss: 0.0087
91/154 [================>.............] - ETA: 0s - loss: 0.0087
97/154 [=================>............] - ETA: 0s - loss: 0.0088
103/154 [===================>..........] - ETA: 0s - loss: 0.0089
109/154 [====================>.........] - ETA: 0s - loss: 0.0091
115/154 [=====================>........] - ETA: 0s - loss: 0.0092
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0092
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0092
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0085
Epoch 62/100
1/154 [..............................] - ETA: 1s - loss: 0.0100
7/154 [>.............................] - ETA: 1s - loss: 0.0099
13/154 [=>............................] - ETA: 1s - loss: 0.0114
19/154 [==>...........................] - ETA: 1s - loss: 0.0107
25/154 [===>..........................] - ETA: 1s - loss: 0.0103
29/154 [====>.........................] - ETA: 1s - loss: 0.0100
35/154 [=====>........................] - ETA: 1s - loss: 0.0102
41/154 [======>.......................] - ETA: 1s - loss: 0.0102
47/154 [========>.....................] - ETA: 1s - loss: 0.0101
53/154 [=========>....................] - ETA: 0s - loss: 0.0100
59/154 [==========>...................] - ETA: 0s - loss: 0.0099
65/154 [===========>..................] - ETA: 0s - loss: 0.0099
71/154 [============>.................] - ETA: 0s - loss: 0.0099
77/154 [==============>...............] - ETA: 0s - loss: 0.0099
83/154 [===============>..............] - ETA: 0s - loss: 0.0098
89/154 [================>.............] - ETA: 0s - loss: 0.0098
95/154 [=================>............] - ETA: 0s - loss: 0.0099
101/154 [==================>...........] - ETA: 0s - loss: 0.0098
107/154 [===================>..........] - ETA: 0s - loss: 0.0098
113/154 [=====================>........] - ETA: 0s - loss: 0.0097
119/154 [======================>.......] - ETA: 0s - loss: 0.0098
125/154 [=======================>......] - ETA: 0s - loss: 0.0097
131/154 [========================>.....] - ETA: 0s - loss: 0.0096
137/154 [=========================>....] - ETA: 0s - loss: 0.0096
143/154 [==========================>...] - ETA: 0s - loss: 0.0095
149/154 [============================>.] - ETA: 0s - loss: 0.0095
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0067
Epoch 63/100
1/154 [..............................] - ETA: 1s - loss: 0.0062
7/154 [>.............................] - ETA: 1s - loss: 0.0093
13/154 [=>............................] - ETA: 1s - loss: 0.0086
19/154 [==>...........................] - ETA: 1s - loss: 0.0091
25/154 [===>..........................] - ETA: 1s - loss: 0.0090
31/154 [=====>........................] - ETA: 1s - loss: 0.0093
37/154 [======>.......................] - ETA: 1s - loss: 0.0091
43/154 [=======>......................] - ETA: 1s - loss: 0.0087
49/154 [========>.....................] - ETA: 0s - loss: 0.0087
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0088
67/154 [============>.................] - ETA: 0s - loss: 0.0088
73/154 [=============>................] - ETA: 0s - loss: 0.0090
79/154 [==============>...............] - ETA: 0s - loss: 0.0092
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0094
103/154 [===================>..........] - ETA: 0s - loss: 0.0094
109/154 [====================>.........] - ETA: 0s - loss: 0.0094
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0094
127/154 [=======================>......] - ETA: 0s - loss: 0.0095
133/154 [========================>.....] - ETA: 0s - loss: 0.0094
139/154 [==========================>...] - ETA: 0s - loss: 0.0094
145/154 [===========================>..] - ETA: 0s - loss: 0.0094
151/154 [============================>.] - ETA: 0s - loss: 0.0094
154/154 [==============================] - 2s 11ms/step - loss: 0.0093 - val_loss: 0.0085
Epoch 64/100
1/154 [..............................] - ETA: 1s - loss: 0.0125
7/154 [>.............................] - ETA: 1s - loss: 0.0082
13/154 [=>............................] - ETA: 1s - loss: 0.0088
19/154 [==>...........................] - ETA: 1s - loss: 0.0084
25/154 [===>..........................] - ETA: 1s - loss: 0.0081
31/154 [=====>........................] - ETA: 1s - loss: 0.0083
37/154 [======>.......................] - ETA: 1s - loss: 0.0085
43/154 [=======>......................] - ETA: 1s - loss: 0.0086
49/154 [========>.....................] - ETA: 0s - loss: 0.0086
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0088
67/154 [============>.................] - ETA: 0s - loss: 0.0088
73/154 [=============>................] - ETA: 0s - loss: 0.0088
79/154 [==============>...............] - ETA: 0s - loss: 0.0087
85/154 [===============>..............] - ETA: 0s - loss: 0.0087
91/154 [================>.............] - ETA: 0s - loss: 0.0088
97/154 [=================>............] - ETA: 0s - loss: 0.0088
103/154 [===================>..........] - ETA: 0s - loss: 0.0089
109/154 [====================>.........] - ETA: 0s - loss: 0.0090
115/154 [=====================>........] - ETA: 0s - loss: 0.0090
121/154 [======================>.......] - ETA: 0s - loss: 0.0091
127/154 [=======================>......] - ETA: 0s - loss: 0.0090
133/154 [========================>.....] - ETA: 0s - loss: 0.0091
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0077
Epoch 65/100
1/154 [..............................] - ETA: 1s - loss: 0.0094
7/154 [>.............................] - ETA: 1s - loss: 0.0095
13/154 [=>............................] - ETA: 1s - loss: 0.0089
19/154 [==>...........................] - ETA: 1s - loss: 0.0086
25/154 [===>..........................] - ETA: 1s - loss: 0.0091
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0088
43/154 [=======>......................] - ETA: 1s - loss: 0.0091
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0093
61/154 [==========>...................] - ETA: 0s - loss: 0.0093
67/154 [============>.................] - ETA: 0s - loss: 0.0095
73/154 [=============>................] - ETA: 0s - loss: 0.0096
79/154 [==============>...............] - ETA: 0s - loss: 0.0096
85/154 [===============>..............] - ETA: 0s - loss: 0.0096
91/154 [================>.............] - ETA: 0s - loss: 0.0096
97/154 [=================>............] - ETA: 0s - loss: 0.0096
103/154 [===================>..........] - ETA: 0s - loss: 0.0095
109/154 [====================>.........] - ETA: 0s - loss: 0.0095
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0091
133/154 [========================>.....] - ETA: 0s - loss: 0.0091
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0092
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0073
Epoch 66/100
1/154 [..............................] - ETA: 1s - loss: 0.0131
7/154 [>.............................] - ETA: 1s - loss: 0.0092
13/154 [=>............................] - ETA: 1s - loss: 0.0089
19/154 [==>...........................] - ETA: 1s - loss: 0.0093
25/154 [===>..........................] - ETA: 1s - loss: 0.0095
31/154 [=====>........................] - ETA: 1s - loss: 0.0093
37/154 [======>.......................] - ETA: 1s - loss: 0.0093
43/154 [=======>......................] - ETA: 1s - loss: 0.0096
49/154 [========>.....................] - ETA: 0s - loss: 0.0097
55/154 [=========>....................] - ETA: 0s - loss: 0.0096
61/154 [==========>...................] - ETA: 0s - loss: 0.0095
67/154 [============>.................] - ETA: 0s - loss: 0.0096
73/154 [=============>................] - ETA: 0s - loss: 0.0097
79/154 [==============>...............] - ETA: 0s - loss: 0.0096
85/154 [===============>..............] - ETA: 0s - loss: 0.0095
91/154 [================>.............] - ETA: 0s - loss: 0.0094
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0094
109/154 [====================>.........] - ETA: 0s - loss: 0.0094
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0094
127/154 [=======================>......] - ETA: 0s - loss: 0.0093
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0093
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0093 - val_loss: 0.0077
Epoch 67/100
1/154 [..............................] - ETA: 1s - loss: 0.0066
7/154 [>.............................] - ETA: 1s - loss: 0.0087
13/154 [=>............................] - ETA: 1s - loss: 0.0092
19/154 [==>...........................] - ETA: 1s - loss: 0.0095
25/154 [===>..........................] - ETA: 1s - loss: 0.0096
31/154 [=====>........................] - ETA: 1s - loss: 0.0098
37/154 [======>.......................] - ETA: 1s - loss: 0.0097
43/154 [=======>......................] - ETA: 1s - loss: 0.0094
49/154 [========>.....................] - ETA: 0s - loss: 0.0097
55/154 [=========>....................] - ETA: 0s - loss: 0.0098
61/154 [==========>...................] - ETA: 0s - loss: 0.0098
67/154 [============>.................] - ETA: 0s - loss: 0.0097
73/154 [=============>................] - ETA: 0s - loss: 0.0097
79/154 [==============>...............] - ETA: 0s - loss: 0.0097
85/154 [===============>..............] - ETA: 0s - loss: 0.0095
91/154 [================>.............] - ETA: 0s - loss: 0.0094
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0094
127/154 [=======================>......] - ETA: 0s - loss: 0.0094
133/154 [========================>.....] - ETA: 0s - loss: 0.0094
139/154 [==========================>...] - ETA: 0s - loss: 0.0094
145/154 [===========================>..] - ETA: 0s - loss: 0.0095
151/154 [============================>.] - ETA: 0s - loss: 0.0095
154/154 [==============================] - 2s 11ms/step - loss: 0.0094 - val_loss: 0.0066
Epoch 68/100
1/154 [..............................] - ETA: 1s - loss: 0.0148
7/154 [>.............................] - ETA: 1s - loss: 0.0080
13/154 [=>............................] - ETA: 1s - loss: 0.0077
19/154 [==>...........................] - ETA: 1s - loss: 0.0080
25/154 [===>..........................] - ETA: 1s - loss: 0.0089
31/154 [=====>........................] - ETA: 1s - loss: 0.0091
37/154 [======>.......................] - ETA: 1s - loss: 0.0091
43/154 [=======>......................] - ETA: 1s - loss: 0.0089
49/154 [========>.....................] - ETA: 0s - loss: 0.0089
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0089
67/154 [============>.................] - ETA: 0s - loss: 0.0090
73/154 [=============>................] - ETA: 0s - loss: 0.0091
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0092
91/154 [================>.............] - ETA: 0s - loss: 0.0091
97/154 [=================>............] - ETA: 0s - loss: 0.0091
103/154 [===================>..........] - ETA: 0s - loss: 0.0090
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0091
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0091
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0092
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0090
Epoch 69/100
1/154 [..............................] - ETA: 1s - loss: 0.0108
7/154 [>.............................] - ETA: 1s - loss: 0.0104
13/154 [=>............................] - ETA: 1s - loss: 0.0097
19/154 [==>...........................] - ETA: 1s - loss: 0.0095
25/154 [===>..........................] - ETA: 1s - loss: 0.0094
31/154 [=====>........................] - ETA: 1s - loss: 0.0092
37/154 [======>.......................] - ETA: 1s - loss: 0.0093
43/154 [=======>......................] - ETA: 1s - loss: 0.0092
49/154 [========>.....................] - ETA: 0s - loss: 0.0092
55/154 [=========>....................] - ETA: 0s - loss: 0.0091
61/154 [==========>...................] - ETA: 0s - loss: 0.0092
67/154 [============>.................] - ETA: 0s - loss: 0.0091
73/154 [=============>................] - ETA: 0s - loss: 0.0091
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0091
91/154 [================>.............] - ETA: 0s - loss: 0.0091
97/154 [=================>............] - ETA: 0s - loss: 0.0090
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0092
145/154 [===========================>..] - ETA: 0s - loss: 0.0092
151/154 [============================>.] - ETA: 0s - loss: 0.0092
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0073
Epoch 70/100
1/154 [..............................] - ETA: 1s - loss: 0.0058
7/154 [>.............................] - ETA: 1s - loss: 0.0089
13/154 [=>............................] - ETA: 1s - loss: 0.0088
19/154 [==>...........................] - ETA: 1s - loss: 0.0082
25/154 [===>..........................] - ETA: 1s - loss: 0.0084
31/154 [=====>........................] - ETA: 1s - loss: 0.0086
37/154 [======>.......................] - ETA: 1s - loss: 0.0090
43/154 [=======>......................] - ETA: 1s - loss: 0.0093
49/154 [========>.....................] - ETA: 0s - loss: 0.0092
55/154 [=========>....................] - ETA: 0s - loss: 0.0094
61/154 [==========>...................] - ETA: 0s - loss: 0.0096
67/154 [============>.................] - ETA: 0s - loss: 0.0097
73/154 [=============>................] - ETA: 0s - loss: 0.0095
79/154 [==============>...............] - ETA: 0s - loss: 0.0094
85/154 [===============>..............] - ETA: 0s - loss: 0.0095
91/154 [================>.............] - ETA: 0s - loss: 0.0095
97/154 [=================>............] - ETA: 0s - loss: 0.0095
103/154 [===================>..........] - ETA: 0s - loss: 0.0095
109/154 [====================>.........] - ETA: 0s - loss: 0.0094
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0093
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0093
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0067
Epoch 71/100
1/154 [..............................] - ETA: 1s - loss: 0.0060
7/154 [>.............................] - ETA: 1s - loss: 0.0075
13/154 [=>............................] - ETA: 1s - loss: 0.0085
19/154 [==>...........................] - ETA: 1s - loss: 0.0081
25/154 [===>..........................] - ETA: 1s - loss: 0.0084
31/154 [=====>........................] - ETA: 1s - loss: 0.0080
37/154 [======>.......................] - ETA: 1s - loss: 0.0081
43/154 [=======>......................] - ETA: 1s - loss: 0.0083
49/154 [========>.....................] - ETA: 0s - loss: 0.0086
55/154 [=========>....................] - ETA: 0s - loss: 0.0084
61/154 [==========>...................] - ETA: 0s - loss: 0.0083
67/154 [============>.................] - ETA: 0s - loss: 0.0085
73/154 [=============>................] - ETA: 0s - loss: 0.0086
79/154 [==============>...............] - ETA: 0s - loss: 0.0088
85/154 [===============>..............] - ETA: 0s - loss: 0.0089
91/154 [================>.............] - ETA: 0s - loss: 0.0089
97/154 [=================>............] - ETA: 0s - loss: 0.0089
103/154 [===================>..........] - ETA: 0s - loss: 0.0089
109/154 [====================>.........] - ETA: 0s - loss: 0.0090
115/154 [=====================>........] - ETA: 0s - loss: 0.0090
121/154 [======================>.......] - ETA: 0s - loss: 0.0089
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
150/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0086
Epoch 72/100
1/154 [..............................] - ETA: 1s - loss: 0.0101
7/154 [>.............................] - ETA: 1s - loss: 0.0113
13/154 [=>............................] - ETA: 1s - loss: 0.0095
19/154 [==>...........................] - ETA: 1s - loss: 0.0092
25/154 [===>..........................] - ETA: 1s - loss: 0.0087
31/154 [=====>........................] - ETA: 1s - loss: 0.0086
37/154 [======>.......................] - ETA: 1s - loss: 0.0092
43/154 [=======>......................] - ETA: 1s - loss: 0.0091
49/154 [========>.....................] - ETA: 0s - loss: 0.0089
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0088
67/154 [============>.................] - ETA: 0s - loss: 0.0087
73/154 [=============>................] - ETA: 0s - loss: 0.0088
79/154 [==============>...............] - ETA: 0s - loss: 0.0090
85/154 [===============>..............] - ETA: 0s - loss: 0.0090
91/154 [================>.............] - ETA: 0s - loss: 0.0091
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0092
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0091
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0092
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0081
Epoch 73/100
1/154 [..............................] - ETA: 1s - loss: 0.0163
7/154 [>.............................] - ETA: 1s - loss: 0.0116
13/154 [=>............................] - ETA: 1s - loss: 0.0107
19/154 [==>...........................] - ETA: 1s - loss: 0.0096
25/154 [===>..........................] - ETA: 1s - loss: 0.0094
31/154 [=====>........................] - ETA: 1s - loss: 0.0091
37/154 [======>.......................] - ETA: 1s - loss: 0.0090
43/154 [=======>......................] - ETA: 1s - loss: 0.0091
49/154 [========>.....................] - ETA: 0s - loss: 0.0090
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0088
67/154 [============>.................] - ETA: 0s - loss: 0.0090
73/154 [=============>................] - ETA: 0s - loss: 0.0092
79/154 [==============>...............] - ETA: 0s - loss: 0.0093
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0094
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0094
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0078
Epoch 74/100
1/154 [..............................] - ETA: 1s - loss: 0.0068
7/154 [>.............................] - ETA: 1s - loss: 0.0080
13/154 [=>............................] - ETA: 1s - loss: 0.0082
19/154 [==>...........................] - ETA: 1s - loss: 0.0083
25/154 [===>..........................] - ETA: 1s - loss: 0.0086
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0089
43/154 [=======>......................] - ETA: 1s - loss: 0.0089
49/154 [========>.....................] - ETA: 0s - loss: 0.0090
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0088
67/154 [============>.................] - ETA: 0s - loss: 0.0089
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0090
85/154 [===============>..............] - ETA: 0s - loss: 0.0092
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0090
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0094
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0093
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0092
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0088
Epoch 75/100
1/154 [..............................] - ETA: 1s - loss: 0.0066
7/154 [>.............................] - ETA: 1s - loss: 0.0096
13/154 [=>............................] - ETA: 1s - loss: 0.0091
19/154 [==>...........................] - ETA: 1s - loss: 0.0090
25/154 [===>..........................] - ETA: 1s - loss: 0.0087
31/154 [=====>........................] - ETA: 1s - loss: 0.0087
37/154 [======>.......................] - ETA: 1s - loss: 0.0089
43/154 [=======>......................] - ETA: 1s - loss: 0.0091
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0090
61/154 [==========>...................] - ETA: 0s - loss: 0.0090
67/154 [============>.................] - ETA: 0s - loss: 0.0088
73/154 [=============>................] - ETA: 0s - loss: 0.0086
79/154 [==============>...............] - ETA: 0s - loss: 0.0085
85/154 [===============>..............] - ETA: 0s - loss: 0.0084
91/154 [================>.............] - ETA: 0s - loss: 0.0087
97/154 [=================>............] - ETA: 0s - loss: 0.0088
103/154 [===================>..........] - ETA: 0s - loss: 0.0088
109/154 [====================>.........] - ETA: 0s - loss: 0.0089
115/154 [=====================>........] - ETA: 0s - loss: 0.0088
121/154 [======================>.......] - ETA: 0s - loss: 0.0087
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0077
Epoch 76/100
1/154 [..............................] - ETA: 1s - loss: 0.0088
7/154 [>.............................] - ETA: 1s - loss: 0.0095
13/154 [=>............................] - ETA: 1s - loss: 0.0097
19/154 [==>...........................] - ETA: 1s - loss: 0.0094
25/154 [===>..........................] - ETA: 1s - loss: 0.0092
31/154 [=====>........................] - ETA: 1s - loss: 0.0091
37/154 [======>.......................] - ETA: 1s - loss: 0.0093
43/154 [=======>......................] - ETA: 1s - loss: 0.0092
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0089
67/154 [============>.................] - ETA: 0s - loss: 0.0087
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0092
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0091
121/154 [======================>.......] - ETA: 0s - loss: 0.0091
127/154 [=======================>......] - ETA: 0s - loss: 0.0091
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
151/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0070
Epoch 77/100
1/154 [..............................] - ETA: 1s - loss: 0.0078
7/154 [>.............................] - ETA: 1s - loss: 0.0083
13/154 [=>............................] - ETA: 1s - loss: 0.0100
19/154 [==>...........................] - ETA: 1s - loss: 0.0101
25/154 [===>..........................] - ETA: 1s - loss: 0.0103
31/154 [=====>........................] - ETA: 1s - loss: 0.0107
37/154 [======>.......................] - ETA: 1s - loss: 0.0104
43/154 [=======>......................] - ETA: 1s - loss: 0.0098
49/154 [========>.....................] - ETA: 0s - loss: 0.0099
55/154 [=========>....................] - ETA: 0s - loss: 0.0098
61/154 [==========>...................] - ETA: 0s - loss: 0.0097
67/154 [============>.................] - ETA: 0s - loss: 0.0095
73/154 [=============>................] - ETA: 0s - loss: 0.0094
79/154 [==============>...............] - ETA: 0s - loss: 0.0097
85/154 [===============>..............] - ETA: 0s - loss: 0.0096
91/154 [================>.............] - ETA: 0s - loss: 0.0095
97/154 [=================>............] - ETA: 0s - loss: 0.0095
103/154 [===================>..........] - ETA: 0s - loss: 0.0095
109/154 [====================>.........] - ETA: 0s - loss: 0.0094
115/154 [=====================>........] - ETA: 0s - loss: 0.0095
121/154 [======================>.......] - ETA: 0s - loss: 0.0095
127/154 [=======================>......] - ETA: 0s - loss: 0.0094
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0093
151/154 [============================>.] - ETA: 0s - loss: 0.0093
154/154 [==============================] - 2s 11ms/step - loss: 0.0093 - val_loss: 0.0075
Epoch 78/100
1/154 [..............................] - ETA: 1s - loss: 0.0092
7/154 [>.............................] - ETA: 1s - loss: 0.0105
13/154 [=>............................] - ETA: 1s - loss: 0.0098
19/154 [==>...........................] - ETA: 1s - loss: 0.0095
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0088
43/154 [=======>......................] - ETA: 1s - loss: 0.0087
49/154 [========>.....................] - ETA: 0s - loss: 0.0087
55/154 [=========>....................] - ETA: 0s - loss: 0.0086
61/154 [==========>...................] - ETA: 0s - loss: 0.0086
67/154 [============>.................] - ETA: 0s - loss: 0.0086
73/154 [=============>................] - ETA: 0s - loss: 0.0088
79/154 [==============>...............] - ETA: 0s - loss: 0.0089
85/154 [===============>..............] - ETA: 0s - loss: 0.0090
91/154 [================>.............] - ETA: 0s - loss: 0.0091
97/154 [=================>............] - ETA: 0s - loss: 0.0091
103/154 [===================>..........] - ETA: 0s - loss: 0.0090
109/154 [====================>.........] - ETA: 0s - loss: 0.0091
115/154 [=====================>........] - ETA: 0s - loss: 0.0091
121/154 [======================>.......] - ETA: 0s - loss: 0.0090
127/154 [=======================>......] - ETA: 0s - loss: 0.0090
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0089
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0077
Epoch 79/100
1/154 [..............................] - ETA: 1s - loss: 0.0081
7/154 [>.............................] - ETA: 1s - loss: 0.0078
13/154 [=>............................] - ETA: 1s - loss: 0.0089
19/154 [==>...........................] - ETA: 1s - loss: 0.0092
25/154 [===>..........................] - ETA: 1s - loss: 0.0085
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0090
43/154 [=======>......................] - ETA: 1s - loss: 0.0090
49/154 [========>.....................] - ETA: 0s - loss: 0.0090
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0090
67/154 [============>.................] - ETA: 0s - loss: 0.0089
73/154 [=============>................] - ETA: 0s - loss: 0.0090
79/154 [==============>...............] - ETA: 0s - loss: 0.0089
85/154 [===============>..............] - ETA: 0s - loss: 0.0088
91/154 [================>.............] - ETA: 0s - loss: 0.0090
97/154 [=================>............] - ETA: 0s - loss: 0.0089
103/154 [===================>..........] - ETA: 0s - loss: 0.0090
109/154 [====================>.........] - ETA: 0s - loss: 0.0091
115/154 [=====================>........] - ETA: 0s - loss: 0.0090
121/154 [======================>.......] - ETA: 0s - loss: 0.0090
127/154 [=======================>......] - ETA: 0s - loss: 0.0090
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
151/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0089
Epoch 80/100
1/154 [..............................] - ETA: 1s - loss: 0.0065
7/154 [>.............................] - ETA: 1s - loss: 0.0090
13/154 [=>............................] - ETA: 1s - loss: 0.0093
19/154 [==>...........................] - ETA: 1s - loss: 0.0085
25/154 [===>..........................] - ETA: 1s - loss: 0.0085
31/154 [=====>........................] - ETA: 1s - loss: 0.0085
37/154 [======>.......................] - ETA: 1s - loss: 0.0084
43/154 [=======>......................] - ETA: 1s - loss: 0.0083
49/154 [========>.....................] - ETA: 0s - loss: 0.0084
55/154 [=========>....................] - ETA: 0s - loss: 0.0083
61/154 [==========>...................] - ETA: 0s - loss: 0.0085
67/154 [============>.................] - ETA: 0s - loss: 0.0084
73/154 [=============>................] - ETA: 0s - loss: 0.0085
79/154 [==============>...............] - ETA: 0s - loss: 0.0088
85/154 [===============>..............] - ETA: 0s - loss: 0.0087
91/154 [================>.............] - ETA: 0s - loss: 0.0089
97/154 [=================>............] - ETA: 0s - loss: 0.0089
103/154 [===================>..........] - ETA: 0s - loss: 0.0090
109/154 [====================>.........] - ETA: 0s - loss: 0.0090
115/154 [=====================>........] - ETA: 0s - loss: 0.0090
121/154 [======================>.......] - ETA: 0s - loss: 0.0090
127/154 [=======================>......] - ETA: 0s - loss: 0.0090
133/154 [========================>.....] - ETA: 0s - loss: 0.0091
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0085
Epoch 81/100
1/154 [..............................] - ETA: 1s - loss: 0.0063
7/154 [>.............................] - ETA: 1s - loss: 0.0096
13/154 [=>............................] - ETA: 1s - loss: 0.0097
19/154 [==>...........................] - ETA: 1s - loss: 0.0093
25/154 [===>..........................] - ETA: 1s - loss: 0.0095
31/154 [=====>........................] - ETA: 1s - loss: 0.0095
37/154 [======>.......................] - ETA: 1s - loss: 0.0093
43/154 [=======>......................] - ETA: 1s - loss: 0.0092
49/154 [========>.....................] - ETA: 0s - loss: 0.0092
55/154 [=========>....................] - ETA: 0s - loss: 0.0092
61/154 [==========>...................] - ETA: 0s - loss: 0.0092
67/154 [============>.................] - ETA: 0s - loss: 0.0093
73/154 [=============>................] - ETA: 0s - loss: 0.0092
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0090
91/154 [================>.............] - ETA: 0s - loss: 0.0091
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0091
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0091
133/154 [========================>.....] - ETA: 0s - loss: 0.0091
138/154 [=========================>....] - ETA: 0s - loss: 0.0091
144/154 [===========================>..] - ETA: 0s - loss: 0.0091
150/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0081
Epoch 82/100
1/154 [..............................] - ETA: 1s - loss: 0.0079
7/154 [>.............................] - ETA: 1s - loss: 0.0088
13/154 [=>............................] - ETA: 1s - loss: 0.0088
19/154 [==>...........................] - ETA: 1s - loss: 0.0095
25/154 [===>..........................] - ETA: 1s - loss: 0.0093
31/154 [=====>........................] - ETA: 1s - loss: 0.0098
37/154 [======>.......................] - ETA: 1s - loss: 0.0094
43/154 [=======>......................] - ETA: 1s - loss: 0.0095
49/154 [========>.....................] - ETA: 0s - loss: 0.0097
55/154 [=========>....................] - ETA: 0s - loss: 0.0096
61/154 [==========>...................] - ETA: 0s - loss: 0.0096
67/154 [============>.................] - ETA: 0s - loss: 0.0094
73/154 [=============>................] - ETA: 0s - loss: 0.0095
79/154 [==============>...............] - ETA: 0s - loss: 0.0092
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0091
103/154 [===================>..........] - ETA: 0s - loss: 0.0090
109/154 [====================>.........] - ETA: 0s - loss: 0.0090
115/154 [=====================>........] - ETA: 0s - loss: 0.0091
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0092
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0084
Epoch 83/100
1/154 [..............................] - ETA: 1s - loss: 0.0152
7/154 [>.............................] - ETA: 1s - loss: 0.0095
13/154 [=>............................] - ETA: 1s - loss: 0.0091
19/154 [==>...........................] - ETA: 1s - loss: 0.0092
25/154 [===>..........................] - ETA: 1s - loss: 0.0092
31/154 [=====>........................] - ETA: 1s - loss: 0.0094
37/154 [======>.......................] - ETA: 1s - loss: 0.0092
43/154 [=======>......................] - ETA: 1s - loss: 0.0091
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0091
61/154 [==========>...................] - ETA: 0s - loss: 0.0091
67/154 [============>.................] - ETA: 0s - loss: 0.0090
73/154 [=============>................] - ETA: 0s - loss: 0.0092
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0090
91/154 [================>.............] - ETA: 0s - loss: 0.0089
97/154 [=================>............] - ETA: 0s - loss: 0.0091
103/154 [===================>..........] - ETA: 0s - loss: 0.0092
109/154 [====================>.........] - ETA: 0s - loss: 0.0092
115/154 [=====================>........] - ETA: 0s - loss: 0.0093
121/154 [======================>.......] - ETA: 0s - loss: 0.0093
127/154 [=======================>......] - ETA: 0s - loss: 0.0094
133/154 [========================>.....] - ETA: 0s - loss: 0.0093
139/154 [==========================>...] - ETA: 0s - loss: 0.0093
145/154 [===========================>..] - ETA: 0s - loss: 0.0092
151/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0092 - val_loss: 0.0093
Epoch 84/100
1/154 [..............................] - ETA: 1s - loss: 0.0042
7/154 [>.............................] - ETA: 1s - loss: 0.0084
13/154 [=>............................] - ETA: 1s - loss: 0.0090
19/154 [==>...........................] - ETA: 1s - loss: 0.0087
25/154 [===>..........................] - ETA: 1s - loss: 0.0087
31/154 [=====>........................] - ETA: 1s - loss: 0.0086
37/154 [======>.......................] - ETA: 1s - loss: 0.0085
43/154 [=======>......................] - ETA: 1s - loss: 0.0084
49/154 [========>.....................] - ETA: 0s - loss: 0.0087
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0091
67/154 [============>.................] - ETA: 0s - loss: 0.0093
73/154 [=============>................] - ETA: 0s - loss: 0.0093
79/154 [==============>...............] - ETA: 0s - loss: 0.0092
85/154 [===============>..............] - ETA: 0s - loss: 0.0091
91/154 [================>.............] - ETA: 0s - loss: 0.0091
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0091
115/154 [=====================>........] - ETA: 0s - loss: 0.0090
121/154 [======================>.......] - ETA: 0s - loss: 0.0090
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0089
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0089
Epoch 85/100
1/154 [..............................] - ETA: 1s - loss: 0.0228
7/154 [>.............................] - ETA: 1s - loss: 0.0096
13/154 [=>............................] - ETA: 1s - loss: 0.0100
19/154 [==>...........................] - ETA: 1s - loss: 0.0089
25/154 [===>..........................] - ETA: 1s - loss: 0.0098
31/154 [=====>........................] - ETA: 1s - loss: 0.0101
37/154 [======>.......................] - ETA: 1s - loss: 0.0096
43/154 [=======>......................] - ETA: 1s - loss: 0.0095
49/154 [========>.....................] - ETA: 0s - loss: 0.0094
55/154 [=========>....................] - ETA: 0s - loss: 0.0094
61/154 [==========>...................] - ETA: 0s - loss: 0.0095
67/154 [============>.................] - ETA: 0s - loss: 0.0093
73/154 [=============>................] - ETA: 0s - loss: 0.0091
79/154 [==============>...............] - ETA: 0s - loss: 0.0091
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0092
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0093
109/154 [====================>.........] - ETA: 0s - loss: 0.0093
115/154 [=====================>........] - ETA: 0s - loss: 0.0092
121/154 [======================>.......] - ETA: 0s - loss: 0.0092
127/154 [=======================>......] - ETA: 0s - loss: 0.0092
133/154 [========================>.....] - ETA: 0s - loss: 0.0091
139/154 [==========================>...] - ETA: 0s - loss: 0.0091
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0092
Epoch 86/100
1/154 [..............................] - ETA: 1s - loss: 0.0043
7/154 [>.............................] - ETA: 1s - loss: 0.0058
13/154 [=>............................] - ETA: 1s - loss: 0.0069
19/154 [==>...........................] - ETA: 1s - loss: 0.0074
25/154 [===>..........................] - ETA: 1s - loss: 0.0080
31/154 [=====>........................] - ETA: 1s - loss: 0.0082
37/154 [======>.......................] - ETA: 1s - loss: 0.0085
43/154 [=======>......................] - ETA: 1s - loss: 0.0086
49/154 [========>.....................] - ETA: 0s - loss: 0.0085
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0086
67/154 [============>.................] - ETA: 0s - loss: 0.0087
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0087
85/154 [===============>..............] - ETA: 0s - loss: 0.0087
91/154 [================>.............] - ETA: 0s - loss: 0.0088
97/154 [=================>............] - ETA: 0s - loss: 0.0087
103/154 [===================>..........] - ETA: 0s - loss: 0.0088
109/154 [====================>.........] - ETA: 0s - loss: 0.0088
115/154 [=====================>........] - ETA: 0s - loss: 0.0088
121/154 [======================>.......] - ETA: 0s - loss: 0.0088
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0089
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0110
Epoch 87/100
1/154 [..............................] - ETA: 1s - loss: 0.0062
7/154 [>.............................] - ETA: 1s - loss: 0.0088
13/154 [=>............................] - ETA: 1s - loss: 0.0083
19/154 [==>...........................] - ETA: 1s - loss: 0.0081
25/154 [===>..........................] - ETA: 1s - loss: 0.0084
31/154 [=====>........................] - ETA: 1s - loss: 0.0087
37/154 [======>.......................] - ETA: 1s - loss: 0.0084
43/154 [=======>......................] - ETA: 1s - loss: 0.0087
49/154 [========>.....................] - ETA: 0s - loss: 0.0087
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0090
67/154 [============>.................] - ETA: 0s - loss: 0.0091
73/154 [=============>................] - ETA: 0s - loss: 0.0091
79/154 [==============>...............] - ETA: 0s - loss: 0.0093
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0093
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0089
115/154 [=====================>........] - ETA: 0s - loss: 0.0090
121/154 [======================>.......] - ETA: 0s - loss: 0.0090
127/154 [=======================>......] - ETA: 0s - loss: 0.0090
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0091
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0083
Epoch 88/100
1/154 [..............................] - ETA: 1s - loss: 0.0091
7/154 [>.............................] - ETA: 1s - loss: 0.0097
13/154 [=>............................] - ETA: 1s - loss: 0.0093
19/154 [==>...........................] - ETA: 1s - loss: 0.0105
25/154 [===>..........................] - ETA: 1s - loss: 0.0099
31/154 [=====>........................] - ETA: 1s - loss: 0.0096
37/154 [======>.......................] - ETA: 1s - loss: 0.0096
43/154 [=======>......................] - ETA: 1s - loss: 0.0093
49/154 [========>.....................] - ETA: 0s - loss: 0.0091
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0090
67/154 [============>.................] - ETA: 0s - loss: 0.0089
73/154 [=============>................] - ETA: 0s - loss: 0.0091
79/154 [==============>...............] - ETA: 0s - loss: 0.0090
85/154 [===============>..............] - ETA: 0s - loss: 0.0091
91/154 [================>.............] - ETA: 0s - loss: 0.0090
97/154 [=================>............] - ETA: 0s - loss: 0.0090
103/154 [===================>..........] - ETA: 0s - loss: 0.0089
109/154 [====================>.........] - ETA: 0s - loss: 0.0088
115/154 [=====================>........] - ETA: 0s - loss: 0.0088
121/154 [======================>.......] - ETA: 0s - loss: 0.0088
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0089
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0089
151/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0088
Epoch 89/100
1/154 [..............................] - ETA: 1s - loss: 0.0098
7/154 [>.............................] - ETA: 1s - loss: 0.0096
13/154 [=>............................] - ETA: 1s - loss: 0.0084
19/154 [==>...........................] - ETA: 1s - loss: 0.0087
25/154 [===>..........................] - ETA: 1s - loss: 0.0089
31/154 [=====>........................] - ETA: 1s - loss: 0.0087
37/154 [======>.......................] - ETA: 1s - loss: 0.0084
43/154 [=======>......................] - ETA: 1s - loss: 0.0083
49/154 [========>.....................] - ETA: 0s - loss: 0.0085
55/154 [=========>....................] - ETA: 0s - loss: 0.0083
61/154 [==========>...................] - ETA: 0s - loss: 0.0083
67/154 [============>.................] - ETA: 0s - loss: 0.0082
73/154 [=============>................] - ETA: 0s - loss: 0.0084
79/154 [==============>...............] - ETA: 0s - loss: 0.0084
85/154 [===============>..............] - ETA: 0s - loss: 0.0085
91/154 [================>.............] - ETA: 0s - loss: 0.0085
97/154 [=================>............] - ETA: 0s - loss: 0.0086
103/154 [===================>..........] - ETA: 0s - loss: 0.0086
109/154 [====================>.........] - ETA: 0s - loss: 0.0087
115/154 [=====================>........] - ETA: 0s - loss: 0.0087
121/154 [======================>.......] - ETA: 0s - loss: 0.0088
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0088
139/154 [==========================>...] - ETA: 0s - loss: 0.0088
145/154 [===========================>..] - ETA: 0s - loss: 0.0088
151/154 [============================>.] - ETA: 0s - loss: 0.0088
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0095
Epoch 90/100
1/154 [..............................] - ETA: 1s - loss: 0.0093
7/154 [>.............................] - ETA: 1s - loss: 0.0100
13/154 [=>............................] - ETA: 1s - loss: 0.0089
19/154 [==>...........................] - ETA: 1s - loss: 0.0083
25/154 [===>..........................] - ETA: 1s - loss: 0.0083
31/154 [=====>........................] - ETA: 1s - loss: 0.0081
37/154 [======>.......................] - ETA: 1s - loss: 0.0086
43/154 [=======>......................] - ETA: 1s - loss: 0.0088
49/154 [========>.....................] - ETA: 0s - loss: 0.0088
55/154 [=========>....................] - ETA: 0s - loss: 0.0088
61/154 [==========>...................] - ETA: 0s - loss: 0.0087
67/154 [============>.................] - ETA: 0s - loss: 0.0088
73/154 [=============>................] - ETA: 0s - loss: 0.0090
79/154 [==============>...............] - ETA: 0s - loss: 0.0089
85/154 [===============>..............] - ETA: 0s - loss: 0.0089
91/154 [================>.............] - ETA: 0s - loss: 0.0088
97/154 [=================>............] - ETA: 0s - loss: 0.0088
103/154 [===================>..........] - ETA: 0s - loss: 0.0087
109/154 [====================>.........] - ETA: 0s - loss: 0.0088
115/154 [=====================>........] - ETA: 0s - loss: 0.0088
121/154 [======================>.......] - ETA: 0s - loss: 0.0088
127/154 [=======================>......] - ETA: 0s - loss: 0.0087
133/154 [========================>.....] - ETA: 0s - loss: 0.0088
139/154 [==========================>...] - ETA: 0s - loss: 0.0087
145/154 [===========================>..] - ETA: 0s - loss: 0.0087
151/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0112
Epoch 91/100
1/154 [..............................] - ETA: 1s - loss: 0.0084
7/154 [>.............................] - ETA: 1s - loss: 0.0075
13/154 [=>............................] - ETA: 1s - loss: 0.0083
19/154 [==>...........................] - ETA: 1s - loss: 0.0078
25/154 [===>..........................] - ETA: 1s - loss: 0.0088
31/154 [=====>........................] - ETA: 1s - loss: 0.0091
36/154 [======>.......................] - ETA: 1s - loss: 0.0088
42/154 [=======>......................] - ETA: 1s - loss: 0.0088
48/154 [========>.....................] - ETA: 0s - loss: 0.0088
54/154 [=========>....................] - ETA: 0s - loss: 0.0088
60/154 [==========>...................] - ETA: 0s - loss: 0.0088
66/154 [===========>..................] - ETA: 0s - loss: 0.0087
72/154 [=============>................] - ETA: 0s - loss: 0.0087
78/154 [==============>...............] - ETA: 0s - loss: 0.0088
84/154 [===============>..............] - ETA: 0s - loss: 0.0088
90/154 [================>.............] - ETA: 0s - loss: 0.0088
96/154 [=================>............] - ETA: 0s - loss: 0.0088
102/154 [==================>...........] - ETA: 0s - loss: 0.0088
108/154 [====================>.........] - ETA: 0s - loss: 0.0088
114/154 [=====================>........] - ETA: 0s - loss: 0.0087
120/154 [======================>.......] - ETA: 0s - loss: 0.0088
126/154 [=======================>......] - ETA: 0s - loss: 0.0089
132/154 [========================>.....] - ETA: 0s - loss: 0.0089
138/154 [=========================>....] - ETA: 0s - loss: 0.0089
144/154 [===========================>..] - ETA: 0s - loss: 0.0089
150/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0091
Epoch 92/100
1/154 [..............................] - ETA: 1s - loss: 0.0071
7/154 [>.............................] - ETA: 1s - loss: 0.0081
13/154 [=>............................] - ETA: 1s - loss: 0.0079
19/154 [==>...........................] - ETA: 1s - loss: 0.0080
25/154 [===>..........................] - ETA: 1s - loss: 0.0079
31/154 [=====>........................] - ETA: 1s - loss: 0.0081
37/154 [======>.......................] - ETA: 1s - loss: 0.0081
43/154 [=======>......................] - ETA: 1s - loss: 0.0080
49/154 [========>.....................] - ETA: 0s - loss: 0.0081
55/154 [=========>....................] - ETA: 0s - loss: 0.0081
61/154 [==========>...................] - ETA: 0s - loss: 0.0081
67/154 [============>.................] - ETA: 0s - loss: 0.0082
73/154 [=============>................] - ETA: 0s - loss: 0.0081
79/154 [==============>...............] - ETA: 0s - loss: 0.0081
85/154 [===============>..............] - ETA: 0s - loss: 0.0082
91/154 [================>.............] - ETA: 0s - loss: 0.0082
97/154 [=================>............] - ETA: 0s - loss: 0.0082
103/154 [===================>..........] - ETA: 0s - loss: 0.0083
109/154 [====================>.........] - ETA: 0s - loss: 0.0084
115/154 [=====================>........] - ETA: 0s - loss: 0.0084
121/154 [======================>.......] - ETA: 0s - loss: 0.0084
127/154 [=======================>......] - ETA: 0s - loss: 0.0085
133/154 [========================>.....] - ETA: 0s - loss: 0.0087
139/154 [==========================>...] - ETA: 0s - loss: 0.0087
145/154 [===========================>..] - ETA: 0s - loss: 0.0087
151/154 [============================>.] - ETA: 0s - loss: 0.0087
154/154 [==============================] - 2s 11ms/step - loss: 0.0088 - val_loss: 0.0094
Epoch 93/100
1/154 [..............................] - ETA: 1s - loss: 0.0071
7/154 [>.............................] - ETA: 1s - loss: 0.0095
13/154 [=>............................] - ETA: 1s - loss: 0.0090
19/154 [==>...........................] - ETA: 1s - loss: 0.0081
25/154 [===>..........................] - ETA: 1s - loss: 0.0088
31/154 [=====>........................] - ETA: 1s - loss: 0.0089
37/154 [======>.......................] - ETA: 1s - loss: 0.0088
43/154 [=======>......................] - ETA: 1s - loss: 0.0087
49/154 [========>.....................] - ETA: 0s - loss: 0.0089
55/154 [=========>....................] - ETA: 0s - loss: 0.0091
61/154 [==========>...................] - ETA: 0s - loss: 0.0091
67/154 [============>.................] - ETA: 0s - loss: 0.0090
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0087
85/154 [===============>..............] - ETA: 0s - loss: 0.0087
91/154 [================>.............] - ETA: 0s - loss: 0.0086
97/154 [=================>............] - ETA: 0s - loss: 0.0087
103/154 [===================>..........] - ETA: 0s - loss: 0.0087
109/154 [====================>.........] - ETA: 0s - loss: 0.0088
115/154 [=====================>........] - ETA: 0s - loss: 0.0089
121/154 [======================>.......] - ETA: 0s - loss: 0.0089
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0090
145/154 [===========================>..] - ETA: 0s - loss: 0.0089
151/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0107
Epoch 94/100
1/154 [..............................] - ETA: 1s - loss: 0.0145
7/154 [>.............................] - ETA: 1s - loss: 0.0083
13/154 [=>............................] - ETA: 1s - loss: 0.0081
19/154 [==>...........................] - ETA: 1s - loss: 0.0081
25/154 [===>..........................] - ETA: 1s - loss: 0.0086
31/154 [=====>........................] - ETA: 1s - loss: 0.0087
37/154 [======>.......................] - ETA: 1s - loss: 0.0087
43/154 [=======>......................] - ETA: 1s - loss: 0.0089
49/154 [========>.....................] - ETA: 0s - loss: 0.0089
55/154 [=========>....................] - ETA: 0s - loss: 0.0090
61/154 [==========>...................] - ETA: 0s - loss: 0.0090
67/154 [============>.................] - ETA: 0s - loss: 0.0088
73/154 [=============>................] - ETA: 0s - loss: 0.0089
79/154 [==============>...............] - ETA: 0s - loss: 0.0089
85/154 [===============>..............] - ETA: 0s - loss: 0.0088
91/154 [================>.............] - ETA: 0s - loss: 0.0088
97/154 [=================>............] - ETA: 0s - loss: 0.0087
103/154 [===================>..........] - ETA: 0s - loss: 0.0089
109/154 [====================>.........] - ETA: 0s - loss: 0.0090
115/154 [=====================>........] - ETA: 0s - loss: 0.0089
121/154 [======================>.......] - ETA: 0s - loss: 0.0090
127/154 [=======================>......] - ETA: 0s - loss: 0.0089
133/154 [========================>.....] - ETA: 0s - loss: 0.0088
139/154 [==========================>...] - ETA: 0s - loss: 0.0088
144/154 [===========================>..] - ETA: 0s - loss: 0.0089
150/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0088 - val_loss: 0.0108
Epoch 95/100
1/154 [..............................] - ETA: 1s - loss: 0.0089
7/154 [>.............................] - ETA: 1s - loss: 0.0080
13/154 [=>............................] - ETA: 1s - loss: 0.0078
19/154 [==>...........................] - ETA: 1s - loss: 0.0078
25/154 [===>..........................] - ETA: 1s - loss: 0.0087
31/154 [=====>........................] - ETA: 1s - loss: 0.0090
37/154 [======>.......................] - ETA: 1s - loss: 0.0090
43/154 [=======>......................] - ETA: 1s - loss: 0.0093
49/154 [========>.....................] - ETA: 0s - loss: 0.0092
55/154 [=========>....................] - ETA: 0s - loss: 0.0094
61/154 [==========>...................] - ETA: 0s - loss: 0.0092
67/154 [============>.................] - ETA: 0s - loss: 0.0091
73/154 [=============>................] - ETA: 0s - loss: 0.0093
79/154 [==============>...............] - ETA: 0s - loss: 0.0093
85/154 [===============>..............] - ETA: 0s - loss: 0.0093
91/154 [================>.............] - ETA: 0s - loss: 0.0093
97/154 [=================>............] - ETA: 0s - loss: 0.0092
103/154 [===================>..........] - ETA: 0s - loss: 0.0091
109/154 [====================>.........] - ETA: 0s - loss: 0.0091
115/154 [=====================>........] - ETA: 0s - loss: 0.0091
121/154 [======================>.......] - ETA: 0s - loss: 0.0090
127/154 [=======================>......] - ETA: 0s - loss: 0.0090
133/154 [========================>.....] - ETA: 0s - loss: 0.0090
139/154 [==========================>...] - ETA: 0s - loss: 0.0089
145/154 [===========================>..] - ETA: 0s - loss: 0.0090
151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0100
Epoch 96/100
1/154 [..............................] - ETA: 1s - loss: 0.0109
7/154 [>.............................] - ETA: 1s - loss: 0.0077
13/154 [=>............................] - ETA: 1s - loss: 0.0085
19/154 [==>...........................] - ETA: 1s - loss: 0.0086
25/154 [===>..........................] - ETA: 1s - loss: 0.0086
31/154 [=====>........................] - ETA: 1s - loss: 0.0093
37/154 [======>.......................] - ETA: 1s - loss: 0.0094
43/154 [=======>......................] - ETA: 1s - loss: 0.0096
49/154 [========>.....................] - ETA: 0s - loss: 0.0095
55/154 [=========>....................] - ETA: 0s - loss: 0.0093
61/154 [==========>...................] - ETA: 0s - loss: 0.0092
67/154 [============>.................] - ETA: 0s - loss: 0.0091
73/154 [=============>................] - ETA: 0s - loss: 0.0090
79/154 [==============>...............] - ETA: 0s - loss: 0.0090
85/154 [===============>..............] - ETA: 0s - loss: 0.0089
91/154 [================>.............] - ETA: 0s - loss: 0.0090
97/154 [=================>............] - ETA: 0s - loss: 0.0089
103/154 [===================>..........] - ETA: 0s - loss: 0.0088
109/154 [====================>.........] - ETA: 0s - loss: 0.0088
115/154 [=====================>........] - ETA: 0s - loss: 0.0088
121/154 [======================>.......] - ETA: 0s - loss: 0.0088
126/154 [=======================>......] - ETA: 0s - loss: 0.0089
132/154 [========================>.....] - ETA: 0s - loss: 0.0088
138/154 [=========================>....] - ETA: 0s - loss: 0.0088
144/154 [===========================>..] - ETA: 0s - loss: 0.0088
150/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0095
Epoch 97/100
1/154 [..............................] - ETA: 1s - loss: 0.0058
6/154 [>.............................] - ETA: 1s - loss: 0.0083
12/154 [=>............................] - ETA: 1s - loss: 0.0081
18/154 [==>...........................] - ETA: 1s - loss: 0.0091
24/154 [===>..........................] - ETA: 1s - loss: 0.0087
30/154 [====>.........................] - ETA: 1s - loss: 0.0085
36/154 [======>.......................] - ETA: 1s - loss: 0.0088
42/154 [=======>......................] - ETA: 1s - loss: 0.0089
48/154 [========>.....................] - ETA: 1s - loss: 0.0089
54/154 [=========>....................] - ETA: 0s - loss: 0.0088
60/154 [==========>...................] - ETA: 0s - loss: 0.0087
66/154 [===========>..................] - ETA: 0s - loss: 0.0088
72/154 [=============>................] - ETA: 0s - loss: 0.0090
78/154 [==============>...............] - ETA: 0s - loss: 0.0088
84/154 [===============>..............] - ETA: 0s - loss: 0.0088
88/154 [================>.............] - ETA: 0s - loss: 0.0088
94/154 [=================>............] - ETA: 0s - loss: 0.0088
100/154 [==================>...........] - ETA: 0s - loss: 0.0088
106/154 [===================>..........] - ETA: 0s - loss: 0.0088
112/154 [====================>.........] - ETA: 0s - loss: 0.0089
118/154 [=====================>........] - ETA: 0s - loss: 0.0089
124/154 [=======================>......] - ETA: 0s - loss: 0.0089
130/154 [========================>.....] - ETA: 0s - loss: 0.0089
136/154 [=========================>....] - ETA: 0s - loss: 0.0088
142/154 [==========================>...] - ETA: 0s - loss: 0.0089
148/154 [===========================>..] - ETA: 0s - loss: 0.0088
154/154 [==============================] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0097
Epoch 98/100
1/154 [..............................] - ETA: 1s - loss: 0.0146
7/154 [>.............................] - ETA: 1s - loss: 0.0116
13/154 [=>............................] - ETA: 1s - loss: 0.0101
19/154 [==>...........................] - ETA: 1s - loss: 0.0104
25/154 [===>..........................] - ETA: 1s - loss: 0.0097
30/154 [====>.........................] - ETA: 1s - loss: 0.0095
36/154 [======>.......................] - ETA: 1s - loss: 0.0094
42/154 [=======>......................] - ETA: 1s - loss: 0.0093
48/154 [========>.....................] - ETA: 1s - loss: 0.0090
54/154 [=========>....................] - ETA: 0s - loss: 0.0094
60/154 [==========>...................] - ETA: 0s - loss: 0.0092
66/154 [===========>..................] - ETA: 0s - loss: 0.0091
72/154 [=============>................] - ETA: 0s - loss: 0.0089
78/154 [==============>...............] - ETA: 0s - loss: 0.0089
84/154 [===============>..............] - ETA: 0s - loss: 0.0088
90/154 [================>.............] - ETA: 0s - loss: 0.0087
96/154 [=================>............] - ETA: 0s - loss: 0.0087
102/154 [==================>...........] - ETA: 0s - loss: 0.0087
108/154 [====================>.........] - ETA: 0s - loss: 0.0087
114/154 [=====================>........] - ETA: 0s - loss: 0.0088
120/154 [======================>.......] - ETA: 0s - loss: 0.0087
126/154 [=======================>......] - ETA: 0s - loss: 0.0088
132/154 [========================>.....] - ETA: 0s - loss: 0.0088
138/154 [=========================>....] - ETA: 0s - loss: 0.0087
144/154 [===========================>..] - ETA: 0s - loss: 0.0088
150/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0115
Epoch 99/100
1/154 [..............................] - ETA: 1s - loss: 0.0044
7/154 [>.............................] - ETA: 1s - loss: 0.0064
13/154 [=>............................] - ETA: 1s - loss: 0.0083
19/154 [==>...........................] - ETA: 1s - loss: 0.0076
25/154 [===>..........................] - ETA: 1s - loss: 0.0083
31/154 [=====>........................] - ETA: 1s - loss: 0.0084
37/154 [======>.......................] - ETA: 1s - loss: 0.0089
43/154 [=======>......................] - ETA: 1s - loss: 0.0088
49/154 [========>.....................] - ETA: 0s - loss: 0.0087
55/154 [=========>....................] - ETA: 0s - loss: 0.0089
61/154 [==========>...................] - ETA: 0s - loss: 0.0088
67/154 [============>.................] - ETA: 0s - loss: 0.0086
73/154 [=============>................] - ETA: 0s - loss: 0.0088
79/154 [==============>...............] - ETA: 0s - loss: 0.0088
85/154 [===============>..............] - ETA: 0s - loss: 0.0088
91/154 [================>.............] - ETA: 0s - loss: 0.0087
97/154 [=================>............] - ETA: 0s - loss: 0.0087
103/154 [===================>..........] - ETA: 0s - loss: 0.0087
109/154 [====================>.........] - ETA: 0s - loss: 0.0086
115/154 [=====================>........] - ETA: 0s - loss: 0.0086
121/154 [======================>.......] - ETA: 0s - loss: 0.0087
127/154 [=======================>......] - ETA: 0s - loss: 0.0086
133/154 [========================>.....] - ETA: 0s - loss: 0.0087
139/154 [==========================>...] - ETA: 0s - loss: 0.0087
145/154 [===========================>..] - ETA: 0s - loss: 0.0088
151/154 [============================>.] - ETA: 0s - loss: 0.0088
154/154 [==============================] - 2s 11ms/step - loss: 0.0088 - val_loss: 0.0111
Epoch 100/100
1/154 [..............................] - ETA: 1s - loss: 0.0111
7/154 [>.............................] - ETA: 1s - loss: 0.0111
13/154 [=>............................] - ETA: 1s - loss: 0.0094
19/154 [==>...........................] - ETA: 1s - loss: 0.0103
25/154 [===>..........................] - ETA: 1s - loss: 0.0097
31/154 [=====>........................] - ETA: 1s - loss: 0.0094
37/154 [======>.......................] - ETA: 1s - loss: 0.0092
43/154 [=======>......................] - ETA: 1s - loss: 0.0088
49/154 [========>.....................] - ETA: 0s - loss: 0.0087
55/154 [=========>....................] - ETA: 0s - loss: 0.0085
61/154 [==========>...................] - ETA: 0s - loss: 0.0086
67/154 [============>.................] - ETA: 0s - loss: 0.0087
73/154 [=============>................] - ETA: 0s - loss: 0.0085
79/154 [==============>...............] - ETA: 0s - loss: 0.0088
85/154 [===============>..............] - ETA: 0s - loss: 0.0089
91/154 [================>.............] - ETA: 0s - loss: 0.0088
97/154 [=================>............] - ETA: 0s - loss: 0.0088
103/154 [===================>..........] - ETA: 0s - loss: 0.0087
109/154 [====================>.........] - ETA: 0s - loss: 0.0088
115/154 [=====================>........] - ETA: 0s - loss: 0.0088
121/154 [======================>.......] - ETA: 0s - loss: 0.0087
127/154 [=======================>......] - ETA: 0s - loss: 0.0087
133/154 [========================>.....] - ETA: 0s - loss: 0.0087
139/154 [==========================>...] - ETA: 0s - loss: 0.0088
145/154 [===========================>..] - ETA: 0s - loss: 0.0088
151/154 [============================>.] - ETA: 0s - loss: 0.0088
154/154 [==============================] - 2s 11ms/step - loss: 0.0088 - val_loss: 0.0103
********** Successfully loaded weights from weights_055_0.00478.hdf5 file **********
eval_model(model, tr_x, tr_y, batch_size=batch_size, prefix="Training")
assigning name Input to IteratorGetNext:0 with shape (64, 12, 97)
Training
nse 0.2602
rmse 0.0941
r2 0.2686
mape 56.5637
eval_model(model, val_x, val_y, batch_size=batch_size, prefix="Validation")
Validation
nse -0.7176
rmse 0.0691
r2 0.0386
mape 72.7194
eval_model(model, test_x, test_y, batch_size=batch_size, prefix="Test")
Test
nse 0.2433
rmse 0.0723
r2 0.2773
mape 70.3527
model.predict(test_x, test_y, plots=['residual', 'edf', 'regression', 'prediction'
])
assigning name Input to IteratorGetNext:0 with shape (32, 12, 97)
1/194 [..............................] - ETA: 24s
20/194 [==>...........................] - ETA: 0s
39/194 [=====>........................] - ETA: 0s
58/194 [=======>......................] - ETA: 0s
78/194 [===========>..................] - ETA: 0s
97/194 [==============>...............] - ETA: 0s
117/194 [=================>............] - ETA: 0s
137/194 [====================>.........] - ETA: 0s
156/194 [=======================>......] - ETA: 0s
176/194 [==========================>...] - ETA: 0s
194/194 [==============================] - 1s 3ms/step
array([[0.10067821],
[0.0970021 ],
[0.10369362],
...,
[0.17688859],
[0.17143832],
[0.17356478]], dtype=float32)
Total running time of the script: ( 3 minutes 14.267 seconds)