Note
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add numbers
This example illustrates how to use ‘self-attention’ mechanism op top of LSTM to make the prediction of LSTM interpretable.
import ai4water
ai4water.__version__
/home/docs/checkouts/readthedocs.org/user_builds/attentionlstm/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, "
'1.06'
import tensorflow as tf
tf.__version__
'2.8.0'
import matplotlib.pyplot as plt
from ai4water import Model
from easy_mpl import imshow
import numpy as np
np.__version__
'1.21.6'
seq_len = 20
num_inputs = 2
model = Model(
model = {"layers": {
"Input_1": {"shape": (seq_len, num_inputs)},
"AttentionLSTM": {"num_inputs": num_inputs, "lstm_units": 16},
"Dense": 1
}},
)
building DL model for
regression problem using Model
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
Input_1 (InputLayer) [(None, 20, 2)] 0 []
tf.__operators__.getitem (Slic (None, 20) 0 ['Input_1[0][0]']
ingOpLambda)
tf.__operators__.getitem_1 (Sl (None, 20) 0 ['Input_1[0][0]']
icingOpLambda)
tf.expand_dims (TFOpLambda) (None, 20, 1) 0 ['tf.__operators__.getitem[0][0]'
]
tf.expand_dims_1 (TFOpLambda) (None, 20, 1) 0 ['tf.__operators__.getitem_1[0][0
]']
lstm (LSTM) (None, 20, 16) 1152 ['tf.expand_dims[0][0]']
lstm_1 (LSTM) (None, 20, 16) 1152 ['tf.expand_dims_1[0][0]']
self_attention (SelfAttention) ((None, 128), 4352 ['lstm[0][0]']
(None, 20))
self_attention_1 (SelfAttentio ((None, 128), 4352 ['lstm_1[0][0]']
n) (None, 20))
tf.concat (TFOpLambda) (None, 256) 0 ['self_attention[0][0]',
'self_attention_1[0][0]']
Dense (Dense) (None, 1) 257 ['tf.concat[0][0]']
==================================================================================================
Total params: 11,265
Trainable params: 11,265
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.
model.inputs
[<KerasTensor: shape=(None, 20, 2) dtype=float32 (created by layer 'Input_1')>]
model.outputs
[<KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'Dense')>]
def add_numbers_before_delimiter(n: int,
seq_length: int,
index_1: int = None) -> (np.array, np.array):
"""
Task: Add all the numbers that come before the delimiter.
x = [1, 2, 3, 0, 4, 5, 6, 7, 8, 9]. Result is y = 6.
@param n: number of samples in (x, y).
@param seq_length: length of the sequence of x.
@param index_1: index of the number that comes after the first 0.
@return: returns two numpy.array x and y of shape (n, seq_length, 1) and (n, 1).
"""
x = np.random.uniform(0, 1, (n, seq_length))
y = np.zeros(shape=(n, 1))
for i in range(len(x)):
if index_1 is None:
a = np.random.choice(range(1, len(x[i])), size=1, replace=False)[0]
else:
a = index_1
y[i] = np.sum(x[i, 0:a])
x[i, a] = 0.0
x = np.expand_dims(x, axis=-1)
return x, y
x_train1, y_train1 = add_numbers_before_delimiter(20_00, seq_len)
x_train2, y_train2 = add_numbers_before_delimiter(20_00, seq_len)
x_train = np.concatenate([x_train1, x_train2], axis=2)
y_train = y_train1 + y_train2
x_train.shape, y_train.shape
x_val1, y_val1 = add_numbers_before_delimiter(5_00, seq_len)
x_val2, y_val2 = add_numbers_before_delimiter(5_00, seq_len)
x_val = np.concatenate([x_val1, x_val2], axis=2)
y_val = y_val1 + y_val2
x_val.shape, y_val.shape
((500, 20, 2), (500, 1))
h = model.fit(x=x_train, y=y_train,
validation_data=(x_val, y_val),
epochs=1000, verbose=1
)
Epoch 1/1000
assigning name Input_1 to IteratorGetNext:0 with shape (None, 20, 2)
assigning name Input_1 to IteratorGetNext:0 with shape (None, 20, 2)
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61/63 [============================>.] - ETA: 0s - loss: 52.8967assigning name Input_1 to IteratorGetNext:0 with shape (None, 20, 2)
63/63 [==============================] - 6s 23ms/step - loss: 52.0262 - val_loss: 19.3558
Epoch 2/1000
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63/63 [==============================] - 1s 11ms/step - loss: 15.7283 - val_loss: 18.0483
Epoch 3/1000
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63/63 [==============================] - 1s 11ms/step - loss: 15.6816 - val_loss: 17.7830
Epoch 4/1000
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63/63 [==============================] - 1s 10ms/step - loss: 15.3146 - val_loss: 17.8996
Epoch 5/1000
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63/63 [==============================] - 1s 11ms/step - loss: 15.2760 - val_loss: 17.1074
Epoch 6/1000
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63/63 [==============================] - 1s 11ms/step - loss: 14.8859 - val_loss: 16.6516
Epoch 7/1000
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63/63 [==============================] - 1s 11ms/step - loss: 14.3299 - val_loss: 16.5231
Epoch 8/1000
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63/63 [==============================] - 1s 11ms/step - loss: 13.5392 - val_loss: 15.5095
Epoch 9/1000
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63/63 [==============================] - 1s 11ms/step - loss: 12.8035 - val_loss: 14.4626
Epoch 10/1000
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63/63 [==============================] - 1s 11ms/step - loss: 12.5988 - val_loss: 14.1251
Epoch 11/1000
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63/63 [==============================] - 1s 10ms/step - loss: 12.5113 - val_loss: 14.3460
Epoch 12/1000
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63/63 [==============================] - 1s 11ms/step - loss: 12.1669 - val_loss: 13.8685
Epoch 13/1000
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63/63 [==============================] - 1s 10ms/step - loss: 12.4597 - val_loss: 14.2811
Epoch 14/1000
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63/63 [==============================] - 1s 11ms/step - loss: 12.0971 - val_loss: 13.6937
Epoch 15/1000
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61/63 [============================>.] - ETA: 0s - loss: 11.9444
63/63 [==============================] - 1s 10ms/step - loss: 11.9361 - val_loss: 13.7908
Epoch 16/1000
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63/63 [==============================] - 1s 11ms/step - loss: 11.8317 - val_loss: 13.3302
Epoch 17/1000
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61/63 [============================>.] - ETA: 0s - loss: 12.0104
63/63 [==============================] - 1s 10ms/step - loss: 12.0432 - val_loss: 13.6989
Epoch 18/1000
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63/63 [==============================] - 1s 12ms/step - loss: 11.9091 - val_loss: 13.4383
Epoch 19/1000
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63/63 [==============================] - 1s 10ms/step - loss: 11.7598 - val_loss: 13.3828
Epoch 20/1000
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63/63 [==============================] - 1s 11ms/step - loss: 11.8818 - val_loss: 13.3178
Epoch 21/1000
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63/63 [==============================] - 1s 10ms/step - loss: 11.8610 - val_loss: 14.0068
Epoch 22/1000
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63/63 [==============================] - 1s 10ms/step - loss: 11.7083 - val_loss: 13.4063
Epoch 23/1000
1/63 [..............................] - ETA: 0s - loss: 14.3403
7/63 [==>...........................] - ETA: 0s - loss: 12.8009
13/63 [=====>........................] - ETA: 0s - loss: 12.6542
19/63 [========>.....................] - ETA: 0s - loss: 11.6834
25/63 [==========>...................] - ETA: 0s - loss: 11.6478
31/63 [=============>................] - ETA: 0s - loss: 11.5104
37/63 [================>.............] - ETA: 0s - loss: 11.3011
43/63 [===================>..........] - ETA: 0s - loss: 11.6455
49/63 [======================>.......] - ETA: 0s - loss: 11.7218
55/63 [=========================>....] - ETA: 0s - loss: 11.8010
61/63 [============================>.] - ETA: 0s - loss: 11.7293
63/63 [==============================] - 1s 10ms/step - loss: 11.6939 - val_loss: 13.5185
Epoch 24/1000
1/63 [..............................] - ETA: 0s - loss: 14.5255
7/63 [==>...........................] - ETA: 0s - loss: 12.4221
13/63 [=====>........................] - ETA: 0s - loss: 12.2648
19/63 [========>.....................] - ETA: 0s - loss: 12.2420
25/63 [==========>...................] - ETA: 0s - loss: 12.0314
31/63 [=============>................] - ETA: 0s - loss: 12.3684
37/63 [================>.............] - ETA: 0s - loss: 12.1094
43/63 [===================>..........] - ETA: 0s - loss: 12.0030
49/63 [======================>.......] - ETA: 0s - loss: 11.9371
55/63 [=========================>....] - ETA: 0s - loss: 11.9750
61/63 [============================>.] - ETA: 0s - loss: 11.6988
63/63 [==============================] - 1s 10ms/step - loss: 11.6469 - val_loss: 13.5949
Epoch 25/1000
1/63 [..............................] - ETA: 0s - loss: 10.6731
7/63 [==>...........................] - ETA: 0s - loss: 9.9218
13/63 [=====>........................] - ETA: 0s - loss: 10.8529
19/63 [========>.....................] - ETA: 0s - loss: 11.2181
25/63 [==========>...................] - ETA: 0s - loss: 11.1319
31/63 [=============>................] - ETA: 0s - loss: 11.3665
37/63 [================>.............] - ETA: 0s - loss: 11.2978
43/63 [===================>..........] - ETA: 0s - loss: 11.4604
49/63 [======================>.......] - ETA: 0s - loss: 11.4339
55/63 [=========================>....] - ETA: 0s - loss: 11.4348
61/63 [============================>.] - ETA: 0s - loss: 11.5774
63/63 [==============================] - 1s 10ms/step - loss: 11.6630 - val_loss: 14.7215
Epoch 26/1000
1/63 [..............................] - ETA: 0s - loss: 12.5518
7/63 [==>...........................] - ETA: 0s - loss: 12.0498
13/63 [=====>........................] - ETA: 0s - loss: 11.3263
19/63 [========>.....................] - ETA: 0s - loss: 11.8619
25/63 [==========>...................] - ETA: 0s - loss: 11.6344
31/63 [=============>................] - ETA: 0s - loss: 11.3647
37/63 [================>.............] - ETA: 0s - loss: 11.4487
43/63 [===================>..........] - ETA: 0s - loss: 11.4627
49/63 [======================>.......] - ETA: 0s - loss: 11.4192
55/63 [=========================>....] - ETA: 0s - loss: 11.6676
61/63 [============================>.] - ETA: 0s - loss: 11.7877
63/63 [==============================] - 1s 10ms/step - loss: 11.7223 - val_loss: 13.5463
Epoch 27/1000
1/63 [..............................] - ETA: 0s - loss: 12.9115
7/63 [==>...........................] - ETA: 0s - loss: 11.7750
13/63 [=====>........................] - ETA: 0s - loss: 12.1579
19/63 [========>.....................] - ETA: 0s - loss: 11.8818
25/63 [==========>...................] - ETA: 0s - loss: 11.4104
31/63 [=============>................] - ETA: 0s - loss: 11.6581
37/63 [================>.............] - ETA: 0s - loss: 11.7435
43/63 [===================>..........] - ETA: 0s - loss: 11.6940
49/63 [======================>.......] - ETA: 0s - loss: 11.7421
55/63 [=========================>....] - ETA: 0s - loss: 11.6568
61/63 [============================>.] - ETA: 0s - loss: 11.5811
63/63 [==============================] - 1s 11ms/step - loss: 11.5888 - val_loss: 13.3023
Epoch 28/1000
1/63 [..............................] - ETA: 0s - loss: 6.0015
7/63 [==>...........................] - ETA: 0s - loss: 9.8583
13/63 [=====>........................] - ETA: 0s - loss: 10.3272
19/63 [========>.....................] - ETA: 0s - loss: 10.4212
25/63 [==========>...................] - ETA: 0s - loss: 11.0184
31/63 [=============>................] - ETA: 0s - loss: 11.3719
37/63 [================>.............] - ETA: 0s - loss: 11.3035
43/63 [===================>..........] - ETA: 0s - loss: 11.3806
49/63 [======================>.......] - ETA: 0s - loss: 11.5890
55/63 [=========================>....] - ETA: 0s - loss: 11.6723
61/63 [============================>.] - ETA: 0s - loss: 11.4849
63/63 [==============================] - 1s 10ms/step - loss: 11.4676 - val_loss: 13.7859
Epoch 29/1000
1/63 [..............................] - ETA: 0s - loss: 13.1255
7/63 [==>...........................] - ETA: 0s - loss: 11.4380
13/63 [=====>........................] - ETA: 0s - loss: 11.0463
19/63 [========>.....................] - ETA: 0s - loss: 11.4506
25/63 [==========>...................] - ETA: 0s - loss: 11.5241
31/63 [=============>................] - ETA: 0s - loss: 11.6005
37/63 [================>.............] - ETA: 0s - loss: 11.5957
43/63 [===================>..........] - ETA: 0s - loss: 11.7390
49/63 [======================>.......] - ETA: 0s - loss: 11.6424
55/63 [=========================>....] - ETA: 0s - loss: 11.4914
61/63 [============================>.] - ETA: 0s - loss: 11.4275
63/63 [==============================] - 1s 11ms/step - loss: 11.5007 - val_loss: 13.1789
Epoch 30/1000
1/63 [..............................] - ETA: 0s - loss: 12.1201
7/63 [==>...........................] - ETA: 0s - loss: 12.3951
13/63 [=====>........................] - ETA: 0s - loss: 12.2371
19/63 [========>.....................] - ETA: 0s - loss: 11.7998
25/63 [==========>...................] - ETA: 0s - loss: 11.8578
31/63 [=============>................] - ETA: 0s - loss: 11.9204
37/63 [================>.............] - ETA: 0s - loss: 11.6443
43/63 [===================>..........] - ETA: 0s - loss: 11.5787
49/63 [======================>.......] - ETA: 0s - loss: 11.5731
55/63 [=========================>....] - ETA: 0s - loss: 11.6711
61/63 [============================>.] - ETA: 0s - loss: 11.6649
63/63 [==============================] - 1s 11ms/step - loss: 11.6126 - val_loss: 13.0613
Epoch 31/1000
1/63 [..............................] - ETA: 0s - loss: 14.8666
6/63 [=>............................] - ETA: 0s - loss: 12.2818
12/63 [====>.........................] - ETA: 0s - loss: 13.1985
18/63 [=======>......................] - ETA: 0s - loss: 13.0071
24/63 [==========>...................] - ETA: 0s - loss: 12.9484
30/63 [=============>................] - ETA: 0s - loss: 12.6309
36/63 [================>.............] - ETA: 0s - loss: 12.6251
42/63 [===================>..........] - ETA: 0s - loss: 12.3753
48/63 [=====================>........] - ETA: 0s - loss: 12.3877
53/63 [========================>.....] - ETA: 0s - loss: 12.1956
59/63 [===========================>..] - ETA: 0s - loss: 11.8827
63/63 [==============================] - 1s 11ms/step - loss: 11.8662 - val_loss: 13.0574
Epoch 32/1000
1/63 [..............................] - ETA: 0s - loss: 7.7769
7/63 [==>...........................] - ETA: 0s - loss: 11.1908
12/63 [====>.........................] - ETA: 0s - loss: 11.5916
18/63 [=======>......................] - ETA: 0s - loss: 11.0713
24/63 [==========>...................] - ETA: 0s - loss: 11.2649
30/63 [=============>................] - ETA: 0s - loss: 11.2570
36/63 [================>.............] - ETA: 0s - loss: 11.4196
42/63 [===================>..........] - ETA: 0s - loss: 11.3684
48/63 [=====================>........] - ETA: 0s - loss: 11.4291
54/63 [========================>.....] - ETA: 0s - loss: 11.3320
60/63 [===========================>..] - ETA: 0s - loss: 11.3856
63/63 [==============================] - 1s 10ms/step - loss: 11.4860 - val_loss: 14.3567
Epoch 33/1000
1/63 [..............................] - ETA: 0s - loss: 11.4183
7/63 [==>...........................] - ETA: 0s - loss: 11.9913
13/63 [=====>........................] - ETA: 0s - loss: 12.5552
19/63 [========>.....................] - ETA: 0s - loss: 12.0136
25/63 [==========>...................] - ETA: 0s - loss: 11.7379
31/63 [=============>................] - ETA: 0s - loss: 11.4268
37/63 [================>.............] - ETA: 0s - loss: 11.5102
43/63 [===================>..........] - ETA: 0s - loss: 11.5720
49/63 [======================>.......] - ETA: 0s - loss: 11.5778
55/63 [=========================>....] - ETA: 0s - loss: 11.6550
61/63 [============================>.] - ETA: 0s - loss: 11.8379
63/63 [==============================] - 1s 10ms/step - loss: 11.7768 - val_loss: 13.1060
Epoch 34/1000
1/63 [..............................] - ETA: 0s - loss: 9.1594
7/63 [==>...........................] - ETA: 0s - loss: 11.3706
13/63 [=====>........................] - ETA: 0s - loss: 11.0485
19/63 [========>.....................] - ETA: 0s - loss: 11.5983
25/63 [==========>...................] - ETA: 0s - loss: 11.6300
31/63 [=============>................] - ETA: 0s - loss: 11.7137
37/63 [================>.............] - ETA: 0s - loss: 11.5836
43/63 [===================>..........] - ETA: 0s - loss: 11.5703
49/63 [======================>.......] - ETA: 0s - loss: 11.5758
55/63 [=========================>....] - ETA: 0s - loss: 11.6426
61/63 [============================>.] - ETA: 0s - loss: 11.5124
63/63 [==============================] - 1s 10ms/step - loss: 11.4452 - val_loss: 13.1905
Epoch 35/1000
1/63 [..............................] - ETA: 0s - loss: 14.7915
7/63 [==>...........................] - ETA: 0s - loss: 12.7906
13/63 [=====>........................] - ETA: 0s - loss: 12.0344
19/63 [========>.....................] - ETA: 0s - loss: 11.8169
25/63 [==========>...................] - ETA: 0s - loss: 11.8084
31/63 [=============>................] - ETA: 0s - loss: 11.8411
37/63 [================>.............] - ETA: 0s - loss: 11.7680
43/63 [===================>..........] - ETA: 0s - loss: 11.8243
49/63 [======================>.......] - ETA: 0s - loss: 11.7143
55/63 [=========================>....] - ETA: 0s - loss: 11.6727
61/63 [============================>.] - ETA: 0s - loss: 11.8071
63/63 [==============================] - 1s 10ms/step - loss: 11.7997 - val_loss: 13.3967
Epoch 36/1000
1/63 [..............................] - ETA: 0s - loss: 8.7269
7/63 [==>...........................] - ETA: 0s - loss: 10.6626
13/63 [=====>........................] - ETA: 0s - loss: 10.9190
19/63 [========>.....................] - ETA: 0s - loss: 11.4847
25/63 [==========>...................] - ETA: 0s - loss: 11.6459
31/63 [=============>................] - ETA: 0s - loss: 11.6363
37/63 [================>.............] - ETA: 0s - loss: 11.7359
43/63 [===================>..........] - ETA: 0s - loss: 11.6840
49/63 [======================>.......] - ETA: 0s - loss: 11.6126
55/63 [=========================>....] - ETA: 0s - loss: 11.5063
61/63 [============================>.] - ETA: 0s - loss: 11.4378
63/63 [==============================] - 1s 11ms/step - loss: 11.5074 - val_loss: 13.1901
Epoch 37/1000
1/63 [..............................] - ETA: 0s - loss: 10.5459
7/63 [==>...........................] - ETA: 0s - loss: 10.9988
13/63 [=====>........................] - ETA: 0s - loss: 11.1922
19/63 [========>.....................] - ETA: 0s - loss: 11.4938
25/63 [==========>...................] - ETA: 0s - loss: 11.4598
31/63 [=============>................] - ETA: 0s - loss: 11.7131
37/63 [================>.............] - ETA: 0s - loss: 11.4500
43/63 [===================>..........] - ETA: 0s - loss: 11.4542
49/63 [======================>.......] - ETA: 0s - loss: 11.7322
55/63 [=========================>....] - ETA: 0s - loss: 11.6568
61/63 [============================>.] - ETA: 0s - loss: 11.5707
63/63 [==============================] - 1s 11ms/step - loss: 11.5596 - val_loss: 13.5138
Epoch 38/1000
1/63 [..............................] - ETA: 0s - loss: 9.0796
7/63 [==>...........................] - ETA: 0s - loss: 11.2660
13/63 [=====>........................] - ETA: 0s - loss: 11.2416
18/63 [=======>......................] - ETA: 0s - loss: 11.5406
24/63 [==========>...................] - ETA: 0s - loss: 11.8518
30/63 [=============>................] - ETA: 0s - loss: 11.6690
36/63 [================>.............] - ETA: 0s - loss: 11.7555
42/63 [===================>..........] - ETA: 0s - loss: 11.7106
48/63 [=====================>........] - ETA: 0s - loss: 11.6856
54/63 [========================>.....] - ETA: 0s - loss: 11.6369
60/63 [===========================>..] - ETA: 0s - loss: 11.4073
63/63 [==============================] - 1s 11ms/step - loss: 11.4764 - val_loss: 13.1899
Epoch 39/1000
1/63 [..............................] - ETA: 0s - loss: 8.2506
7/63 [==>...........................] - ETA: 0s - loss: 11.2242
13/63 [=====>........................] - ETA: 0s - loss: 11.7418
19/63 [========>.....................] - ETA: 0s - loss: 11.9041
25/63 [==========>...................] - ETA: 0s - loss: 11.6370
30/63 [=============>................] - ETA: 0s - loss: 11.5552
36/63 [================>.............] - ETA: 0s - loss: 11.6326
42/63 [===================>..........] - ETA: 0s - loss: 11.5301
48/63 [=====================>........] - ETA: 0s - loss: 11.6403
54/63 [========================>.....] - ETA: 0s - loss: 11.5439
60/63 [===========================>..] - ETA: 0s - loss: 11.4726
63/63 [==============================] - 1s 11ms/step - loss: 11.3986 - val_loss: 12.9889
Epoch 40/1000
1/63 [..............................] - ETA: 0s - loss: 8.7874
7/63 [==>...........................] - ETA: 0s - loss: 11.8359
13/63 [=====>........................] - ETA: 0s - loss: 10.8911
19/63 [========>.....................] - ETA: 0s - loss: 11.1331
25/63 [==========>...................] - ETA: 0s - loss: 10.8337
31/63 [=============>................] - ETA: 0s - loss: 10.9831
37/63 [================>.............] - ETA: 0s - loss: 11.1057
43/63 [===================>..........] - ETA: 0s - loss: 11.0970
49/63 [======================>.......] - ETA: 0s - loss: 11.1205
55/63 [=========================>....] - ETA: 0s - loss: 11.2236
61/63 [============================>.] - ETA: 0s - loss: 11.3916
63/63 [==============================] - 1s 11ms/step - loss: 11.3948 - val_loss: 12.9746
Epoch 41/1000
1/63 [..............................] - ETA: 0s - loss: 8.3625
7/63 [==>...........................] - ETA: 0s - loss: 9.7206
13/63 [=====>........................] - ETA: 0s - loss: 11.2404
18/63 [=======>......................] - ETA: 0s - loss: 11.3476
24/63 [==========>...................] - ETA: 0s - loss: 11.2402
30/63 [=============>................] - ETA: 0s - loss: 11.5691
36/63 [================>.............] - ETA: 0s - loss: 11.4010
42/63 [===================>..........] - ETA: 0s - loss: 11.4737
48/63 [=====================>........] - ETA: 0s - loss: 11.5277
54/63 [========================>.....] - ETA: 0s - loss: 11.5023
60/63 [===========================>..] - ETA: 0s - loss: 11.5070
63/63 [==============================] - 1s 11ms/step - loss: 11.4368 - val_loss: 13.2245
Epoch 42/1000
1/63 [..............................] - ETA: 0s - loss: 13.9375
7/63 [==>...........................] - ETA: 0s - loss: 12.3725
13/63 [=====>........................] - ETA: 0s - loss: 11.6629
19/63 [========>.....................] - ETA: 0s - loss: 11.4618
25/63 [==========>...................] - ETA: 0s - loss: 11.1609
31/63 [=============>................] - ETA: 0s - loss: 11.1531
37/63 [================>.............] - ETA: 0s - loss: 11.3917
43/63 [===================>..........] - ETA: 0s - loss: 11.5387
49/63 [======================>.......] - ETA: 0s - loss: 11.4390
55/63 [=========================>....] - ETA: 0s - loss: 11.3500
61/63 [============================>.] - ETA: 0s - loss: 11.3324
63/63 [==============================] - 1s 11ms/step - loss: 11.3194 - val_loss: 13.0008
Epoch 43/1000
1/63 [..............................] - ETA: 0s - loss: 8.0307
6/63 [=>............................] - ETA: 0s - loss: 10.8133
12/63 [====>.........................] - ETA: 0s - loss: 10.2519
18/63 [=======>......................] - ETA: 0s - loss: 11.0024
24/63 [==========>...................] - ETA: 0s - loss: 11.1267
30/63 [=============>................] - ETA: 0s - loss: 11.5014
36/63 [================>.............] - ETA: 0s - loss: 11.3464
42/63 [===================>..........] - ETA: 0s - loss: 11.3070
48/63 [=====================>........] - ETA: 0s - loss: 11.6075
54/63 [========================>.....] - ETA: 0s - loss: 11.6343
60/63 [===========================>..] - ETA: 0s - loss: 11.7182
63/63 [==============================] - 1s 11ms/step - loss: 11.6612 - val_loss: 12.9614
Epoch 44/1000
1/63 [..............................] - ETA: 0s - loss: 11.3660
7/63 [==>...........................] - ETA: 0s - loss: 12.7771
13/63 [=====>........................] - ETA: 0s - loss: 11.7739
19/63 [========>.....................] - ETA: 0s - loss: 11.8523
25/63 [==========>...................] - ETA: 0s - loss: 11.6791
31/63 [=============>................] - ETA: 0s - loss: 11.4236
37/63 [================>.............] - ETA: 0s - loss: 11.4076
43/63 [===================>..........] - ETA: 0s - loss: 11.6465
49/63 [======================>.......] - ETA: 0s - loss: 11.4416
55/63 [=========================>....] - ETA: 0s - loss: 11.3925
61/63 [============================>.] - ETA: 0s - loss: 11.3597
63/63 [==============================] - 1s 11ms/step - loss: 11.3808 - val_loss: 14.0460
Epoch 45/1000
1/63 [..............................] - ETA: 0s - loss: 11.3536
7/63 [==>...........................] - ETA: 0s - loss: 11.0513
13/63 [=====>........................] - ETA: 0s - loss: 11.4164
19/63 [========>.....................] - ETA: 0s - loss: 11.3664
24/63 [==========>...................] - ETA: 0s - loss: 11.5044
30/63 [=============>................] - ETA: 0s - loss: 11.5223
36/63 [================>.............] - ETA: 0s - loss: 11.6138
42/63 [===================>..........] - ETA: 0s - loss: 11.4848
48/63 [=====================>........] - ETA: 0s - loss: 11.5675
54/63 [========================>.....] - ETA: 0s - loss: 11.3470
60/63 [===========================>..] - ETA: 0s - loss: 11.2626
63/63 [==============================] - 1s 11ms/step - loss: 11.3104 - val_loss: 12.8890
Epoch 46/1000
1/63 [..............................] - ETA: 0s - loss: 10.8986
7/63 [==>...........................] - ETA: 0s - loss: 11.5848
13/63 [=====>........................] - ETA: 0s - loss: 11.6187
19/63 [========>.....................] - ETA: 0s - loss: 11.4699
25/63 [==========>...................] - ETA: 0s - loss: 11.6503
31/63 [=============>................] - ETA: 0s - loss: 11.3984
37/63 [================>.............] - ETA: 0s - loss: 11.3584
43/63 [===================>..........] - ETA: 0s - loss: 11.4466
49/63 [======================>.......] - ETA: 0s - loss: 11.3317
55/63 [=========================>....] - ETA: 0s - loss: 11.3135
60/63 [===========================>..] - ETA: 0s - loss: 11.3573
63/63 [==============================] - 1s 11ms/step - loss: 11.3679 - val_loss: 12.8014
Epoch 47/1000
1/63 [..............................] - ETA: 0s - loss: 14.5050
7/63 [==>...........................] - ETA: 0s - loss: 12.4789
12/63 [====>.........................] - ETA: 0s - loss: 12.8734
18/63 [=======>......................] - ETA: 0s - loss: 12.2390
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30/63 [=============>................] - ETA: 0s - loss: 11.9269
36/63 [================>.............] - ETA: 0s - loss: 11.8880
42/63 [===================>..........] - ETA: 0s - loss: 11.7242
47/63 [=====================>........] - ETA: 0s - loss: 11.4964
53/63 [========================>.....] - ETA: 0s - loss: 11.3481
59/63 [===========================>..] - ETA: 0s - loss: 11.3035
63/63 [==============================] - 1s 11ms/step - loss: 11.3232 - val_loss: 12.9988
Epoch 48/1000
1/63 [..............................] - ETA: 0s - loss: 12.0613
7/63 [==>...........................] - ETA: 0s - loss: 12.0378
13/63 [=====>........................] - ETA: 0s - loss: 11.1417
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25/63 [==========>...................] - ETA: 0s - loss: 11.4408
31/63 [=============>................] - ETA: 0s - loss: 11.1873
37/63 [================>.............] - ETA: 0s - loss: 11.1612
43/63 [===================>..........] - ETA: 0s - loss: 11.2930
49/63 [======================>.......] - ETA: 0s - loss: 11.0855
55/63 [=========================>....] - ETA: 0s - loss: 11.3340
61/63 [============================>.] - ETA: 0s - loss: 11.4035
63/63 [==============================] - 1s 11ms/step - loss: 11.3684 - val_loss: 14.7314
Epoch 49/1000
1/63 [..............................] - ETA: 0s - loss: 13.1014
7/63 [==>...........................] - ETA: 0s - loss: 11.6777
13/63 [=====>........................] - ETA: 0s - loss: 11.6171
19/63 [========>.....................] - ETA: 0s - loss: 11.4457
25/63 [==========>...................] - ETA: 0s - loss: 11.5726
31/63 [=============>................] - ETA: 0s - loss: 11.1150
36/63 [================>.............] - ETA: 0s - loss: 11.2106
42/63 [===================>..........] - ETA: 0s - loss: 11.1544
48/63 [=====================>........] - ETA: 0s - loss: 11.2100
54/63 [========================>.....] - ETA: 0s - loss: 11.5067
60/63 [===========================>..] - ETA: 0s - loss: 11.3387
63/63 [==============================] - 1s 11ms/step - loss: 11.3126 - val_loss: 13.0472
Epoch 50/1000
1/63 [..............................] - ETA: 0s - loss: 10.4425
7/63 [==>...........................] - ETA: 0s - loss: 10.6268
13/63 [=====>........................] - ETA: 0s - loss: 10.5095
19/63 [========>.....................] - ETA: 0s - loss: 11.0685
25/63 [==========>...................] - ETA: 0s - loss: 10.8914
31/63 [=============>................] - ETA: 0s - loss: 11.1960
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61/63 [============================>.] - ETA: 0s - loss: 11.1008
63/63 [==============================] - 1s 11ms/step - loss: 11.2483 - val_loss: 12.7502
Epoch 51/1000
1/63 [..............................] - ETA: 0s - loss: 14.8191
7/63 [==>...........................] - ETA: 0s - loss: 12.7379
13/63 [=====>........................] - ETA: 0s - loss: 12.3612
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61/63 [============================>.] - ETA: 0s - loss: 11.6184
63/63 [==============================] - 1s 11ms/step - loss: 11.5109 - val_loss: 12.8302
Epoch 52/1000
1/63 [..............................] - ETA: 0s - loss: 11.3446
7/63 [==>...........................] - ETA: 0s - loss: 11.3649
13/63 [=====>........................] - ETA: 0s - loss: 10.6842
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61/63 [============================>.] - ETA: 0s - loss: 11.4082
63/63 [==============================] - 1s 11ms/step - loss: 11.3887 - val_loss: 12.9001
Epoch 53/1000
1/63 [..............................] - ETA: 0s - loss: 8.5362
6/63 [=>............................] - ETA: 0s - loss: 10.0026
12/63 [====>.........................] - ETA: 0s - loss: 11.6807
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60/63 [===========================>..] - ETA: 0s - loss: 11.2615
63/63 [==============================] - 1s 11ms/step - loss: 11.2427 - val_loss: 12.7025
Epoch 54/1000
1/63 [..............................] - ETA: 0s - loss: 10.0106
7/63 [==>...........................] - ETA: 0s - loss: 11.0689
13/63 [=====>........................] - ETA: 0s - loss: 11.4975
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54/63 [========================>.....] - ETA: 0s - loss: 11.2466
59/63 [===========================>..] - ETA: 0s - loss: 11.2222
63/63 [==============================] - 1s 11ms/step - loss: 11.1617 - val_loss: 14.0783
Epoch 55/1000
1/63 [..............................] - ETA: 0s - loss: 10.7319
7/63 [==>...........................] - ETA: 0s - loss: 9.6940
13/63 [=====>........................] - ETA: 0s - loss: 10.2622
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31/63 [=============>................] - ETA: 0s - loss: 11.2590
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61/63 [============================>.] - ETA: 0s - loss: 11.2855
63/63 [==============================] - 1s 11ms/step - loss: 11.2288 - val_loss: 13.1088
Epoch 56/1000
1/63 [..............................] - ETA: 0s - loss: 6.7495
7/63 [==>...........................] - ETA: 0s - loss: 10.9538
13/63 [=====>........................] - ETA: 0s - loss: 11.0238
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61/63 [============================>.] - ETA: 0s - loss: 11.3889
63/63 [==============================] - 1s 11ms/step - loss: 11.3462 - val_loss: 13.2508
Epoch 57/1000
1/63 [..............................] - ETA: 0s - loss: 10.3525
7/63 [==>...........................] - ETA: 0s - loss: 8.8233
12/63 [====>.........................] - ETA: 0s - loss: 8.7667
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54/63 [========================>.....] - ETA: 0s - loss: 10.9540
60/63 [===========================>..] - ETA: 0s - loss: 11.0530
63/63 [==============================] - 1s 11ms/step - loss: 11.1418 - val_loss: 12.6529
Epoch 58/1000
1/63 [..............................] - ETA: 0s - loss: 12.5625
7/63 [==>...........................] - ETA: 0s - loss: 10.7003
13/63 [=====>........................] - ETA: 0s - loss: 10.8933
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31/63 [=============>................] - ETA: 0s - loss: 10.7211
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61/63 [============================>.] - ETA: 0s - loss: 11.1298
63/63 [==============================] - 1s 11ms/step - loss: 11.1465 - val_loss: 12.6689
Epoch 59/1000
1/63 [..............................] - ETA: 0s - loss: 11.9560
7/63 [==>...........................] - ETA: 0s - loss: 11.4660
13/63 [=====>........................] - ETA: 0s - loss: 11.3436
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31/63 [=============>................] - ETA: 0s - loss: 11.2790
37/63 [================>.............] - ETA: 0s - loss: 10.9223
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55/63 [=========================>....] - ETA: 0s - loss: 11.0912
61/63 [============================>.] - ETA: 0s - loss: 10.9538
63/63 [==============================] - 1s 11ms/step - loss: 11.0618 - val_loss: 12.4910
Epoch 60/1000
1/63 [..............................] - ETA: 0s - loss: 16.6754
7/63 [==>...........................] - ETA: 0s - loss: 11.5249
13/63 [=====>........................] - ETA: 0s - loss: 11.0127
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31/63 [=============>................] - ETA: 0s - loss: 12.0576
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55/63 [=========================>....] - ETA: 0s - loss: 11.7329
61/63 [============================>.] - ETA: 0s - loss: 11.6504
63/63 [==============================] - 1s 11ms/step - loss: 11.6728 - val_loss: 12.5588
Epoch 61/1000
1/63 [..............................] - ETA: 0s - loss: 12.6881
7/63 [==>...........................] - ETA: 0s - loss: 10.2845
13/63 [=====>........................] - ETA: 0s - loss: 10.5829
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31/63 [=============>................] - ETA: 0s - loss: 10.7141
37/63 [================>.............] - ETA: 0s - loss: 10.5621
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55/63 [=========================>....] - ETA: 0s - loss: 10.9602
61/63 [============================>.] - ETA: 0s - loss: 11.0147
63/63 [==============================] - 1s 10ms/step - loss: 11.0332 - val_loss: 12.7729
Epoch 62/1000
1/63 [..............................] - ETA: 0s - loss: 12.0644
7/63 [==>...........................] - ETA: 0s - loss: 11.1546
13/63 [=====>........................] - ETA: 0s - loss: 11.1877
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31/63 [=============>................] - ETA: 0s - loss: 10.6984
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55/63 [=========================>....] - ETA: 0s - loss: 10.9340
61/63 [============================>.] - ETA: 0s - loss: 10.9371
63/63 [==============================] - 1s 11ms/step - loss: 10.9888 - val_loss: 12.4359
Epoch 63/1000
1/63 [..............................] - ETA: 0s - loss: 8.1598
7/63 [==>...........................] - ETA: 0s - loss: 10.2341
13/63 [=====>........................] - ETA: 0s - loss: 11.5298
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31/63 [=============>................] - ETA: 0s - loss: 11.1305
37/63 [================>.............] - ETA: 0s - loss: 11.1079
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55/63 [=========================>....] - ETA: 0s - loss: 11.1536
61/63 [============================>.] - ETA: 0s - loss: 11.0998
63/63 [==============================] - 1s 10ms/step - loss: 11.0218 - val_loss: 12.4643
Epoch 64/1000
1/63 [..............................] - ETA: 0s - loss: 10.3116
7/63 [==>...........................] - ETA: 0s - loss: 10.5650
13/63 [=====>........................] - ETA: 0s - loss: 10.4674
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30/63 [=============>................] - ETA: 0s - loss: 10.8171
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48/63 [=====================>........] - ETA: 0s - loss: 10.8859
54/63 [========================>.....] - ETA: 0s - loss: 10.8757
60/63 [===========================>..] - ETA: 0s - loss: 10.9340
63/63 [==============================] - 1s 11ms/step - loss: 10.9069 - val_loss: 12.8410
Epoch 65/1000
1/63 [..............................] - ETA: 0s - loss: 15.7830
7/63 [==>...........................] - ETA: 0s - loss: 10.5384
13/63 [=====>........................] - ETA: 0s - loss: 11.0781
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31/63 [=============>................] - ETA: 0s - loss: 11.4575
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55/63 [=========================>....] - ETA: 0s - loss: 11.1397
61/63 [============================>.] - ETA: 0s - loss: 11.0197
63/63 [==============================] - 1s 11ms/step - loss: 11.0254 - val_loss: 12.9944
Epoch 66/1000
1/63 [..............................] - ETA: 0s - loss: 11.2767
7/63 [==>...........................] - ETA: 0s - loss: 9.7945
13/63 [=====>........................] - ETA: 0s - loss: 10.3240
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31/63 [=============>................] - ETA: 0s - loss: 10.0844
37/63 [================>.............] - ETA: 0s - loss: 10.4714
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55/63 [=========================>....] - ETA: 0s - loss: 10.8799
61/63 [============================>.] - ETA: 0s - loss: 11.0012
63/63 [==============================] - 1s 10ms/step - loss: 10.9191 - val_loss: 12.5023
Epoch 67/1000
1/63 [..............................] - ETA: 0s - loss: 14.4411
7/63 [==>...........................] - ETA: 0s - loss: 9.6081
13/63 [=====>........................] - ETA: 0s - loss: 10.0097
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31/63 [=============>................] - ETA: 0s - loss: 10.8061
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55/63 [=========================>....] - ETA: 0s - loss: 10.8914
61/63 [============================>.] - ETA: 0s - loss: 10.9625
63/63 [==============================] - 1s 11ms/step - loss: 10.9211 - val_loss: 12.4047
Epoch 68/1000
1/63 [..............................] - ETA: 0s - loss: 11.3209
7/63 [==>...........................] - ETA: 0s - loss: 11.0936
13/63 [=====>........................] - ETA: 0s - loss: 10.4199
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31/63 [=============>................] - ETA: 0s - loss: 10.3965
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55/63 [=========================>....] - ETA: 0s - loss: 10.6880
61/63 [============================>.] - ETA: 0s - loss: 10.8797
63/63 [==============================] - 1s 11ms/step - loss: 10.9204 - val_loss: 12.2067
Epoch 69/1000
1/63 [..............................] - ETA: 0s - loss: 11.6735
7/63 [==>...........................] - ETA: 0s - loss: 11.7761
13/63 [=====>........................] - ETA: 0s - loss: 10.9476
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31/63 [=============>................] - ETA: 0s - loss: 11.1833
37/63 [================>.............] - ETA: 0s - loss: 11.1603
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55/63 [=========================>....] - ETA: 0s - loss: 11.1059
61/63 [============================>.] - ETA: 0s - loss: 10.9114
63/63 [==============================] - 1s 10ms/step - loss: 10.8748 - val_loss: 12.6493
Epoch 70/1000
1/63 [..............................] - ETA: 0s - loss: 9.6244
7/63 [==>...........................] - ETA: 0s - loss: 13.0196
13/63 [=====>........................] - ETA: 0s - loss: 11.7834
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25/63 [==========>...................] - ETA: 0s - loss: 10.9258
31/63 [=============>................] - ETA: 0s - loss: 10.4332
37/63 [================>.............] - ETA: 0s - loss: 10.2587
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55/63 [=========================>....] - ETA: 0s - loss: 10.6438
61/63 [============================>.] - ETA: 0s - loss: 10.6806
63/63 [==============================] - 1s 11ms/step - loss: 10.7005 - val_loss: 12.5272
Epoch 71/1000
1/63 [..............................] - ETA: 0s - loss: 7.7361
7/63 [==>...........................] - ETA: 0s - loss: 9.7749
13/63 [=====>........................] - ETA: 0s - loss: 10.2446
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31/63 [=============>................] - ETA: 0s - loss: 10.4803
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55/63 [=========================>....] - ETA: 0s - loss: 10.7176
61/63 [============================>.] - ETA: 0s - loss: 10.7146
63/63 [==============================] - 1s 10ms/step - loss: 10.7722 - val_loss: 12.2943
Epoch 72/1000
1/63 [..............................] - ETA: 0s - loss: 11.1965
7/63 [==>...........................] - ETA: 0s - loss: 10.0302
13/63 [=====>........................] - ETA: 0s - loss: 10.0003
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31/63 [=============>................] - ETA: 0s - loss: 10.8525
37/63 [================>.............] - ETA: 0s - loss: 10.8916
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55/63 [=========================>....] - ETA: 0s - loss: 10.6168
61/63 [============================>.] - ETA: 0s - loss: 10.4978
63/63 [==============================] - 1s 11ms/step - loss: 10.5007 - val_loss: 11.8787
Epoch 73/1000
1/63 [..............................] - ETA: 0s - loss: 10.4281
7/63 [==>...........................] - ETA: 0s - loss: 10.4334
13/63 [=====>........................] - ETA: 0s - loss: 10.8514
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31/63 [=============>................] - ETA: 0s - loss: 11.0582
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43/63 [===================>..........] - ETA: 0s - loss: 10.8822
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55/63 [=========================>....] - ETA: 0s - loss: 10.6920
61/63 [============================>.] - ETA: 0s - loss: 10.7390
63/63 [==============================] - 1s 11ms/step - loss: 10.7130 - val_loss: 11.6721
Epoch 74/1000
1/63 [..............................] - ETA: 0s - loss: 9.4866
7/63 [==>...........................] - ETA: 0s - loss: 9.9367
13/63 [=====>........................] - ETA: 0s - loss: 9.3522
19/63 [========>.....................] - ETA: 0s - loss: 8.8793
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31/63 [=============>................] - ETA: 0s - loss: 10.0139
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49/63 [======================>.......] - ETA: 0s - loss: 10.0893
55/63 [=========================>....] - ETA: 0s - loss: 10.2543
61/63 [============================>.] - ETA: 0s - loss: 10.5093
63/63 [==============================] - 1s 10ms/step - loss: 10.4973 - val_loss: 12.1888
Epoch 75/1000
1/63 [..............................] - ETA: 0s - loss: 10.6401
7/63 [==>...........................] - ETA: 0s - loss: 10.3988
13/63 [=====>........................] - ETA: 0s - loss: 10.4885
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55/63 [=========================>....] - ETA: 0s - loss: 10.2830
61/63 [============================>.] - ETA: 0s - loss: 10.4782
63/63 [==============================] - 1s 11ms/step - loss: 10.4046 - val_loss: 11.6452
Epoch 76/1000
1/63 [..............................] - ETA: 0s - loss: 6.7251
7/63 [==>...........................] - ETA: 0s - loss: 9.8240
13/63 [=====>........................] - ETA: 0s - loss: 9.6111
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61/63 [============================>.] - ETA: 0s - loss: 10.2797
63/63 [==============================] - 1s 10ms/step - loss: 10.2164 - val_loss: 11.8024
Epoch 77/1000
1/63 [..............................] - ETA: 0s - loss: 10.8468
7/63 [==>...........................] - ETA: 0s - loss: 8.7943
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63/63 [==============================] - ETA: 0s - loss: 10.1886
63/63 [==============================] - 1s 11ms/step - loss: 10.1886 - val_loss: 11.7138
Epoch 78/1000
1/63 [..............................] - ETA: 0s - loss: 13.1947
7/63 [==>...........................] - ETA: 0s - loss: 11.0187
13/63 [=====>........................] - ETA: 0s - loss: 9.9200
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61/63 [============================>.] - ETA: 0s - loss: 10.2630
63/63 [==============================] - 1s 10ms/step - loss: 10.2190 - val_loss: 11.9638
Epoch 79/1000
1/63 [..............................] - ETA: 0s - loss: 6.1156
7/63 [==>...........................] - ETA: 0s - loss: 8.3023
13/63 [=====>........................] - ETA: 0s - loss: 9.3714
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31/63 [=============>................] - ETA: 0s - loss: 9.8861
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61/63 [============================>.] - ETA: 0s - loss: 9.7452
63/63 [==============================] - 1s 11ms/step - loss: 9.8159 - val_loss: 10.9598
Epoch 80/1000
1/63 [..............................] - ETA: 0s - loss: 12.2016
7/63 [==>...........................] - ETA: 0s - loss: 11.0515
13/63 [=====>........................] - ETA: 0s - loss: 10.3930
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31/63 [=============>................] - ETA: 0s - loss: 9.7833
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61/63 [============================>.] - ETA: 0s - loss: 9.5315
63/63 [==============================] - 1s 11ms/step - loss: 9.5395 - val_loss: 10.4032
Epoch 81/1000
1/63 [..............................] - ETA: 0s - loss: 8.5348
6/63 [=>............................] - ETA: 0s - loss: 9.7327
12/63 [====>.........................] - ETA: 0s - loss: 9.5776
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60/63 [===========================>..] - ETA: 0s - loss: 9.4232
63/63 [==============================] - 1s 11ms/step - loss: 9.4399 - val_loss: 10.1762
Epoch 82/1000
1/63 [..............................] - ETA: 0s - loss: 8.4594
7/63 [==>...........................] - ETA: 0s - loss: 8.7452
13/63 [=====>........................] - ETA: 0s - loss: 8.8126
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31/63 [=============>................] - ETA: 0s - loss: 9.0236
37/63 [================>.............] - ETA: 0s - loss: 9.2882
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61/63 [============================>.] - ETA: 0s - loss: 9.5226
63/63 [==============================] - 1s 10ms/step - loss: 9.5084 - val_loss: 11.0967
Epoch 83/1000
1/63 [..............................] - ETA: 0s - loss: 7.1344
7/63 [==>...........................] - ETA: 0s - loss: 8.8023
13/63 [=====>........................] - ETA: 0s - loss: 9.7369
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31/63 [=============>................] - ETA: 0s - loss: 9.9276
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55/63 [=========================>....] - ETA: 0s - loss: 9.7539
61/63 [============================>.] - ETA: 0s - loss: 9.8568
63/63 [==============================] - 1s 11ms/step - loss: 9.8379 - val_loss: 10.1289
Epoch 84/1000
1/63 [..............................] - ETA: 0s - loss: 8.4134
7/63 [==>...........................] - ETA: 0s - loss: 7.9948
13/63 [=====>........................] - ETA: 0s - loss: 9.4328
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31/63 [=============>................] - ETA: 0s - loss: 9.3104
37/63 [================>.............] - ETA: 0s - loss: 9.5013
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55/63 [=========================>....] - ETA: 0s - loss: 9.3387
61/63 [============================>.] - ETA: 0s - loss: 9.2046
63/63 [==============================] - 1s 11ms/step - loss: 9.2130 - val_loss: 10.3869
Epoch 85/1000
1/63 [..............................] - ETA: 0s - loss: 9.8587
7/63 [==>...........................] - ETA: 0s - loss: 10.2418
13/63 [=====>........................] - ETA: 0s - loss: 9.7955
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25/63 [==========>...................] - ETA: 0s - loss: 9.6075
31/63 [=============>................] - ETA: 0s - loss: 9.6718
37/63 [================>.............] - ETA: 0s - loss: 9.5687
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55/63 [=========================>....] - ETA: 0s - loss: 9.2848
61/63 [============================>.] - ETA: 0s - loss: 9.1895
63/63 [==============================] - 1s 11ms/step - loss: 9.1389 - val_loss: 9.9052
Epoch 86/1000
1/63 [..............................] - ETA: 0s - loss: 7.6745
7/63 [==>...........................] - ETA: 0s - loss: 8.2959
13/63 [=====>........................] - ETA: 0s - loss: 8.3730
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31/63 [=============>................] - ETA: 0s - loss: 8.7859
37/63 [================>.............] - ETA: 0s - loss: 8.7041
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55/63 [=========================>....] - ETA: 0s - loss: 8.7795
61/63 [============================>.] - ETA: 0s - loss: 8.8691
63/63 [==============================] - 1s 11ms/step - loss: 8.9542 - val_loss: 9.8459
Epoch 87/1000
1/63 [..............................] - ETA: 0s - loss: 9.3775
7/63 [==>...........................] - ETA: 0s - loss: 9.3240
13/63 [=====>........................] - ETA: 0s - loss: 8.9825
19/63 [========>.....................] - ETA: 0s - loss: 9.1177
25/63 [==========>...................] - ETA: 0s - loss: 9.1506
31/63 [=============>................] - ETA: 0s - loss: 8.8819
37/63 [================>.............] - ETA: 0s - loss: 9.0415
43/63 [===================>..........] - ETA: 0s - loss: 8.9431
49/63 [======================>.......] - ETA: 0s - loss: 8.8929
55/63 [=========================>....] - ETA: 0s - loss: 8.9038
61/63 [============================>.] - ETA: 0s - loss: 8.9276
63/63 [==============================] - 1s 11ms/step - loss: 8.8676 - val_loss: 9.9871
Epoch 88/1000
1/63 [..............................] - ETA: 0s - loss: 9.1784
7/63 [==>...........................] - ETA: 0s - loss: 8.4850
13/63 [=====>........................] - ETA: 0s - loss: 8.7839
19/63 [========>.....................] - ETA: 0s - loss: 8.8947
25/63 [==========>...................] - ETA: 0s - loss: 8.7242
31/63 [=============>................] - ETA: 0s - loss: 8.5624
37/63 [================>.............] - ETA: 0s - loss: 8.9198
43/63 [===================>..........] - ETA: 0s - loss: 9.0416
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55/63 [=========================>....] - ETA: 0s - loss: 9.0087
61/63 [============================>.] - ETA: 0s - loss: 8.8340
63/63 [==============================] - 1s 11ms/step - loss: 8.7685 - val_loss: 9.6121
Epoch 89/1000
1/63 [..............................] - ETA: 0s - loss: 9.7614
7/63 [==>...........................] - ETA: 0s - loss: 8.3455
13/63 [=====>........................] - ETA: 0s - loss: 9.0054
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31/63 [=============>................] - ETA: 0s - loss: 8.7896
37/63 [================>.............] - ETA: 0s - loss: 8.7802
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55/63 [=========================>....] - ETA: 0s - loss: 8.8303
61/63 [============================>.] - ETA: 0s - loss: 8.8234
63/63 [==============================] - 1s 11ms/step - loss: 8.8220 - val_loss: 9.7231
Epoch 90/1000
1/63 [..............................] - ETA: 0s - loss: 7.8426
7/63 [==>...........................] - ETA: 0s - loss: 9.0232
13/63 [=====>........................] - ETA: 0s - loss: 9.0723
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25/63 [==========>...................] - ETA: 0s - loss: 8.7980
31/63 [=============>................] - ETA: 0s - loss: 8.5764
37/63 [================>.............] - ETA: 0s - loss: 8.5346
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55/63 [=========================>....] - ETA: 0s - loss: 8.6123
61/63 [============================>.] - ETA: 0s - loss: 8.6878
63/63 [==============================] - 1s 11ms/step - loss: 8.7011 - val_loss: 9.2013
Epoch 91/1000
1/63 [..............................] - ETA: 0s - loss: 5.5471
7/63 [==>...........................] - ETA: 0s - loss: 9.1223
13/63 [=====>........................] - ETA: 0s - loss: 9.3920
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25/63 [==========>...................] - ETA: 0s - loss: 8.8145
31/63 [=============>................] - ETA: 0s - loss: 8.9229
37/63 [================>.............] - ETA: 0s - loss: 8.8671
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49/63 [======================>.......] - ETA: 0s - loss: 8.9511
55/63 [=========================>....] - ETA: 0s - loss: 8.8186
61/63 [============================>.] - ETA: 0s - loss: 8.7206
63/63 [==============================] - 1s 10ms/step - loss: 8.6808 - val_loss: 9.4042
Epoch 92/1000
1/63 [..............................] - ETA: 0s - loss: 9.7141
7/63 [==>...........................] - ETA: 0s - loss: 9.3025
13/63 [=====>........................] - ETA: 0s - loss: 9.0362
19/63 [========>.....................] - ETA: 0s - loss: 8.3848
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31/63 [=============>................] - ETA: 0s - loss: 8.6752
37/63 [================>.............] - ETA: 0s - loss: 8.6603
43/63 [===================>..........] - ETA: 0s - loss: 8.7127
49/63 [======================>.......] - ETA: 0s - loss: 8.7325
55/63 [=========================>....] - ETA: 0s - loss: 8.6425
61/63 [============================>.] - ETA: 0s - loss: 8.6016
63/63 [==============================] - 1s 10ms/step - loss: 8.6022 - val_loss: 9.6410
Epoch 93/1000
1/63 [..............................] - ETA: 0s - loss: 9.6036
7/63 [==>...........................] - ETA: 0s - loss: 9.0239
13/63 [=====>........................] - ETA: 0s - loss: 8.6653
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25/63 [==========>...................] - ETA: 0s - loss: 8.0684
31/63 [=============>................] - ETA: 0s - loss: 8.1592
37/63 [================>.............] - ETA: 0s - loss: 8.4179
43/63 [===================>..........] - ETA: 0s - loss: 8.2982
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55/63 [=========================>....] - ETA: 0s - loss: 8.4399
61/63 [============================>.] - ETA: 0s - loss: 8.6222
63/63 [==============================] - 1s 11ms/step - loss: 8.6065 - val_loss: 10.0672
Epoch 94/1000
1/63 [..............................] - ETA: 0s - loss: 5.8788
7/63 [==>...........................] - ETA: 0s - loss: 9.6895
13/63 [=====>........................] - ETA: 0s - loss: 8.3187
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31/63 [=============>................] - ETA: 0s - loss: 8.3549
37/63 [================>.............] - ETA: 0s - loss: 8.2322
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55/63 [=========================>....] - ETA: 0s - loss: 8.3370
61/63 [============================>.] - ETA: 0s - loss: 8.4201
63/63 [==============================] - 1s 11ms/step - loss: 8.4476 - val_loss: 9.4417
Epoch 95/1000
1/63 [..............................] - ETA: 0s - loss: 8.9610
6/63 [=>............................] - ETA: 0s - loss: 6.6546
12/63 [====>.........................] - ETA: 0s - loss: 7.4865
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30/63 [=============>................] - ETA: 0s - loss: 8.5166
36/63 [================>.............] - ETA: 0s - loss: 8.4666
42/63 [===================>..........] - ETA: 0s - loss: 8.3311
48/63 [=====================>........] - ETA: 0s - loss: 8.1897
54/63 [========================>.....] - ETA: 0s - loss: 8.2036
60/63 [===========================>..] - ETA: 0s - loss: 8.2010
63/63 [==============================] - 1s 11ms/step - loss: 8.2732 - val_loss: 9.0578
Epoch 96/1000
1/63 [..............................] - ETA: 0s - loss: 7.9089
7/63 [==>...........................] - ETA: 0s - loss: 7.9989
13/63 [=====>........................] - ETA: 0s - loss: 8.0990
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31/63 [=============>................] - ETA: 0s - loss: 8.2837
36/63 [================>.............] - ETA: 0s - loss: 8.0951
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53/63 [========================>.....] - ETA: 0s - loss: 8.3085
58/63 [==========================>...] - ETA: 0s - loss: 8.2593
63/63 [==============================] - 1s 11ms/step - loss: 8.4079 - val_loss: 9.0265
Epoch 97/1000
1/63 [..............................] - ETA: 0s - loss: 7.3702
7/63 [==>...........................] - ETA: 0s - loss: 7.4481
13/63 [=====>........................] - ETA: 0s - loss: 7.6090
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25/63 [==========>...................] - ETA: 0s - loss: 7.9591
31/63 [=============>................] - ETA: 0s - loss: 8.0752
37/63 [================>.............] - ETA: 0s - loss: 8.2229
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55/63 [=========================>....] - ETA: 0s - loss: 8.3045
61/63 [============================>.] - ETA: 0s - loss: 8.2765
63/63 [==============================] - 1s 11ms/step - loss: 8.2396 - val_loss: 8.7159
Epoch 98/1000
1/63 [..............................] - ETA: 0s - loss: 9.1048
7/63 [==>...........................] - ETA: 0s - loss: 8.0990
13/63 [=====>........................] - ETA: 0s - loss: 7.8247
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31/63 [=============>................] - ETA: 0s - loss: 8.0477
37/63 [================>.............] - ETA: 0s - loss: 8.0357
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55/63 [=========================>....] - ETA: 0s - loss: 8.2553
61/63 [============================>.] - ETA: 0s - loss: 8.2225
63/63 [==============================] - 1s 11ms/step - loss: 8.2431 - val_loss: 8.6358
Epoch 99/1000
1/63 [..............................] - ETA: 0s - loss: 8.5909
7/63 [==>...........................] - ETA: 0s - loss: 8.9085
13/63 [=====>........................] - ETA: 0s - loss: 8.5367
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31/63 [=============>................] - ETA: 0s - loss: 7.9577
37/63 [================>.............] - ETA: 0s - loss: 8.0484
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55/63 [=========================>....] - ETA: 0s - loss: 8.1632
61/63 [============================>.] - ETA: 0s - loss: 8.1348
63/63 [==============================] - 1s 11ms/step - loss: 8.1104 - val_loss: 8.4691
Epoch 100/1000
1/63 [..............................] - ETA: 0s - loss: 13.0762
7/63 [==>...........................] - ETA: 0s - loss: 9.1458
13/63 [=====>........................] - ETA: 0s - loss: 8.5620
19/63 [========>.....................] - ETA: 0s - loss: 7.9287
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31/63 [=============>................] - ETA: 0s - loss: 8.1909
37/63 [================>.............] - ETA: 0s - loss: 8.1448
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55/63 [=========================>....] - ETA: 0s - loss: 8.1339
61/63 [============================>.] - ETA: 0s - loss: 8.1847
63/63 [==============================] - 1s 11ms/step - loss: 8.1843 - val_loss: 8.5167
Epoch 101/1000
1/63 [..............................] - ETA: 0s - loss: 8.1919
7/63 [==>...........................] - ETA: 0s - loss: 7.0354
13/63 [=====>........................] - ETA: 0s - loss: 6.9313
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31/63 [=============>................] - ETA: 0s - loss: 7.8193
37/63 [================>.............] - ETA: 0s - loss: 7.8229
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60/63 [===========================>..] - ETA: 0s - loss: 8.1237
63/63 [==============================] - 1s 11ms/step - loss: 8.0858 - val_loss: 8.8286
Epoch 102/1000
1/63 [..............................] - ETA: 0s - loss: 10.2534
7/63 [==>...........................] - ETA: 0s - loss: 8.1995
13/63 [=====>........................] - ETA: 0s - loss: 8.3186
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31/63 [=============>................] - ETA: 0s - loss: 8.7469
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61/63 [============================>.] - ETA: 0s - loss: 8.2242
63/63 [==============================] - 1s 11ms/step - loss: 8.1962 - val_loss: 8.5328
Epoch 103/1000
1/63 [..............................] - ETA: 0s - loss: 5.2355
7/63 [==>...........................] - ETA: 0s - loss: 6.9254
13/63 [=====>........................] - ETA: 0s - loss: 7.1059
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31/63 [=============>................] - ETA: 0s - loss: 7.4195
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61/63 [============================>.] - ETA: 0s - loss: 7.9049
63/63 [==============================] - 1s 11ms/step - loss: 7.9475 - val_loss: 9.2124
Epoch 104/1000
1/63 [..............................] - ETA: 0s - loss: 6.1716
7/63 [==>...........................] - ETA: 0s - loss: 8.0725
13/63 [=====>........................] - ETA: 0s - loss: 8.2740
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61/63 [============================>.] - ETA: 0s - loss: 7.9359
63/63 [==============================] - 1s 11ms/step - loss: 7.9391 - val_loss: 8.4569
Epoch 105/1000
1/63 [..............................] - ETA: 0s - loss: 9.9723
7/63 [==>...........................] - ETA: 0s - loss: 8.6080
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63/63 [==============================] - 1s 11ms/step - loss: 7.7369 - val_loss: 8.4018
Epoch 106/1000
1/63 [..............................] - ETA: 0s - loss: 5.5996
7/63 [==>...........................] - ETA: 0s - loss: 7.5536
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61/63 [============================>.] - ETA: 0s - loss: 7.7542
63/63 [==============================] - 1s 11ms/step - loss: 7.7441 - val_loss: 7.9945
Epoch 107/1000
1/63 [..............................] - ETA: 0s - loss: 6.6031
7/63 [==>...........................] - ETA: 0s - loss: 8.1460
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61/63 [============================>.] - ETA: 0s - loss: 7.6436
63/63 [==============================] - 1s 10ms/step - loss: 7.5854 - val_loss: 9.5242
Epoch 108/1000
1/63 [..............................] - ETA: 0s - loss: 7.8326
7/63 [==>...........................] - ETA: 0s - loss: 7.9737
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61/63 [============================>.] - ETA: 0s - loss: 7.7133
63/63 [==============================] - 1s 11ms/step - loss: 7.6905 - val_loss: 7.7940
Epoch 109/1000
1/63 [..............................] - ETA: 0s - loss: 4.5914
7/63 [==>...........................] - ETA: 0s - loss: 7.8171
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61/63 [============================>.] - ETA: 0s - loss: 7.4812
63/63 [==============================] - 1s 11ms/step - loss: 7.4508 - val_loss: 7.7668
Epoch 110/1000
1/63 [..............................] - ETA: 0s - loss: 6.2681
7/63 [==>...........................] - ETA: 0s - loss: 6.2940
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61/63 [============================>.] - ETA: 0s - loss: 7.3796
63/63 [==============================] - 1s 10ms/step - loss: 7.3765 - val_loss: 8.3780
Epoch 111/1000
1/63 [..............................] - ETA: 0s - loss: 8.0396
7/63 [==>...........................] - ETA: 0s - loss: 7.5598
13/63 [=====>........................] - ETA: 0s - loss: 8.0710
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60/63 [===========================>..] - ETA: 0s - loss: 7.3588
63/63 [==============================] - 1s 11ms/step - loss: 7.3876 - val_loss: 8.7308
Epoch 112/1000
1/63 [..............................] - ETA: 0s - loss: 7.0890
7/63 [==>...........................] - ETA: 0s - loss: 8.1573
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61/63 [============================>.] - ETA: 0s - loss: 7.3109
63/63 [==============================] - 1s 10ms/step - loss: 7.3389 - val_loss: 8.7253
Epoch 113/1000
1/63 [..............................] - ETA: 0s - loss: 10.0805
7/63 [==>...........................] - ETA: 0s - loss: 6.5874
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61/63 [============================>.] - ETA: 0s - loss: 7.2285
63/63 [==============================] - 1s 10ms/step - loss: 7.1543 - val_loss: 7.7769
Epoch 114/1000
1/63 [..............................] - ETA: 0s - loss: 6.2916
7/63 [==>...........................] - ETA: 0s - loss: 7.5622
13/63 [=====>........................] - ETA: 0s - loss: 6.8969
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61/63 [============================>.] - ETA: 0s - loss: 7.2102
63/63 [==============================] - 1s 11ms/step - loss: 7.2305 - val_loss: 7.4908
Epoch 115/1000
1/63 [..............................] - ETA: 0s - loss: 8.9596
7/63 [==>...........................] - ETA: 0s - loss: 7.3655
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61/63 [============================>.] - ETA: 0s - loss: 7.1688
63/63 [==============================] - 1s 11ms/step - loss: 7.1637 - val_loss: 7.4481
Epoch 116/1000
1/63 [..............................] - ETA: 0s - loss: 9.4247
7/63 [==>...........................] - ETA: 0s - loss: 8.3497
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61/63 [============================>.] - ETA: 0s - loss: 7.0003
63/63 [==============================] - 1s 11ms/step - loss: 7.0355 - val_loss: 7.2863
Epoch 117/1000
1/63 [..............................] - ETA: 0s - loss: 3.8702
7/63 [==>...........................] - ETA: 0s - loss: 7.4660
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61/63 [============================>.] - ETA: 0s - loss: 6.9079
63/63 [==============================] - 1s 11ms/step - loss: 6.9125 - val_loss: 7.2265
Epoch 118/1000
1/63 [..............................] - ETA: 0s - loss: 5.9508
7/63 [==>...........................] - ETA: 0s - loss: 7.0930
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61/63 [============================>.] - ETA: 0s - loss: 6.8471
63/63 [==============================] - 1s 11ms/step - loss: 6.8545 - val_loss: 6.9762
Epoch 119/1000
1/63 [..............................] - ETA: 0s - loss: 6.2494
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60/63 [===========================>..] - ETA: 0s - loss: 6.9717
63/63 [==============================] - 1s 11ms/step - loss: 6.9809 - val_loss: 7.0408
Epoch 120/1000
1/63 [..............................] - ETA: 0s - loss: 4.7189
7/63 [==>...........................] - ETA: 0s - loss: 7.1378
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61/63 [============================>.] - ETA: 0s - loss: 6.8305
63/63 [==============================] - 1s 11ms/step - loss: 6.8081 - val_loss: 7.6964
Epoch 121/1000
1/63 [..............................] - ETA: 0s - loss: 7.0241
7/63 [==>...........................] - ETA: 0s - loss: 7.9453
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61/63 [============================>.] - ETA: 0s - loss: 6.9446
63/63 [==============================] - 1s 10ms/step - loss: 6.9377 - val_loss: 7.3285
Epoch 122/1000
1/63 [..............................] - ETA: 0s - loss: 10.2367
7/63 [==>...........................] - ETA: 0s - loss: 7.7475
13/63 [=====>........................] - ETA: 0s - loss: 7.3208
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61/63 [============================>.] - ETA: 0s - loss: 6.7749
63/63 [==============================] - 1s 10ms/step - loss: 6.7419 - val_loss: 7.9828
Epoch 123/1000
1/63 [..............................] - ETA: 0s - loss: 8.2128
7/63 [==>...........................] - ETA: 0s - loss: 7.8080
13/63 [=====>........................] - ETA: 0s - loss: 7.3726
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61/63 [============================>.] - ETA: 0s - loss: 6.8505
63/63 [==============================] - 1s 11ms/step - loss: 6.8546 - val_loss: 6.9705
Epoch 124/1000
1/63 [..............................] - ETA: 0s - loss: 6.6644
7/63 [==>...........................] - ETA: 0s - loss: 6.9706
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61/63 [============================>.] - ETA: 0s - loss: 6.5291
63/63 [==============================] - 1s 11ms/step - loss: 6.5526 - val_loss: 6.8501
Epoch 125/1000
1/63 [..............................] - ETA: 0s - loss: 7.6820
7/63 [==>...........................] - ETA: 0s - loss: 6.6307
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61/63 [============================>.] - ETA: 0s - loss: 6.6302
63/63 [==============================] - 1s 10ms/step - loss: 6.6151 - val_loss: 6.9757
Epoch 126/1000
1/63 [..............................] - ETA: 0s - loss: 7.6784
7/63 [==>...........................] - ETA: 0s - loss: 6.7934
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61/63 [============================>.] - ETA: 0s - loss: 6.5125
63/63 [==============================] - 1s 10ms/step - loss: 6.4913 - val_loss: 7.8049
Epoch 127/1000
1/63 [..............................] - ETA: 0s - loss: 12.1256
7/63 [==>...........................] - ETA: 0s - loss: 8.3119
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61/63 [============================>.] - ETA: 0s - loss: 6.4646
63/63 [==============================] - 1s 11ms/step - loss: 6.5168 - val_loss: 6.7758
Epoch 128/1000
1/63 [..............................] - ETA: 0s - loss: 4.7959
7/63 [==>...........................] - ETA: 0s - loss: 6.7448
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61/63 [============================>.] - ETA: 0s - loss: 6.5661
63/63 [==============================] - 1s 11ms/step - loss: 6.5328 - val_loss: 6.4964
Epoch 129/1000
1/63 [..............................] - ETA: 0s - loss: 5.9195
7/63 [==>...........................] - ETA: 0s - loss: 6.9224
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61/63 [============================>.] - ETA: 0s - loss: 6.3624
63/63 [==============================] - 1s 11ms/step - loss: 6.3159 - val_loss: 6.5860
Epoch 130/1000
1/63 [..............................] - ETA: 0s - loss: 6.9787
7/63 [==>...........................] - ETA: 0s - loss: 5.8138
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61/63 [============================>.] - ETA: 0s - loss: 6.3058
63/63 [==============================] - 1s 11ms/step - loss: 6.3123 - val_loss: 6.8080
Epoch 131/1000
1/63 [..............................] - ETA: 0s - loss: 7.8390
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61/63 [============================>.] - ETA: 0s - loss: 6.3625
63/63 [==============================] - 1s 11ms/step - loss: 6.3631 - val_loss: 6.5585
Epoch 132/1000
1/63 [..............................] - ETA: 0s - loss: 3.8351
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61/63 [============================>.] - ETA: 0s - loss: 6.2882
63/63 [==============================] - 1s 11ms/step - loss: 6.2756 - val_loss: 6.7631
Epoch 133/1000
1/63 [..............................] - ETA: 0s - loss: 5.6952
7/63 [==>...........................] - ETA: 0s - loss: 6.0410
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61/63 [============================>.] - ETA: 0s - loss: 6.3010
63/63 [==============================] - 1s 10ms/step - loss: 6.2698 - val_loss: 7.0037
Epoch 134/1000
1/63 [..............................] - ETA: 0s - loss: 5.6166
7/63 [==>...........................] - ETA: 0s - loss: 5.6111
13/63 [=====>........................] - ETA: 0s - loss: 6.0690
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31/63 [=============>................] - ETA: 0s - loss: 5.9301
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61/63 [============================>.] - ETA: 0s - loss: 6.1969
63/63 [==============================] - 1s 10ms/step - loss: 6.2299 - val_loss: 6.9333
Epoch 135/1000
1/63 [..............................] - ETA: 0s - loss: 4.6143
7/63 [==>...........................] - ETA: 0s - loss: 6.0015
13/63 [=====>........................] - ETA: 0s - loss: 6.2302
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31/63 [=============>................] - ETA: 0s - loss: 5.9679
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61/63 [============================>.] - ETA: 0s - loss: 6.2245
63/63 [==============================] - 1s 11ms/step - loss: 6.2100 - val_loss: 6.6137
Epoch 136/1000
1/63 [..............................] - ETA: 0s - loss: 6.3001
7/63 [==>...........................] - ETA: 0s - loss: 6.0310
13/63 [=====>........................] - ETA: 0s - loss: 5.9505
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31/63 [=============>................] - ETA: 0s - loss: 6.2196
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61/63 [============================>.] - ETA: 0s - loss: 6.0410
63/63 [==============================] - 1s 10ms/step - loss: 6.0887 - val_loss: 6.5096
Epoch 137/1000
1/63 [..............................] - ETA: 0s - loss: 6.3132
7/63 [==>...........................] - ETA: 0s - loss: 6.3126
13/63 [=====>........................] - ETA: 0s - loss: 6.2370
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31/63 [=============>................] - ETA: 0s - loss: 6.3014
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61/63 [============================>.] - ETA: 0s - loss: 6.2126
63/63 [==============================] - 1s 11ms/step - loss: 6.1841 - val_loss: 6.3328
Epoch 138/1000
1/63 [..............................] - ETA: 0s - loss: 5.7363
7/63 [==>...........................] - ETA: 0s - loss: 6.7822
13/63 [=====>........................] - ETA: 0s - loss: 6.2433
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31/63 [=============>................] - ETA: 0s - loss: 5.9446
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61/63 [============================>.] - ETA: 0s - loss: 6.0779
63/63 [==============================] - 1s 11ms/step - loss: 6.0477 - val_loss: 6.8576
Epoch 139/1000
1/63 [..............................] - ETA: 0s - loss: 5.6569
7/63 [==>...........................] - ETA: 0s - loss: 6.9835
13/63 [=====>........................] - ETA: 0s - loss: 6.6610
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31/63 [=============>................] - ETA: 0s - loss: 5.9873
37/63 [================>.............] - ETA: 0s - loss: 6.0513
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61/63 [============================>.] - ETA: 0s - loss: 5.9968
63/63 [==============================] - 1s 11ms/step - loss: 6.0354 - val_loss: 6.9611
Epoch 140/1000
1/63 [..............................] - ETA: 0s - loss: 5.2680
7/63 [==>...........................] - ETA: 0s - loss: 6.8042
13/63 [=====>........................] - ETA: 0s - loss: 6.6201
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31/63 [=============>................] - ETA: 0s - loss: 6.3749
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61/63 [============================>.] - ETA: 0s - loss: 6.2327
63/63 [==============================] - 1s 11ms/step - loss: 6.2621 - val_loss: 6.5540
Epoch 141/1000
1/63 [..............................] - ETA: 0s - loss: 6.2708
7/63 [==>...........................] - ETA: 0s - loss: 6.4636
13/63 [=====>........................] - ETA: 0s - loss: 6.1241
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31/63 [=============>................] - ETA: 0s - loss: 6.5762
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55/63 [=========================>....] - ETA: 0s - loss: 6.2895
61/63 [============================>.] - ETA: 0s - loss: 6.2995
63/63 [==============================] - 1s 11ms/step - loss: 6.2900 - val_loss: 6.3268
Epoch 142/1000
1/63 [..............................] - ETA: 0s - loss: 6.5640
7/63 [==>...........................] - ETA: 0s - loss: 5.2406
13/63 [=====>........................] - ETA: 0s - loss: 5.0840
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31/63 [=============>................] - ETA: 0s - loss: 6.1007
37/63 [================>.............] - ETA: 0s - loss: 6.0765
43/63 [===================>..........] - ETA: 0s - loss: 6.0002
49/63 [======================>.......] - ETA: 0s - loss: 5.9033
55/63 [=========================>....] - ETA: 0s - loss: 5.9112
61/63 [============================>.] - ETA: 0s - loss: 5.9132
63/63 [==============================] - 1s 11ms/step - loss: 5.9595 - val_loss: 6.7488
Epoch 143/1000
1/63 [..............................] - ETA: 0s - loss: 9.2421
7/63 [==>...........................] - ETA: 0s - loss: 6.9835
13/63 [=====>........................] - ETA: 0s - loss: 6.8184
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31/63 [=============>................] - ETA: 0s - loss: 6.4364
37/63 [================>.............] - ETA: 0s - loss: 6.3984
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60/63 [===========================>..] - ETA: 0s - loss: 6.0749
63/63 [==============================] - 1s 11ms/step - loss: 6.0671 - val_loss: 6.2403
Epoch 144/1000
1/63 [..............................] - ETA: 0s - loss: 7.5076
7/63 [==>...........................] - ETA: 0s - loss: 6.2629
13/63 [=====>........................] - ETA: 0s - loss: 6.0794
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59/63 [===========================>..] - ETA: 0s - loss: 5.9879
63/63 [==============================] - 1s 11ms/step - loss: 5.9321 - val_loss: 6.1337
Epoch 145/1000
1/63 [..............................] - ETA: 0s - loss: 4.1933
6/63 [=>............................] - ETA: 0s - loss: 5.5263
11/63 [====>.........................] - ETA: 0s - loss: 6.1209
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58/63 [==========================>...] - ETA: 0s - loss: 5.7753
63/63 [==============================] - 1s 11ms/step - loss: 5.8017 - val_loss: 6.9032
Epoch 146/1000
1/63 [..............................] - ETA: 0s - loss: 7.4557
6/63 [=>............................] - ETA: 0s - loss: 6.3594
12/63 [====>.........................] - ETA: 0s - loss: 5.8683
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30/63 [=============>................] - ETA: 0s - loss: 5.9115
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42/63 [===================>..........] - ETA: 0s - loss: 6.0782
48/63 [=====================>........] - ETA: 0s - loss: 5.9741
54/63 [========================>.....] - ETA: 0s - loss: 6.0402
60/63 [===========================>..] - ETA: 0s - loss: 5.9503
63/63 [==============================] - 1s 11ms/step - loss: 5.9099 - val_loss: 6.1632
Epoch 147/1000
1/63 [..............................] - ETA: 0s - loss: 5.1186
7/63 [==>...........................] - ETA: 0s - loss: 6.0709
12/63 [====>.........................] - ETA: 0s - loss: 6.1464
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30/63 [=============>................] - ETA: 0s - loss: 5.8602
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54/63 [========================>.....] - ETA: 0s - loss: 5.9933
60/63 [===========================>..] - ETA: 0s - loss: 5.9993
63/63 [==============================] - 1s 11ms/step - loss: 5.9783 - val_loss: 6.0801
Epoch 148/1000
1/63 [..............................] - ETA: 0s - loss: 6.0544
7/63 [==>...........................] - ETA: 0s - loss: 5.3791
13/63 [=====>........................] - ETA: 0s - loss: 6.3140
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54/63 [========================>.....] - ETA: 0s - loss: 5.5720
60/63 [===========================>..] - ETA: 0s - loss: 5.7075
63/63 [==============================] - 1s 11ms/step - loss: 5.7352 - val_loss: 6.1935
Epoch 149/1000
1/63 [..............................] - ETA: 0s - loss: 4.5963
7/63 [==>...........................] - ETA: 0s - loss: 5.0584
13/63 [=====>........................] - ETA: 0s - loss: 5.2195
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31/63 [=============>................] - ETA: 0s - loss: 5.6704
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61/63 [============================>.] - ETA: 0s - loss: 5.8561
63/63 [==============================] - 1s 11ms/step - loss: 5.8442 - val_loss: 6.1018
Epoch 150/1000
1/63 [..............................] - ETA: 0s - loss: 5.6629
7/63 [==>...........................] - ETA: 0s - loss: 5.3395
13/63 [=====>........................] - ETA: 0s - loss: 6.2196
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31/63 [=============>................] - ETA: 0s - loss: 5.7500
37/63 [================>.............] - ETA: 0s - loss: 5.6807
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55/63 [=========================>....] - ETA: 0s - loss: 5.7145
61/63 [============================>.] - ETA: 0s - loss: 5.6371
63/63 [==============================] - 1s 11ms/step - loss: 5.6491 - val_loss: 6.0734
Epoch 151/1000
1/63 [..............................] - ETA: 0s - loss: 6.3134
7/63 [==>...........................] - ETA: 0s - loss: 5.4576
13/63 [=====>........................] - ETA: 0s - loss: 5.8020
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31/63 [=============>................] - ETA: 0s - loss: 5.8579
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61/63 [============================>.] - ETA: 0s - loss: 5.8404
63/63 [==============================] - 1s 11ms/step - loss: 5.8174 - val_loss: 6.3221
Epoch 152/1000
1/63 [..............................] - ETA: 0s - loss: 4.1383
7/63 [==>...........................] - ETA: 0s - loss: 4.3458
13/63 [=====>........................] - ETA: 0s - loss: 4.8007
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31/63 [=============>................] - ETA: 0s - loss: 5.9613
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61/63 [============================>.] - ETA: 0s - loss: 5.8322
63/63 [==============================] - 1s 11ms/step - loss: 5.9211 - val_loss: 5.9367
Epoch 153/1000
1/63 [..............................] - ETA: 0s - loss: 6.2764
6/63 [=>............................] - ETA: 0s - loss: 6.1160
12/63 [====>.........................] - ETA: 0s - loss: 6.3368
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60/63 [===========================>..] - ETA: 0s - loss: 5.9155
63/63 [==============================] - 1s 11ms/step - loss: 5.8730 - val_loss: 6.4272
Epoch 154/1000
1/63 [..............................] - ETA: 0s - loss: 4.6277
7/63 [==>...........................] - ETA: 0s - loss: 5.0672
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61/63 [============================>.] - ETA: 0s - loss: 5.8034
63/63 [==============================] - 1s 11ms/step - loss: 5.7636 - val_loss: 6.0665
Epoch 155/1000
1/63 [..............................] - ETA: 0s - loss: 8.1690
7/63 [==>...........................] - ETA: 0s - loss: 5.5609
13/63 [=====>........................] - ETA: 0s - loss: 5.7925
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60/63 [===========================>..] - ETA: 0s - loss: 5.5705
63/63 [==============================] - 1s 11ms/step - loss: 5.6310 - val_loss: 6.2719
Epoch 156/1000
1/63 [..............................] - ETA: 0s - loss: 7.1861
7/63 [==>...........................] - ETA: 0s - loss: 6.0057
13/63 [=====>........................] - ETA: 0s - loss: 5.5482
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60/63 [===========================>..] - ETA: 0s - loss: 5.7279
63/63 [==============================] - 1s 11ms/step - loss: 5.7658 - val_loss: 6.3600
Epoch 157/1000
1/63 [..............................] - ETA: 0s - loss: 7.1283
7/63 [==>...........................] - ETA: 0s - loss: 5.6925
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61/63 [============================>.] - ETA: 0s - loss: 5.5523
63/63 [==============================] - 1s 11ms/step - loss: 5.5814 - val_loss: 6.0638
Epoch 158/1000
1/63 [..............................] - ETA: 0s - loss: 8.8554
7/63 [==>...........................] - ETA: 0s - loss: 5.6650
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61/63 [============================>.] - ETA: 0s - loss: 5.6336
63/63 [==============================] - 1s 11ms/step - loss: 5.5829 - val_loss: 6.7880
Epoch 159/1000
1/63 [..............................] - ETA: 0s - loss: 6.7547
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61/63 [============================>.] - ETA: 0s - loss: 5.7538
63/63 [==============================] - 1s 11ms/step - loss: 5.7495 - val_loss: 6.1366
Epoch 160/1000
1/63 [..............................] - ETA: 0s - loss: 6.3233
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63/63 [==============================] - 1s 11ms/step - loss: 5.5511 - val_loss: 6.3837
Epoch 161/1000
1/63 [..............................] - ETA: 0s - loss: 7.1537
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61/63 [============================>.] - ETA: 0s - loss: 5.5010
63/63 [==============================] - 1s 11ms/step - loss: 5.4659 - val_loss: 5.8150
Epoch 162/1000
1/63 [..............................] - ETA: 0s - loss: 2.8781
7/63 [==>...........................] - ETA: 0s - loss: 5.6095
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63/63 [==============================] - 1s 11ms/step - loss: 5.7070 - val_loss: 6.3069
Epoch 163/1000
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61/63 [============================>.] - ETA: 0s - loss: 5.5349
63/63 [==============================] - 1s 11ms/step - loss: 5.5048 - val_loss: 6.1246
Epoch 164/1000
1/63 [..............................] - ETA: 0s - loss: 4.9361
7/63 [==>...........................] - ETA: 0s - loss: 6.2654
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61/63 [============================>.] - ETA: 0s - loss: 5.4615
63/63 [==============================] - 1s 10ms/step - loss: 5.4579 - val_loss: 6.0131
Epoch 165/1000
1/63 [..............................] - ETA: 0s - loss: 6.6845
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61/63 [============================>.] - ETA: 0s - loss: 5.3305
63/63 [==============================] - 1s 11ms/step - loss: 5.3060 - val_loss: 6.0461
Epoch 166/1000
1/63 [..............................] - ETA: 0s - loss: 6.4741
7/63 [==>...........................] - ETA: 0s - loss: 5.3233
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60/63 [===========================>..] - ETA: 0s - loss: 5.4742
63/63 [==============================] - 1s 11ms/step - loss: 5.4993 - val_loss: 5.9442
Epoch 167/1000
1/63 [..............................] - ETA: 0s - loss: 3.2856
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63/63 [==============================] - ETA: 0s - loss: 5.5307
63/63 [==============================] - 1s 11ms/step - loss: 5.5307 - val_loss: 6.1312
Epoch 168/1000
1/63 [..............................] - ETA: 0s - loss: 8.7490
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58/63 [==========================>...] - ETA: 0s - loss: 5.6141
63/63 [==============================] - 1s 11ms/step - loss: 5.5904 - val_loss: 5.9545
Epoch 169/1000
1/63 [..............................] - ETA: 0s - loss: 7.3358
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63/63 [==============================] - ETA: 0s - loss: 5.2894
63/63 [==============================] - 1s 11ms/step - loss: 5.2894 - val_loss: 5.9249
Epoch 170/1000
1/63 [..............................] - ETA: 0s - loss: 6.6564
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61/63 [============================>.] - ETA: 0s - loss: 5.3932
63/63 [==============================] - 1s 11ms/step - loss: 5.4572 - val_loss: 5.9346
Epoch 171/1000
1/63 [..............................] - ETA: 0s - loss: 6.6665
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58/63 [==========================>...] - ETA: 0s - loss: 5.3900
63/63 [==============================] - 1s 11ms/step - loss: 5.4315 - val_loss: 5.6890
Epoch 172/1000
1/63 [..............................] - ETA: 0s - loss: 5.5061
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62/63 [============================>.] - ETA: 0s - loss: 5.3566
63/63 [==============================] - 1s 11ms/step - loss: 5.3529 - val_loss: 6.1590
Epoch 173/1000
1/63 [..............................] - ETA: 0s - loss: 8.0063
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60/63 [===========================>..] - ETA: 0s - loss: 5.3490
63/63 [==============================] - 1s 11ms/step - loss: 5.3692 - val_loss: 5.9611
Epoch 174/1000
1/63 [..............................] - ETA: 0s - loss: 3.2644
7/63 [==>...........................] - ETA: 0s - loss: 6.2395
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58/63 [==========================>...] - ETA: 0s - loss: 5.2702
63/63 [==============================] - 1s 11ms/step - loss: 5.2797 - val_loss: 5.6706
Epoch 175/1000
1/63 [..............................] - ETA: 0s - loss: 4.0982
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62/63 [============================>.] - ETA: 0s - loss: 5.2009
63/63 [==============================] - 1s 11ms/step - loss: 5.2032 - val_loss: 6.1131
Epoch 176/1000
1/63 [..............................] - ETA: 0s - loss: 6.9009
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58/63 [==========================>...] - ETA: 0s - loss: 5.2562
63/63 [==============================] - 1s 11ms/step - loss: 5.1846 - val_loss: 5.6806
Epoch 177/1000
1/63 [..............................] - ETA: 0s - loss: 5.3601
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61/63 [============================>.] - ETA: 0s - loss: 5.2104
63/63 [==============================] - 1s 11ms/step - loss: 5.2198 - val_loss: 6.0704
Epoch 178/1000
1/63 [..............................] - ETA: 0s - loss: 5.5937
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61/63 [============================>.] - ETA: 0s - loss: 5.1700
63/63 [==============================] - 1s 11ms/step - loss: 5.1773 - val_loss: 5.5399
Epoch 179/1000
1/63 [..............................] - ETA: 0s - loss: 4.6398
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61/63 [============================>.] - ETA: 0s - loss: 5.3754
63/63 [==============================] - 1s 11ms/step - loss: 5.3274 - val_loss: 5.7617
Epoch 180/1000
1/63 [..............................] - ETA: 0s - loss: 4.9271
7/63 [==>...........................] - ETA: 0s - loss: 5.8966
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61/63 [============================>.] - ETA: 0s - loss: 5.4003
63/63 [==============================] - 1s 11ms/step - loss: 5.3866 - val_loss: 5.9800
Epoch 181/1000
1/63 [..............................] - ETA: 0s - loss: 4.0568
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61/63 [============================>.] - ETA: 0s - loss: 5.1845
63/63 [==============================] - 1s 11ms/step - loss: 5.1612 - val_loss: 5.5229
Epoch 182/1000
1/63 [..............................] - ETA: 0s - loss: 5.1712
7/63 [==>...........................] - ETA: 0s - loss: 4.8156
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61/63 [============================>.] - ETA: 0s - loss: 5.2878
63/63 [==============================] - 1s 11ms/step - loss: 5.2963 - val_loss: 6.3280
Epoch 183/1000
1/63 [..............................] - ETA: 0s - loss: 6.5976
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61/63 [============================>.] - ETA: 0s - loss: 5.1628
63/63 [==============================] - 1s 11ms/step - loss: 5.1596 - val_loss: 5.6297
Epoch 184/1000
1/63 [..............................] - ETA: 0s - loss: 4.6477
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60/63 [===========================>..] - ETA: 0s - loss: 5.2956
63/63 [==============================] - 1s 11ms/step - loss: 5.2540 - val_loss: 5.6660
Epoch 185/1000
1/63 [..............................] - ETA: 0s - loss: 4.5736
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61/63 [============================>.] - ETA: 0s - loss: 5.0952
63/63 [==============================] - 1s 11ms/step - loss: 5.0833 - val_loss: 5.8166
Epoch 186/1000
1/63 [..............................] - ETA: 0s - loss: 3.8419
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61/63 [============================>.] - ETA: 0s - loss: 5.1725
63/63 [==============================] - 1s 11ms/step - loss: 5.2119 - val_loss: 6.8680
Epoch 187/1000
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61/63 [============================>.] - ETA: 0s - loss: 5.0752
63/63 [==============================] - 1s 11ms/step - loss: 5.1369 - val_loss: 5.8896
Epoch 188/1000
1/63 [..............................] - ETA: 0s - loss: 5.1334
7/63 [==>...........................] - ETA: 0s - loss: 5.0862
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61/63 [============================>.] - ETA: 0s - loss: 5.0602
63/63 [==============================] - 1s 11ms/step - loss: 5.0570 - val_loss: 5.8110
Epoch 189/1000
1/63 [..............................] - ETA: 0s - loss: 4.9037
7/63 [==>...........................] - ETA: 0s - loss: 4.5065
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61/63 [============================>.] - ETA: 0s - loss: 4.9691
63/63 [==============================] - 1s 11ms/step - loss: 4.9658 - val_loss: 5.5760
Epoch 190/1000
1/63 [..............................] - ETA: 0s - loss: 7.1581
7/63 [==>...........................] - ETA: 0s - loss: 5.1258
13/63 [=====>........................] - ETA: 0s - loss: 4.9508
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60/63 [===========================>..] - ETA: 0s - loss: 4.9855
63/63 [==============================] - 1s 11ms/step - loss: 5.0236 - val_loss: 5.6158
Epoch 191/1000
1/63 [..............................] - ETA: 0s - loss: 3.7332
7/63 [==>...........................] - ETA: 0s - loss: 4.1887
13/63 [=====>........................] - ETA: 0s - loss: 4.2690
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61/63 [============================>.] - ETA: 0s - loss: 4.8614
63/63 [==============================] - 1s 11ms/step - loss: 4.8712 - val_loss: 5.5006
Epoch 192/1000
1/63 [..............................] - ETA: 0s - loss: 5.2754
7/63 [==>...........................] - ETA: 0s - loss: 3.8980
13/63 [=====>........................] - ETA: 0s - loss: 4.7619
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61/63 [============================>.] - ETA: 0s - loss: 4.9578
63/63 [==============================] - 1s 11ms/step - loss: 4.9467 - val_loss: 5.7741
Epoch 193/1000
1/63 [..............................] - ETA: 0s - loss: 8.7008
7/63 [==>...........................] - ETA: 0s - loss: 4.9502
13/63 [=====>........................] - ETA: 0s - loss: 4.7056
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31/63 [=============>................] - ETA: 0s - loss: 4.8930
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61/63 [============================>.] - ETA: 0s - loss: 4.9682
63/63 [==============================] - 1s 11ms/step - loss: 4.9813 - val_loss: 5.7336
Epoch 194/1000
1/63 [..............................] - ETA: 0s - loss: 4.7396
7/63 [==>...........................] - ETA: 0s - loss: 5.4596
13/63 [=====>........................] - ETA: 0s - loss: 5.2135
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31/63 [=============>................] - ETA: 0s - loss: 4.9863
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61/63 [============================>.] - ETA: 0s - loss: 5.0884
63/63 [==============================] - 1s 11ms/step - loss: 5.0615 - val_loss: 6.2033
Epoch 195/1000
1/63 [..............................] - ETA: 0s - loss: 7.3222
7/63 [==>...........................] - ETA: 0s - loss: 4.9674
13/63 [=====>........................] - ETA: 0s - loss: 5.0763
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31/63 [=============>................] - ETA: 0s - loss: 4.9461
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55/63 [=========================>....] - ETA: 0s - loss: 4.9635
61/63 [============================>.] - ETA: 0s - loss: 4.9996
63/63 [==============================] - 1s 11ms/step - loss: 4.9937 - val_loss: 5.4036
Epoch 196/1000
1/63 [..............................] - ETA: 0s - loss: 6.0336
7/63 [==>...........................] - ETA: 0s - loss: 4.5737
13/63 [=====>........................] - ETA: 0s - loss: 4.7717
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31/63 [=============>................] - ETA: 0s - loss: 4.6571
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61/63 [============================>.] - ETA: 0s - loss: 4.7627
63/63 [==============================] - 1s 11ms/step - loss: 4.7693 - val_loss: 5.6838
Epoch 197/1000
1/63 [..............................] - ETA: 0s - loss: 7.4042
7/63 [==>...........................] - ETA: 0s - loss: 5.5906
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31/63 [=============>................] - ETA: 0s - loss: 5.1520
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61/63 [============================>.] - ETA: 0s - loss: 5.0604
63/63 [==============================] - 1s 11ms/step - loss: 5.0170 - val_loss: 5.8597
Epoch 198/1000
1/63 [..............................] - ETA: 0s - loss: 4.3108
7/63 [==>...........................] - ETA: 0s - loss: 4.5157
13/63 [=====>........................] - ETA: 0s - loss: 4.8403
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31/63 [=============>................] - ETA: 0s - loss: 4.9766
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61/63 [============================>.] - ETA: 0s - loss: 4.8984
63/63 [==============================] - 1s 11ms/step - loss: 4.9314 - val_loss: 5.7702
Epoch 199/1000
1/63 [..............................] - ETA: 0s - loss: 4.5895
7/63 [==>...........................] - ETA: 0s - loss: 5.1433
13/63 [=====>........................] - ETA: 0s - loss: 4.7900
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31/63 [=============>................] - ETA: 0s - loss: 5.0713
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61/63 [============================>.] - ETA: 0s - loss: 4.9228
63/63 [==============================] - 1s 11ms/step - loss: 4.9204 - val_loss: 5.5036
Epoch 200/1000
1/63 [..............................] - ETA: 0s - loss: 3.8600
7/63 [==>...........................] - ETA: 0s - loss: 4.4565
13/63 [=====>........................] - ETA: 0s - loss: 4.5080
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31/63 [=============>................] - ETA: 0s - loss: 4.9124
37/63 [================>.............] - ETA: 0s - loss: 4.7663
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61/63 [============================>.] - ETA: 0s - loss: 4.8037
63/63 [==============================] - 1s 11ms/step - loss: 4.8730 - val_loss: 5.6568
Epoch 201/1000
1/63 [..............................] - ETA: 0s - loss: 5.5155
7/63 [==>...........................] - ETA: 0s - loss: 4.7392
13/63 [=====>........................] - ETA: 0s - loss: 4.7839
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31/63 [=============>................] - ETA: 0s - loss: 4.7293
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61/63 [============================>.] - ETA: 0s - loss: 4.9522
63/63 [==============================] - 1s 11ms/step - loss: 5.0151 - val_loss: 5.9051
Epoch 202/1000
1/63 [..............................] - ETA: 0s - loss: 7.0964
7/63 [==>...........................] - ETA: 0s - loss: 5.6791
13/63 [=====>........................] - ETA: 0s - loss: 5.5453
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31/63 [=============>................] - ETA: 0s - loss: 5.0302
37/63 [================>.............] - ETA: 0s - loss: 4.9930
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54/63 [========================>.....] - ETA: 0s - loss: 4.9191
60/63 [===========================>..] - ETA: 0s - loss: 4.9008
63/63 [==============================] - 1s 11ms/step - loss: 4.8752 - val_loss: 5.5299
Epoch 203/1000
1/63 [..............................] - ETA: 0s - loss: 4.0996
7/63 [==>...........................] - ETA: 0s - loss: 4.9125
13/63 [=====>........................] - ETA: 0s - loss: 5.2603
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31/63 [=============>................] - ETA: 0s - loss: 4.7738
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55/63 [=========================>....] - ETA: 0s - loss: 4.7417
61/63 [============================>.] - ETA: 0s - loss: 4.6823
63/63 [==============================] - 1s 11ms/step - loss: 4.7558 - val_loss: 5.6587
Epoch 204/1000
1/63 [..............................] - ETA: 0s - loss: 4.6990
7/63 [==>...........................] - ETA: 0s - loss: 5.2349
13/63 [=====>........................] - ETA: 0s - loss: 4.5939
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31/63 [=============>................] - ETA: 0s - loss: 4.7776
37/63 [================>.............] - ETA: 0s - loss: 4.8902
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55/63 [=========================>....] - ETA: 0s - loss: 4.7710
61/63 [============================>.] - ETA: 0s - loss: 4.8599
63/63 [==============================] - 1s 11ms/step - loss: 4.8817 - val_loss: 5.7511
Epoch 205/1000
1/63 [..............................] - ETA: 0s - loss: 5.6645
7/63 [==>...........................] - ETA: 0s - loss: 6.0080
13/63 [=====>........................] - ETA: 0s - loss: 5.2800
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31/63 [=============>................] - ETA: 0s - loss: 5.0447
37/63 [================>.............] - ETA: 0s - loss: 4.8650
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54/63 [========================>.....] - ETA: 0s - loss: 4.8934
60/63 [===========================>..] - ETA: 0s - loss: 4.7988
63/63 [==============================] - 1s 11ms/step - loss: 4.8066 - val_loss: 5.6658
Epoch 206/1000
1/63 [..............................] - ETA: 0s - loss: 5.3719
7/63 [==>...........................] - ETA: 0s - loss: 4.6835
13/63 [=====>........................] - ETA: 0s - loss: 4.9563
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61/63 [============================>.] - ETA: 0s - loss: 4.8831
63/63 [==============================] - 1s 11ms/step - loss: 4.8861 - val_loss: 5.5063
Epoch 207/1000
1/63 [..............................] - ETA: 0s - loss: 5.3685
7/63 [==>...........................] - ETA: 0s - loss: 5.2124
13/63 [=====>........................] - ETA: 0s - loss: 5.4294
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31/63 [=============>................] - ETA: 0s - loss: 4.9039
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61/63 [============================>.] - ETA: 0s - loss: 4.8144
63/63 [==============================] - 1s 11ms/step - loss: 4.8181 - val_loss: 5.5003
Epoch 208/1000
1/63 [..............................] - ETA: 0s - loss: 7.1030
7/63 [==>...........................] - ETA: 0s - loss: 5.7693
13/63 [=====>........................] - ETA: 0s - loss: 5.1322
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55/63 [=========================>....] - ETA: 0s - loss: 5.1231
61/63 [============================>.] - ETA: 0s - loss: 5.1756
63/63 [==============================] - 1s 11ms/step - loss: 5.1865 - val_loss: 5.5900
Epoch 209/1000
1/63 [..............................] - ETA: 0s - loss: 5.3372
7/63 [==>...........................] - ETA: 0s - loss: 5.1384
13/63 [=====>........................] - ETA: 0s - loss: 5.0843
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31/63 [=============>................] - ETA: 0s - loss: 5.0208
37/63 [================>.............] - ETA: 0s - loss: 4.8246
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54/63 [========================>.....] - ETA: 0s - loss: 4.6897
60/63 [===========================>..] - ETA: 0s - loss: 4.8201
63/63 [==============================] - 1s 11ms/step - loss: 4.7655 - val_loss: 5.8783
Epoch 210/1000
1/63 [..............................] - ETA: 0s - loss: 4.9614
7/63 [==>...........................] - ETA: 0s - loss: 5.0453
13/63 [=====>........................] - ETA: 0s - loss: 4.7877
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31/63 [=============>................] - ETA: 0s - loss: 4.9160
37/63 [================>.............] - ETA: 0s - loss: 4.7411
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55/63 [=========================>....] - ETA: 0s - loss: 4.7354
61/63 [============================>.] - ETA: 0s - loss: 4.7002
63/63 [==============================] - 1s 11ms/step - loss: 4.7124 - val_loss: 5.7938
Epoch 211/1000
1/63 [..............................] - ETA: 0s - loss: 4.0076
7/63 [==>...........................] - ETA: 0s - loss: 3.9070
13/63 [=====>........................] - ETA: 0s - loss: 4.8171
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55/63 [=========================>....] - ETA: 0s - loss: 4.7966
61/63 [============================>.] - ETA: 0s - loss: 4.7883
63/63 [==============================] - 1s 11ms/step - loss: 4.7430 - val_loss: 5.4515
Epoch 212/1000
1/63 [..............................] - ETA: 0s - loss: 4.6601
7/63 [==>...........................] - ETA: 0s - loss: 4.3618
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60/63 [===========================>..] - ETA: 0s - loss: 4.5970
63/63 [==============================] - 1s 11ms/step - loss: 4.6488 - val_loss: 5.7832
Epoch 213/1000
1/63 [..............................] - ETA: 0s - loss: 7.9531
7/63 [==>...........................] - ETA: 0s - loss: 5.1672
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61/63 [============================>.] - ETA: 0s - loss: 4.7744
63/63 [==============================] - 1s 11ms/step - loss: 4.7938 - val_loss: 5.7720
Epoch 214/1000
1/63 [..............................] - ETA: 0s - loss: 3.7330
7/63 [==>...........................] - ETA: 0s - loss: 5.2632
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60/63 [===========================>..] - ETA: 0s - loss: 4.7114
63/63 [==============================] - 1s 11ms/step - loss: 4.6950 - val_loss: 5.6277
Epoch 215/1000
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61/63 [============================>.] - ETA: 0s - loss: 4.9601
63/63 [==============================] - 1s 11ms/step - loss: 4.9798 - val_loss: 5.6394
Epoch 216/1000
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61/63 [============================>.] - ETA: 0s - loss: 4.7467
63/63 [==============================] - 1s 11ms/step - loss: 4.7316 - val_loss: 5.8808
Epoch 217/1000
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60/63 [===========================>..] - ETA: 0s - loss: 4.6206
63/63 [==============================] - 1s 11ms/step - loss: 4.6051 - val_loss: 5.4941
Epoch 218/1000
1/63 [..............................] - ETA: 0s - loss: 5.6194
7/63 [==>...........................] - ETA: 0s - loss: 5.5672
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61/63 [============================>.] - ETA: 0s - loss: 4.7450
63/63 [==============================] - 1s 11ms/step - loss: 4.7229 - val_loss: 5.4973
Epoch 219/1000
1/63 [..............................] - ETA: 0s - loss: 3.9152
7/63 [==>...........................] - ETA: 0s - loss: 4.4402
13/63 [=====>........................] - ETA: 0s - loss: 4.5890
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61/63 [============================>.] - ETA: 0s - loss: 4.7020
63/63 [==============================] - 1s 11ms/step - loss: 4.7093 - val_loss: 5.6678
Epoch 220/1000
1/63 [..............................] - ETA: 0s - loss: 4.4948
7/63 [==>...........................] - ETA: 0s - loss: 3.9792
13/63 [=====>........................] - ETA: 0s - loss: 4.2499
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61/63 [============================>.] - ETA: 0s - loss: 4.5666
63/63 [==============================] - 1s 11ms/step - loss: 4.5712 - val_loss: 5.4744
Epoch 221/1000
1/63 [..............................] - ETA: 0s - loss: 3.9572
7/63 [==>...........................] - ETA: 0s - loss: 4.9956
13/63 [=====>........................] - ETA: 0s - loss: 4.9178
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61/63 [============================>.] - ETA: 0s - loss: 4.6485
63/63 [==============================] - 1s 11ms/step - loss: 4.6342 - val_loss: 5.4292
Epoch 222/1000
1/63 [..............................] - ETA: 0s - loss: 3.9495
7/63 [==>...........................] - ETA: 0s - loss: 4.3590
13/63 [=====>........................] - ETA: 0s - loss: 4.4015
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61/63 [============================>.] - ETA: 0s - loss: 4.6167
63/63 [==============================] - 1s 11ms/step - loss: 4.6092 - val_loss: 5.3826
Epoch 223/1000
1/63 [..............................] - ETA: 0s - loss: 4.6801
7/63 [==>...........................] - ETA: 0s - loss: 4.7028
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60/63 [===========================>..] - ETA: 0s - loss: 4.5946
63/63 [==============================] - 1s 11ms/step - loss: 4.6317 - val_loss: 5.2456
Epoch 224/1000
1/63 [..............................] - ETA: 0s - loss: 4.8975
7/63 [==>...........................] - ETA: 0s - loss: 4.8476
13/63 [=====>........................] - ETA: 0s - loss: 4.5405
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61/63 [============================>.] - ETA: 0s - loss: 4.4670
63/63 [==============================] - 1s 10ms/step - loss: 4.5478 - val_loss: 5.3365
Epoch 225/1000
1/63 [..............................] - ETA: 0s - loss: 3.1965
7/63 [==>...........................] - ETA: 0s - loss: 3.8498
13/63 [=====>........................] - ETA: 0s - loss: 4.2876
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61/63 [============================>.] - ETA: 0s - loss: 4.4710
63/63 [==============================] - 1s 10ms/step - loss: 4.4870 - val_loss: 5.4973
Epoch 226/1000
1/63 [..............................] - ETA: 0s - loss: 4.9936
7/63 [==>...........................] - ETA: 0s - loss: 4.5454
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60/63 [===========================>..] - ETA: 0s - loss: 4.5491
63/63 [==============================] - 1s 11ms/step - loss: 4.5517 - val_loss: 5.3701
Epoch 227/1000
1/63 [..............................] - ETA: 0s - loss: 5.1458
7/63 [==>...........................] - ETA: 0s - loss: 4.0077
13/63 [=====>........................] - ETA: 0s - loss: 3.8827
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61/63 [============================>.] - ETA: 0s - loss: 4.5181
63/63 [==============================] - 1s 11ms/step - loss: 4.5219 - val_loss: 5.8085
Epoch 228/1000
1/63 [..............................] - ETA: 0s - loss: 4.1215
7/63 [==>...........................] - ETA: 0s - loss: 4.4194
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60/63 [===========================>..] - ETA: 0s - loss: 4.4854
63/63 [==============================] - 1s 11ms/step - loss: 4.4947 - val_loss: 5.2370
Epoch 229/1000
1/63 [..............................] - ETA: 0s - loss: 6.8221
6/63 [=>............................] - ETA: 0s - loss: 4.5027
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54/63 [========================>.....] - ETA: 0s - loss: 4.5883
60/63 [===========================>..] - ETA: 0s - loss: 4.5985
63/63 [==============================] - 1s 11ms/step - loss: 4.5910 - val_loss: 5.2451
Epoch 230/1000
1/63 [..............................] - ETA: 0s - loss: 4.8395
7/63 [==>...........................] - ETA: 0s - loss: 3.8595
13/63 [=====>........................] - ETA: 0s - loss: 4.0131
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61/63 [============================>.] - ETA: 0s - loss: 4.6257
63/63 [==============================] - 1s 11ms/step - loss: 4.5898 - val_loss: 5.2801
Epoch 231/1000
1/63 [..............................] - ETA: 0s - loss: 5.3668
7/63 [==>...........................] - ETA: 0s - loss: 4.3751
13/63 [=====>........................] - ETA: 0s - loss: 4.5211
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61/63 [============================>.] - ETA: 0s - loss: 4.4891
63/63 [==============================] - 1s 11ms/step - loss: 4.4941 - val_loss: 5.3894
Epoch 232/1000
1/63 [..............................] - ETA: 0s - loss: 2.7414
7/63 [==>...........................] - ETA: 0s - loss: 3.9959
13/63 [=====>........................] - ETA: 0s - loss: 4.2272
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60/63 [===========================>..] - ETA: 0s - loss: 4.5485
63/63 [==============================] - 1s 11ms/step - loss: 4.5582 - val_loss: 5.7897
Epoch 233/1000
1/63 [..............................] - ETA: 0s - loss: 4.1259
7/63 [==>...........................] - ETA: 0s - loss: 3.7218
13/63 [=====>........................] - ETA: 0s - loss: 3.9892
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60/63 [===========================>..] - ETA: 0s - loss: 4.4664
63/63 [==============================] - 1s 11ms/step - loss: 4.4674 - val_loss: 5.4768
Epoch 234/1000
1/63 [..............................] - ETA: 0s - loss: 4.7498
7/63 [==>...........................] - ETA: 0s - loss: 4.3573
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61/63 [============================>.] - ETA: 0s - loss: 4.4400
63/63 [==============================] - 1s 11ms/step - loss: 4.4479 - val_loss: 5.6069
Epoch 235/1000
1/63 [..............................] - ETA: 0s - loss: 2.6606
6/63 [=>............................] - ETA: 0s - loss: 3.7584
12/63 [====>.........................] - ETA: 0s - loss: 4.2159
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59/63 [===========================>..] - ETA: 0s - loss: 4.5466
63/63 [==============================] - 1s 11ms/step - loss: 4.5409 - val_loss: 5.1231
Epoch 236/1000
1/63 [..............................] - ETA: 0s - loss: 3.6202
7/63 [==>...........................] - ETA: 0s - loss: 4.1332
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60/63 [===========================>..] - ETA: 0s - loss: 4.4614
63/63 [==============================] - 1s 11ms/step - loss: 4.5136 - val_loss: 5.5567
Epoch 237/1000
1/63 [..............................] - ETA: 0s - loss: 4.2446
7/63 [==>...........................] - ETA: 0s - loss: 4.1286
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62/63 [============================>.] - ETA: 0s - loss: 4.4410
63/63 [==============================] - 1s 11ms/step - loss: 4.4273 - val_loss: 5.3019
Epoch 238/1000
1/63 [..............................] - ETA: 0s - loss: 6.0768
7/63 [==>...........................] - ETA: 0s - loss: 4.4839
13/63 [=====>........................] - ETA: 0s - loss: 4.2881
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60/63 [===========================>..] - ETA: 0s - loss: 4.3912
63/63 [==============================] - 1s 11ms/step - loss: 4.4102 - val_loss: 5.2057
Epoch 239/1000
1/63 [..............................] - ETA: 0s - loss: 6.2980
7/63 [==>...........................] - ETA: 0s - loss: 3.8537
13/63 [=====>........................] - ETA: 0s - loss: 4.1531
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63/63 [==============================] - 1s 11ms/step - loss: 4.3938 - val_loss: 5.2570
Epoch 240/1000
1/63 [..............................] - ETA: 0s - loss: 4.1057
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62/63 [============================>.] - ETA: 0s - loss: 4.4390
63/63 [==============================] - 1s 11ms/step - loss: 4.4322 - val_loss: 5.4176
Epoch 241/1000
1/63 [..............................] - ETA: 0s - loss: 4.3383
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59/63 [===========================>..] - ETA: 0s - loss: 4.5377
63/63 [==============================] - 1s 11ms/step - loss: 4.5448 - val_loss: 5.2377
Epoch 242/1000
1/63 [..............................] - ETA: 0s - loss: 3.6440
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58/63 [==========================>...] - ETA: 0s - loss: 4.5345
63/63 [==============================] - 1s 11ms/step - loss: 4.4671 - val_loss: 5.2938
Epoch 243/1000
1/63 [..............................] - ETA: 0s - loss: 3.6152
6/63 [=>............................] - ETA: 0s - loss: 4.2957
12/63 [====>.........................] - ETA: 0s - loss: 4.5190
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53/63 [========================>.....] - ETA: 0s - loss: 4.3348
58/63 [==========================>...] - ETA: 0s - loss: 4.3599
63/63 [==============================] - 1s 11ms/step - loss: 4.2617 - val_loss: 5.5632
Epoch 244/1000
1/63 [..............................] - ETA: 0s - loss: 3.0529
6/63 [=>............................] - ETA: 0s - loss: 4.1565
11/63 [====>.........................] - ETA: 0s - loss: 4.4479
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53/63 [========================>.....] - ETA: 0s - loss: 4.3106
59/63 [===========================>..] - ETA: 0s - loss: 4.2618
63/63 [==============================] - 1s 11ms/step - loss: 4.2501 - val_loss: 5.4574
Epoch 245/1000
1/63 [..............................] - ETA: 0s - loss: 5.9365
7/63 [==>...........................] - ETA: 0s - loss: 4.4905
13/63 [=====>........................] - ETA: 0s - loss: 4.6824
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57/63 [==========================>...] - ETA: 0s - loss: 4.3097
63/63 [==============================] - ETA: 0s - loss: 4.2557
63/63 [==============================] - 1s 11ms/step - loss: 4.2557 - val_loss: 5.3534
Epoch 246/1000
1/63 [..............................] - ETA: 0s - loss: 5.0441
7/63 [==>...........................] - ETA: 0s - loss: 3.9897
13/63 [=====>........................] - ETA: 0s - loss: 4.5360
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31/63 [=============>................] - ETA: 0s - loss: 4.2345
37/63 [================>.............] - ETA: 0s - loss: 4.2172
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55/63 [=========================>....] - ETA: 0s - loss: 4.1814
61/63 [============================>.] - ETA: 0s - loss: 4.1803
63/63 [==============================] - 1s 11ms/step - loss: 4.2157 - val_loss: 5.1405
Epoch 247/1000
1/63 [..............................] - ETA: 0s - loss: 3.9279
7/63 [==>...........................] - ETA: 0s - loss: 4.0113
13/63 [=====>........................] - ETA: 0s - loss: 4.2303
19/63 [========>.....................] - ETA: 0s - loss: 4.4950
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31/63 [=============>................] - ETA: 0s - loss: 4.3957
37/63 [================>.............] - ETA: 0s - loss: 4.3236
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49/63 [======================>.......] - ETA: 0s - loss: 4.3024
55/63 [=========================>....] - ETA: 0s - loss: 4.3350
61/63 [============================>.] - ETA: 0s - loss: 4.3735
63/63 [==============================] - 1s 11ms/step - loss: 4.3509 - val_loss: 5.3215
Epoch 248/1000
1/63 [..............................] - ETA: 0s - loss: 3.0059
7/63 [==>...........................] - ETA: 0s - loss: 3.8824
13/63 [=====>........................] - ETA: 0s - loss: 3.7327
19/63 [========>.....................] - ETA: 0s - loss: 4.0193
25/63 [==========>...................] - ETA: 0s - loss: 4.0066
31/63 [=============>................] - ETA: 0s - loss: 4.1251
37/63 [================>.............] - ETA: 0s - loss: 4.0008
43/63 [===================>..........] - ETA: 0s - loss: 4.0376
49/63 [======================>.......] - ETA: 0s - loss: 4.1242
55/63 [=========================>....] - ETA: 0s - loss: 4.2045
61/63 [============================>.] - ETA: 0s - loss: 4.2164
63/63 [==============================] - 1s 11ms/step - loss: 4.2127 - val_loss: 5.2853
Epoch 249/1000
1/63 [..............................] - ETA: 0s - loss: 3.8724
7/63 [==>...........................] - ETA: 0s - loss: 3.5592
13/63 [=====>........................] - ETA: 0s - loss: 4.2622
19/63 [========>.....................] - ETA: 0s - loss: 4.0528
25/63 [==========>...................] - ETA: 0s - loss: 4.0432
31/63 [=============>................] - ETA: 0s - loss: 3.9746
37/63 [================>.............] - ETA: 0s - loss: 4.0193
43/63 [===================>..........] - ETA: 0s - loss: 4.0321
49/63 [======================>.......] - ETA: 0s - loss: 4.1314
55/63 [=========================>....] - ETA: 0s - loss: 4.1292
61/63 [============================>.] - ETA: 0s - loss: 4.1405
63/63 [==============================] - 1s 11ms/step - loss: 4.1507 - val_loss: 5.6768
Epoch 250/1000
1/63 [..............................] - ETA: 0s - loss: 4.1201
6/63 [=>............................] - ETA: 0s - loss: 4.1209
11/63 [====>.........................] - ETA: 0s - loss: 4.4939
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41/63 [==================>...........] - ETA: 0s - loss: 4.5727
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52/63 [=======================>......] - ETA: 0s - loss: 4.4798
58/63 [==========================>...] - ETA: 0s - loss: 4.4156
63/63 [==============================] - 1s 11ms/step - loss: 4.3353 - val_loss: 5.1406
Epoch 251/1000
1/63 [..............................] - ETA: 0s - loss: 4.0512
7/63 [==>...........................] - ETA: 0s - loss: 4.6322
13/63 [=====>........................] - ETA: 0s - loss: 4.5889
18/63 [=======>......................] - ETA: 0s - loss: 4.5254
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30/63 [=============>................] - ETA: 0s - loss: 4.2106
35/63 [===============>..............] - ETA: 0s - loss: 4.2461
41/63 [==================>...........] - ETA: 0s - loss: 4.4162
47/63 [=====================>........] - ETA: 0s - loss: 4.3697
53/63 [========================>.....] - ETA: 0s - loss: 4.2974
58/63 [==========================>...] - ETA: 0s - loss: 4.2622
63/63 [==============================] - ETA: 0s - loss: 4.2781
63/63 [==============================] - 1s 11ms/step - loss: 4.2781 - val_loss: 5.2703
Epoch 252/1000
1/63 [..............................] - ETA: 0s - loss: 2.1671
7/63 [==>...........................] - ETA: 0s - loss: 4.3911
13/63 [=====>........................] - ETA: 0s - loss: 3.8298
18/63 [=======>......................] - ETA: 0s - loss: 3.8760
24/63 [==========>...................] - ETA: 0s - loss: 4.1045
30/63 [=============>................] - ETA: 0s - loss: 4.1377
36/63 [================>.............] - ETA: 0s - loss: 4.2037
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48/63 [=====================>........] - ETA: 0s - loss: 4.2082
54/63 [========================>.....] - ETA: 0s - loss: 4.3031
60/63 [===========================>..] - ETA: 0s - loss: 4.3841
63/63 [==============================] - 1s 11ms/step - loss: 4.3662 - val_loss: 5.5261
Epoch 253/1000
1/63 [..............................] - ETA: 0s - loss: 4.1257
7/63 [==>...........................] - ETA: 0s - loss: 4.6137
13/63 [=====>........................] - ETA: 0s - loss: 4.1696
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31/63 [=============>................] - ETA: 0s - loss: 4.6756
37/63 [================>.............] - ETA: 0s - loss: 4.5882
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55/63 [=========================>....] - ETA: 0s - loss: 4.4042
61/63 [============================>.] - ETA: 0s - loss: 4.3663
63/63 [==============================] - 1s 11ms/step - loss: 4.3293 - val_loss: 5.3414
Epoch 254/1000
1/63 [..............................] - ETA: 0s - loss: 4.5018
7/63 [==>...........................] - ETA: 0s - loss: 4.7431
12/63 [====>.........................] - ETA: 0s - loss: 4.2346
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22/63 [=========>....................] - ETA: 0s - loss: 4.1191
27/63 [===========>..................] - ETA: 0s - loss: 4.0697
33/63 [==============>...............] - ETA: 0s - loss: 4.2196
39/63 [=================>............] - ETA: 0s - loss: 4.1994
45/63 [====================>.........] - ETA: 0s - loss: 4.1710
51/63 [=======================>......] - ETA: 0s - loss: 4.2277
57/63 [==========================>...] - ETA: 0s - loss: 4.2246
62/63 [============================>.] - ETA: 0s - loss: 4.2288
63/63 [==============================] - 1s 11ms/step - loss: 4.2146 - val_loss: 5.2791
Epoch 255/1000
1/63 [..............................] - ETA: 0s - loss: 3.9286
7/63 [==>...........................] - ETA: 0s - loss: 4.0617
13/63 [=====>........................] - ETA: 0s - loss: 3.8066
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25/63 [==========>...................] - ETA: 0s - loss: 3.9099
31/63 [=============>................] - ETA: 0s - loss: 4.2336
37/63 [================>.............] - ETA: 0s - loss: 4.4772
43/63 [===================>..........] - ETA: 0s - loss: 4.3800
49/63 [======================>.......] - ETA: 0s - loss: 4.3381
54/63 [========================>.....] - ETA: 0s - loss: 4.3493
60/63 [===========================>..] - ETA: 0s - loss: 4.3420
63/63 [==============================] - 1s 11ms/step - loss: 4.3231 - val_loss: 5.4086
Epoch 256/1000
1/63 [..............................] - ETA: 1s - loss: 1.7531
6/63 [=>............................] - ETA: 0s - loss: 3.8107
11/63 [====>.........................] - ETA: 0s - loss: 3.5771
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28/63 [============>.................] - ETA: 0s - loss: 4.0111
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46/63 [====================>.........] - ETA: 0s - loss: 4.1093
52/63 [=======================>......] - ETA: 0s - loss: 4.0381
58/63 [==========================>...] - ETA: 0s - loss: 4.1430
63/63 [==============================] - 1s 11ms/step - loss: 4.1332 - val_loss: 5.2914
Epoch 257/1000
1/63 [..............................] - ETA: 0s - loss: 3.2431
6/63 [=>............................] - ETA: 0s - loss: 4.1560
11/63 [====>.........................] - ETA: 0s - loss: 4.0079
16/63 [======>.......................] - ETA: 0s - loss: 4.0884
21/63 [=========>....................] - ETA: 0s - loss: 4.0931
27/63 [===========>..................] - ETA: 0s - loss: 4.0984
33/63 [==============>...............] - ETA: 0s - loss: 4.1422
39/63 [=================>............] - ETA: 0s - loss: 4.2019
44/63 [===================>..........] - ETA: 0s - loss: 4.1454
50/63 [======================>.......] - ETA: 0s - loss: 4.1062
56/63 [=========================>....] - ETA: 0s - loss: 4.0639
62/63 [============================>.] - ETA: 0s - loss: 4.1557
63/63 [==============================] - 1s 11ms/step - loss: 4.1555 - val_loss: 5.0983
Epoch 258/1000
1/63 [..............................] - ETA: 0s - loss: 4.4568
6/63 [=>............................] - ETA: 0s - loss: 4.2822
12/63 [====>.........................] - ETA: 0s - loss: 4.1894
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30/63 [=============>................] - ETA: 0s - loss: 4.1007
36/63 [================>.............] - ETA: 0s - loss: 4.0659
42/63 [===================>..........] - ETA: 0s - loss: 4.1125
48/63 [=====================>........] - ETA: 0s - loss: 4.0970
54/63 [========================>.....] - ETA: 0s - loss: 4.1051
59/63 [===========================>..] - ETA: 0s - loss: 4.0458
63/63 [==============================] - 1s 11ms/step - loss: 4.0699 - val_loss: 5.2595
Epoch 259/1000
1/63 [..............................] - ETA: 0s - loss: 3.4103
6/63 [=>............................] - ETA: 0s - loss: 4.0414
12/63 [====>.........................] - ETA: 0s - loss: 4.1686
18/63 [=======>......................] - ETA: 0s - loss: 4.1997
24/63 [==========>...................] - ETA: 0s - loss: 4.3802
30/63 [=============>................] - ETA: 0s - loss: 4.3104
36/63 [================>.............] - ETA: 0s - loss: 4.1992
42/63 [===================>..........] - ETA: 0s - loss: 4.1514
48/63 [=====================>........] - ETA: 0s - loss: 4.1001
54/63 [========================>.....] - ETA: 0s - loss: 4.2406
60/63 [===========================>..] - ETA: 0s - loss: 4.1830
63/63 [==============================] - 1s 11ms/step - loss: 4.1435 - val_loss: 5.2758
Epoch 260/1000
1/63 [..............................] - ETA: 0s - loss: 3.0439
6/63 [=>............................] - ETA: 0s - loss: 4.6582
12/63 [====>.........................] - ETA: 0s - loss: 4.4731
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24/63 [==========>...................] - ETA: 0s - loss: 4.0546
29/63 [============>.................] - ETA: 0s - loss: 3.9575
35/63 [===============>..............] - ETA: 0s - loss: 3.8965
41/63 [==================>...........] - ETA: 0s - loss: 4.0898
46/63 [====================>.........] - ETA: 0s - loss: 4.0905
51/63 [=======================>......] - ETA: 0s - loss: 4.0660
57/63 [==========================>...] - ETA: 0s - loss: 4.0780
63/63 [==============================] - ETA: 0s - loss: 4.0448
63/63 [==============================] - 1s 11ms/step - loss: 4.0448 - val_loss: 5.3358
Epoch 261/1000
1/63 [..............................] - ETA: 0s - loss: 3.8066
7/63 [==>...........................] - ETA: 0s - loss: 3.6889
13/63 [=====>........................] - ETA: 0s - loss: 3.6927
19/63 [========>.....................] - ETA: 0s - loss: 4.0354
25/63 [==========>...................] - ETA: 0s - loss: 3.8954
31/63 [=============>................] - ETA: 0s - loss: 3.8732
37/63 [================>.............] - ETA: 0s - loss: 3.8576
43/63 [===================>..........] - ETA: 0s - loss: 3.9971
49/63 [======================>.......] - ETA: 0s - loss: 4.0369
54/63 [========================>.....] - ETA: 0s - loss: 4.0783
60/63 [===========================>..] - ETA: 0s - loss: 4.0148
63/63 [==============================] - 1s 11ms/step - loss: 4.0006 - val_loss: 5.1006
Epoch 262/1000
1/63 [..............................] - ETA: 0s - loss: 5.1162
7/63 [==>...........................] - ETA: 0s - loss: 4.2100
13/63 [=====>........................] - ETA: 0s - loss: 4.1264
19/63 [========>.....................] - ETA: 0s - loss: 4.0242
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31/63 [=============>................] - ETA: 0s - loss: 4.1040
37/63 [================>.............] - ETA: 0s - loss: 4.1438
43/63 [===================>..........] - ETA: 0s - loss: 4.1232
49/63 [======================>.......] - ETA: 0s - loss: 4.0636
55/63 [=========================>....] - ETA: 0s - loss: 4.0829
61/63 [============================>.] - ETA: 0s - loss: 4.0212
63/63 [==============================] - 1s 11ms/step - loss: 4.0216 - val_loss: 5.0916
Epoch 263/1000
1/63 [..............................] - ETA: 0s - loss: 2.6194
6/63 [=>............................] - ETA: 0s - loss: 3.5832
12/63 [====>.........................] - ETA: 0s - loss: 3.9411
18/63 [=======>......................] - ETA: 0s - loss: 4.0782
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30/63 [=============>................] - ETA: 0s - loss: 3.9642
36/63 [================>.............] - ETA: 0s - loss: 4.0701
42/63 [===================>..........] - ETA: 0s - loss: 4.0338
48/63 [=====================>........] - ETA: 0s - loss: 4.0649
54/63 [========================>.....] - ETA: 0s - loss: 4.1329
60/63 [===========================>..] - ETA: 0s - loss: 4.0970
63/63 [==============================] - 1s 11ms/step - loss: 4.0882 - val_loss: 5.2272
Epoch 264/1000
1/63 [..............................] - ETA: 0s - loss: 4.1354
7/63 [==>...........................] - ETA: 0s - loss: 4.8215
13/63 [=====>........................] - ETA: 0s - loss: 4.6431
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25/63 [==========>...................] - ETA: 0s - loss: 4.0853
31/63 [=============>................] - ETA: 0s - loss: 4.0211
37/63 [================>.............] - ETA: 0s - loss: 3.9804
43/63 [===================>..........] - ETA: 0s - loss: 3.9464
48/63 [=====================>........] - ETA: 0s - loss: 3.9677
54/63 [========================>.....] - ETA: 0s - loss: 3.9313
60/63 [===========================>..] - ETA: 0s - loss: 3.9592
63/63 [==============================] - 1s 11ms/step - loss: 3.9498 - val_loss: 5.2529
Epoch 265/1000
1/63 [..............................] - ETA: 0s - loss: 5.6655
7/63 [==>...........................] - ETA: 0s - loss: 4.6781
13/63 [=====>........................] - ETA: 0s - loss: 4.3230
19/63 [========>.....................] - ETA: 0s - loss: 4.1346
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31/63 [=============>................] - ETA: 0s - loss: 4.2466
37/63 [================>.............] - ETA: 0s - loss: 4.1577
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49/63 [======================>.......] - ETA: 0s - loss: 4.0655
55/63 [=========================>....] - ETA: 0s - loss: 4.0779
61/63 [============================>.] - ETA: 0s - loss: 4.0110
63/63 [==============================] - 1s 11ms/step - loss: 4.0356 - val_loss: 5.2928
Epoch 266/1000
1/63 [..............................] - ETA: 0s - loss: 6.7229
6/63 [=>............................] - ETA: 0s - loss: 3.9266
12/63 [====>.........................] - ETA: 0s - loss: 4.3831
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24/63 [==========>...................] - ETA: 0s - loss: 3.9890
30/63 [=============>................] - ETA: 0s - loss: 3.8428
36/63 [================>.............] - ETA: 0s - loss: 3.8748
42/63 [===================>..........] - ETA: 0s - loss: 3.7549
48/63 [=====================>........] - ETA: 0s - loss: 3.8585
54/63 [========================>.....] - ETA: 0s - loss: 3.8832
60/63 [===========================>..] - ETA: 0s - loss: 3.9122
63/63 [==============================] - 1s 11ms/step - loss: 3.9047 - val_loss: 5.4216
Epoch 267/1000
1/63 [..............................] - ETA: 0s - loss: 2.9771
7/63 [==>...........................] - ETA: 0s - loss: 3.8136
13/63 [=====>........................] - ETA: 0s - loss: 3.6944
19/63 [========>.....................] - ETA: 0s - loss: 3.8431
25/63 [==========>...................] - ETA: 0s - loss: 4.0705
31/63 [=============>................] - ETA: 0s - loss: 4.1355
37/63 [================>.............] - ETA: 0s - loss: 4.1240
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55/63 [=========================>....] - ETA: 0s - loss: 3.9715
61/63 [============================>.] - ETA: 0s - loss: 3.9030
63/63 [==============================] - 1s 11ms/step - loss: 3.9258 - val_loss: 5.1198
Epoch 268/1000
1/63 [..............................] - ETA: 0s - loss: 4.3196
7/63 [==>...........................] - ETA: 0s - loss: 3.7815
13/63 [=====>........................] - ETA: 0s - loss: 3.8664
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31/63 [=============>................] - ETA: 0s - loss: 3.6621
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61/63 [============================>.] - ETA: 0s - loss: 3.9706
63/63 [==============================] - 1s 11ms/step - loss: 3.9529 - val_loss: 5.2950
Epoch 269/1000
1/63 [..............................] - ETA: 0s - loss: 5.0200
7/63 [==>...........................] - ETA: 0s - loss: 3.8097
13/63 [=====>........................] - ETA: 0s - loss: 3.7233
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61/63 [============================>.] - ETA: 0s - loss: 3.9328
63/63 [==============================] - 1s 11ms/step - loss: 3.9050 - val_loss: 5.1827
Epoch 270/1000
1/63 [..............................] - ETA: 0s - loss: 2.5658
7/63 [==>...........................] - ETA: 0s - loss: 3.8551
13/63 [=====>........................] - ETA: 0s - loss: 4.1287
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31/63 [=============>................] - ETA: 0s - loss: 4.2508
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60/63 [===========================>..] - ETA: 0s - loss: 4.0515
63/63 [==============================] - 1s 11ms/step - loss: 4.0699 - val_loss: 5.1408
Epoch 271/1000
1/63 [..............................] - ETA: 0s - loss: 5.9368
7/63 [==>...........................] - ETA: 0s - loss: 3.3755
12/63 [====>.........................] - ETA: 0s - loss: 3.6753
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60/63 [===========================>..] - ETA: 0s - loss: 3.9362
63/63 [==============================] - 1s 11ms/step - loss: 3.9139 - val_loss: 5.1628
Epoch 272/1000
1/63 [..............................] - ETA: 0s - loss: 3.0524
7/63 [==>...........................] - ETA: 0s - loss: 3.8460
13/63 [=====>........................] - ETA: 0s - loss: 3.8650
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31/63 [=============>................] - ETA: 0s - loss: 4.1461
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42/63 [===================>..........] - ETA: 0s - loss: 3.9747
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54/63 [========================>.....] - ETA: 0s - loss: 3.9882
60/63 [===========================>..] - ETA: 0s - loss: 3.9094
63/63 [==============================] - 1s 11ms/step - loss: 3.8866 - val_loss: 5.2692
Epoch 273/1000
1/63 [..............................] - ETA: 0s - loss: 2.6454
7/63 [==>...........................] - ETA: 0s - loss: 3.9991
13/63 [=====>........................] - ETA: 0s - loss: 4.1413
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31/63 [=============>................] - ETA: 0s - loss: 4.1443
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61/63 [============================>.] - ETA: 0s - loss: 3.9692
63/63 [==============================] - 1s 11ms/step - loss: 3.9376 - val_loss: 5.1955
Epoch 274/1000
1/63 [..............................] - ETA: 0s - loss: 3.6628
7/63 [==>...........................] - ETA: 0s - loss: 3.9795
13/63 [=====>........................] - ETA: 0s - loss: 3.9955
19/63 [========>.....................] - ETA: 0s - loss: 4.0693
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31/63 [=============>................] - ETA: 0s - loss: 3.9723
37/63 [================>.............] - ETA: 0s - loss: 3.8556
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55/63 [=========================>....] - ETA: 0s - loss: 3.7801
60/63 [===========================>..] - ETA: 0s - loss: 3.7808
63/63 [==============================] - 1s 11ms/step - loss: 3.8018 - val_loss: 5.1124
Epoch 275/1000
1/63 [..............................] - ETA: 0s - loss: 2.8537
7/63 [==>...........................] - ETA: 0s - loss: 4.0664
12/63 [====>.........................] - ETA: 0s - loss: 3.9129
18/63 [=======>......................] - ETA: 0s - loss: 4.0306
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30/63 [=============>................] - ETA: 0s - loss: 3.9227
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42/63 [===================>..........] - ETA: 0s - loss: 3.8950
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54/63 [========================>.....] - ETA: 0s - loss: 3.8560
60/63 [===========================>..] - ETA: 0s - loss: 3.8336
63/63 [==============================] - 1s 11ms/step - loss: 3.8330 - val_loss: 5.1520
Epoch 276/1000
1/63 [..............................] - ETA: 0s - loss: 3.2553
7/63 [==>...........................] - ETA: 0s - loss: 3.7611
13/63 [=====>........................] - ETA: 0s - loss: 3.6885
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31/63 [=============>................] - ETA: 0s - loss: 4.0865
37/63 [================>.............] - ETA: 0s - loss: 4.0015
42/63 [===================>..........] - ETA: 0s - loss: 3.9613
48/63 [=====================>........] - ETA: 0s - loss: 3.8996
54/63 [========================>.....] - ETA: 0s - loss: 3.7792
60/63 [===========================>..] - ETA: 0s - loss: 3.8417
63/63 [==============================] - 1s 11ms/step - loss: 3.8473 - val_loss: 5.6277
Epoch 277/1000
1/63 [..............................] - ETA: 0s - loss: 2.5675
7/63 [==>...........................] - ETA: 0s - loss: 4.3627
13/63 [=====>........................] - ETA: 0s - loss: 4.4800
19/63 [========>.....................] - ETA: 0s - loss: 4.1896
25/63 [==========>...................] - ETA: 0s - loss: 4.0270
31/63 [=============>................] - ETA: 0s - loss: 3.9002
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61/63 [============================>.] - ETA: 0s - loss: 3.8804
63/63 [==============================] - 1s 11ms/step - loss: 3.8707 - val_loss: 5.1628
Epoch 278/1000
1/63 [..............................] - ETA: 0s - loss: 3.7617
7/63 [==>...........................] - ETA: 0s - loss: 3.7484
13/63 [=====>........................] - ETA: 0s - loss: 3.6003
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25/63 [==========>...................] - ETA: 0s - loss: 4.0035
31/63 [=============>................] - ETA: 0s - loss: 3.9593
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55/63 [=========================>....] - ETA: 0s - loss: 3.7982
61/63 [============================>.] - ETA: 0s - loss: 3.7965
63/63 [==============================] - 1s 11ms/step - loss: 3.7811 - val_loss: 5.0376
Epoch 279/1000
1/63 [..............................] - ETA: 0s - loss: 3.9315
7/63 [==>...........................] - ETA: 0s - loss: 3.7459
13/63 [=====>........................] - ETA: 0s - loss: 3.6293
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31/63 [=============>................] - ETA: 0s - loss: 3.8257
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53/63 [========================>.....] - ETA: 0s - loss: 3.7125
59/63 [===========================>..] - ETA: 0s - loss: 3.7079
63/63 [==============================] - 1s 11ms/step - loss: 3.7294 - val_loss: 5.0393
Epoch 280/1000
1/63 [..............................] - ETA: 0s - loss: 3.8663
6/63 [=>............................] - ETA: 0s - loss: 4.0572
12/63 [====>.........................] - ETA: 0s - loss: 3.9092
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61/63 [============================>.] - ETA: 0s - loss: 3.9298
63/63 [==============================] - 1s 11ms/step - loss: 3.9521 - val_loss: 5.0148
Epoch 281/1000
1/63 [..............................] - ETA: 0s - loss: 1.8311
7/63 [==>...........................] - ETA: 0s - loss: 3.2697
12/63 [====>.........................] - ETA: 0s - loss: 3.9293
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27/63 [===========>..................] - ETA: 0s - loss: 3.6718
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57/63 [==========================>...] - ETA: 0s - loss: 3.6779
63/63 [==============================] - ETA: 0s - loss: 3.7072
63/63 [==============================] - 1s 11ms/step - loss: 3.7072 - val_loss: 5.1201
Epoch 282/1000
1/63 [..............................] - ETA: 0s - loss: 3.6870
6/63 [=>............................] - ETA: 0s - loss: 3.8709
11/63 [====>.........................] - ETA: 0s - loss: 3.7035
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55/63 [=========================>....] - ETA: 0s - loss: 3.6552
61/63 [============================>.] - ETA: 0s - loss: 3.6798
63/63 [==============================] - 1s 11ms/step - loss: 3.7327 - val_loss: 5.0894
Epoch 283/1000
1/63 [..............................] - ETA: 0s - loss: 4.1841
6/63 [=>............................] - ETA: 0s - loss: 3.4065
11/63 [====>.........................] - ETA: 0s - loss: 3.3120
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31/63 [=============>................] - ETA: 0s - loss: 3.3643
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46/63 [====================>.........] - ETA: 0s - loss: 3.5925
51/63 [=======================>......] - ETA: 0s - loss: 3.6241
57/63 [==========================>...] - ETA: 0s - loss: 3.7081
63/63 [==============================] - ETA: 0s - loss: 3.6788
63/63 [==============================] - 1s 11ms/step - loss: 3.6788 - val_loss: 5.3640
Epoch 284/1000
1/63 [..............................] - ETA: 0s - loss: 3.6262
6/63 [=>............................] - ETA: 0s - loss: 3.3686
11/63 [====>.........................] - ETA: 0s - loss: 3.3568
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31/63 [=============>................] - ETA: 0s - loss: 3.4734
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51/63 [=======================>......] - ETA: 0s - loss: 3.5608
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61/63 [============================>.] - ETA: 0s - loss: 3.6735
63/63 [==============================] - 1s 11ms/step - loss: 3.6564 - val_loss: 5.2734
Epoch 285/1000
1/63 [..............................] - ETA: 0s - loss: 3.0588
6/63 [=>............................] - ETA: 0s - loss: 2.9875
11/63 [====>.........................] - ETA: 0s - loss: 3.4317
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57/63 [==========================>...] - ETA: 0s - loss: 3.6348
62/63 [============================>.] - ETA: 0s - loss: 3.6757
63/63 [==============================] - 1s 11ms/step - loss: 3.6742 - val_loss: 4.7534
Epoch 286/1000
1/63 [..............................] - ETA: 0s - loss: 3.5825
7/63 [==>...........................] - ETA: 0s - loss: 3.4503
13/63 [=====>........................] - ETA: 0s - loss: 3.2747
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54/63 [========================>.....] - ETA: 0s - loss: 3.7308
60/63 [===========================>..] - ETA: 0s - loss: 3.6753
63/63 [==============================] - 1s 11ms/step - loss: 3.6579 - val_loss: 4.9855
Epoch 287/1000
1/63 [..............................] - ETA: 0s - loss: 2.5558
6/63 [=>............................] - ETA: 0s - loss: 3.0764
11/63 [====>.........................] - ETA: 0s - loss: 3.1028
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51/63 [=======================>......] - ETA: 0s - loss: 3.4990
57/63 [==========================>...] - ETA: 0s - loss: 3.4676
62/63 [============================>.] - ETA: 0s - loss: 3.5413
63/63 [==============================] - 1s 11ms/step - loss: 3.5406 - val_loss: 4.9883
Epoch 288/1000
1/63 [..............................] - ETA: 0s - loss: 2.0039
6/63 [=>............................] - ETA: 0s - loss: 3.6572
11/63 [====>.........................] - ETA: 0s - loss: 3.5764
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51/63 [=======================>......] - ETA: 0s - loss: 3.7002
57/63 [==========================>...] - ETA: 0s - loss: 3.6918
62/63 [============================>.] - ETA: 0s - loss: 3.6896
63/63 [==============================] - 1s 11ms/step - loss: 3.6812 - val_loss: 5.0996
Epoch 289/1000
1/63 [..............................] - ETA: 0s - loss: 5.0597
7/63 [==>...........................] - ETA: 0s - loss: 3.8331
13/63 [=====>........................] - ETA: 0s - loss: 3.7850
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53/63 [========================>.....] - ETA: 0s - loss: 3.6434
59/63 [===========================>..] - ETA: 0s - loss: 3.6821
63/63 [==============================] - 1s 11ms/step - loss: 3.6768 - val_loss: 4.9791
Epoch 290/1000
1/63 [..............................] - ETA: 0s - loss: 2.0507
7/63 [==>...........................] - ETA: 0s - loss: 3.8958
13/63 [=====>........................] - ETA: 0s - loss: 3.3750
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55/63 [=========================>....] - ETA: 0s - loss: 3.6492
61/63 [============================>.] - ETA: 0s - loss: 3.6670
63/63 [==============================] - 1s 11ms/step - loss: 3.6458 - val_loss: 5.0014
Epoch 291/1000
1/63 [..............................] - ETA: 0s - loss: 3.5664
6/63 [=>............................] - ETA: 0s - loss: 3.2436
12/63 [====>.........................] - ETA: 0s - loss: 3.5380
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56/63 [=========================>....] - ETA: 0s - loss: 3.6996
61/63 [============================>.] - ETA: 0s - loss: 3.6687
63/63 [==============================] - 1s 11ms/step - loss: 3.6630 - val_loss: 5.0302
Epoch 292/1000
1/63 [..............................] - ETA: 0s - loss: 2.7057
7/63 [==>...........................] - ETA: 0s - loss: 3.3916
13/63 [=====>........................] - ETA: 0s - loss: 3.5216
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59/63 [===========================>..] - ETA: 0s - loss: 3.6229
63/63 [==============================] - 1s 11ms/step - loss: 3.6052 - val_loss: 5.4247
Epoch 293/1000
1/63 [..............................] - ETA: 0s - loss: 2.9209
7/63 [==>...........................] - ETA: 0s - loss: 3.6153
13/63 [=====>........................] - ETA: 0s - loss: 3.2986
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62/63 [============================>.] - ETA: 0s - loss: 3.5588
63/63 [==============================] - 1s 11ms/step - loss: 3.5593 - val_loss: 5.1193
Epoch 294/1000
1/63 [..............................] - ETA: 0s - loss: 4.5952
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63/63 [==============================] - ETA: 0s - loss: 3.5599
63/63 [==============================] - 1s 11ms/step - loss: 3.5599 - val_loss: 4.8677
Epoch 295/1000
1/63 [..............................] - ETA: 0s - loss: 4.9955
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62/63 [============================>.] - ETA: 0s - loss: 3.5016
63/63 [==============================] - 1s 11ms/step - loss: 3.4976 - val_loss: 4.7963
Epoch 296/1000
1/63 [..............................] - ETA: 0s - loss: 2.7151
7/63 [==>...........................] - ETA: 0s - loss: 3.8301
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63/63 [==============================] - 1s 11ms/step - loss: 3.6037 - val_loss: 4.6658
Epoch 297/1000
1/63 [..............................] - ETA: 0s - loss: 2.0503
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63/63 [==============================] - ETA: 0s - loss: 3.5504
63/63 [==============================] - 1s 11ms/step - loss: 3.5504 - val_loss: 4.8559
Epoch 298/1000
1/63 [..............................] - ETA: 0s - loss: 3.5798
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61/63 [============================>.] - ETA: 0s - loss: 3.6645
63/63 [==============================] - 1s 11ms/step - loss: 3.6667 - val_loss: 4.8558
Epoch 299/1000
1/63 [..............................] - ETA: 0s - loss: 4.7835
7/63 [==>...........................] - ETA: 0s - loss: 3.7403
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63/63 [==============================] - ETA: 0s - loss: 3.5016
63/63 [==============================] - 1s 11ms/step - loss: 3.5016 - val_loss: 4.9434
Epoch 300/1000
1/63 [..............................] - ETA: 0s - loss: 3.3461
7/63 [==>...........................] - ETA: 0s - loss: 3.6437
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60/63 [===========================>..] - ETA: 0s - loss: 3.5560
63/63 [==============================] - 1s 11ms/step - loss: 3.5154 - val_loss: 4.8813
Epoch 301/1000
1/63 [..............................] - ETA: 0s - loss: 2.7761
7/63 [==>...........................] - ETA: 0s - loss: 2.7706
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60/63 [===========================>..] - ETA: 0s - loss: 3.3759
63/63 [==============================] - 1s 11ms/step - loss: 3.4030 - val_loss: 4.7574
Epoch 302/1000
1/63 [..............................] - ETA: 0s - loss: 2.7147
6/63 [=>............................] - ETA: 0s - loss: 3.4399
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61/63 [============================>.] - ETA: 0s - loss: 3.3147
63/63 [==============================] - 1s 11ms/step - loss: 3.3318 - val_loss: 5.2060
Epoch 303/1000
1/63 [..............................] - ETA: 0s - loss: 2.5399
6/63 [=>............................] - ETA: 0s - loss: 3.0403
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60/63 [===========================>..] - ETA: 0s - loss: 3.4627
63/63 [==============================] - 1s 11ms/step - loss: 3.4854 - val_loss: 4.7039
Epoch 304/1000
1/63 [..............................] - ETA: 0s - loss: 3.5531
6/63 [=>............................] - ETA: 0s - loss: 2.9986
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61/63 [============================>.] - ETA: 0s - loss: 3.3986
63/63 [==============================] - 1s 11ms/step - loss: 3.4016 - val_loss: 5.0727
Epoch 305/1000
1/63 [..............................] - ETA: 0s - loss: 5.2421
7/63 [==>...........................] - ETA: 0s - loss: 2.9199
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60/63 [===========================>..] - ETA: 0s - loss: 3.3294
63/63 [==============================] - 1s 11ms/step - loss: 3.3378 - val_loss: 4.7281
Epoch 306/1000
1/63 [..............................] - ETA: 0s - loss: 3.6380
7/63 [==>...........................] - ETA: 0s - loss: 3.3045
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60/63 [===========================>..] - ETA: 0s - loss: 3.4268
63/63 [==============================] - 1s 11ms/step - loss: 3.4071 - val_loss: 4.8410
Epoch 307/1000
1/63 [..............................] - ETA: 0s - loss: 4.0241
7/63 [==>...........................] - ETA: 0s - loss: 3.5754
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61/63 [============================>.] - ETA: 0s - loss: 3.4947
63/63 [==============================] - 1s 10ms/step - loss: 3.4949 - val_loss: 4.9667
Epoch 308/1000
1/63 [..............................] - ETA: 0s - loss: 3.8088
7/63 [==>...........................] - ETA: 0s - loss: 3.5071
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61/63 [============================>.] - ETA: 0s - loss: 3.3878
63/63 [==============================] - 1s 11ms/step - loss: 3.3824 - val_loss: 5.2131
Epoch 309/1000
1/63 [..............................] - ETA: 0s - loss: 3.1061
7/63 [==>...........................] - ETA: 0s - loss: 3.4284
13/63 [=====>........................] - ETA: 0s - loss: 3.2701
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31/63 [=============>................] - ETA: 0s - loss: 3.3803
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61/63 [============================>.] - ETA: 0s - loss: 3.3772
63/63 [==============================] - 1s 11ms/step - loss: 3.3842 - val_loss: 4.8659
Epoch 310/1000
1/63 [..............................] - ETA: 0s - loss: 2.5887
7/63 [==>...........................] - ETA: 0s - loss: 4.2455
13/63 [=====>........................] - ETA: 0s - loss: 3.6586
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31/63 [=============>................] - ETA: 0s - loss: 3.4659
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55/63 [=========================>....] - ETA: 0s - loss: 3.3099
61/63 [============================>.] - ETA: 0s - loss: 3.2932
63/63 [==============================] - 1s 11ms/step - loss: 3.2898 - val_loss: 5.4601
Epoch 311/1000
1/63 [..............................] - ETA: 0s - loss: 2.6624
7/63 [==>...........................] - ETA: 0s - loss: 3.4204
13/63 [=====>........................] - ETA: 0s - loss: 3.3002
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61/63 [============================>.] - ETA: 0s - loss: 3.3218
63/63 [==============================] - 1s 11ms/step - loss: 3.3549 - val_loss: 4.7438
Epoch 312/1000
1/63 [..............................] - ETA: 0s - loss: 2.2495
7/63 [==>...........................] - ETA: 0s - loss: 3.1245
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61/63 [============================>.] - ETA: 0s - loss: 3.1961
63/63 [==============================] - 1s 11ms/step - loss: 3.2048 - val_loss: 4.3308
Epoch 313/1000
1/63 [..............................] - ETA: 0s - loss: 2.3667
6/63 [=>............................] - ETA: 0s - loss: 3.1541
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55/63 [=========================>....] - ETA: 0s - loss: 3.2006
61/63 [============================>.] - ETA: 0s - loss: 3.1838
63/63 [==============================] - 1s 11ms/step - loss: 3.2201 - val_loss: 4.9973
Epoch 314/1000
1/63 [..............................] - ETA: 0s - loss: 2.8617
6/63 [=>............................] - ETA: 0s - loss: 3.2958
11/63 [====>.........................] - ETA: 0s - loss: 3.1421
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27/63 [===========>..................] - ETA: 0s - loss: 3.2019
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62/63 [============================>.] - ETA: 0s - loss: 3.2893
63/63 [==============================] - 1s 11ms/step - loss: 3.2695 - val_loss: 4.9584
Epoch 315/1000
1/63 [..............................] - ETA: 0s - loss: 1.8772
7/63 [==>...........................] - ETA: 0s - loss: 2.5269
13/63 [=====>........................] - ETA: 0s - loss: 3.0172
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62/63 [============================>.] - ETA: 0s - loss: 3.1968
63/63 [==============================] - 1s 11ms/step - loss: 3.1885 - val_loss: 4.6851
Epoch 316/1000
1/63 [..............................] - ETA: 0s - loss: 5.5338
6/63 [=>............................] - ETA: 0s - loss: 3.2456
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61/63 [============================>.] - ETA: 0s - loss: 3.1521
63/63 [==============================] - 1s 11ms/step - loss: 3.1710 - val_loss: 5.1824
Epoch 317/1000
1/63 [..............................] - ETA: 0s - loss: 1.8975
6/63 [=>............................] - ETA: 0s - loss: 2.9521
12/63 [====>.........................] - ETA: 0s - loss: 3.1380
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43/63 [===================>..........] - ETA: 0s - loss: 3.2014
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61/63 [============================>.] - ETA: 0s - loss: 3.1662
63/63 [==============================] - 1s 11ms/step - loss: 3.1689 - val_loss: 4.4026
Epoch 318/1000
1/63 [..............................] - ETA: 0s - loss: 3.4938
6/63 [=>............................] - ETA: 0s - loss: 3.0450
12/63 [====>.........................] - ETA: 0s - loss: 3.1005
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42/63 [===================>..........] - ETA: 0s - loss: 3.2014
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53/63 [========================>.....] - ETA: 0s - loss: 3.1553
59/63 [===========================>..] - ETA: 0s - loss: 3.1820
63/63 [==============================] - 1s 11ms/step - loss: 3.1946 - val_loss: 4.6712
Epoch 319/1000
1/63 [..............................] - ETA: 0s - loss: 2.1576
6/63 [=>............................] - ETA: 0s - loss: 2.3266
12/63 [====>.........................] - ETA: 0s - loss: 2.7714
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63/63 [==============================] - ETA: 0s - loss: 3.0868
63/63 [==============================] - 1s 11ms/step - loss: 3.0868 - val_loss: 4.4029
Epoch 320/1000
1/63 [..............................] - ETA: 0s - loss: 1.5850
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60/63 [===========================>..] - ETA: 0s - loss: 3.0738
63/63 [==============================] - 1s 11ms/step - loss: 3.0539 - val_loss: 4.3073
Epoch 321/1000
1/63 [..............................] - ETA: 0s - loss: 2.0931
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59/63 [===========================>..] - ETA: 0s - loss: 3.1096
63/63 [==============================] - 1s 11ms/step - loss: 3.1132 - val_loss: 5.0395
Epoch 322/1000
1/63 [..............................] - ETA: 0s - loss: 3.9828
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54/63 [========================>.....] - ETA: 0s - loss: 3.0473
60/63 [===========================>..] - ETA: 0s - loss: 3.0111
63/63 [==============================] - 1s 11ms/step - loss: 3.0081 - val_loss: 4.4470
Epoch 323/1000
1/63 [..............................] - ETA: 0s - loss: 2.8109
6/63 [=>............................] - ETA: 0s - loss: 2.3998
12/63 [====>.........................] - ETA: 0s - loss: 2.9882
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30/63 [=============>................] - ETA: 0s - loss: 2.9492
36/63 [================>.............] - ETA: 0s - loss: 3.0254
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54/63 [========================>.....] - ETA: 0s - loss: 3.0020
59/63 [===========================>..] - ETA: 0s - loss: 3.0054
63/63 [==============================] - 1s 11ms/step - loss: 3.0026 - val_loss: 4.4064
Epoch 324/1000
1/63 [..............................] - ETA: 0s - loss: 3.1131
6/63 [=>............................] - ETA: 0s - loss: 2.7793
12/63 [====>.........................] - ETA: 0s - loss: 2.7835
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63/63 [==============================] - ETA: 0s - loss: 3.0985
63/63 [==============================] - 1s 11ms/step - loss: 3.0985 - val_loss: 4.4563
Epoch 325/1000
1/63 [..............................] - ETA: 0s - loss: 2.3944
7/63 [==>...........................] - ETA: 0s - loss: 3.1614
13/63 [=====>........................] - ETA: 0s - loss: 3.1843
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30/63 [=============>................] - ETA: 0s - loss: 3.0436
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54/63 [========================>.....] - ETA: 0s - loss: 2.9466
60/63 [===========================>..] - ETA: 0s - loss: 2.9333
63/63 [==============================] - 1s 11ms/step - loss: 2.9570 - val_loss: 4.7430
Epoch 326/1000
1/63 [..............................] - ETA: 0s - loss: 2.8568
7/63 [==>...........................] - ETA: 0s - loss: 2.9410
13/63 [=====>........................] - ETA: 0s - loss: 3.2777
19/63 [========>.....................] - ETA: 0s - loss: 3.3003
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31/63 [=============>................] - ETA: 0s - loss: 3.1796
37/63 [================>.............] - ETA: 0s - loss: 3.0955
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55/63 [=========================>....] - ETA: 0s - loss: 2.9194
61/63 [============================>.] - ETA: 0s - loss: 2.9529
63/63 [==============================] - 1s 11ms/step - loss: 2.9395 - val_loss: 4.5909
Epoch 327/1000
1/63 [..............................] - ETA: 0s - loss: 2.7942
7/63 [==>...........................] - ETA: 0s - loss: 3.4284
13/63 [=====>........................] - ETA: 0s - loss: 3.2193
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24/63 [==========>...................] - ETA: 0s - loss: 3.1989
30/63 [=============>................] - ETA: 0s - loss: 3.0507
36/63 [================>.............] - ETA: 0s - loss: 2.9416
42/63 [===================>..........] - ETA: 0s - loss: 2.9709
48/63 [=====================>........] - ETA: 0s - loss: 3.0099
54/63 [========================>.....] - ETA: 0s - loss: 3.0526
59/63 [===========================>..] - ETA: 0s - loss: 3.0294
63/63 [==============================] - 1s 11ms/step - loss: 3.0289 - val_loss: 4.7872
Epoch 328/1000
1/63 [..............................] - ETA: 0s - loss: 3.1210
7/63 [==>...........................] - ETA: 0s - loss: 3.1650
13/63 [=====>........................] - ETA: 0s - loss: 3.0198
19/63 [========>.....................] - ETA: 0s - loss: 3.0638
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31/63 [=============>................] - ETA: 0s - loss: 3.1228
37/63 [================>.............] - ETA: 0s - loss: 3.0266
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54/63 [========================>.....] - ETA: 0s - loss: 3.0888
60/63 [===========================>..] - ETA: 0s - loss: 3.0638
63/63 [==============================] - 1s 11ms/step - loss: 3.0336 - val_loss: 4.5395
Epoch 329/1000
1/63 [..............................] - ETA: 0s - loss: 3.5732
7/63 [==>...........................] - ETA: 0s - loss: 2.6819
13/63 [=====>........................] - ETA: 0s - loss: 2.8095
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30/63 [=============>................] - ETA: 0s - loss: 2.8006
36/63 [================>.............] - ETA: 0s - loss: 2.9050
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48/63 [=====================>........] - ETA: 0s - loss: 2.8760
54/63 [========================>.....] - ETA: 0s - loss: 2.8123
60/63 [===========================>..] - ETA: 0s - loss: 2.8674
63/63 [==============================] - 1s 11ms/step - loss: 2.8792 - val_loss: 4.2074
Epoch 330/1000
1/63 [..............................] - ETA: 0s - loss: 2.8240
7/63 [==>...........................] - ETA: 0s - loss: 2.3803
12/63 [====>.........................] - ETA: 0s - loss: 2.4744
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30/63 [=============>................] - ETA: 0s - loss: 2.7275
36/63 [================>.............] - ETA: 0s - loss: 2.7107
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53/63 [========================>.....] - ETA: 0s - loss: 2.8483
59/63 [===========================>..] - ETA: 0s - loss: 2.9172
63/63 [==============================] - 1s 11ms/step - loss: 2.9012 - val_loss: 4.6453
Epoch 331/1000
1/63 [..............................] - ETA: 0s - loss: 2.7135
7/63 [==>...........................] - ETA: 0s - loss: 3.2801
13/63 [=====>........................] - ETA: 0s - loss: 3.0187
19/63 [========>.....................] - ETA: 0s - loss: 2.9382
25/63 [==========>...................] - ETA: 0s - loss: 3.0216
31/63 [=============>................] - ETA: 0s - loss: 3.0044
37/63 [================>.............] - ETA: 0s - loss: 3.0300
43/63 [===================>..........] - ETA: 0s - loss: 3.0955
48/63 [=====================>........] - ETA: 0s - loss: 3.0294
54/63 [========================>.....] - ETA: 0s - loss: 2.9520
60/63 [===========================>..] - ETA: 0s - loss: 2.9544
63/63 [==============================] - 1s 11ms/step - loss: 2.9658 - val_loss: 4.2191
Epoch 332/1000
1/63 [..............................] - ETA: 0s - loss: 1.3514
6/63 [=>............................] - ETA: 0s - loss: 2.0764
12/63 [====>.........................] - ETA: 0s - loss: 2.7263
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59/63 [===========================>..] - ETA: 0s - loss: 2.9158
63/63 [==============================] - 1s 11ms/step - loss: 2.9154 - val_loss: 4.5208
Epoch 333/1000
1/63 [..............................] - ETA: 0s - loss: 3.1256
6/63 [=>............................] - ETA: 0s - loss: 2.7376
12/63 [====>.........................] - ETA: 0s - loss: 3.2208
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60/63 [===========================>..] - ETA: 0s - loss: 2.8286
63/63 [==============================] - 1s 11ms/step - loss: 2.8316 - val_loss: 4.3364
Epoch 334/1000
1/63 [..............................] - ETA: 0s - loss: 2.5528
7/63 [==>...........................] - ETA: 0s - loss: 2.8481
13/63 [=====>........................] - ETA: 0s - loss: 2.8343
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31/63 [=============>................] - ETA: 0s - loss: 2.8845
37/63 [================>.............] - ETA: 0s - loss: 2.9260
43/63 [===================>..........] - ETA: 0s - loss: 2.8724
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54/63 [========================>.....] - ETA: 0s - loss: 2.8805
60/63 [===========================>..] - ETA: 0s - loss: 2.8319
63/63 [==============================] - 1s 11ms/step - loss: 2.7855 - val_loss: 4.1259
Epoch 335/1000
1/63 [..............................] - ETA: 0s - loss: 1.4395
7/63 [==>...........................] - ETA: 0s - loss: 2.3436
12/63 [====>.........................] - ETA: 0s - loss: 2.4520
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30/63 [=============>................] - ETA: 0s - loss: 2.5976
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54/63 [========================>.....] - ETA: 0s - loss: 2.7155
60/63 [===========================>..] - ETA: 0s - loss: 2.7058
63/63 [==============================] - 1s 11ms/step - loss: 2.7424 - val_loss: 4.2387
Epoch 336/1000
1/63 [..............................] - ETA: 0s - loss: 2.6705
7/63 [==>...........................] - ETA: 0s - loss: 2.8720
13/63 [=====>........................] - ETA: 0s - loss: 2.5837
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31/63 [=============>................] - ETA: 0s - loss: 2.8604
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53/63 [========================>.....] - ETA: 0s - loss: 2.8923
59/63 [===========================>..] - ETA: 0s - loss: 2.9201
63/63 [==============================] - 1s 11ms/step - loss: 2.8839 - val_loss: 4.6466
Epoch 337/1000
1/63 [..............................] - ETA: 0s - loss: 1.8250
6/63 [=>............................] - ETA: 0s - loss: 2.4412
11/63 [====>.........................] - ETA: 0s - loss: 2.6299
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55/63 [=========================>....] - ETA: 0s - loss: 2.6876
61/63 [============================>.] - ETA: 0s - loss: 2.7308
63/63 [==============================] - 1s 11ms/step - loss: 2.7040 - val_loss: 4.2529
Epoch 338/1000
1/63 [..............................] - ETA: 0s - loss: 2.0384
6/63 [=>............................] - ETA: 0s - loss: 2.0072
11/63 [====>.........................] - ETA: 0s - loss: 2.3407
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56/63 [=========================>....] - ETA: 0s - loss: 2.6709
62/63 [============================>.] - ETA: 0s - loss: 2.6608
63/63 [==============================] - 1s 11ms/step - loss: 2.6728 - val_loss: 3.7373
Epoch 339/1000
1/63 [..............................] - ETA: 0s - loss: 1.3275
7/63 [==>...........................] - ETA: 0s - loss: 3.3537
13/63 [=====>........................] - ETA: 0s - loss: 3.0113
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31/63 [=============>................] - ETA: 0s - loss: 2.6922
37/63 [================>.............] - ETA: 0s - loss: 2.7238
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55/63 [=========================>....] - ETA: 0s - loss: 2.7125
61/63 [============================>.] - ETA: 0s - loss: 2.7342
63/63 [==============================] - 1s 11ms/step - loss: 2.7350 - val_loss: 3.9449
Epoch 340/1000
1/63 [..............................] - ETA: 0s - loss: 3.9628
7/63 [==>...........................] - ETA: 0s - loss: 3.2713
13/63 [=====>........................] - ETA: 0s - loss: 2.9053
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31/63 [=============>................] - ETA: 0s - loss: 2.8133
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42/63 [===================>..........] - ETA: 0s - loss: 2.7413
48/63 [=====================>........] - ETA: 0s - loss: 2.8029
54/63 [========================>.....] - ETA: 0s - loss: 2.7643
60/63 [===========================>..] - ETA: 0s - loss: 2.7531
63/63 [==============================] - 1s 11ms/step - loss: 2.7766 - val_loss: 3.8037
Epoch 341/1000
1/63 [..............................] - ETA: 0s - loss: 3.0520
7/63 [==>...........................] - ETA: 0s - loss: 2.5445
13/63 [=====>........................] - ETA: 0s - loss: 2.5719
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31/63 [=============>................] - ETA: 0s - loss: 2.7608
37/63 [================>.............] - ETA: 0s - loss: 2.7096
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55/63 [=========================>....] - ETA: 0s - loss: 2.7209
61/63 [============================>.] - ETA: 0s - loss: 2.7227
63/63 [==============================] - 1s 11ms/step - loss: 2.7047 - val_loss: 4.1701
Epoch 342/1000
1/63 [..............................] - ETA: 0s - loss: 1.6573
7/63 [==>...........................] - ETA: 0s - loss: 2.7048
13/63 [=====>........................] - ETA: 0s - loss: 2.8742
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31/63 [=============>................] - ETA: 0s - loss: 2.6755
37/63 [================>.............] - ETA: 0s - loss: 2.6647
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55/63 [=========================>....] - ETA: 0s - loss: 2.6347
61/63 [============================>.] - ETA: 0s - loss: 2.5973
63/63 [==============================] - 1s 11ms/step - loss: 2.6206 - val_loss: 4.1622
Epoch 343/1000
1/63 [..............................] - ETA: 0s - loss: 3.5302
7/63 [==>...........................] - ETA: 0s - loss: 2.5084
13/63 [=====>........................] - ETA: 0s - loss: 2.4494
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31/63 [=============>................] - ETA: 0s - loss: 2.4674
36/63 [================>.............] - ETA: 0s - loss: 2.4368
41/63 [==================>...........] - ETA: 0s - loss: 2.5054
47/63 [=====================>........] - ETA: 0s - loss: 2.4875
53/63 [========================>.....] - ETA: 0s - loss: 2.4709
59/63 [===========================>..] - ETA: 0s - loss: 2.4912
63/63 [==============================] - 1s 11ms/step - loss: 2.5527 - val_loss: 3.8434
Epoch 344/1000
1/63 [..............................] - ETA: 0s - loss: 1.8599
7/63 [==>...........................] - ETA: 0s - loss: 2.7419
13/63 [=====>........................] - ETA: 0s - loss: 2.6447
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31/63 [=============>................] - ETA: 0s - loss: 2.6064
37/63 [================>.............] - ETA: 0s - loss: 2.6358
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55/63 [=========================>....] - ETA: 0s - loss: 2.6624
61/63 [============================>.] - ETA: 0s - loss: 2.6109
63/63 [==============================] - 1s 11ms/step - loss: 2.5959 - val_loss: 4.2130
Epoch 345/1000
1/63 [..............................] - ETA: 0s - loss: 2.4385
7/63 [==>...........................] - ETA: 0s - loss: 2.0571
13/63 [=====>........................] - ETA: 0s - loss: 2.3323
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31/63 [=============>................] - ETA: 0s - loss: 2.4702
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55/63 [=========================>....] - ETA: 0s - loss: 2.4793
61/63 [============================>.] - ETA: 0s - loss: 2.4770
63/63 [==============================] - 1s 11ms/step - loss: 2.4972 - val_loss: 3.6379
Epoch 346/1000
1/63 [..............................] - ETA: 0s - loss: 2.0554
7/63 [==>...........................] - ETA: 0s - loss: 3.1547
13/63 [=====>........................] - ETA: 0s - loss: 2.9800
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30/63 [=============>................] - ETA: 0s - loss: 2.5122
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60/63 [===========================>..] - ETA: 0s - loss: 2.4547
63/63 [==============================] - 1s 11ms/step - loss: 2.4694 - val_loss: 3.5988
Epoch 347/1000
1/63 [..............................] - ETA: 0s - loss: 2.2650
6/63 [=>............................] - ETA: 0s - loss: 2.5862
12/63 [====>.........................] - ETA: 0s - loss: 2.8507
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60/63 [===========================>..] - ETA: 0s - loss: 2.5104
63/63 [==============================] - 1s 11ms/step - loss: 2.5372 - val_loss: 4.1890
Epoch 348/1000
1/63 [..............................] - ETA: 0s - loss: 1.2315
7/63 [==>...........................] - ETA: 0s - loss: 2.3597
13/63 [=====>........................] - ETA: 0s - loss: 2.7888
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31/63 [=============>................] - ETA: 0s - loss: 2.6566
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61/63 [============================>.] - ETA: 0s - loss: 2.5564
63/63 [==============================] - 1s 11ms/step - loss: 2.5561 - val_loss: 3.6330
Epoch 349/1000
1/63 [..............................] - ETA: 0s - loss: 2.5838
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61/63 [============================>.] - ETA: 0s - loss: 2.3671
63/63 [==============================] - 1s 11ms/step - loss: 2.3612 - val_loss: 3.4350
Epoch 350/1000
1/63 [..............................] - ETA: 0s - loss: 2.1324
7/63 [==>...........................] - ETA: 0s - loss: 2.3745
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60/63 [===========================>..] - ETA: 0s - loss: 2.3462
63/63 [==============================] - 1s 11ms/step - loss: 2.3410 - val_loss: 3.5401
Epoch 351/1000
1/63 [..............................] - ETA: 0s - loss: 1.9332
7/63 [==>...........................] - ETA: 0s - loss: 2.0790
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61/63 [============================>.] - ETA: 0s - loss: 2.4025
63/63 [==============================] - 1s 11ms/step - loss: 2.4074 - val_loss: 4.6251
Epoch 352/1000
1/63 [..............................] - ETA: 0s - loss: 2.2711
7/63 [==>...........................] - ETA: 0s - loss: 2.8964
13/63 [=====>........................] - ETA: 0s - loss: 2.6656
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60/63 [===========================>..] - ETA: 0s - loss: 2.3963
63/63 [==============================] - 1s 11ms/step - loss: 2.3719 - val_loss: 3.6249
Epoch 353/1000
1/63 [..............................] - ETA: 0s - loss: 2.1777
7/63 [==>...........................] - ETA: 0s - loss: 2.3341
13/63 [=====>........................] - ETA: 0s - loss: 2.3824
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61/63 [============================>.] - ETA: 0s - loss: 2.3520
63/63 [==============================] - 1s 11ms/step - loss: 2.3559 - val_loss: 3.3002
Epoch 354/1000
1/63 [..............................] - ETA: 0s - loss: 1.2815
7/63 [==>...........................] - ETA: 0s - loss: 2.2031
13/63 [=====>........................] - ETA: 0s - loss: 2.4389
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31/63 [=============>................] - ETA: 0s - loss: 2.4192
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55/63 [=========================>....] - ETA: 0s - loss: 2.2943
61/63 [============================>.] - ETA: 0s - loss: 2.2382
63/63 [==============================] - 1s 11ms/step - loss: 2.2677 - val_loss: 3.8519
Epoch 355/1000
1/63 [..............................] - ETA: 0s - loss: 1.5733
7/63 [==>...........................] - ETA: 0s - loss: 2.2455
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61/63 [============================>.] - ETA: 0s - loss: 2.2444
63/63 [==============================] - 1s 11ms/step - loss: 2.2573 - val_loss: 3.5946
Epoch 356/1000
1/63 [..............................] - ETA: 0s - loss: 3.5726
7/63 [==>...........................] - ETA: 0s - loss: 2.7458
12/63 [====>.........................] - ETA: 0s - loss: 2.5456
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60/63 [===========================>..] - ETA: 0s - loss: 2.2521
63/63 [==============================] - 1s 11ms/step - loss: 2.2483 - val_loss: 3.9930
Epoch 357/1000
1/63 [..............................] - ETA: 0s - loss: 1.8726
7/63 [==>...........................] - ETA: 0s - loss: 1.9371
13/63 [=====>........................] - ETA: 0s - loss: 1.8819
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31/63 [=============>................] - ETA: 0s - loss: 2.1491
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61/63 [============================>.] - ETA: 0s - loss: 2.1880
63/63 [==============================] - 1s 11ms/step - loss: 2.1842 - val_loss: 3.5926
Epoch 358/1000
1/63 [..............................] - ETA: 0s - loss: 1.7040
7/63 [==>...........................] - ETA: 0s - loss: 1.9761
13/63 [=====>........................] - ETA: 0s - loss: 1.9840
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31/63 [=============>................] - ETA: 0s - loss: 2.0979
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55/63 [=========================>....] - ETA: 0s - loss: 2.1265
61/63 [============================>.] - ETA: 0s - loss: 2.0883
63/63 [==============================] - 1s 11ms/step - loss: 2.0933 - val_loss: 3.6211
Epoch 359/1000
1/63 [..............................] - ETA: 0s - loss: 2.9348
7/63 [==>...........................] - ETA: 0s - loss: 2.0371
13/63 [=====>........................] - ETA: 0s - loss: 1.9182
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31/63 [=============>................] - ETA: 0s - loss: 2.0415
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55/63 [=========================>....] - ETA: 0s - loss: 2.1323
61/63 [============================>.] - ETA: 0s - loss: 2.0882
63/63 [==============================] - 1s 11ms/step - loss: 2.0702 - val_loss: 3.3989
Epoch 360/1000
1/63 [..............................] - ETA: 0s - loss: 2.4898
7/63 [==>...........................] - ETA: 0s - loss: 2.1480
13/63 [=====>........................] - ETA: 0s - loss: 2.1307
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31/63 [=============>................] - ETA: 0s - loss: 2.4040
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55/63 [=========================>....] - ETA: 0s - loss: 2.2088
61/63 [============================>.] - ETA: 0s - loss: 2.1847
63/63 [==============================] - 1s 11ms/step - loss: 2.1940 - val_loss: 3.5857
Epoch 361/1000
1/63 [..............................] - ETA: 0s - loss: 2.7934
7/63 [==>...........................] - ETA: 0s - loss: 2.5876
13/63 [=====>........................] - ETA: 0s - loss: 2.5411
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31/63 [=============>................] - ETA: 0s - loss: 2.0235
37/63 [================>.............] - ETA: 0s - loss: 2.0263
43/63 [===================>..........] - ETA: 0s - loss: 1.9966
49/63 [======================>.......] - ETA: 0s - loss: 2.0786
55/63 [=========================>....] - ETA: 0s - loss: 2.0238
61/63 [============================>.] - ETA: 0s - loss: 2.0595
63/63 [==============================] - 1s 11ms/step - loss: 2.0554 - val_loss: 3.2164
Epoch 362/1000
1/63 [..............................] - ETA: 0s - loss: 1.1377
7/63 [==>...........................] - ETA: 0s - loss: 1.5993
13/63 [=====>........................] - ETA: 0s - loss: 1.7300
19/63 [========>.....................] - ETA: 0s - loss: 1.9044
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31/63 [=============>................] - ETA: 0s - loss: 1.9201
37/63 [================>.............] - ETA: 0s - loss: 1.9303
43/63 [===================>..........] - ETA: 0s - loss: 1.9725
49/63 [======================>.......] - ETA: 0s - loss: 1.9975
55/63 [=========================>....] - ETA: 0s - loss: 2.0733
61/63 [============================>.] - ETA: 0s - loss: 2.1118
63/63 [==============================] - 1s 11ms/step - loss: 2.1261 - val_loss: 3.7884
Epoch 363/1000
1/63 [..............................] - ETA: 0s - loss: 2.0294
7/63 [==>...........................] - ETA: 0s - loss: 1.9198
13/63 [=====>........................] - ETA: 0s - loss: 2.0569
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31/63 [=============>................] - ETA: 0s - loss: 2.1067
37/63 [================>.............] - ETA: 0s - loss: 2.1565
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55/63 [=========================>....] - ETA: 0s - loss: 2.0842
61/63 [============================>.] - ETA: 0s - loss: 2.0323
63/63 [==============================] - 1s 11ms/step - loss: 2.0203 - val_loss: 3.2113
Epoch 364/1000
1/63 [..............................] - ETA: 0s - loss: 1.6139
6/63 [=>............................] - ETA: 0s - loss: 2.0417
12/63 [====>.........................] - ETA: 0s - loss: 1.9772
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30/63 [=============>................] - ETA: 0s - loss: 2.1595
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42/63 [===================>..........] - ETA: 0s - loss: 2.1436
48/63 [=====================>........] - ETA: 0s - loss: 2.0853
54/63 [========================>.....] - ETA: 0s - loss: 2.0857
60/63 [===========================>..] - ETA: 0s - loss: 2.0418
63/63 [==============================] - 1s 11ms/step - loss: 2.0556 - val_loss: 3.2431
Epoch 365/1000
1/63 [..............................] - ETA: 0s - loss: 3.4111
7/63 [==>...........................] - ETA: 0s - loss: 2.2884
13/63 [=====>........................] - ETA: 0s - loss: 1.8814
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31/63 [=============>................] - ETA: 0s - loss: 1.9614
37/63 [================>.............] - ETA: 0s - loss: 1.9521
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49/63 [======================>.......] - ETA: 0s - loss: 2.0003
54/63 [========================>.....] - ETA: 0s - loss: 2.0231
60/63 [===========================>..] - ETA: 0s - loss: 2.0275
63/63 [==============================] - 1s 11ms/step - loss: 2.0432 - val_loss: 3.1557
Epoch 366/1000
1/63 [..............................] - ETA: 0s - loss: 2.9090
6/63 [=>............................] - ETA: 0s - loss: 1.9914
12/63 [====>.........................] - ETA: 0s - loss: 1.8573
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57/63 [==========================>...] - ETA: 0s - loss: 2.0458
63/63 [==============================] - ETA: 0s - loss: 2.0155
63/63 [==============================] - 1s 11ms/step - loss: 2.0155 - val_loss: 3.0937
Epoch 367/1000
1/63 [..............................] - ETA: 0s - loss: 1.8158
6/63 [=>............................] - ETA: 0s - loss: 1.9993
11/63 [====>.........................] - ETA: 0s - loss: 1.6782
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52/63 [=======================>......] - ETA: 0s - loss: 1.8697
57/63 [==========================>...] - ETA: 0s - loss: 1.8604
63/63 [==============================] - ETA: 0s - loss: 1.8909
63/63 [==============================] - 1s 11ms/step - loss: 1.8909 - val_loss: 2.7660
Epoch 368/1000
1/63 [..............................] - ETA: 0s - loss: 1.3726
6/63 [=>............................] - ETA: 0s - loss: 1.7919
12/63 [====>.........................] - ETA: 0s - loss: 2.1092
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56/63 [=========================>....] - ETA: 0s - loss: 1.7915
62/63 [============================>.] - ETA: 0s - loss: 1.8015
63/63 [==============================] - 1s 11ms/step - loss: 1.8268 - val_loss: 3.1663
Epoch 369/1000
1/63 [..............................] - ETA: 0s - loss: 1.0170
6/63 [=>............................] - ETA: 0s - loss: 1.3691
12/63 [====>.........................] - ETA: 0s - loss: 2.0523
18/63 [=======>......................] - ETA: 0s - loss: 2.0871
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36/63 [================>.............] - ETA: 0s - loss: 2.1082
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54/63 [========================>.....] - ETA: 0s - loss: 2.0348
60/63 [===========================>..] - ETA: 0s - loss: 2.0352
63/63 [==============================] - 1s 11ms/step - loss: 2.0485 - val_loss: 3.2289
Epoch 370/1000
1/63 [..............................] - ETA: 0s - loss: 1.5938
7/63 [==>...........................] - ETA: 0s - loss: 1.9164
13/63 [=====>........................] - ETA: 0s - loss: 1.8084
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57/63 [==========================>...] - ETA: 0s - loss: 1.7890
63/63 [==============================] - ETA: 0s - loss: 1.8043
63/63 [==============================] - 1s 11ms/step - loss: 1.8043 - val_loss: 2.7936
Epoch 371/1000
1/63 [..............................] - ETA: 0s - loss: 1.1551
7/63 [==>...........................] - ETA: 0s - loss: 1.9538
13/63 [=====>........................] - ETA: 0s - loss: 1.8035
19/63 [========>.....................] - ETA: 0s - loss: 2.0039
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29/63 [============>.................] - ETA: 0s - loss: 1.9112
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56/63 [=========================>....] - ETA: 0s - loss: 1.7943
61/63 [============================>.] - ETA: 0s - loss: 1.8256
63/63 [==============================] - 1s 11ms/step - loss: 1.8188 - val_loss: 2.7247
Epoch 372/1000
1/63 [..............................] - ETA: 0s - loss: 1.5416
7/63 [==>...........................] - ETA: 0s - loss: 1.4324
13/63 [=====>........................] - ETA: 0s - loss: 1.4430
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31/63 [=============>................] - ETA: 0s - loss: 1.5090
37/63 [================>.............] - ETA: 0s - loss: 1.5334
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60/63 [===========================>..] - ETA: 0s - loss: 1.7370
63/63 [==============================] - 1s 11ms/step - loss: 1.7642 - val_loss: 2.9442
Epoch 373/1000
1/63 [..............................] - ETA: 0s - loss: 2.7942
6/63 [=>............................] - ETA: 0s - loss: 2.0890
11/63 [====>.........................] - ETA: 0s - loss: 2.0565
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59/63 [===========================>..] - ETA: 0s - loss: 1.8229
63/63 [==============================] - 1s 11ms/step - loss: 1.8130 - val_loss: 2.8099
Epoch 374/1000
1/63 [..............................] - ETA: 0s - loss: 2.5571
7/63 [==>...........................] - ETA: 0s - loss: 2.2435
13/63 [=====>........................] - ETA: 0s - loss: 2.0658
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31/63 [=============>................] - ETA: 0s - loss: 1.8417
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61/63 [============================>.] - ETA: 0s - loss: 1.7477
63/63 [==============================] - 1s 11ms/step - loss: 1.7489 - val_loss: 2.6425
Epoch 375/1000
1/63 [..............................] - ETA: 0s - loss: 1.1798
7/63 [==>...........................] - ETA: 0s - loss: 1.7339
13/63 [=====>........................] - ETA: 0s - loss: 1.9335
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31/63 [=============>................] - ETA: 0s - loss: 1.6231
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55/63 [=========================>....] - ETA: 0s - loss: 1.6368
61/63 [============================>.] - ETA: 0s - loss: 1.6969
63/63 [==============================] - 1s 11ms/step - loss: 1.6790 - val_loss: 3.0566
Epoch 376/1000
1/63 [..............................] - ETA: 0s - loss: 2.3621
7/63 [==>...........................] - ETA: 0s - loss: 1.6742
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61/63 [============================>.] - ETA: 0s - loss: 1.6564
63/63 [==============================] - 1s 11ms/step - loss: 1.6691 - val_loss: 2.5852
Epoch 377/1000
1/63 [..............................] - ETA: 0s - loss: 1.0583
7/63 [==>...........................] - ETA: 0s - loss: 1.3558
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60/63 [===========================>..] - ETA: 0s - loss: 1.8029
63/63 [==============================] - 1s 11ms/step - loss: 1.7943 - val_loss: 2.7778
Epoch 378/1000
1/63 [..............................] - ETA: 0s - loss: 1.0438
7/63 [==>...........................] - ETA: 0s - loss: 1.6321
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31/63 [=============>................] - ETA: 0s - loss: 1.6879
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61/63 [============================>.] - ETA: 0s - loss: 1.8790
63/63 [==============================] - 1s 11ms/step - loss: 1.8990 - val_loss: 3.0344
Epoch 379/1000
1/63 [..............................] - ETA: 0s - loss: 1.7767
7/63 [==>...........................] - ETA: 0s - loss: 1.5554
13/63 [=====>........................] - ETA: 0s - loss: 1.7098
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31/63 [=============>................] - ETA: 0s - loss: 1.7386
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60/63 [===========================>..] - ETA: 0s - loss: 1.6958
63/63 [==============================] - 1s 11ms/step - loss: 1.6743 - val_loss: 3.1367
Epoch 380/1000
1/63 [..............................] - ETA: 0s - loss: 1.3458
7/63 [==>...........................] - ETA: 0s - loss: 1.1907
13/63 [=====>........................] - ETA: 0s - loss: 1.5150
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60/63 [===========================>..] - ETA: 0s - loss: 1.5347
63/63 [==============================] - 1s 11ms/step - loss: 1.5597 - val_loss: 2.5748
Epoch 381/1000
1/63 [..............................] - ETA: 0s - loss: 1.7262
6/63 [=>............................] - ETA: 0s - loss: 1.6372
12/63 [====>.........................] - ETA: 0s - loss: 1.8244
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53/63 [========================>.....] - ETA: 0s - loss: 1.5672
59/63 [===========================>..] - ETA: 0s - loss: 1.5420
63/63 [==============================] - 1s 11ms/step - loss: 1.5396 - val_loss: 2.3931
Epoch 382/1000
1/63 [..............................] - ETA: 0s - loss: 1.8632
7/63 [==>...........................] - ETA: 0s - loss: 1.5617
13/63 [=====>........................] - ETA: 0s - loss: 1.4616
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61/63 [============================>.] - ETA: 0s - loss: 1.5125
63/63 [==============================] - 1s 11ms/step - loss: 1.5179 - val_loss: 2.4950
Epoch 383/1000
1/63 [..............................] - ETA: 0s - loss: 0.7908
7/63 [==>...........................] - ETA: 0s - loss: 1.4491
13/63 [=====>........................] - ETA: 0s - loss: 1.6915
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60/63 [===========================>..] - ETA: 0s - loss: 1.4740
63/63 [==============================] - 1s 11ms/step - loss: 1.4870 - val_loss: 2.3816
Epoch 384/1000
1/63 [..............................] - ETA: 0s - loss: 0.9868
7/63 [==>...........................] - ETA: 0s - loss: 1.2932
13/63 [=====>........................] - ETA: 0s - loss: 1.3772
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31/63 [=============>................] - ETA: 0s - loss: 1.3990
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61/63 [============================>.] - ETA: 0s - loss: 1.4723
63/63 [==============================] - 1s 11ms/step - loss: 1.4809 - val_loss: 2.2809
Epoch 385/1000
1/63 [..............................] - ETA: 0s - loss: 2.3616
7/63 [==>...........................] - ETA: 0s - loss: 1.3858
12/63 [====>.........................] - ETA: 0s - loss: 1.2443
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60/63 [===========================>..] - ETA: 0s - loss: 1.4453
63/63 [==============================] - 1s 11ms/step - loss: 1.4351 - val_loss: 2.3906
Epoch 386/1000
1/63 [..............................] - ETA: 0s - loss: 1.1047
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11/63 [====>.........................] - ETA: 0s - loss: 1.3235
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58/63 [==========================>...] - ETA: 0s - loss: 1.3662
63/63 [==============================] - 1s 11ms/step - loss: 1.3824 - val_loss: 2.3665
Epoch 387/1000
1/63 [..............................] - ETA: 0s - loss: 1.4595
7/63 [==>...........................] - ETA: 0s - loss: 1.4381
13/63 [=====>........................] - ETA: 0s - loss: 1.3568
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61/63 [============================>.] - ETA: 0s - loss: 1.3875
63/63 [==============================] - 1s 11ms/step - loss: 1.3745 - val_loss: 2.3242
Epoch 388/1000
1/63 [..............................] - ETA: 0s - loss: 1.3349
7/63 [==>...........................] - ETA: 0s - loss: 1.7000
13/63 [=====>........................] - ETA: 0s - loss: 1.4206
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31/63 [=============>................] - ETA: 0s - loss: 1.3181
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55/63 [=========================>....] - ETA: 0s - loss: 1.3698
61/63 [============================>.] - ETA: 0s - loss: 1.3404
63/63 [==============================] - 1s 11ms/step - loss: 1.3461 - val_loss: 2.1240
Epoch 389/1000
1/63 [..............................] - ETA: 0s - loss: 1.3557
7/63 [==>...........................] - ETA: 0s - loss: 1.2927
13/63 [=====>........................] - ETA: 0s - loss: 1.4274
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31/63 [=============>................] - ETA: 0s - loss: 1.3745
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55/63 [=========================>....] - ETA: 0s - loss: 1.4091
61/63 [============================>.] - ETA: 0s - loss: 1.3627
63/63 [==============================] - 1s 11ms/step - loss: 1.3625 - val_loss: 2.3994
Epoch 390/1000
1/63 [..............................] - ETA: 0s - loss: 1.1198
7/63 [==>...........................] - ETA: 0s - loss: 0.9887
13/63 [=====>........................] - ETA: 0s - loss: 1.0932
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31/63 [=============>................] - ETA: 0s - loss: 1.2262
37/63 [================>.............] - ETA: 0s - loss: 1.2040
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48/63 [=====================>........] - ETA: 0s - loss: 1.2458
54/63 [========================>.....] - ETA: 0s - loss: 1.2748
59/63 [===========================>..] - ETA: 0s - loss: 1.2806
63/63 [==============================] - 1s 11ms/step - loss: 1.2929 - val_loss: 2.1514
Epoch 391/1000
1/63 [..............................] - ETA: 0s - loss: 0.9444
7/63 [==>...........................] - ETA: 0s - loss: 1.3214
13/63 [=====>........................] - ETA: 0s - loss: 1.1015
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31/63 [=============>................] - ETA: 0s - loss: 1.3277
37/63 [================>.............] - ETA: 0s - loss: 1.3710
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49/63 [======================>.......] - ETA: 0s - loss: 1.3485
55/63 [=========================>....] - ETA: 0s - loss: 1.3105
61/63 [============================>.] - ETA: 0s - loss: 1.3248
63/63 [==============================] - 1s 11ms/step - loss: 1.3113 - val_loss: 2.2728
Epoch 392/1000
1/63 [..............................] - ETA: 0s - loss: 1.8197
7/63 [==>...........................] - ETA: 0s - loss: 1.8189
13/63 [=====>........................] - ETA: 0s - loss: 1.5377
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31/63 [=============>................] - ETA: 0s - loss: 1.3212
37/63 [================>.............] - ETA: 0s - loss: 1.2945
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55/63 [=========================>....] - ETA: 0s - loss: 1.2260
61/63 [============================>.] - ETA: 0s - loss: 1.2401
63/63 [==============================] - 1s 11ms/step - loss: 1.2265 - val_loss: 1.9786
Epoch 393/1000
1/63 [..............................] - ETA: 0s - loss: 0.4767
7/63 [==>...........................] - ETA: 0s - loss: 0.9612
13/63 [=====>........................] - ETA: 0s - loss: 1.1061
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31/63 [=============>................] - ETA: 0s - loss: 1.1229
37/63 [================>.............] - ETA: 0s - loss: 1.1851
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49/63 [======================>.......] - ETA: 0s - loss: 1.1528
55/63 [=========================>....] - ETA: 0s - loss: 1.1776
61/63 [============================>.] - ETA: 0s - loss: 1.2174
63/63 [==============================] - 1s 11ms/step - loss: 1.2182 - val_loss: 2.0143
Epoch 394/1000
1/63 [..............................] - ETA: 0s - loss: 1.8712
7/63 [==>...........................] - ETA: 0s - loss: 1.1561
13/63 [=====>........................] - ETA: 0s - loss: 1.2209
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31/63 [=============>................] - ETA: 0s - loss: 1.2428
36/63 [================>.............] - ETA: 0s - loss: 1.2289
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48/63 [=====================>........] - ETA: 0s - loss: 1.2248
54/63 [========================>.....] - ETA: 0s - loss: 1.2377
60/63 [===========================>..] - ETA: 0s - loss: 1.2340
63/63 [==============================] - 1s 11ms/step - loss: 1.2211 - val_loss: 2.0128
Epoch 395/1000
1/63 [..............................] - ETA: 0s - loss: 0.6714
7/63 [==>...........................] - ETA: 0s - loss: 1.1311
13/63 [=====>........................] - ETA: 0s - loss: 1.2631
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31/63 [=============>................] - ETA: 0s - loss: 1.1643
36/63 [================>.............] - ETA: 0s - loss: 1.2642
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53/63 [========================>.....] - ETA: 0s - loss: 1.2615
59/63 [===========================>..] - ETA: 0s - loss: 1.2507
63/63 [==============================] - 1s 11ms/step - loss: 1.2375 - val_loss: 2.2744
Epoch 396/1000
1/63 [..............................] - ETA: 0s - loss: 1.5421
6/63 [=>............................] - ETA: 0s - loss: 1.2404
12/63 [====>.........................] - ETA: 0s - loss: 1.1023
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36/63 [================>.............] - ETA: 0s - loss: 1.1242
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53/63 [========================>.....] - ETA: 0s - loss: 1.1786
59/63 [===========================>..] - ETA: 0s - loss: 1.1825
63/63 [==============================] - 1s 11ms/step - loss: 1.1680 - val_loss: 1.8950
Epoch 397/1000
1/63 [..............................] - ETA: 0s - loss: 0.4861
7/63 [==>...........................] - ETA: 0s - loss: 1.0590
13/63 [=====>........................] - ETA: 0s - loss: 1.1974
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25/63 [==========>...................] - ETA: 0s - loss: 1.1889
31/63 [=============>................] - ETA: 0s - loss: 1.2742
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55/63 [=========================>....] - ETA: 0s - loss: 1.1679
61/63 [============================>.] - ETA: 0s - loss: 1.1732
63/63 [==============================] - 1s 11ms/step - loss: 1.1741 - val_loss: 2.0905
Epoch 398/1000
1/63 [..............................] - ETA: 0s - loss: 1.5412
7/63 [==>...........................] - ETA: 0s - loss: 1.0691
13/63 [=====>........................] - ETA: 0s - loss: 1.1084
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31/63 [=============>................] - ETA: 0s - loss: 1.1791
36/63 [================>.............] - ETA: 0s - loss: 1.2240
42/63 [===================>..........] - ETA: 0s - loss: 1.1934
48/63 [=====================>........] - ETA: 0s - loss: 1.1318
54/63 [========================>.....] - ETA: 0s - loss: 1.1077
60/63 [===========================>..] - ETA: 0s - loss: 1.1023
63/63 [==============================] - 1s 11ms/step - loss: 1.1252 - val_loss: 2.0416
Epoch 399/1000
1/63 [..............................] - ETA: 0s - loss: 2.9664
7/63 [==>...........................] - ETA: 0s - loss: 1.4960
13/63 [=====>........................] - ETA: 0s - loss: 1.2035
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30/63 [=============>................] - ETA: 0s - loss: 1.1400
36/63 [================>.............] - ETA: 0s - loss: 1.2015
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54/63 [========================>.....] - ETA: 0s - loss: 1.2090
60/63 [===========================>..] - ETA: 0s - loss: 1.2194
63/63 [==============================] - 1s 11ms/step - loss: 1.2089 - val_loss: 2.0038
Epoch 400/1000
1/63 [..............................] - ETA: 0s - loss: 1.0075
7/63 [==>...........................] - ETA: 0s - loss: 1.2611
13/63 [=====>........................] - ETA: 0s - loss: 1.1255
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31/63 [=============>................] - ETA: 0s - loss: 1.0696
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59/63 [===========================>..] - ETA: 0s - loss: 1.0196
63/63 [==============================] - 1s 11ms/step - loss: 1.0331 - val_loss: 1.8523
Epoch 401/1000
1/63 [..............................] - ETA: 0s - loss: 0.8347
6/63 [=>............................] - ETA: 0s - loss: 0.7374
11/63 [====>.........................] - ETA: 0s - loss: 0.8554
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58/63 [==========================>...] - ETA: 0s - loss: 1.0385
63/63 [==============================] - 1s 11ms/step - loss: 1.0397 - val_loss: 2.1372
Epoch 402/1000
1/63 [..............................] - ETA: 0s - loss: 1.6828
7/63 [==>...........................] - ETA: 0s - loss: 1.0625
13/63 [=====>........................] - ETA: 0s - loss: 0.9951
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60/63 [===========================>..] - ETA: 0s - loss: 1.1546
63/63 [==============================] - 1s 11ms/step - loss: 1.1495 - val_loss: 2.7981
Epoch 403/1000
1/63 [..............................] - ETA: 0s - loss: 3.0462
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63/63 [==============================] - 1s 11ms/step - loss: 1.1814 - val_loss: 1.7359
Epoch 404/1000
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58/63 [==========================>...] - ETA: 0s - loss: 1.0440
63/63 [==============================] - 1s 11ms/step - loss: 1.0569 - val_loss: 1.9547
Epoch 405/1000
1/63 [..............................] - ETA: 0s - loss: 1.3678
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60/63 [===========================>..] - ETA: 0s - loss: 1.1610
63/63 [==============================] - 1s 11ms/step - loss: 1.1634 - val_loss: 1.8123
Epoch 406/1000
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61/63 [============================>.] - ETA: 0s - loss: 1.0651
63/63 [==============================] - 1s 11ms/step - loss: 1.0567 - val_loss: 1.6269
Epoch 407/1000
1/63 [..............................] - ETA: 0s - loss: 1.0943
7/63 [==>...........................] - ETA: 0s - loss: 0.8024
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61/63 [============================>.] - ETA: 0s - loss: 0.9677
63/63 [==============================] - 1s 11ms/step - loss: 0.9738 - val_loss: 1.6296
Epoch 408/1000
1/63 [..............................] - ETA: 0s - loss: 0.7658
7/63 [==>...........................] - ETA: 0s - loss: 0.9544
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60/63 [===========================>..] - ETA: 0s - loss: 0.9399
63/63 [==============================] - 1s 11ms/step - loss: 0.9333 - val_loss: 1.6131
Epoch 409/1000
1/63 [..............................] - ETA: 0s - loss: 1.0900
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12/63 [====>.........................] - ETA: 0s - loss: 1.0052
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60/63 [===========================>..] - ETA: 0s - loss: 1.0738
63/63 [==============================] - 1s 11ms/step - loss: 1.0777 - val_loss: 1.8598
Epoch 410/1000
1/63 [..............................] - ETA: 0s - loss: 0.9857
6/63 [=>............................] - ETA: 0s - loss: 1.2308
12/63 [====>.........................] - ETA: 0s - loss: 1.0648
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59/63 [===========================>..] - ETA: 0s - loss: 0.9094
63/63 [==============================] - 1s 11ms/step - loss: 0.9250 - val_loss: 1.9713
Epoch 411/1000
1/63 [..............................] - ETA: 0s - loss: 0.3328
7/63 [==>...........................] - ETA: 0s - loss: 1.2292
12/63 [====>.........................] - ETA: 0s - loss: 1.2332
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58/63 [==========================>...] - ETA: 0s - loss: 0.9998
63/63 [==============================] - ETA: 0s - loss: 1.0075
63/63 [==============================] - 1s 11ms/step - loss: 1.0075 - val_loss: 1.6445
Epoch 412/1000
1/63 [..............................] - ETA: 0s - loss: 0.4705
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63/63 [==============================] - ETA: 0s - loss: 1.0270
63/63 [==============================] - 1s 11ms/step - loss: 1.0270 - val_loss: 1.5562
Epoch 413/1000
1/63 [..............................] - ETA: 0s - loss: 1.3448
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58/63 [==========================>...] - ETA: 0s - loss: 0.9123
63/63 [==============================] - 1s 11ms/step - loss: 0.9167 - val_loss: 1.6490
Epoch 414/1000
1/63 [..............................] - ETA: 0s - loss: 1.3153
7/63 [==>...........................] - ETA: 0s - loss: 1.0252
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53/63 [========================>.....] - ETA: 0s - loss: 0.9572
59/63 [===========================>..] - ETA: 0s - loss: 0.9274
63/63 [==============================] - 1s 11ms/step - loss: 0.9310 - val_loss: 1.5223
Epoch 415/1000
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63/63 [==============================] - ETA: 0s - loss: 0.9477
63/63 [==============================] - 1s 11ms/step - loss: 0.9477 - val_loss: 1.5191
Epoch 416/1000
1/63 [..............................] - ETA: 0s - loss: 0.3337
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62/63 [============================>.] - ETA: 0s - loss: 1.0485
63/63 [==============================] - 1s 11ms/step - loss: 1.0441 - val_loss: 1.4993
Epoch 417/1000
1/63 [..............................] - ETA: 0s - loss: 1.1602
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59/63 [===========================>..] - ETA: 0s - loss: 0.8664
63/63 [==============================] - 1s 11ms/step - loss: 0.8887 - val_loss: 1.4134
Epoch 418/1000
1/63 [..............................] - ETA: 0s - loss: 0.3037
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60/63 [===========================>..] - ETA: 0s - loss: 0.8752
63/63 [==============================] - 1s 11ms/step - loss: 0.8703 - val_loss: 1.4926
Epoch 419/1000
1/63 [..............................] - ETA: 0s - loss: 0.6086
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61/63 [============================>.] - ETA: 0s - loss: 0.8675
63/63 [==============================] - 1s 11ms/step - loss: 0.8612 - val_loss: 1.5004
Epoch 420/1000
1/63 [..............................] - ETA: 0s - loss: 1.0947
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60/63 [===========================>..] - ETA: 0s - loss: 0.8779
63/63 [==============================] - 1s 11ms/step - loss: 0.8786 - val_loss: 1.6095
Epoch 421/1000
1/63 [..............................] - ETA: 0s - loss: 0.4959
7/63 [==>...........................] - ETA: 0s - loss: 1.2959
13/63 [=====>........................] - ETA: 0s - loss: 0.9950
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60/63 [===========================>..] - ETA: 0s - loss: 0.9407
63/63 [==============================] - 1s 11ms/step - loss: 0.9311 - val_loss: 1.4352
Epoch 422/1000
1/63 [..............................] - ETA: 0s - loss: 0.1939
7/63 [==>...........................] - ETA: 0s - loss: 0.6403
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61/63 [============================>.] - ETA: 0s - loss: 0.8173
63/63 [==============================] - 1s 11ms/step - loss: 0.8133 - val_loss: 1.3263
Epoch 423/1000
1/63 [..............................] - ETA: 0s - loss: 1.9365
7/63 [==>...........................] - ETA: 0s - loss: 0.9998
13/63 [=====>........................] - ETA: 0s - loss: 0.8650
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55/63 [=========================>....] - ETA: 0s - loss: 0.7912
61/63 [============================>.] - ETA: 0s - loss: 0.7615
63/63 [==============================] - 1s 11ms/step - loss: 0.7841 - val_loss: 1.4880
Epoch 424/1000
1/63 [..............................] - ETA: 0s - loss: 0.8263
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31/63 [=============>................] - ETA: 0s - loss: 0.7400
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61/63 [============================>.] - ETA: 0s - loss: 0.8386
63/63 [==============================] - 1s 11ms/step - loss: 0.8433 - val_loss: 1.4816
Epoch 425/1000
1/63 [..............................] - ETA: 0s - loss: 0.3450
7/63 [==>...........................] - ETA: 0s - loss: 0.5853
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61/63 [============================>.] - ETA: 0s - loss: 0.8365
63/63 [==============================] - 1s 11ms/step - loss: 0.8313 - val_loss: 1.3448
Epoch 426/1000
1/63 [..............................] - ETA: 0s - loss: 0.6513
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60/63 [===========================>..] - ETA: 0s - loss: 0.7751
63/63 [==============================] - 1s 11ms/step - loss: 0.7688 - val_loss: 1.4295
Epoch 427/1000
1/63 [..............................] - ETA: 0s - loss: 0.4316
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61/63 [============================>.] - ETA: 0s - loss: 0.7859
63/63 [==============================] - 1s 11ms/step - loss: 0.7777 - val_loss: 1.5318
Epoch 428/1000
1/63 [..............................] - ETA: 0s - loss: 0.3767
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61/63 [============================>.] - ETA: 0s - loss: 0.7846
63/63 [==============================] - 1s 11ms/step - loss: 0.7879 - val_loss: 1.8143
Epoch 429/1000
1/63 [..............................] - ETA: 0s - loss: 0.8243
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61/63 [============================>.] - ETA: 0s - loss: 0.8112
63/63 [==============================] - 1s 11ms/step - loss: 0.8126 - val_loss: 1.7033
Epoch 430/1000
1/63 [..............................] - ETA: 0s - loss: 1.2428
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63/63 [==============================] - 1s 11ms/step - loss: 0.7505 - val_loss: 1.2830
Epoch 431/1000
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60/63 [===========================>..] - ETA: 0s - loss: 0.7549
63/63 [==============================] - 1s 11ms/step - loss: 0.7468 - val_loss: 1.3693
Epoch 432/1000
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61/63 [============================>.] - ETA: 0s - loss: 0.7155
63/63 [==============================] - 1s 11ms/step - loss: 0.7101 - val_loss: 1.2107
Epoch 433/1000
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60/63 [===========================>..] - ETA: 0s - loss: 0.7232
63/63 [==============================] - 1s 11ms/step - loss: 0.7258 - val_loss: 1.4547
Epoch 434/1000
1/63 [..............................] - ETA: 0s - loss: 1.0135
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59/63 [===========================>..] - ETA: 0s - loss: 0.7677
63/63 [==============================] - 1s 11ms/step - loss: 0.7525 - val_loss: 1.2421
Epoch 435/1000
1/63 [..............................] - ETA: 0s - loss: 0.9332
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60/63 [===========================>..] - ETA: 0s - loss: 0.7663
63/63 [==============================] - 1s 11ms/step - loss: 0.7690 - val_loss: 1.3716
Epoch 436/1000
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62/63 [============================>.] - ETA: 0s - loss: 0.6808
63/63 [==============================] - 1s 11ms/step - loss: 0.6787 - val_loss: 1.2604
Epoch 437/1000
1/63 [..............................] - ETA: 0s - loss: 0.2907
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62/63 [============================>.] - ETA: 0s - loss: 0.6872
63/63 [==============================] - 1s 11ms/step - loss: 0.6840 - val_loss: 1.1939
Epoch 438/1000
1/63 [..............................] - ETA: 0s - loss: 0.3922
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62/63 [============================>.] - ETA: 0s - loss: 0.7120
63/63 [==============================] - 1s 11ms/step - loss: 0.7083 - val_loss: 1.5345
Epoch 439/1000
1/63 [..............................] - ETA: 0s - loss: 0.8086
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60/63 [===========================>..] - ETA: 0s - loss: 0.7137
63/63 [==============================] - 1s 11ms/step - loss: 0.7069 - val_loss: 1.2896
Epoch 440/1000
1/63 [..............................] - ETA: 0s - loss: 0.2886
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60/63 [===========================>..] - ETA: 0s - loss: 0.6426
63/63 [==============================] - 1s 11ms/step - loss: 0.6410 - val_loss: 1.1003
Epoch 441/1000
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60/63 [===========================>..] - ETA: 0s - loss: 0.7594
63/63 [==============================] - 1s 11ms/step - loss: 0.7516 - val_loss: 1.2693
Epoch 442/1000
1/63 [..............................] - ETA: 0s - loss: 0.2483
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63/63 [==============================] - ETA: 0s - loss: 0.6952
63/63 [==============================] - 1s 11ms/step - loss: 0.6952 - val_loss: 1.4039
Epoch 443/1000
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61/63 [============================>.] - ETA: 0s - loss: 0.7665
63/63 [==============================] - 1s 11ms/step - loss: 0.7729 - val_loss: 1.4557
Epoch 444/1000
1/63 [..............................] - ETA: 0s - loss: 1.2005
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61/63 [============================>.] - ETA: 0s - loss: 0.7546
63/63 [==============================] - 1s 11ms/step - loss: 0.7457 - val_loss: 1.1689
Epoch 445/1000
1/63 [..............................] - ETA: 0s - loss: 0.4387
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61/63 [============================>.] - ETA: 0s - loss: 0.6766
63/63 [==============================] - 1s 11ms/step - loss: 0.6691 - val_loss: 1.3378
Epoch 446/1000
1/63 [..............................] - ETA: 0s - loss: 0.2649
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61/63 [============================>.] - ETA: 0s - loss: 0.6604
63/63 [==============================] - 1s 11ms/step - loss: 0.6745 - val_loss: 1.1281
Epoch 447/1000
1/63 [..............................] - ETA: 0s - loss: 0.2815
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61/63 [============================>.] - ETA: 0s - loss: 0.7203
63/63 [==============================] - 1s 11ms/step - loss: 0.7221 - val_loss: 1.1934
Epoch 448/1000
1/63 [..............................] - ETA: 0s - loss: 0.1440
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61/63 [============================>.] - ETA: 0s - loss: 0.7304
63/63 [==============================] - 1s 11ms/step - loss: 0.7289 - val_loss: 1.2437
Epoch 449/1000
1/63 [..............................] - ETA: 0s - loss: 0.5208
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59/63 [===========================>..] - ETA: 0s - loss: 0.6497
63/63 [==============================] - 1s 11ms/step - loss: 0.6666 - val_loss: 1.7493
Epoch 450/1000
1/63 [..............................] - ETA: 0s - loss: 1.9856
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61/63 [============================>.] - ETA: 0s - loss: 0.6998
63/63 [==============================] - 1s 11ms/step - loss: 0.6983 - val_loss: 1.0980
Epoch 451/1000
1/63 [..............................] - ETA: 0s - loss: 0.3120
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61/63 [============================>.] - ETA: 0s - loss: 0.6093
63/63 [==============================] - 1s 11ms/step - loss: 0.6015 - val_loss: 1.1498
Epoch 452/1000
1/63 [..............................] - ETA: 0s - loss: 0.6415
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61/63 [============================>.] - ETA: 0s - loss: 0.6131
63/63 [==============================] - 1s 11ms/step - loss: 0.6123 - val_loss: 1.2657
Epoch 453/1000
1/63 [..............................] - ETA: 0s - loss: 0.8583
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61/63 [============================>.] - ETA: 0s - loss: 0.6428
63/63 [==============================] - 1s 11ms/step - loss: 0.6400 - val_loss: 1.0228
Epoch 454/1000
1/63 [..............................] - ETA: 0s - loss: 0.4759
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61/63 [============================>.] - ETA: 0s - loss: 0.5834
63/63 [==============================] - 1s 11ms/step - loss: 0.5929 - val_loss: 1.2540
Epoch 455/1000
1/63 [..............................] - ETA: 0s - loss: 0.4482
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60/63 [===========================>..] - ETA: 0s - loss: 0.6021
63/63 [==============================] - 1s 11ms/step - loss: 0.5964 - val_loss: 1.0205
Epoch 456/1000
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59/63 [===========================>..] - ETA: 0s - loss: 0.5797
63/63 [==============================] - 1s 11ms/step - loss: 0.5847 - val_loss: 1.0515
Epoch 457/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.5682 - val_loss: 1.1021
Epoch 458/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.5358 - val_loss: 1.2965
Epoch 459/1000
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61/63 [============================>.] - ETA: 0s - loss: 0.5556
63/63 [==============================] - 1s 11ms/step - loss: 0.5543 - val_loss: 1.0941
Epoch 460/1000
1/63 [..............................] - ETA: 0s - loss: 0.3993
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61/63 [============================>.] - ETA: 0s - loss: 0.5243
63/63 [==============================] - 1s 11ms/step - loss: 0.5217 - val_loss: 1.1270
Epoch 461/1000
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61/63 [============================>.] - ETA: 0s - loss: 0.5685
63/63 [==============================] - 1s 11ms/step - loss: 0.5706 - val_loss: 1.0928
Epoch 462/1000
1/63 [..............................] - ETA: 0s - loss: 0.2710
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61/63 [============================>.] - ETA: 0s - loss: 0.5863
63/63 [==============================] - 1s 11ms/step - loss: 0.5908 - val_loss: 1.0511
Epoch 463/1000
1/63 [..............................] - ETA: 0s - loss: 0.3525
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61/63 [============================>.] - ETA: 0s - loss: 0.5407
63/63 [==============================] - 1s 11ms/step - loss: 0.5335 - val_loss: 1.1805
Epoch 464/1000
1/63 [..............................] - ETA: 0s - loss: 0.3257
7/63 [==>...........................] - ETA: 0s - loss: 0.4782
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61/63 [============================>.] - ETA: 0s - loss: 0.5508
63/63 [==============================] - 1s 11ms/step - loss: 0.5520 - val_loss: 1.1075
Epoch 465/1000
1/63 [..............................] - ETA: 0s - loss: 0.5790
7/63 [==>...........................] - ETA: 0s - loss: 0.5048
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61/63 [============================>.] - ETA: 0s - loss: 0.5709
63/63 [==============================] - 1s 11ms/step - loss: 0.5687 - val_loss: 1.1885
Epoch 466/1000
1/63 [..............................] - ETA: 0s - loss: 0.4363
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61/63 [============================>.] - ETA: 0s - loss: 0.5439
63/63 [==============================] - 1s 11ms/step - loss: 0.5408 - val_loss: 1.1036
Epoch 467/1000
1/63 [..............................] - ETA: 0s - loss: 0.3451
7/63 [==>...........................] - ETA: 0s - loss: 0.3955
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60/63 [===========================>..] - ETA: 0s - loss: 0.5154
63/63 [==============================] - 1s 11ms/step - loss: 0.5094 - val_loss: 1.0658
Epoch 468/1000
1/63 [..............................] - ETA: 0s - loss: 0.9152
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63/63 [==============================] - 1s 11ms/step - loss: 0.4869 - val_loss: 0.9409
Epoch 469/1000
1/63 [..............................] - ETA: 0s - loss: 0.6578
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63/63 [==============================] - ETA: 0s - loss: 0.5052
63/63 [==============================] - 1s 11ms/step - loss: 0.5052 - val_loss: 1.0002
Epoch 470/1000
1/63 [..............................] - ETA: 0s - loss: 0.8102
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60/63 [===========================>..] - ETA: 0s - loss: 0.6552
63/63 [==============================] - 1s 11ms/step - loss: 0.6416 - val_loss: 1.1212
Epoch 471/1000
1/63 [..............................] - ETA: 0s - loss: 0.6318
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62/63 [============================>.] - ETA: 0s - loss: 0.5477
63/63 [==============================] - 1s 11ms/step - loss: 0.5490 - val_loss: 1.0902
Epoch 472/1000
1/63 [..............................] - ETA: 0s - loss: 0.4227
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61/63 [============================>.] - ETA: 0s - loss: 0.5898
63/63 [==============================] - 1s 11ms/step - loss: 0.5911 - val_loss: 0.9498
Epoch 473/1000
1/63 [..............................] - ETA: 0s - loss: 0.5707
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59/63 [===========================>..] - ETA: 0s - loss: 0.5175
63/63 [==============================] - 1s 11ms/step - loss: 0.5361 - val_loss: 1.0443
Epoch 474/1000
1/63 [..............................] - ETA: 0s - loss: 0.7136
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61/63 [============================>.] - ETA: 0s - loss: 0.5077
63/63 [==============================] - 1s 11ms/step - loss: 0.5042 - val_loss: 0.9946
Epoch 475/1000
1/63 [..............................] - ETA: 0s - loss: 0.2435
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63/63 [==============================] - ETA: 0s - loss: 0.4610
63/63 [==============================] - 1s 11ms/step - loss: 0.4610 - val_loss: 0.9715
Epoch 476/1000
1/63 [..............................] - ETA: 0s - loss: 0.1668
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63/63 [==============================] - ETA: 0s - loss: 0.4999
63/63 [==============================] - 1s 11ms/step - loss: 0.4999 - val_loss: 1.1392
Epoch 477/1000
1/63 [..............................] - ETA: 0s - loss: 0.6275
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59/63 [===========================>..] - ETA: 0s - loss: 0.4816
63/63 [==============================] - 1s 11ms/step - loss: 0.4840 - val_loss: 0.9205
Epoch 478/1000
1/63 [..............................] - ETA: 0s - loss: 0.2329
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61/63 [============================>.] - ETA: 0s - loss: 0.4428
63/63 [==============================] - 1s 11ms/step - loss: 0.4483 - val_loss: 0.8973
Epoch 479/1000
1/63 [..............................] - ETA: 0s - loss: 0.4202
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61/63 [============================>.] - ETA: 0s - loss: 0.4467
63/63 [==============================] - 1s 11ms/step - loss: 0.4457 - val_loss: 0.8964
Epoch 480/1000
1/63 [..............................] - ETA: 0s - loss: 0.5758
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61/63 [============================>.] - ETA: 0s - loss: 0.4628
63/63 [==============================] - 1s 11ms/step - loss: 0.4621 - val_loss: 0.8738
Epoch 481/1000
1/63 [..............................] - ETA: 0s - loss: 0.2792
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61/63 [============================>.] - ETA: 0s - loss: 0.4670
63/63 [==============================] - 1s 11ms/step - loss: 0.4613 - val_loss: 0.8402
Epoch 482/1000
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60/63 [===========================>..] - ETA: 0s - loss: 0.4095
63/63 [==============================] - 1s 11ms/step - loss: 0.4052 - val_loss: 1.0953
Epoch 483/1000
1/63 [..............................] - ETA: 0s - loss: 0.3904
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61/63 [============================>.] - ETA: 0s - loss: 0.4661
63/63 [==============================] - 1s 11ms/step - loss: 0.4640 - val_loss: 0.9748
Epoch 484/1000
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61/63 [============================>.] - ETA: 0s - loss: 0.4813
63/63 [==============================] - 1s 11ms/step - loss: 0.4799 - val_loss: 0.9031
Epoch 485/1000
1/63 [..............................] - ETA: 0s - loss: 0.4238
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60/63 [===========================>..] - ETA: 0s - loss: 0.4254
63/63 [==============================] - 1s 11ms/step - loss: 0.4274 - val_loss: 0.8122
Epoch 486/1000
1/63 [..............................] - ETA: 0s - loss: 0.1738
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61/63 [============================>.] - ETA: 0s - loss: 0.4579
63/63 [==============================] - 1s 11ms/step - loss: 0.4557 - val_loss: 0.8600
Epoch 487/1000
1/63 [..............................] - ETA: 0s - loss: 0.2247
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60/63 [===========================>..] - ETA: 0s - loss: 0.3982
63/63 [==============================] - 1s 11ms/step - loss: 0.4095 - val_loss: 0.9596
Epoch 488/1000
1/63 [..............................] - ETA: 0s - loss: 0.2781
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59/63 [===========================>..] - ETA: 0s - loss: 0.4758
63/63 [==============================] - 1s 11ms/step - loss: 0.4745 - val_loss: 0.9192
Epoch 489/1000
1/63 [..............................] - ETA: 0s - loss: 0.7181
7/63 [==>...........................] - ETA: 0s - loss: 0.3897
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59/63 [===========================>..] - ETA: 0s - loss: 0.4136
63/63 [==============================] - 1s 11ms/step - loss: 0.4098 - val_loss: 0.8600
Epoch 490/1000
1/63 [..............................] - ETA: 0s - loss: 0.4709
6/63 [=>............................] - ETA: 0s - loss: 0.3566
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60/63 [===========================>..] - ETA: 0s - loss: 0.4512
63/63 [==============================] - 1s 11ms/step - loss: 0.4530 - val_loss: 1.0560
Epoch 491/1000
1/63 [..............................] - ETA: 0s - loss: 0.1208
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12/63 [====>.........................] - ETA: 0s - loss: 0.7484
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53/63 [========================>.....] - ETA: 0s - loss: 0.5640
59/63 [===========================>..] - ETA: 0s - loss: 0.5697
63/63 [==============================] - 1s 11ms/step - loss: 0.5693 - val_loss: 0.9347
Epoch 492/1000
1/63 [..............................] - ETA: 0s - loss: 0.5826
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62/63 [============================>.] - ETA: 0s - loss: 0.5285
63/63 [==============================] - 1s 11ms/step - loss: 0.5253 - val_loss: 0.9948
Epoch 493/1000
1/63 [..............................] - ETA: 0s - loss: 1.1683
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62/63 [============================>.] - ETA: 0s - loss: 0.4235
63/63 [==============================] - 1s 11ms/step - loss: 0.4204 - val_loss: 0.8266
Epoch 494/1000
1/63 [..............................] - ETA: 0s - loss: 0.1856
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59/63 [===========================>..] - ETA: 0s - loss: 0.4550
63/63 [==============================] - 1s 11ms/step - loss: 0.4488 - val_loss: 0.8755
Epoch 495/1000
1/63 [..............................] - ETA: 0s - loss: 0.1213
6/63 [=>............................] - ETA: 0s - loss: 0.3014
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53/63 [========================>.....] - ETA: 0s - loss: 0.3901
59/63 [===========================>..] - ETA: 0s - loss: 0.4003
63/63 [==============================] - 1s 11ms/step - loss: 0.3936 - val_loss: 1.2506
Epoch 496/1000
1/63 [..............................] - ETA: 0s - loss: 0.3652
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60/63 [===========================>..] - ETA: 0s - loss: 0.4071
63/63 [==============================] - 1s 11ms/step - loss: 0.4090 - val_loss: 0.9773
Epoch 497/1000
1/63 [..............................] - ETA: 0s - loss: 0.1013
6/63 [=>............................] - ETA: 0s - loss: 0.3124
12/63 [====>.........................] - ETA: 0s - loss: 0.3943
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62/63 [============================>.] - ETA: 0s - loss: 0.3939
63/63 [==============================] - 1s 11ms/step - loss: 0.3927 - val_loss: 1.3153
Epoch 498/1000
1/63 [..............................] - ETA: 0s - loss: 1.0406
7/63 [==>...........................] - ETA: 0s - loss: 0.6481
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58/63 [==========================>...] - ETA: 0s - loss: 0.5156
63/63 [==============================] - 1s 11ms/step - loss: 0.4940 - val_loss: 0.7637
Epoch 499/1000
1/63 [..............................] - ETA: 0s - loss: 0.2510
6/63 [=>............................] - ETA: 0s - loss: 0.3110
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58/63 [==========================>...] - ETA: 0s - loss: 0.3829
63/63 [==============================] - 1s 11ms/step - loss: 0.3841 - val_loss: 0.7748
Epoch 500/1000
1/63 [..............................] - ETA: 0s - loss: 0.5282
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61/63 [============================>.] - ETA: 0s - loss: 0.4648
63/63 [==============================] - 1s 11ms/step - loss: 0.4694 - val_loss: 0.8410
Epoch 501/1000
1/63 [..............................] - ETA: 0s - loss: 0.4300
6/63 [=>............................] - ETA: 0s - loss: 0.2762
12/63 [====>.........................] - ETA: 0s - loss: 0.3155
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60/63 [===========================>..] - ETA: 0s - loss: 0.3645
63/63 [==============================] - 1s 11ms/step - loss: 0.3602 - val_loss: 0.8879
Epoch 502/1000
1/63 [..............................] - ETA: 0s - loss: 0.1667
6/63 [=>............................] - ETA: 0s - loss: 0.2579
12/63 [====>.........................] - ETA: 0s - loss: 0.5323
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53/63 [========================>.....] - ETA: 0s - loss: 0.4151
59/63 [===========================>..] - ETA: 0s - loss: 0.4156
63/63 [==============================] - 1s 11ms/step - loss: 0.4073 - val_loss: 0.8547
Epoch 503/1000
1/63 [..............................] - ETA: 0s - loss: 0.1863
7/63 [==>...........................] - ETA: 0s - loss: 0.2535
13/63 [=====>........................] - ETA: 0s - loss: 0.2347
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54/63 [========================>.....] - ETA: 0s - loss: 0.3653
60/63 [===========================>..] - ETA: 0s - loss: 0.3731
63/63 [==============================] - 1s 11ms/step - loss: 0.3696 - val_loss: 0.7980
Epoch 504/1000
1/63 [..............................] - ETA: 0s - loss: 0.2719
7/63 [==>...........................] - ETA: 0s - loss: 0.2920
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58/63 [==========================>...] - ETA: 0s - loss: 0.3747
63/63 [==============================] - ETA: 0s - loss: 0.3845
63/63 [==============================] - 1s 11ms/step - loss: 0.3845 - val_loss: 0.9740
Epoch 505/1000
1/63 [..............................] - ETA: 0s - loss: 0.1562
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58/63 [==========================>...] - ETA: 0s - loss: 0.4173
63/63 [==============================] - 1s 11ms/step - loss: 0.4155 - val_loss: 0.8902
Epoch 506/1000
1/63 [..............................] - ETA: 0s - loss: 0.8365
7/63 [==>...........................] - ETA: 0s - loss: 0.4120
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61/63 [============================>.] - ETA: 0s - loss: 0.3753
63/63 [==============================] - 1s 11ms/step - loss: 0.3737 - val_loss: 0.8020
Epoch 507/1000
1/63 [..............................] - ETA: 0s - loss: 0.4240
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60/63 [===========================>..] - ETA: 0s - loss: 0.3574
63/63 [==============================] - 1s 11ms/step - loss: 0.3636 - val_loss: 0.8399
Epoch 508/1000
1/63 [..............................] - ETA: 0s - loss: 0.5558
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60/63 [===========================>..] - ETA: 0s - loss: 0.3956
63/63 [==============================] - 1s 11ms/step - loss: 0.3885 - val_loss: 0.9428
Epoch 509/1000
1/63 [..............................] - ETA: 0s - loss: 0.2104
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60/63 [===========================>..] - ETA: 0s - loss: 0.4291
63/63 [==============================] - 1s 11ms/step - loss: 0.4196 - val_loss: 0.9847
Epoch 510/1000
1/63 [..............................] - ETA: 0s - loss: 0.1211
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61/63 [============================>.] - ETA: 0s - loss: 0.3738
63/63 [==============================] - 1s 11ms/step - loss: 0.3778 - val_loss: 0.7918
Epoch 511/1000
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61/63 [============================>.] - ETA: 0s - loss: 0.3749
63/63 [==============================] - 1s 11ms/step - loss: 0.3758 - val_loss: 0.8473
Epoch 512/1000
1/63 [..............................] - ETA: 0s - loss: 0.5933
7/63 [==>...........................] - ETA: 0s - loss: 0.3100
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61/63 [============================>.] - ETA: 0s - loss: 0.3634
63/63 [==============================] - 1s 11ms/step - loss: 0.3601 - val_loss: 0.9359
Epoch 513/1000
1/63 [..............................] - ETA: 0s - loss: 0.5781
7/63 [==>...........................] - ETA: 0s - loss: 0.6450
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62/63 [============================>.] - ETA: 0s - loss: 0.3723
63/63 [==============================] - 1s 11ms/step - loss: 0.3701 - val_loss: 0.8418
Epoch 514/1000
1/63 [..............................] - ETA: 0s - loss: 0.2163
6/63 [=>............................] - ETA: 0s - loss: 0.2464
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61/63 [============================>.] - ETA: 0s - loss: 0.3177
63/63 [==============================] - 1s 11ms/step - loss: 0.3136 - val_loss: 0.7400
Epoch 515/1000
1/63 [..............................] - ETA: 0s - loss: 0.1909
6/63 [=>............................] - ETA: 0s - loss: 0.3289
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55/63 [=========================>....] - ETA: 0s - loss: 0.3191
61/63 [============================>.] - ETA: 0s - loss: 0.3197
63/63 [==============================] - 1s 11ms/step - loss: 0.3178 - val_loss: 0.7623
Epoch 516/1000
1/63 [..............................] - ETA: 0s - loss: 0.2583
7/63 [==>...........................] - ETA: 0s - loss: 0.3066
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58/63 [==========================>...] - ETA: 0s - loss: 0.4232
63/63 [==============================] - 1s 11ms/step - loss: 0.4187 - val_loss: 0.8706
Epoch 517/1000
1/63 [..............................] - ETA: 0s - loss: 0.4995
6/63 [=>............................] - ETA: 0s - loss: 0.3383
11/63 [====>.........................] - ETA: 0s - loss: 0.2723
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53/63 [========================>.....] - ETA: 0s - loss: 0.3448
59/63 [===========================>..] - ETA: 0s - loss: 0.3439
63/63 [==============================] - 1s 11ms/step - loss: 0.3364 - val_loss: 0.7135
Epoch 518/1000
1/63 [..............................] - ETA: 0s - loss: 0.2495
6/63 [=>............................] - ETA: 0s - loss: 0.3522
11/63 [====>.........................] - ETA: 0s - loss: 0.3294
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51/63 [=======================>......] - ETA: 0s - loss: 0.3161
57/63 [==========================>...] - ETA: 0s - loss: 0.3154
63/63 [==============================] - ETA: 0s - loss: 0.3060
63/63 [==============================] - 1s 11ms/step - loss: 0.3060 - val_loss: 0.8331
Epoch 519/1000
1/63 [..............................] - ETA: 0s - loss: 0.9720
7/63 [==>...........................] - ETA: 0s - loss: 0.3778
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54/63 [========================>.....] - ETA: 0s - loss: 0.3619
60/63 [===========================>..] - ETA: 0s - loss: 0.3922
63/63 [==============================] - 1s 11ms/step - loss: 0.3918 - val_loss: 1.2197
Epoch 520/1000
1/63 [..............................] - ETA: 0s - loss: 0.2136
7/63 [==>...........................] - ETA: 0s - loss: 0.7812
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54/63 [========================>.....] - ETA: 0s - loss: 0.4408
59/63 [===========================>..] - ETA: 0s - loss: 0.4204
63/63 [==============================] - 1s 11ms/step - loss: 0.4112 - val_loss: 1.0710
Epoch 521/1000
1/63 [..............................] - ETA: 0s - loss: 0.4638
7/63 [==>...........................] - ETA: 0s - loss: 0.3296
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57/63 [==========================>...] - ETA: 0s - loss: 0.2833
63/63 [==============================] - ETA: 0s - loss: 0.3060
63/63 [==============================] - 1s 11ms/step - loss: 0.3060 - val_loss: 0.8467
Epoch 522/1000
1/63 [..............................] - ETA: 0s - loss: 0.1818
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12/63 [====>.........................] - ETA: 0s - loss: 0.2801
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63/63 [==============================] - ETA: 0s - loss: 0.3209
63/63 [==============================] - 1s 11ms/step - loss: 0.3209 - val_loss: 0.8195
Epoch 523/1000
1/63 [..............................] - ETA: 0s - loss: 0.3750
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54/63 [========================>.....] - ETA: 0s - loss: 0.2964
60/63 [===========================>..] - ETA: 0s - loss: 0.3216
63/63 [==============================] - 1s 11ms/step - loss: 0.3248 - val_loss: 0.9017
Epoch 524/1000
1/63 [..............................] - ETA: 0s - loss: 0.1593
7/63 [==>...........................] - ETA: 0s - loss: 0.3272
13/63 [=====>........................] - ETA: 0s - loss: 0.3068
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58/63 [==========================>...] - ETA: 0s - loss: 0.2877
63/63 [==============================] - 1s 11ms/step - loss: 0.2930 - val_loss: 0.7621
Epoch 525/1000
1/63 [..............................] - ETA: 0s - loss: 0.4943
7/63 [==>...........................] - ETA: 0s - loss: 0.2734
13/63 [=====>........................] - ETA: 0s - loss: 0.2608
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53/63 [========================>.....] - ETA: 0s - loss: 0.2933
59/63 [===========================>..] - ETA: 0s - loss: 0.2928
63/63 [==============================] - 1s 11ms/step - loss: 0.2883 - val_loss: 0.7112
Epoch 526/1000
1/63 [..............................] - ETA: 0s - loss: 0.1305
7/63 [==>...........................] - ETA: 0s - loss: 0.2096
13/63 [=====>........................] - ETA: 0s - loss: 0.1949
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31/63 [=============>................] - ETA: 0s - loss: 0.3397
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60/63 [===========================>..] - ETA: 0s - loss: 0.3394
63/63 [==============================] - 1s 11ms/step - loss: 0.3347 - val_loss: 0.8360
Epoch 527/1000
1/63 [..............................] - ETA: 0s - loss: 0.3602
7/63 [==>...........................] - ETA: 0s - loss: 0.2815
12/63 [====>.........................] - ETA: 0s - loss: 0.3010
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53/63 [========================>.....] - ETA: 0s - loss: 0.2856
59/63 [===========================>..] - ETA: 0s - loss: 0.3002
63/63 [==============================] - 1s 11ms/step - loss: 0.3067 - val_loss: 0.8820
Epoch 528/1000
1/63 [..............................] - ETA: 0s - loss: 0.1153
7/63 [==>...........................] - ETA: 0s - loss: 0.5208
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58/63 [==========================>...] - ETA: 0s - loss: 0.4462
63/63 [==============================] - 1s 11ms/step - loss: 0.4322 - val_loss: 0.8643
Epoch 529/1000
1/63 [..............................] - ETA: 0s - loss: 0.1789
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58/63 [==========================>...] - ETA: 0s - loss: 0.2785
63/63 [==============================] - 1s 11ms/step - loss: 0.2799 - val_loss: 0.7696
Epoch 530/1000
1/63 [..............................] - ETA: 0s - loss: 0.2356
7/63 [==>...........................] - ETA: 0s - loss: 0.3939
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54/63 [========================>.....] - ETA: 0s - loss: 0.2996
59/63 [===========================>..] - ETA: 0s - loss: 0.3147
63/63 [==============================] - 1s 11ms/step - loss: 0.3094 - val_loss: 0.8845
Epoch 531/1000
1/63 [..............................] - ETA: 0s - loss: 0.3725
7/63 [==>...........................] - ETA: 0s - loss: 0.3161
13/63 [=====>........................] - ETA: 0s - loss: 0.3499
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61/63 [============================>.] - ETA: 0s - loss: 0.3402
63/63 [==============================] - 1s 11ms/step - loss: 0.3403 - val_loss: 0.7666
Epoch 532/1000
1/63 [..............................] - ETA: 0s - loss: 0.1263
7/63 [==>...........................] - ETA: 0s - loss: 0.2352
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61/63 [============================>.] - ETA: 0s - loss: 0.2735
63/63 [==============================] - 1s 11ms/step - loss: 0.2724 - val_loss: 0.8782
Epoch 533/1000
1/63 [..............................] - ETA: 0s - loss: 0.3921
7/63 [==>...........................] - ETA: 0s - loss: 0.3608
13/63 [=====>........................] - ETA: 0s - loss: 0.3423
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61/63 [============================>.] - ETA: 0s - loss: 0.3038
63/63 [==============================] - 1s 11ms/step - loss: 0.3029 - val_loss: 0.7209
Epoch 534/1000
1/63 [..............................] - ETA: 0s - loss: 0.2170
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61/63 [============================>.] - ETA: 0s - loss: 0.3245
63/63 [==============================] - 1s 11ms/step - loss: 0.3259 - val_loss: 0.7720
Epoch 535/1000
1/63 [..............................] - ETA: 0s - loss: 0.1920
7/63 [==>...........................] - ETA: 0s - loss: 0.1691
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61/63 [============================>.] - ETA: 0s - loss: 0.2648
63/63 [==============================] - 1s 11ms/step - loss: 0.2648 - val_loss: 0.7325
Epoch 536/1000
1/63 [..............................] - ETA: 0s - loss: 0.1782
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63/63 [==============================] - ETA: 0s - loss: 0.2967
63/63 [==============================] - 1s 11ms/step - loss: 0.2967 - val_loss: 0.8024
Epoch 537/1000
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60/63 [===========================>..] - ETA: 0s - loss: 0.2590
63/63 [==============================] - 1s 11ms/step - loss: 0.2649 - val_loss: 0.7789
Epoch 538/1000
1/63 [..............................] - ETA: 0s - loss: 0.2966
6/63 [=>............................] - ETA: 0s - loss: 0.3230
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63/63 [==============================] - ETA: 0s - loss: 0.3093
63/63 [==============================] - 1s 11ms/step - loss: 0.3093 - val_loss: 0.7007
Epoch 539/1000
1/63 [..............................] - ETA: 0s - loss: 0.2497
6/63 [=>............................] - ETA: 0s - loss: 0.2069
11/63 [====>.........................] - ETA: 0s - loss: 0.2159
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61/63 [============================>.] - ETA: 0s - loss: 0.2760
63/63 [==============================] - 1s 11ms/step - loss: 0.2734 - val_loss: 0.6868
Epoch 540/1000
1/63 [..............................] - ETA: 0s - loss: 0.4375
6/63 [=>............................] - ETA: 0s - loss: 0.2594
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58/63 [==========================>...] - ETA: 0s - loss: 0.2467
63/63 [==============================] - 1s 11ms/step - loss: 0.2459 - val_loss: 0.8456
Epoch 541/1000
1/63 [..............................] - ETA: 0s - loss: 0.1867
7/63 [==>...........................] - ETA: 0s - loss: 0.2277
13/63 [=====>........................] - ETA: 0s - loss: 0.2018
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60/63 [===========================>..] - ETA: 0s - loss: 0.2843
63/63 [==============================] - 1s 11ms/step - loss: 0.2842 - val_loss: 0.7238
Epoch 542/1000
1/63 [..............................] - ETA: 0s - loss: 0.0778
7/63 [==>...........................] - ETA: 0s - loss: 0.2790
12/63 [====>.........................] - ETA: 0s - loss: 0.2404
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62/63 [============================>.] - ETA: 0s - loss: 0.3126
63/63 [==============================] - 1s 11ms/step - loss: 0.3118 - val_loss: 0.6665
Epoch 543/1000
1/63 [..............................] - ETA: 0s - loss: 0.2217
7/63 [==>...........................] - ETA: 0s - loss: 0.2061
13/63 [=====>........................] - ETA: 0s - loss: 0.2326
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31/63 [=============>................] - ETA: 0s - loss: 0.3700
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61/63 [============================>.] - ETA: 0s - loss: 0.3947
63/63 [==============================] - 1s 11ms/step - loss: 0.3918 - val_loss: 0.9590
Epoch 544/1000
1/63 [..............................] - ETA: 0s - loss: 0.1729
7/63 [==>...........................] - ETA: 0s - loss: 0.3039
12/63 [====>.........................] - ETA: 0s - loss: 0.2890
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30/63 [=============>................] - ETA: 0s - loss: 0.2854
36/63 [================>.............] - ETA: 0s - loss: 0.2750
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48/63 [=====================>........] - ETA: 0s - loss: 0.2689
54/63 [========================>.....] - ETA: 0s - loss: 0.2762
59/63 [===========================>..] - ETA: 0s - loss: 0.2690
63/63 [==============================] - 1s 11ms/step - loss: 0.2693 - val_loss: 0.6982
Epoch 545/1000
1/63 [..............................] - ETA: 0s - loss: 0.2795
7/63 [==>...........................] - ETA: 0s - loss: 0.2477
12/63 [====>.........................] - ETA: 0s - loss: 0.2255
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30/63 [=============>................] - ETA: 0s - loss: 0.2706
36/63 [================>.............] - ETA: 0s - loss: 0.2549
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53/63 [========================>.....] - ETA: 0s - loss: 0.2792
59/63 [===========================>..] - ETA: 0s - loss: 0.2768
63/63 [==============================] - 1s 11ms/step - loss: 0.2708 - val_loss: 0.6636
Epoch 546/1000
1/63 [..............................] - ETA: 0s - loss: 0.1834
7/63 [==>...........................] - ETA: 0s - loss: 0.2013
13/63 [=====>........................] - ETA: 0s - loss: 0.2113
19/63 [========>.....................] - ETA: 0s - loss: 0.2011
25/63 [==========>...................] - ETA: 0s - loss: 0.2021
30/63 [=============>................] - ETA: 0s - loss: 0.2266
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42/63 [===================>..........] - ETA: 0s - loss: 0.2341
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54/63 [========================>.....] - ETA: 0s - loss: 0.2543
60/63 [===========================>..] - ETA: 0s - loss: 0.2497
63/63 [==============================] - 1s 11ms/step - loss: 0.2498 - val_loss: 0.6819
Epoch 547/1000
1/63 [..............................] - ETA: 0s - loss: 0.4474
6/63 [=>............................] - ETA: 0s - loss: 0.2583
12/63 [====>.........................] - ETA: 0s - loss: 0.3350
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30/63 [=============>................] - ETA: 0s - loss: 0.3066
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48/63 [=====================>........] - ETA: 0s - loss: 0.3235
54/63 [========================>.....] - ETA: 0s - loss: 0.3117
60/63 [===========================>..] - ETA: 0s - loss: 0.2973
63/63 [==============================] - 1s 11ms/step - loss: 0.3046 - val_loss: 0.7550
Epoch 548/1000
1/63 [..............................] - ETA: 0s - loss: 0.0785
7/63 [==>...........................] - ETA: 0s - loss: 0.2454
13/63 [=====>........................] - ETA: 0s - loss: 0.2315
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31/63 [=============>................] - ETA: 0s - loss: 0.2461
37/63 [================>.............] - ETA: 0s - loss: 0.2533
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55/63 [=========================>....] - ETA: 0s - loss: 0.2436
61/63 [============================>.] - ETA: 0s - loss: 0.2502
63/63 [==============================] - 1s 11ms/step - loss: 0.2486 - val_loss: 0.8615
Epoch 549/1000
1/63 [..............................] - ETA: 0s - loss: 0.3381
7/63 [==>...........................] - ETA: 0s - loss: 0.2204
13/63 [=====>........................] - ETA: 0s - loss: 0.2304
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31/63 [=============>................] - ETA: 0s - loss: 0.2131
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55/63 [=========================>....] - ETA: 0s - loss: 0.2395
61/63 [============================>.] - ETA: 0s - loss: 0.2443
63/63 [==============================] - 1s 11ms/step - loss: 0.2434 - val_loss: 0.7481
Epoch 550/1000
1/63 [..............................] - ETA: 0s - loss: 0.7594
7/63 [==>...........................] - ETA: 0s - loss: 0.3164
13/63 [=====>........................] - ETA: 0s - loss: 0.2377
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31/63 [=============>................] - ETA: 0s - loss: 0.2368
37/63 [================>.............] - ETA: 0s - loss: 0.2296
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48/63 [=====================>........] - ETA: 0s - loss: 0.2500
54/63 [========================>.....] - ETA: 0s - loss: 0.2414
60/63 [===========================>..] - ETA: 0s - loss: 0.2416
63/63 [==============================] - 1s 11ms/step - loss: 0.2361 - val_loss: 0.8059
Epoch 551/1000
1/63 [..............................] - ETA: 0s - loss: 0.3876
7/63 [==>...........................] - ETA: 0s - loss: 0.2444
13/63 [=====>........................] - ETA: 0s - loss: 0.2321
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31/63 [=============>................] - ETA: 0s - loss: 0.2391
37/63 [================>.............] - ETA: 0s - loss: 0.2293
43/63 [===================>..........] - ETA: 0s - loss: 0.2486
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55/63 [=========================>....] - ETA: 0s - loss: 0.2495
61/63 [============================>.] - ETA: 0s - loss: 0.2534
63/63 [==============================] - 1s 11ms/step - loss: 0.2517 - val_loss: 0.6672
Epoch 552/1000
1/63 [..............................] - ETA: 0s - loss: 0.4186
7/63 [==>...........................] - ETA: 0s - loss: 0.2685
13/63 [=====>........................] - ETA: 0s - loss: 0.2586
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31/63 [=============>................] - ETA: 0s - loss: 0.2525
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55/63 [=========================>....] - ETA: 0s - loss: 0.2479
61/63 [============================>.] - ETA: 0s - loss: 0.2460
63/63 [==============================] - 1s 11ms/step - loss: 0.2425 - val_loss: 0.6575
Epoch 553/1000
1/63 [..............................] - ETA: 0s - loss: 0.2342
7/63 [==>...........................] - ETA: 0s - loss: 0.2194
13/63 [=====>........................] - ETA: 0s - loss: 0.2644
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31/63 [=============>................] - ETA: 0s - loss: 0.2674
37/63 [================>.............] - ETA: 0s - loss: 0.2750
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55/63 [=========================>....] - ETA: 0s - loss: 0.2741
61/63 [============================>.] - ETA: 0s - loss: 0.2708
63/63 [==============================] - 1s 11ms/step - loss: 0.2671 - val_loss: 0.6414
Epoch 554/1000
1/63 [..............................] - ETA: 0s - loss: 0.1074
7/63 [==>...........................] - ETA: 0s - loss: 0.2120
13/63 [=====>........................] - ETA: 0s - loss: 0.2202
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31/63 [=============>................] - ETA: 0s - loss: 0.2381
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55/63 [=========================>....] - ETA: 0s - loss: 0.2496
61/63 [============================>.] - ETA: 0s - loss: 0.2547
63/63 [==============================] - 1s 11ms/step - loss: 0.2614 - val_loss: 0.7719
Epoch 555/1000
1/63 [..............................] - ETA: 0s - loss: 0.2452
7/63 [==>...........................] - ETA: 0s - loss: 0.2077
13/63 [=====>........................] - ETA: 0s - loss: 0.2414
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25/63 [==========>...................] - ETA: 0s - loss: 0.2750
31/63 [=============>................] - ETA: 0s - loss: 0.2594
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55/63 [=========================>....] - ETA: 0s - loss: 0.2493
61/63 [============================>.] - ETA: 0s - loss: 0.2429
63/63 [==============================] - 1s 11ms/step - loss: 0.2393 - val_loss: 0.7245
Epoch 556/1000
1/63 [..............................] - ETA: 0s - loss: 0.2584
7/63 [==>...........................] - ETA: 0s - loss: 0.2620
13/63 [=====>........................] - ETA: 0s - loss: 0.2639
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31/63 [=============>................] - ETA: 0s - loss: 0.2532
37/63 [================>.............] - ETA: 0s - loss: 0.2465
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55/63 [=========================>....] - ETA: 0s - loss: 0.2596
61/63 [============================>.] - ETA: 0s - loss: 0.2622
63/63 [==============================] - 1s 11ms/step - loss: 0.2656 - val_loss: 0.7612
Epoch 557/1000
1/63 [..............................] - ETA: 0s - loss: 0.1947
7/63 [==>...........................] - ETA: 0s - loss: 0.2413
13/63 [=====>........................] - ETA: 0s - loss: 0.2258
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25/63 [==========>...................] - ETA: 0s - loss: 0.2388
31/63 [=============>................] - ETA: 0s - loss: 0.2320
37/63 [================>.............] - ETA: 0s - loss: 0.2367
43/63 [===================>..........] - ETA: 0s - loss: 0.2502
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55/63 [=========================>....] - ETA: 0s - loss: 0.2711
61/63 [============================>.] - ETA: 0s - loss: 0.2692
63/63 [==============================] - 1s 11ms/step - loss: 0.2705 - val_loss: 0.7650
Epoch 558/1000
1/63 [..............................] - ETA: 0s - loss: 0.2049
7/63 [==>...........................] - ETA: 0s - loss: 0.2967
13/63 [=====>........................] - ETA: 0s - loss: 0.2461
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31/63 [=============>................] - ETA: 0s - loss: 0.2293
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55/63 [=========================>....] - ETA: 0s - loss: 0.2274
61/63 [============================>.] - ETA: 0s - loss: 0.2250
63/63 [==============================] - 1s 11ms/step - loss: 0.2245 - val_loss: 0.6253
Epoch 559/1000
1/63 [..............................] - ETA: 0s - loss: 0.3590
7/63 [==>...........................] - ETA: 0s - loss: 0.3092
13/63 [=====>........................] - ETA: 0s - loss: 0.2651
19/63 [========>.....................] - ETA: 0s - loss: 0.2389
25/63 [==========>...................] - ETA: 0s - loss: 0.2234
31/63 [=============>................] - ETA: 0s - loss: 0.2233
37/63 [================>.............] - ETA: 0s - loss: 0.2149
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55/63 [=========================>....] - ETA: 0s - loss: 0.2228
61/63 [============================>.] - ETA: 0s - loss: 0.2264
63/63 [==============================] - 1s 11ms/step - loss: 0.2266 - val_loss: 0.6647
Epoch 560/1000
1/63 [..............................] - ETA: 0s - loss: 0.3084
6/63 [=>............................] - ETA: 0s - loss: 0.2455
12/63 [====>.........................] - ETA: 0s - loss: 0.2153
18/63 [=======>......................] - ETA: 0s - loss: 0.1936
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30/63 [=============>................] - ETA: 0s - loss: 0.2130
35/63 [===============>..............] - ETA: 0s - loss: 0.2149
41/63 [==================>...........] - ETA: 0s - loss: 0.2091
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53/63 [========================>.....] - ETA: 0s - loss: 0.2253
59/63 [===========================>..] - ETA: 0s - loss: 0.2255
63/63 [==============================] - 1s 11ms/step - loss: 0.2255 - val_loss: 0.7587
Epoch 561/1000
1/63 [..............................] - ETA: 0s - loss: 0.2535
7/63 [==>...........................] - ETA: 0s - loss: 0.2787
13/63 [=====>........................] - ETA: 0s - loss: 0.2302
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31/63 [=============>................] - ETA: 0s - loss: 0.2270
37/63 [================>.............] - ETA: 0s - loss: 0.2341
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55/63 [=========================>....] - ETA: 0s - loss: 0.2835
60/63 [===========================>..] - ETA: 0s - loss: 0.2857
63/63 [==============================] - 1s 11ms/step - loss: 0.2833 - val_loss: 0.8216
Epoch 562/1000
1/63 [..............................] - ETA: 0s - loss: 0.1802
7/63 [==>...........................] - ETA: 0s - loss: 0.1712
13/63 [=====>........................] - ETA: 0s - loss: 0.2333
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31/63 [=============>................] - ETA: 0s - loss: 0.2419
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55/63 [=========================>....] - ETA: 0s - loss: 0.2468
61/63 [============================>.] - ETA: 0s - loss: 0.2444
63/63 [==============================] - 1s 11ms/step - loss: 0.2434 - val_loss: 0.7946
Epoch 563/1000
1/63 [..............................] - ETA: 0s - loss: 0.1952
7/63 [==>...........................] - ETA: 0s - loss: 0.1602
13/63 [=====>........................] - ETA: 0s - loss: 0.1960
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25/63 [==========>...................] - ETA: 0s - loss: 0.2000
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60/63 [===========================>..] - ETA: 0s - loss: 0.2063
63/63 [==============================] - 1s 11ms/step - loss: 0.2093 - val_loss: 0.6618
Epoch 564/1000
1/63 [..............................] - ETA: 0s - loss: 0.2035
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13/63 [=====>........................] - ETA: 0s - loss: 0.2021
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61/63 [============================>.] - ETA: 0s - loss: 0.2555
63/63 [==============================] - 1s 11ms/step - loss: 0.2597 - val_loss: 0.8482
Epoch 565/1000
1/63 [..............................] - ETA: 0s - loss: 0.2388
7/63 [==>...........................] - ETA: 0s - loss: 0.2000
13/63 [=====>........................] - ETA: 0s - loss: 0.1956
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25/63 [==========>...................] - ETA: 0s - loss: 0.3018
31/63 [=============>................] - ETA: 0s - loss: 0.2910
37/63 [================>.............] - ETA: 0s - loss: 0.2850
43/63 [===================>..........] - ETA: 0s - loss: 0.2742
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55/63 [=========================>....] - ETA: 0s - loss: 0.2734
61/63 [============================>.] - ETA: 0s - loss: 0.2748
63/63 [==============================] - 1s 11ms/step - loss: 0.2708 - val_loss: 0.6383
Epoch 566/1000
1/63 [..............................] - ETA: 0s - loss: 0.1614
7/63 [==>...........................] - ETA: 0s - loss: 0.2765
13/63 [=====>........................] - ETA: 0s - loss: 0.2748
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30/63 [=============>................] - ETA: 0s - loss: 0.2792
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54/63 [========================>.....] - ETA: 0s - loss: 0.2911
60/63 [===========================>..] - ETA: 0s - loss: 0.2834
63/63 [==============================] - 1s 11ms/step - loss: 0.2800 - val_loss: 0.7684
Epoch 567/1000
1/63 [..............................] - ETA: 0s - loss: 0.3175
7/63 [==>...........................] - ETA: 0s - loss: 0.2518
13/63 [=====>........................] - ETA: 0s - loss: 0.2121
19/63 [========>.....................] - ETA: 0s - loss: 0.2424
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31/63 [=============>................] - ETA: 0s - loss: 0.2530
37/63 [================>.............] - ETA: 0s - loss: 0.2675
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54/63 [========================>.....] - ETA: 0s - loss: 0.2975
60/63 [===========================>..] - ETA: 0s - loss: 0.2926
63/63 [==============================] - 1s 11ms/step - loss: 0.2947 - val_loss: 0.7514
Epoch 568/1000
1/63 [..............................] - ETA: 0s - loss: 0.1091
7/63 [==>...........................] - ETA: 0s - loss: 0.2005
13/63 [=====>........................] - ETA: 0s - loss: 0.2008
18/63 [=======>......................] - ETA: 0s - loss: 0.2025
24/63 [==========>...................] - ETA: 0s - loss: 0.2284
30/63 [=============>................] - ETA: 0s - loss: 0.2243
36/63 [================>.............] - ETA: 0s - loss: 0.2181
42/63 [===================>..........] - ETA: 0s - loss: 0.2187
48/63 [=====================>........] - ETA: 0s - loss: 0.2218
54/63 [========================>.....] - ETA: 0s - loss: 0.2224
60/63 [===========================>..] - ETA: 0s - loss: 0.2195
63/63 [==============================] - 1s 11ms/step - loss: 0.2170 - val_loss: 0.7483
Epoch 569/1000
1/63 [..............................] - ETA: 0s - loss: 0.3050
7/63 [==>...........................] - ETA: 0s - loss: 0.2093
13/63 [=====>........................] - ETA: 0s - loss: 0.2019
19/63 [========>.....................] - ETA: 0s - loss: 0.1909
25/63 [==========>...................] - ETA: 0s - loss: 0.2157
31/63 [=============>................] - ETA: 0s - loss: 0.2042
37/63 [================>.............] - ETA: 0s - loss: 0.2016
43/63 [===================>..........] - ETA: 0s - loss: 0.2003
49/63 [======================>.......] - ETA: 0s - loss: 0.2032
55/63 [=========================>....] - ETA: 0s - loss: 0.2306
61/63 [============================>.] - ETA: 0s - loss: 0.2292
63/63 [==============================] - 1s 11ms/step - loss: 0.2278 - val_loss: 0.7148
Epoch 570/1000
1/63 [..............................] - ETA: 0s - loss: 0.3992
7/63 [==>...........................] - ETA: 0s - loss: 0.2188
13/63 [=====>........................] - ETA: 0s - loss: 0.2200
19/63 [========>.....................] - ETA: 0s - loss: 0.2210
25/63 [==========>...................] - ETA: 0s - loss: 0.2261
31/63 [=============>................] - ETA: 0s - loss: 0.2162
37/63 [================>.............] - ETA: 0s - loss: 0.2174
43/63 [===================>..........] - ETA: 0s - loss: 0.2312
49/63 [======================>.......] - ETA: 0s - loss: 0.2276
55/63 [=========================>....] - ETA: 0s - loss: 0.2292
60/63 [===========================>..] - ETA: 0s - loss: 0.2234
63/63 [==============================] - 1s 11ms/step - loss: 0.2245 - val_loss: 0.6503
Epoch 571/1000
1/63 [..............................] - ETA: 0s - loss: 0.1021
7/63 [==>...........................] - ETA: 0s - loss: 0.1605
13/63 [=====>........................] - ETA: 0s - loss: 0.1638
18/63 [=======>......................] - ETA: 0s - loss: 0.1619
24/63 [==========>...................] - ETA: 0s - loss: 0.1657
30/63 [=============>................] - ETA: 0s - loss: 0.1686
36/63 [================>.............] - ETA: 0s - loss: 0.1846
42/63 [===================>..........] - ETA: 0s - loss: 0.1924
48/63 [=====================>........] - ETA: 0s - loss: 0.2086
53/63 [========================>.....] - ETA: 0s - loss: 0.2153
59/63 [===========================>..] - ETA: 0s - loss: 0.2230
63/63 [==============================] - 1s 11ms/step - loss: 0.2202 - val_loss: 0.7260
Epoch 572/1000
1/63 [..............................] - ETA: 0s - loss: 0.1486
6/63 [=>............................] - ETA: 0s - loss: 0.2223
11/63 [====>.........................] - ETA: 0s - loss: 0.2221
16/63 [======>.......................] - ETA: 0s - loss: 0.2032
22/63 [=========>....................] - ETA: 0s - loss: 0.2096
27/63 [===========>..................] - ETA: 0s - loss: 0.2022
32/63 [==============>...............] - ETA: 0s - loss: 0.2113
38/63 [=================>............] - ETA: 0s - loss: 0.2039
44/63 [===================>..........] - ETA: 0s - loss: 0.1982
49/63 [======================>.......] - ETA: 0s - loss: 0.1956
54/63 [========================>.....] - ETA: 0s - loss: 0.1940
60/63 [===========================>..] - ETA: 0s - loss: 0.1937
63/63 [==============================] - 1s 11ms/step - loss: 0.1921 - val_loss: 0.6010
Epoch 573/1000
1/63 [..............................] - ETA: 0s - loss: 0.1382
7/63 [==>...........................] - ETA: 0s - loss: 0.1485
13/63 [=====>........................] - ETA: 0s - loss: 0.1849
19/63 [========>.....................] - ETA: 0s - loss: 0.2149
25/63 [==========>...................] - ETA: 0s - loss: 0.2243
30/63 [=============>................] - ETA: 0s - loss: 0.2265
36/63 [================>.............] - ETA: 0s - loss: 0.2648
41/63 [==================>...........] - ETA: 0s - loss: 0.2497
47/63 [=====================>........] - ETA: 0s - loss: 0.2417
52/63 [=======================>......] - ETA: 0s - loss: 0.2532
57/63 [==========================>...] - ETA: 0s - loss: 0.2601
63/63 [==============================] - ETA: 0s - loss: 0.2788
63/63 [==============================] - 1s 11ms/step - loss: 0.2788 - val_loss: 0.9235
Epoch 574/1000
1/63 [..............................] - ETA: 0s - loss: 0.1524
6/63 [=>............................] - ETA: 0s - loss: 0.4589
12/63 [====>.........................] - ETA: 0s - loss: 0.3897
18/63 [=======>......................] - ETA: 0s - loss: 0.3102
24/63 [==========>...................] - ETA: 0s - loss: 0.2811
30/63 [=============>................] - ETA: 0s - loss: 0.2596
36/63 [================>.............] - ETA: 0s - loss: 0.2565
42/63 [===================>..........] - ETA: 0s - loss: 0.2606
47/63 [=====================>........] - ETA: 0s - loss: 0.2660
53/63 [========================>.....] - ETA: 0s - loss: 0.2533
59/63 [===========================>..] - ETA: 0s - loss: 0.2539
63/63 [==============================] - 1s 11ms/step - loss: 0.2510 - val_loss: 0.6394
Epoch 575/1000
1/63 [..............................] - ETA: 0s - loss: 0.1861
6/63 [=>............................] - ETA: 0s - loss: 0.1929
12/63 [====>.........................] - ETA: 0s - loss: 0.1898
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22/63 [=========>....................] - ETA: 0s - loss: 0.2181
27/63 [===========>..................] - ETA: 0s - loss: 0.2181
33/63 [==============>...............] - ETA: 0s - loss: 0.2231
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45/63 [====================>.........] - ETA: 0s - loss: 0.2196
50/63 [======================>.......] - ETA: 0s - loss: 0.2372
56/63 [=========================>....] - ETA: 0s - loss: 0.2469
62/63 [============================>.] - ETA: 0s - loss: 0.2501
63/63 [==============================] - 1s 11ms/step - loss: 0.2487 - val_loss: 0.6569
Epoch 576/1000
1/63 [..............................] - ETA: 0s - loss: 0.5032
7/63 [==>...........................] - ETA: 0s - loss: 0.2114
13/63 [=====>........................] - ETA: 0s - loss: 0.1721
19/63 [========>.....................] - ETA: 0s - loss: 0.1693
25/63 [==========>...................] - ETA: 0s - loss: 0.1993
31/63 [=============>................] - ETA: 0s - loss: 0.1962
37/63 [================>.............] - ETA: 0s - loss: 0.2139
43/63 [===================>..........] - ETA: 0s - loss: 0.2319
49/63 [======================>.......] - ETA: 0s - loss: 0.2393
55/63 [=========================>....] - ETA: 0s - loss: 0.2421
61/63 [============================>.] - ETA: 0s - loss: 0.2595
63/63 [==============================] - 1s 11ms/step - loss: 0.2621 - val_loss: 0.6593
Epoch 577/1000
1/63 [..............................] - ETA: 0s - loss: 0.7208
7/63 [==>...........................] - ETA: 0s - loss: 0.2656
12/63 [====>.........................] - ETA: 0s - loss: 0.2890
18/63 [=======>......................] - ETA: 0s - loss: 0.2869
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29/63 [============>.................] - ETA: 0s - loss: 0.2874
35/63 [===============>..............] - ETA: 0s - loss: 0.3251
40/63 [==================>...........] - ETA: 0s - loss: 0.3567
45/63 [====================>.........] - ETA: 0s - loss: 0.3458
51/63 [=======================>......] - ETA: 0s - loss: 0.3400
57/63 [==========================>...] - ETA: 0s - loss: 0.3306
63/63 [==============================] - ETA: 0s - loss: 0.3189
63/63 [==============================] - 1s 11ms/step - loss: 0.3189 - val_loss: 0.7171
Epoch 578/1000
1/63 [..............................] - ETA: 0s - loss: 0.0685
6/63 [=>............................] - ETA: 0s - loss: 0.2424
11/63 [====>.........................] - ETA: 0s - loss: 0.2032
16/63 [======>.......................] - ETA: 0s - loss: 0.2126
21/63 [=========>....................] - ETA: 0s - loss: 0.2088
27/63 [===========>..................] - ETA: 0s - loss: 0.2094
32/63 [==============>...............] - ETA: 0s - loss: 0.2065
38/63 [=================>............] - ETA: 0s - loss: 0.2019
43/63 [===================>..........] - ETA: 0s - loss: 0.2038
49/63 [======================>.......] - ETA: 0s - loss: 0.2063
55/63 [=========================>....] - ETA: 0s - loss: 0.2090
61/63 [============================>.] - ETA: 0s - loss: 0.2101
63/63 [==============================] - 1s 11ms/step - loss: 0.2075 - val_loss: 0.6520
Epoch 579/1000
1/63 [..............................] - ETA: 0s - loss: 0.4460
6/63 [=>............................] - ETA: 0s - loss: 0.2649
12/63 [====>.........................] - ETA: 0s - loss: 0.2388
18/63 [=======>......................] - ETA: 0s - loss: 0.2122
24/63 [==========>...................] - ETA: 0s - loss: 0.2054
29/63 [============>.................] - ETA: 0s - loss: 0.1988
35/63 [===============>..............] - ETA: 0s - loss: 0.1928
40/63 [==================>...........] - ETA: 0s - loss: 0.1898
46/63 [====================>.........] - ETA: 0s - loss: 0.1961
52/63 [=======================>......] - ETA: 0s - loss: 0.1940
57/63 [==========================>...] - ETA: 0s - loss: 0.1977
62/63 [============================>.] - ETA: 0s - loss: 0.2006
63/63 [==============================] - 1s 11ms/step - loss: 0.1994 - val_loss: 0.6008
Epoch 580/1000
1/63 [..............................] - ETA: 0s - loss: 0.0634
6/63 [=>............................] - ETA: 0s - loss: 0.2110
12/63 [====>.........................] - ETA: 0s - loss: 0.2060
18/63 [=======>......................] - ETA: 0s - loss: 0.1961
24/63 [==========>...................] - ETA: 0s - loss: 0.1835
30/63 [=============>................] - ETA: 0s - loss: 0.1887
36/63 [================>.............] - ETA: 0s - loss: 0.1887
41/63 [==================>...........] - ETA: 0s - loss: 0.1953
46/63 [====================>.........] - ETA: 0s - loss: 0.1927
52/63 [=======================>......] - ETA: 0s - loss: 0.1890
58/63 [==========================>...] - ETA: 0s - loss: 0.1853
63/63 [==============================] - 1s 11ms/step - loss: 0.1837 - val_loss: 0.5921
Epoch 581/1000
1/63 [..............................] - ETA: 0s - loss: 0.1392
6/63 [=>............................] - ETA: 0s - loss: 0.1368
11/63 [====>.........................] - ETA: 0s - loss: 0.1604
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22/63 [=========>....................] - ETA: 0s - loss: 0.1758
27/63 [===========>..................] - ETA: 0s - loss: 0.1692
33/63 [==============>...............] - ETA: 0s - loss: 0.1772
38/63 [=================>............] - ETA: 0s - loss: 0.1763
44/63 [===================>..........] - ETA: 0s - loss: 0.1810
50/63 [======================>.......] - ETA: 0s - loss: 0.1693
56/63 [=========================>....] - ETA: 0s - loss: 0.1781
62/63 [============================>.] - ETA: 0s - loss: 0.1797
63/63 [==============================] - 1s 11ms/step - loss: 0.1786 - val_loss: 0.7259
Epoch 582/1000
1/63 [..............................] - ETA: 0s - loss: 0.1828
7/63 [==>...........................] - ETA: 0s - loss: 0.1570
13/63 [=====>........................] - ETA: 0s - loss: 0.1731
19/63 [========>.....................] - ETA: 0s - loss: 0.1663
24/63 [==========>...................] - ETA: 0s - loss: 0.1597
29/63 [============>.................] - ETA: 0s - loss: 0.1642
35/63 [===============>..............] - ETA: 0s - loss: 0.1726
41/63 [==================>...........] - ETA: 0s - loss: 0.1714
47/63 [=====================>........] - ETA: 0s - loss: 0.1737
52/63 [=======================>......] - ETA: 0s - loss: 0.1837
58/63 [==========================>...] - ETA: 0s - loss: 0.1841
63/63 [==============================] - 1s 11ms/step - loss: 0.1883 - val_loss: 0.6913
Epoch 583/1000
1/63 [..............................] - ETA: 0s - loss: 0.1789
7/63 [==>...........................] - ETA: 0s - loss: 0.1705
13/63 [=====>........................] - ETA: 0s - loss: 0.1765
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25/63 [==========>...................] - ETA: 0s - loss: 0.1864
30/63 [=============>................] - ETA: 0s - loss: 0.1785
36/63 [================>.............] - ETA: 0s - loss: 0.1749
42/63 [===================>..........] - ETA: 0s - loss: 0.1744
48/63 [=====================>........] - ETA: 0s - loss: 0.1844
54/63 [========================>.....] - ETA: 0s - loss: 0.1820
60/63 [===========================>..] - ETA: 0s - loss: 0.1796
63/63 [==============================] - 1s 11ms/step - loss: 0.1808 - val_loss: 0.5977
Epoch 584/1000
1/63 [..............................] - ETA: 0s - loss: 0.1872
6/63 [=>............................] - ETA: 0s - loss: 0.1968
12/63 [====>.........................] - ETA: 0s - loss: 0.1841
18/63 [=======>......................] - ETA: 0s - loss: 0.1759
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30/63 [=============>................] - ETA: 0s - loss: 0.1884
36/63 [================>.............] - ETA: 0s - loss: 0.1820
41/63 [==================>...........] - ETA: 0s - loss: 0.1822
47/63 [=====================>........] - ETA: 0s - loss: 0.1834
53/63 [========================>.....] - ETA: 0s - loss: 0.1866
59/63 [===========================>..] - ETA: 0s - loss: 0.1812
63/63 [==============================] - 1s 11ms/step - loss: 0.1802 - val_loss: 0.6413
Epoch 585/1000
1/63 [..............................] - ETA: 0s - loss: 0.1409
7/63 [==>...........................] - ETA: 0s - loss: 0.1288
13/63 [=====>........................] - ETA: 0s - loss: 0.1376
19/63 [========>.....................] - ETA: 0s - loss: 0.1686
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30/63 [=============>................] - ETA: 0s - loss: 0.2029
36/63 [================>.............] - ETA: 0s - loss: 0.2392
42/63 [===================>..........] - ETA: 0s - loss: 0.2954
48/63 [=====================>........] - ETA: 0s - loss: 0.3757
53/63 [========================>.....] - ETA: 0s - loss: 0.3901
59/63 [===========================>..] - ETA: 0s - loss: 0.3816
63/63 [==============================] - 1s 11ms/step - loss: 0.3959 - val_loss: 0.9022
Epoch 586/1000
1/63 [..............................] - ETA: 0s - loss: 0.4392
6/63 [=>............................] - ETA: 0s - loss: 0.4921
12/63 [====>.........................] - ETA: 0s - loss: 0.4790
18/63 [=======>......................] - ETA: 0s - loss: 0.5369
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30/63 [=============>................] - ETA: 0s - loss: 0.4480
36/63 [================>.............] - ETA: 0s - loss: 0.4113
42/63 [===================>..........] - ETA: 0s - loss: 0.3867
48/63 [=====================>........] - ETA: 0s - loss: 0.3810
54/63 [========================>.....] - ETA: 0s - loss: 0.3592
59/63 [===========================>..] - ETA: 0s - loss: 0.3537
63/63 [==============================] - 1s 11ms/step - loss: 0.3479 - val_loss: 0.5592
Epoch 587/1000
1/63 [..............................] - ETA: 0s - loss: 0.0647
6/63 [=>............................] - ETA: 0s - loss: 0.1379
12/63 [====>.........................] - ETA: 0s - loss: 0.1449
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30/63 [=============>................] - ETA: 0s - loss: 0.1677
35/63 [===============>..............] - ETA: 0s - loss: 0.1575
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47/63 [=====================>........] - ETA: 0s - loss: 0.1665
53/63 [========================>.....] - ETA: 0s - loss: 0.1714
59/63 [===========================>..] - ETA: 0s - loss: 0.1715
63/63 [==============================] - 1s 11ms/step - loss: 0.1749 - val_loss: 0.5746
Epoch 588/1000
1/63 [..............................] - ETA: 0s - loss: 0.1114
6/63 [=>............................] - ETA: 0s - loss: 0.1444
12/63 [====>.........................] - ETA: 0s - loss: 0.1786
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30/63 [=============>................] - ETA: 0s - loss: 0.2349
36/63 [================>.............] - ETA: 0s - loss: 0.2427
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53/63 [========================>.....] - ETA: 0s - loss: 0.2403
59/63 [===========================>..] - ETA: 0s - loss: 0.2385
63/63 [==============================] - 1s 11ms/step - loss: 0.2331 - val_loss: 0.5696
Epoch 589/1000
1/63 [..............................] - ETA: 0s - loss: 0.1080
7/63 [==>...........................] - ETA: 0s - loss: 0.2214
13/63 [=====>........................] - ETA: 0s - loss: 0.2121
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31/63 [=============>................] - ETA: 0s - loss: 0.1934
37/63 [================>.............] - ETA: 0s - loss: 0.1995
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54/63 [========================>.....] - ETA: 0s - loss: 0.1908
59/63 [===========================>..] - ETA: 0s - loss: 0.1919
63/63 [==============================] - 1s 11ms/step - loss: 0.1908 - val_loss: 0.6756
Epoch 590/1000
1/63 [..............................] - ETA: 0s - loss: 0.1334
7/63 [==>...........................] - ETA: 0s - loss: 0.2175
12/63 [====>.........................] - ETA: 0s - loss: 0.1709
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55/63 [=========================>....] - ETA: 0s - loss: 0.2007
60/63 [===========================>..] - ETA: 0s - loss: 0.2033
63/63 [==============================] - 1s 11ms/step - loss: 0.2010 - val_loss: 0.5846
Epoch 591/1000
1/63 [..............................] - ETA: 0s - loss: 0.2305
6/63 [=>............................] - ETA: 0s - loss: 0.1804
11/63 [====>.........................] - ETA: 0s - loss: 0.1798
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55/63 [=========================>....] - ETA: 0s - loss: 0.2095
60/63 [===========================>..] - ETA: 0s - loss: 0.2023
63/63 [==============================] - 1s 11ms/step - loss: 0.1992 - val_loss: 0.6054
Epoch 592/1000
1/63 [..............................] - ETA: 0s - loss: 0.1524
7/63 [==>...........................] - ETA: 0s - loss: 0.1274
13/63 [=====>........................] - ETA: 0s - loss: 0.1647
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31/63 [=============>................] - ETA: 0s - loss: 0.1652
37/63 [================>.............] - ETA: 0s - loss: 0.1594
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54/63 [========================>.....] - ETA: 0s - loss: 0.1566
60/63 [===========================>..] - ETA: 0s - loss: 0.1584
63/63 [==============================] - 1s 11ms/step - loss: 0.1643 - val_loss: 0.6350
Epoch 593/1000
1/63 [..............................] - ETA: 0s - loss: 0.2607
7/63 [==>...........................] - ETA: 0s - loss: 0.1472
12/63 [====>.........................] - ETA: 0s - loss: 0.1427
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62/63 [============================>.] - ETA: 0s - loss: 0.1564
63/63 [==============================] - 1s 11ms/step - loss: 0.1556 - val_loss: 0.6669
Epoch 594/1000
1/63 [..............................] - ETA: 0s - loss: 0.0759
7/63 [==>...........................] - ETA: 0s - loss: 0.1814
13/63 [=====>........................] - ETA: 0s - loss: 0.1920
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25/63 [==========>...................] - ETA: 0s - loss: 0.1971
31/63 [=============>................] - ETA: 0s - loss: 0.2050
36/63 [================>.............] - ETA: 0s - loss: 0.1934
41/63 [==================>...........] - ETA: 0s - loss: 0.1876
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53/63 [========================>.....] - ETA: 0s - loss: 0.1792
58/63 [==========================>...] - ETA: 0s - loss: 0.1784
63/63 [==============================] - 1s 11ms/step - loss: 0.1759 - val_loss: 0.5621
Epoch 595/1000
1/63 [..............................] - ETA: 0s - loss: 0.1825
7/63 [==>...........................] - ETA: 0s - loss: 0.1470
13/63 [=====>........................] - ETA: 0s - loss: 0.1321
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50/63 [======================>.......] - ETA: 0s - loss: 0.1491
56/63 [=========================>....] - ETA: 0s - loss: 0.1496
62/63 [============================>.] - ETA: 0s - loss: 0.1537
63/63 [==============================] - 1s 11ms/step - loss: 0.1535 - val_loss: 0.5829
Epoch 596/1000
1/63 [..............................] - ETA: 0s - loss: 0.0742
7/63 [==>...........................] - ETA: 0s - loss: 0.1334
13/63 [=====>........................] - ETA: 0s - loss: 0.1311
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25/63 [==========>...................] - ETA: 0s - loss: 0.1305
30/63 [=============>................] - ETA: 0s - loss: 0.1378
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53/63 [========================>.....] - ETA: 0s - loss: 0.1496
58/63 [==========================>...] - ETA: 0s - loss: 0.1502
63/63 [==============================] - 1s 11ms/step - loss: 0.1452 - val_loss: 0.5153
Epoch 597/1000
1/63 [..............................] - ETA: 0s - loss: 0.1394
7/63 [==>...........................] - ETA: 0s - loss: 0.1217
13/63 [=====>........................] - ETA: 0s - loss: 0.1078
19/63 [========>.....................] - ETA: 0s - loss: 0.1159
25/63 [==========>...................] - ETA: 0s - loss: 0.1231
31/63 [=============>................] - ETA: 0s - loss: 0.1248
36/63 [================>.............] - ETA: 0s - loss: 0.1238
41/63 [==================>...........] - ETA: 0s - loss: 0.1318
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53/63 [========================>.....] - ETA: 0s - loss: 0.1325
59/63 [===========================>..] - ETA: 0s - loss: 0.1409
63/63 [==============================] - 1s 11ms/step - loss: 0.1408 - val_loss: 0.5424
Epoch 598/1000
1/63 [..............................] - ETA: 0s - loss: 0.0474
6/63 [=>............................] - ETA: 0s - loss: 0.1119
12/63 [====>.........................] - ETA: 0s - loss: 0.1355
18/63 [=======>......................] - ETA: 0s - loss: 0.1414
24/63 [==========>...................] - ETA: 0s - loss: 0.1558
30/63 [=============>................] - ETA: 0s - loss: 0.1561
36/63 [================>.............] - ETA: 0s - loss: 0.1440
42/63 [===================>..........] - ETA: 0s - loss: 0.1539
48/63 [=====================>........] - ETA: 0s - loss: 0.1605
54/63 [========================>.....] - ETA: 0s - loss: 0.1702
60/63 [===========================>..] - ETA: 0s - loss: 0.1660
63/63 [==============================] - 1s 11ms/step - loss: 0.1688 - val_loss: 0.6043
Epoch 599/1000
1/63 [..............................] - ETA: 0s - loss: 0.1249
7/63 [==>...........................] - ETA: 0s - loss: 0.1397
13/63 [=====>........................] - ETA: 0s - loss: 0.1533
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25/63 [==========>...................] - ETA: 0s - loss: 0.1537
31/63 [=============>................] - ETA: 0s - loss: 0.1629
37/63 [================>.............] - ETA: 0s - loss: 0.1612
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55/63 [=========================>....] - ETA: 0s - loss: 0.1614
61/63 [============================>.] - ETA: 0s - loss: 0.1619
63/63 [==============================] - 1s 11ms/step - loss: 0.1610 - val_loss: 0.6216
Epoch 600/1000
1/63 [..............................] - ETA: 0s - loss: 0.1512
7/63 [==>...........................] - ETA: 0s - loss: 0.1404
13/63 [=====>........................] - ETA: 0s - loss: 0.1318
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25/63 [==========>...................] - ETA: 0s - loss: 0.1439
31/63 [=============>................] - ETA: 0s - loss: 0.1388
37/63 [================>.............] - ETA: 0s - loss: 0.1385
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49/63 [======================>.......] - ETA: 0s - loss: 0.1497
55/63 [=========================>....] - ETA: 0s - loss: 0.1546
61/63 [============================>.] - ETA: 0s - loss: 0.1553
63/63 [==============================] - 1s 11ms/step - loss: 0.1549 - val_loss: 0.5663
Epoch 601/1000
1/63 [..............................] - ETA: 0s - loss: 0.2538
7/63 [==>...........................] - ETA: 0s - loss: 0.1562
13/63 [=====>........................] - ETA: 0s - loss: 0.1422
19/63 [========>.....................] - ETA: 0s - loss: 0.1386
25/63 [==========>...................] - ETA: 0s - loss: 0.1382
31/63 [=============>................] - ETA: 0s - loss: 0.1484
37/63 [================>.............] - ETA: 0s - loss: 0.1596
43/63 [===================>..........] - ETA: 0s - loss: 0.1839
49/63 [======================>.......] - ETA: 0s - loss: 0.1837
55/63 [=========================>....] - ETA: 0s - loss: 0.2038
61/63 [============================>.] - ETA: 0s - loss: 0.2041
63/63 [==============================] - 1s 11ms/step - loss: 0.2049 - val_loss: 0.8572
Epoch 602/1000
1/63 [..............................] - ETA: 0s - loss: 0.1750
7/63 [==>...........................] - ETA: 0s - loss: 0.1381
13/63 [=====>........................] - ETA: 0s - loss: 0.1523
19/63 [========>.....................] - ETA: 0s - loss: 0.2432
25/63 [==========>...................] - ETA: 0s - loss: 0.2997
31/63 [=============>................] - ETA: 0s - loss: 0.2918
37/63 [================>.............] - ETA: 0s - loss: 0.3160
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55/63 [=========================>....] - ETA: 0s - loss: 0.3116
61/63 [============================>.] - ETA: 0s - loss: 0.3006
63/63 [==============================] - 1s 11ms/step - loss: 0.2962 - val_loss: 0.7159
Epoch 603/1000
1/63 [..............................] - ETA: 0s - loss: 0.2289
7/63 [==>...........................] - ETA: 0s - loss: 0.1603
13/63 [=====>........................] - ETA: 0s - loss: 0.1995
19/63 [========>.....................] - ETA: 0s - loss: 0.1793
25/63 [==========>...................] - ETA: 0s - loss: 0.1842
31/63 [=============>................] - ETA: 0s - loss: 0.1982
36/63 [================>.............] - ETA: 0s - loss: 0.1999
42/63 [===================>..........] - ETA: 0s - loss: 0.1946
48/63 [=====================>........] - ETA: 0s - loss: 0.2065
54/63 [========================>.....] - ETA: 0s - loss: 0.2054
60/63 [===========================>..] - ETA: 0s - loss: 0.1998
63/63 [==============================] - 1s 11ms/step - loss: 0.1970 - val_loss: 0.6193
Epoch 604/1000
1/63 [..............................] - ETA: 0s - loss: 0.1105
7/63 [==>...........................] - ETA: 0s - loss: 0.1720
13/63 [=====>........................] - ETA: 0s - loss: 0.1476
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25/63 [==========>...................] - ETA: 0s - loss: 0.1629
31/63 [=============>................] - ETA: 0s - loss: 0.1756
37/63 [================>.............] - ETA: 0s - loss: 0.1732
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55/63 [=========================>....] - ETA: 0s - loss: 0.1679
61/63 [============================>.] - ETA: 0s - loss: 0.1706
63/63 [==============================] - 1s 11ms/step - loss: 0.1699 - val_loss: 0.5668
Epoch 605/1000
1/63 [..............................] - ETA: 0s - loss: 0.0744
7/63 [==>...........................] - ETA: 0s - loss: 0.1629
13/63 [=====>........................] - ETA: 0s - loss: 0.1280
19/63 [========>.....................] - ETA: 0s - loss: 0.1489
25/63 [==========>...................] - ETA: 0s - loss: 0.1600
31/63 [=============>................] - ETA: 0s - loss: 0.1746
37/63 [================>.............] - ETA: 0s - loss: 0.1715
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48/63 [=====================>........] - ETA: 0s - loss: 0.1633
54/63 [========================>.....] - ETA: 0s - loss: 0.1618
60/63 [===========================>..] - ETA: 0s - loss: 0.1595
63/63 [==============================] - 1s 11ms/step - loss: 0.1553 - val_loss: 0.5644
Epoch 606/1000
1/63 [..............................] - ETA: 0s - loss: 0.0552
6/63 [=>............................] - ETA: 0s - loss: 0.1470
12/63 [====>.........................] - ETA: 0s - loss: 0.1603
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30/63 [=============>................] - ETA: 0s - loss: 0.1500
36/63 [================>.............] - ETA: 0s - loss: 0.1614
42/63 [===================>..........] - ETA: 0s - loss: 0.1575
48/63 [=====================>........] - ETA: 0s - loss: 0.1491
54/63 [========================>.....] - ETA: 0s - loss: 0.1470
60/63 [===========================>..] - ETA: 0s - loss: 0.1564
63/63 [==============================] - 1s 11ms/step - loss: 0.1552 - val_loss: 0.6282
Epoch 607/1000
1/63 [..............................] - ETA: 0s - loss: 0.1947
4/63 [>.............................] - ETA: 0s - loss: 0.1158
9/63 [===>..........................] - ETA: 0s - loss: 0.1188
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20/63 [========>.....................] - ETA: 0s - loss: 0.1610
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32/63 [==============>...............] - ETA: 0s - loss: 0.1478
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50/63 [======================>.......] - ETA: 0s - loss: 0.1527
56/63 [=========================>....] - ETA: 0s - loss: 0.1490
62/63 [============================>.] - ETA: 0s - loss: 0.1480
63/63 [==============================] - 1s 11ms/step - loss: 0.1487 - val_loss: 0.5597
Epoch 608/1000
1/63 [..............................] - ETA: 0s - loss: 0.0704
7/63 [==>...........................] - ETA: 0s - loss: 0.1178
13/63 [=====>........................] - ETA: 0s - loss: 0.1225
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31/63 [=============>................] - ETA: 0s - loss: 0.1293
37/63 [================>.............] - ETA: 0s - loss: 0.1403
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55/63 [=========================>....] - ETA: 0s - loss: 0.1495
61/63 [============================>.] - ETA: 0s - loss: 0.1435
63/63 [==============================] - 1s 11ms/step - loss: 0.1463 - val_loss: 0.7863
Epoch 609/1000
1/63 [..............................] - ETA: 0s - loss: 0.1996
7/63 [==>...........................] - ETA: 0s - loss: 0.2143
13/63 [=====>........................] - ETA: 0s - loss: 0.1850
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25/63 [==========>...................] - ETA: 0s - loss: 0.2232
31/63 [=============>................] - ETA: 0s - loss: 0.2113
37/63 [================>.............] - ETA: 0s - loss: 0.2143
43/63 [===================>..........] - ETA: 0s - loss: 0.2064
49/63 [======================>.......] - ETA: 0s - loss: 0.2000
55/63 [=========================>....] - ETA: 0s - loss: 0.2016
61/63 [============================>.] - ETA: 0s - loss: 0.1980
63/63 [==============================] - 1s 11ms/step - loss: 0.1988 - val_loss: 0.5988
Epoch 610/1000
1/63 [..............................] - ETA: 0s - loss: 0.2147
7/63 [==>...........................] - ETA: 0s - loss: 0.1659
13/63 [=====>........................] - ETA: 0s - loss: 0.1847
19/63 [========>.....................] - ETA: 0s - loss: 0.1682
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31/63 [=============>................] - ETA: 0s - loss: 0.1628
37/63 [================>.............] - ETA: 0s - loss: 0.1726
43/63 [===================>..........] - ETA: 0s - loss: 0.1641
49/63 [======================>.......] - ETA: 0s - loss: 0.1586
55/63 [=========================>....] - ETA: 0s - loss: 0.1568
61/63 [============================>.] - ETA: 0s - loss: 0.1547
63/63 [==============================] - 1s 11ms/step - loss: 0.1538 - val_loss: 0.4893
Epoch 611/1000
1/63 [..............................] - ETA: 0s - loss: 0.0456
7/63 [==>...........................] - ETA: 0s - loss: 0.1518
13/63 [=====>........................] - ETA: 0s - loss: 0.1495
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25/63 [==========>...................] - ETA: 0s - loss: 0.1580
31/63 [=============>................] - ETA: 0s - loss: 0.1435
37/63 [================>.............] - ETA: 0s - loss: 0.1362
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55/63 [=========================>....] - ETA: 0s - loss: 0.1434
61/63 [============================>.] - ETA: 0s - loss: 0.1421
63/63 [==============================] - 1s 11ms/step - loss: 0.1411 - val_loss: 0.5620
Epoch 612/1000
1/63 [..............................] - ETA: 0s - loss: 0.0883
7/63 [==>...........................] - ETA: 0s - loss: 0.1555
13/63 [=====>........................] - ETA: 0s - loss: 0.1616
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25/63 [==========>...................] - ETA: 0s - loss: 0.1639
31/63 [=============>................] - ETA: 0s - loss: 0.1651
37/63 [================>.............] - ETA: 0s - loss: 0.1637
43/63 [===================>..........] - ETA: 0s - loss: 0.1556
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55/63 [=========================>....] - ETA: 0s - loss: 0.1539
61/63 [============================>.] - ETA: 0s - loss: 0.1654
63/63 [==============================] - 1s 11ms/step - loss: 0.1652 - val_loss: 0.7141
Epoch 613/1000
1/63 [..............................] - ETA: 0s - loss: 0.1445
7/63 [==>...........................] - ETA: 0s - loss: 0.1942
13/63 [=====>........................] - ETA: 0s - loss: 0.1691
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25/63 [==========>...................] - ETA: 0s - loss: 0.1712
31/63 [=============>................] - ETA: 0s - loss: 0.1679
37/63 [================>.............] - ETA: 0s - loss: 0.1637
43/63 [===================>..........] - ETA: 0s - loss: 0.1712
49/63 [======================>.......] - ETA: 0s - loss: 0.1908
55/63 [=========================>....] - ETA: 0s - loss: 0.1929
61/63 [============================>.] - ETA: 0s - loss: 0.1931
63/63 [==============================] - 1s 11ms/step - loss: 0.1920 - val_loss: 0.5488
Epoch 614/1000
1/63 [..............................] - ETA: 0s - loss: 0.1362
7/63 [==>...........................] - ETA: 0s - loss: 0.1587
13/63 [=====>........................] - ETA: 0s - loss: 0.1942
19/63 [========>.....................] - ETA: 0s - loss: 0.1655
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31/63 [=============>................] - ETA: 0s - loss: 0.1559
37/63 [================>.............] - ETA: 0s - loss: 0.1522
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55/63 [=========================>....] - ETA: 0s - loss: 0.1530
61/63 [============================>.] - ETA: 0s - loss: 0.1535
63/63 [==============================] - 1s 11ms/step - loss: 0.1520 - val_loss: 0.6100
Epoch 615/1000
1/63 [..............................] - ETA: 0s - loss: 0.1043
7/63 [==>...........................] - ETA: 0s - loss: 0.1265
13/63 [=====>........................] - ETA: 0s - loss: 0.1294
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31/63 [=============>................] - ETA: 0s - loss: 0.1370
37/63 [================>.............] - ETA: 0s - loss: 0.1417
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55/63 [=========================>....] - ETA: 0s - loss: 0.1419
61/63 [============================>.] - ETA: 0s - loss: 0.1392
63/63 [==============================] - 1s 11ms/step - loss: 0.1380 - val_loss: 0.5621
Epoch 616/1000
1/63 [..............................] - ETA: 0s - loss: 0.1436
7/63 [==>...........................] - ETA: 0s - loss: 0.1287
13/63 [=====>........................] - ETA: 0s - loss: 0.1234
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31/63 [=============>................] - ETA: 0s - loss: 0.1143
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55/63 [=========================>....] - ETA: 0s - loss: 0.1201
61/63 [============================>.] - ETA: 0s - loss: 0.1273
63/63 [==============================] - 1s 11ms/step - loss: 0.1278 - val_loss: 0.5647
Epoch 617/1000
1/63 [..............................] - ETA: 0s - loss: 0.1189
7/63 [==>...........................] - ETA: 0s - loss: 0.1285
13/63 [=====>........................] - ETA: 0s - loss: 0.1280
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31/63 [=============>................] - ETA: 0s - loss: 0.1338
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60/63 [===========================>..] - ETA: 0s - loss: 0.1406
63/63 [==============================] - 1s 11ms/step - loss: 0.1517 - val_loss: 0.6737
Epoch 618/1000
1/63 [..............................] - ETA: 0s - loss: 0.1586
7/63 [==>...........................] - ETA: 0s - loss: 0.3350
13/63 [=====>........................] - ETA: 0s - loss: 0.2818
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30/63 [=============>................] - ETA: 0s - loss: 0.2484
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48/63 [=====================>........] - ETA: 0s - loss: 0.2122
54/63 [========================>.....] - ETA: 0s - loss: 0.2025
60/63 [===========================>..] - ETA: 0s - loss: 0.1917
63/63 [==============================] - 1s 11ms/step - loss: 0.1902 - val_loss: 0.5253
Epoch 619/1000
1/63 [..............................] - ETA: 0s - loss: 0.0896
7/63 [==>...........................] - ETA: 0s - loss: 0.1174
13/63 [=====>........................] - ETA: 0s - loss: 0.1256
18/63 [=======>......................] - ETA: 0s - loss: 0.1437
23/63 [=========>....................] - ETA: 0s - loss: 0.1647
29/63 [============>.................] - ETA: 0s - loss: 0.1612
34/63 [===============>..............] - ETA: 0s - loss: 0.1583
40/63 [==================>...........] - ETA: 0s - loss: 0.1564
46/63 [====================>.........] - ETA: 0s - loss: 0.1469
52/63 [=======================>......] - ETA: 0s - loss: 0.1483
58/63 [==========================>...] - ETA: 0s - loss: 0.1530
63/63 [==============================] - 1s 11ms/step - loss: 0.1536 - val_loss: 0.6883
Epoch 620/1000
1/63 [..............................] - ETA: 0s - loss: 0.0399
7/63 [==>...........................] - ETA: 0s - loss: 0.1293
12/63 [====>.........................] - ETA: 0s - loss: 0.1040
17/63 [=======>......................] - ETA: 0s - loss: 0.1143
23/63 [=========>....................] - ETA: 0s - loss: 0.1260
28/63 [============>.................] - ETA: 0s - loss: 0.1454
34/63 [===============>..............] - ETA: 0s - loss: 0.1573
40/63 [==================>...........] - ETA: 0s - loss: 0.1607
46/63 [====================>.........] - ETA: 0s - loss: 0.1596
52/63 [=======================>......] - ETA: 0s - loss: 0.1607
58/63 [==========================>...] - ETA: 0s - loss: 0.1611
63/63 [==============================] - 1s 11ms/step - loss: 0.1631 - val_loss: 0.5572
Epoch 621/1000
1/63 [..............................] - ETA: 0s - loss: 0.1519
6/63 [=>............................] - ETA: 0s - loss: 0.2872
12/63 [====>.........................] - ETA: 0s - loss: 0.2423
18/63 [=======>......................] - ETA: 0s - loss: 0.1916
24/63 [==========>...................] - ETA: 0s - loss: 0.1970
30/63 [=============>................] - ETA: 0s - loss: 0.1780
36/63 [================>.............] - ETA: 0s - loss: 0.1659
42/63 [===================>..........] - ETA: 0s - loss: 0.1642
47/63 [=====================>........] - ETA: 0s - loss: 0.1562
53/63 [========================>.....] - ETA: 0s - loss: 0.1625
59/63 [===========================>..] - ETA: 0s - loss: 0.1600
63/63 [==============================] - 1s 11ms/step - loss: 0.1723 - val_loss: 0.7270
Epoch 622/1000
1/63 [..............................] - ETA: 0s - loss: 0.4328
6/63 [=>............................] - ETA: 0s - loss: 0.3444
12/63 [====>.........................] - ETA: 0s - loss: 0.3135
18/63 [=======>......................] - ETA: 0s - loss: 0.3233
24/63 [==========>...................] - ETA: 0s - loss: 0.3194
30/63 [=============>................] - ETA: 0s - loss: 0.2944
36/63 [================>.............] - ETA: 0s - loss: 0.2705
42/63 [===================>..........] - ETA: 0s - loss: 0.2553
48/63 [=====================>........] - ETA: 0s - loss: 0.2439
54/63 [========================>.....] - ETA: 0s - loss: 0.2494
60/63 [===========================>..] - ETA: 0s - loss: 0.2544
63/63 [==============================] - 1s 11ms/step - loss: 0.2493 - val_loss: 0.5425
Epoch 623/1000
1/63 [..............................] - ETA: 0s - loss: 0.2156
7/63 [==>...........................] - ETA: 0s - loss: 0.1187
13/63 [=====>........................] - ETA: 0s - loss: 0.1346
19/63 [========>.....................] - ETA: 0s - loss: 0.1469
24/63 [==========>...................] - ETA: 0s - loss: 0.1417
30/63 [=============>................] - ETA: 0s - loss: 0.1390
36/63 [================>.............] - ETA: 0s - loss: 0.1281
42/63 [===================>..........] - ETA: 0s - loss: 0.1315
48/63 [=====================>........] - ETA: 0s - loss: 0.1303
54/63 [========================>.....] - ETA: 0s - loss: 0.1293
60/63 [===========================>..] - ETA: 0s - loss: 0.1323
63/63 [==============================] - 1s 11ms/step - loss: 0.1311 - val_loss: 0.5047
Epoch 624/1000
1/63 [..............................] - ETA: 0s - loss: 0.0754
6/63 [=>............................] - ETA: 0s - loss: 0.1341
12/63 [====>.........................] - ETA: 0s - loss: 0.1069
18/63 [=======>......................] - ETA: 0s - loss: 0.1288
24/63 [==========>...................] - ETA: 0s - loss: 0.1250
30/63 [=============>................] - ETA: 0s - loss: 0.1278
36/63 [================>.............] - ETA: 0s - loss: 0.1322
41/63 [==================>...........] - ETA: 0s - loss: 0.1300
47/63 [=====================>........] - ETA: 0s - loss: 0.1317
53/63 [========================>.....] - ETA: 0s - loss: 0.1294
59/63 [===========================>..] - ETA: 0s - loss: 0.1289
63/63 [==============================] - 1s 11ms/step - loss: 0.1285 - val_loss: 0.4863
Epoch 625/1000
1/63 [..............................] - ETA: 0s - loss: 0.0789
7/63 [==>...........................] - ETA: 0s - loss: 0.1194
13/63 [=====>........................] - ETA: 0s - loss: 0.1247
19/63 [========>.....................] - ETA: 0s - loss: 0.1256
25/63 [==========>...................] - ETA: 0s - loss: 0.1307
31/63 [=============>................] - ETA: 0s - loss: 0.1251
37/63 [================>.............] - ETA: 0s - loss: 0.1189
43/63 [===================>..........] - ETA: 0s - loss: 0.1243
49/63 [======================>.......] - ETA: 0s - loss: 0.1288
55/63 [=========================>....] - ETA: 0s - loss: 0.1297
61/63 [============================>.] - ETA: 0s - loss: 0.1305
63/63 [==============================] - 1s 11ms/step - loss: 0.1306 - val_loss: 0.5954
Epoch 626/1000
1/63 [..............................] - ETA: 0s - loss: 0.0740
7/63 [==>...........................] - ETA: 0s - loss: 0.1314
13/63 [=====>........................] - ETA: 0s - loss: 0.1316
19/63 [========>.....................] - ETA: 0s - loss: 0.1292
25/63 [==========>...................] - ETA: 0s - loss: 0.1294
31/63 [=============>................] - ETA: 0s - loss: 0.1244
37/63 [================>.............] - ETA: 0s - loss: 0.1306
43/63 [===================>..........] - ETA: 0s - loss: 0.1280
49/63 [======================>.......] - ETA: 0s - loss: 0.1268
55/63 [=========================>....] - ETA: 0s - loss: 0.1240
61/63 [============================>.] - ETA: 0s - loss: 0.1286
63/63 [==============================] - 1s 11ms/step - loss: 0.1313 - val_loss: 0.4954
Epoch 627/1000
1/63 [..............................] - ETA: 0s - loss: 0.1069
7/63 [==>...........................] - ETA: 0s - loss: 0.1471
13/63 [=====>........................] - ETA: 0s - loss: 0.1207
19/63 [========>.....................] - ETA: 0s - loss: 0.1237
25/63 [==========>...................] - ETA: 0s - loss: 0.1223
31/63 [=============>................] - ETA: 0s - loss: 0.1177
37/63 [================>.............] - ETA: 0s - loss: 0.1249
43/63 [===================>..........] - ETA: 0s - loss: 0.1272
49/63 [======================>.......] - ETA: 0s - loss: 0.1323
55/63 [=========================>....] - ETA: 0s - loss: 0.1345
61/63 [============================>.] - ETA: 0s - loss: 0.1373
63/63 [==============================] - 1s 11ms/step - loss: 0.1375 - val_loss: 0.5245
Epoch 628/1000
1/63 [..............................] - ETA: 0s - loss: 0.2439
7/63 [==>...........................] - ETA: 0s - loss: 0.1373
13/63 [=====>........................] - ETA: 0s - loss: 0.1323
19/63 [========>.....................] - ETA: 0s - loss: 0.1134
25/63 [==========>...................] - ETA: 0s - loss: 0.1119
31/63 [=============>................] - ETA: 0s - loss: 0.1058
37/63 [================>.............] - ETA: 0s - loss: 0.1136
43/63 [===================>..........] - ETA: 0s - loss: 0.1164
49/63 [======================>.......] - ETA: 0s - loss: 0.1217
55/63 [=========================>....] - ETA: 0s - loss: 0.1136
61/63 [============================>.] - ETA: 0s - loss: 0.1164
63/63 [==============================] - 1s 11ms/step - loss: 0.1180 - val_loss: 0.4956
Epoch 629/1000
1/63 [..............................] - ETA: 0s - loss: 0.1483
7/63 [==>...........................] - ETA: 0s - loss: 0.1197
13/63 [=====>........................] - ETA: 0s - loss: 0.1241
18/63 [=======>......................] - ETA: 0s - loss: 0.1463
24/63 [==========>...................] - ETA: 0s - loss: 0.1349
30/63 [=============>................] - ETA: 0s - loss: 0.1390
36/63 [================>.............] - ETA: 0s - loss: 0.1453
42/63 [===================>..........] - ETA: 0s - loss: 0.1381
48/63 [=====================>........] - ETA: 0s - loss: 0.1294
54/63 [========================>.....] - ETA: 0s - loss: 0.1286
60/63 [===========================>..] - ETA: 0s - loss: 0.1347
63/63 [==============================] - 1s 11ms/step - loss: 0.1342 - val_loss: 0.5465
Epoch 630/1000
1/63 [..............................] - ETA: 0s - loss: 0.0944
7/63 [==>...........................] - ETA: 0s - loss: 0.0912
13/63 [=====>........................] - ETA: 0s - loss: 0.1090
19/63 [========>.....................] - ETA: 0s - loss: 0.1397
25/63 [==========>...................] - ETA: 0s - loss: 0.1351
31/63 [=============>................] - ETA: 0s - loss: 0.1247
37/63 [================>.............] - ETA: 0s - loss: 0.1214
43/63 [===================>..........] - ETA: 0s - loss: 0.1274
49/63 [======================>.......] - ETA: 0s - loss: 0.1242
55/63 [=========================>....] - ETA: 0s - loss: 0.1258
61/63 [============================>.] - ETA: 0s - loss: 0.1216
63/63 [==============================] - 1s 11ms/step - loss: 0.1236 - val_loss: 0.5697
Epoch 631/1000
1/63 [..............................] - ETA: 0s - loss: 0.0543
7/63 [==>...........................] - ETA: 0s - loss: 0.1054
12/63 [====>.........................] - ETA: 0s - loss: 0.0975
18/63 [=======>......................] - ETA: 0s - loss: 0.0934
24/63 [==========>...................] - ETA: 0s - loss: 0.1026
30/63 [=============>................] - ETA: 0s - loss: 0.1186
36/63 [================>.............] - ETA: 0s - loss: 0.1280
42/63 [===================>..........] - ETA: 0s - loss: 0.1289
48/63 [=====================>........] - ETA: 0s - loss: 0.1313
54/63 [========================>.....] - ETA: 0s - loss: 0.1346
60/63 [===========================>..] - ETA: 0s - loss: 0.1288
63/63 [==============================] - 1s 11ms/step - loss: 0.1270 - val_loss: 0.5301
Epoch 632/1000
1/63 [..............................] - ETA: 0s - loss: 0.0409
7/63 [==>...........................] - ETA: 0s - loss: 0.1004
13/63 [=====>........................] - ETA: 0s - loss: 0.0873
19/63 [========>.....................] - ETA: 0s - loss: 0.0966
25/63 [==========>...................] - ETA: 0s - loss: 0.0996
31/63 [=============>................] - ETA: 0s - loss: 0.1006
37/63 [================>.............] - ETA: 0s - loss: 0.1046
43/63 [===================>..........] - ETA: 0s - loss: 0.1091
49/63 [======================>.......] - ETA: 0s - loss: 0.1129
55/63 [=========================>....] - ETA: 0s - loss: 0.1159
61/63 [============================>.] - ETA: 0s - loss: 0.1168
63/63 [==============================] - 1s 11ms/step - loss: 0.1167 - val_loss: 0.5215
Epoch 633/1000
1/63 [..............................] - ETA: 0s - loss: 0.0970
6/63 [=>............................] - ETA: 0s - loss: 0.1268
12/63 [====>.........................] - ETA: 0s - loss: 0.1055
18/63 [=======>......................] - ETA: 0s - loss: 0.1036
24/63 [==========>...................] - ETA: 0s - loss: 0.1045
30/63 [=============>................] - ETA: 0s - loss: 0.0998
36/63 [================>.............] - ETA: 0s - loss: 0.1021
42/63 [===================>..........] - ETA: 0s - loss: 0.1105
48/63 [=====================>........] - ETA: 0s - loss: 0.1117
54/63 [========================>.....] - ETA: 0s - loss: 0.1109
59/63 [===========================>..] - ETA: 0s - loss: 0.1112
63/63 [==============================] - 1s 11ms/step - loss: 0.1128 - val_loss: 0.5174
Epoch 634/1000
1/63 [..............................] - ETA: 0s - loss: 0.0756
7/63 [==>...........................] - ETA: 0s - loss: 0.1035
13/63 [=====>........................] - ETA: 0s - loss: 0.1334
19/63 [========>.....................] - ETA: 0s - loss: 0.1228
25/63 [==========>...................] - ETA: 0s - loss: 0.1092
31/63 [=============>................] - ETA: 0s - loss: 0.1119
36/63 [================>.............] - ETA: 0s - loss: 0.1181
42/63 [===================>..........] - ETA: 0s - loss: 0.1146
48/63 [=====================>........] - ETA: 0s - loss: 0.1158
54/63 [========================>.....] - ETA: 0s - loss: 0.1221
60/63 [===========================>..] - ETA: 0s - loss: 0.1223
63/63 [==============================] - 1s 11ms/step - loss: 0.1215 - val_loss: 0.6850
Epoch 635/1000
1/63 [..............................] - ETA: 0s - loss: 0.0469
7/63 [==>...........................] - ETA: 0s - loss: 0.0786
12/63 [====>.........................] - ETA: 0s - loss: 0.1191
18/63 [=======>......................] - ETA: 0s - loss: 0.1241
24/63 [==========>...................] - ETA: 0s - loss: 0.1261
29/63 [============>.................] - ETA: 0s - loss: 0.1230
35/63 [===============>..............] - ETA: 0s - loss: 0.1173
41/63 [==================>...........] - ETA: 0s - loss: 0.1182
47/63 [=====================>........] - ETA: 0s - loss: 0.1238
53/63 [========================>.....] - ETA: 0s - loss: 0.1248
58/63 [==========================>...] - ETA: 0s - loss: 0.1233
63/63 [==============================] - 1s 11ms/step - loss: 0.1304 - val_loss: 0.5210
Epoch 636/1000
1/63 [..............................] - ETA: 0s - loss: 0.1192
6/63 [=>............................] - ETA: 0s - loss: 0.1032
12/63 [====>.........................] - ETA: 0s - loss: 0.1023
18/63 [=======>......................] - ETA: 0s - loss: 0.1099
23/63 [=========>....................] - ETA: 0s - loss: 0.1077
29/63 [============>.................] - ETA: 0s - loss: 0.1173
35/63 [===============>..............] - ETA: 0s - loss: 0.1278
41/63 [==================>...........] - ETA: 0s - loss: 0.1258
47/63 [=====================>........] - ETA: 0s - loss: 0.1243
52/63 [=======================>......] - ETA: 0s - loss: 0.1226
58/63 [==========================>...] - ETA: 0s - loss: 0.1351
63/63 [==============================] - ETA: 0s - loss: 0.1338
63/63 [==============================] - 1s 11ms/step - loss: 0.1338 - val_loss: 1.0238
Epoch 637/1000
1/63 [..............................] - ETA: 0s - loss: 0.1632
7/63 [==>...........................] - ETA: 0s - loss: 0.2096
12/63 [====>.........................] - ETA: 0s - loss: 0.2091
18/63 [=======>......................] - ETA: 0s - loss: 0.1914
24/63 [==========>...................] - ETA: 0s - loss: 0.1926
29/63 [============>.................] - ETA: 0s - loss: 0.1839
35/63 [===============>..............] - ETA: 0s - loss: 0.1730
41/63 [==================>...........] - ETA: 0s - loss: 0.1743
47/63 [=====================>........] - ETA: 0s - loss: 0.1685
53/63 [========================>.....] - ETA: 0s - loss: 0.1683
59/63 [===========================>..] - ETA: 0s - loss: 0.1630
63/63 [==============================] - 1s 11ms/step - loss: 0.1583 - val_loss: 0.5494
Epoch 638/1000
1/63 [..............................] - ETA: 0s - loss: 0.0860
6/63 [=>............................] - ETA: 0s - loss: 0.0836
11/63 [====>.........................] - ETA: 0s - loss: 0.0945
17/63 [=======>......................] - ETA: 0s - loss: 0.1189
23/63 [=========>....................] - ETA: 0s - loss: 0.1272
29/63 [============>.................] - ETA: 0s - loss: 0.1357
35/63 [===============>..............] - ETA: 0s - loss: 0.1383
41/63 [==================>...........] - ETA: 0s - loss: 0.1353
47/63 [=====================>........] - ETA: 0s - loss: 0.1343
52/63 [=======================>......] - ETA: 0s - loss: 0.1379
58/63 [==========================>...] - ETA: 0s - loss: 0.1471
63/63 [==============================] - 1s 11ms/step - loss: 0.1598 - val_loss: 0.8819
Epoch 639/1000
1/63 [..............................] - ETA: 0s - loss: 0.3872
7/63 [==>...........................] - ETA: 0s - loss: 0.2616
13/63 [=====>........................] - ETA: 0s - loss: 0.3379
18/63 [=======>......................] - ETA: 0s - loss: 0.3324
24/63 [==========>...................] - ETA: 0s - loss: 0.5388
30/63 [=============>................] - ETA: 0s - loss: 0.5510
35/63 [===============>..............] - ETA: 0s - loss: 0.5823
40/63 [==================>...........] - ETA: 0s - loss: 0.5918
45/63 [====================>.........] - ETA: 0s - loss: 0.6421
51/63 [=======================>......] - ETA: 0s - loss: 0.6335
56/63 [=========================>....] - ETA: 0s - loss: 0.6286
61/63 [============================>.] - ETA: 0s - loss: 0.6024
63/63 [==============================] - 1s 11ms/step - loss: 0.5952 - val_loss: 0.8208
Epoch 640/1000
1/63 [..............................] - ETA: 0s - loss: 0.1441
6/63 [=>............................] - ETA: 0s - loss: 0.5524
11/63 [====>.........................] - ETA: 0s - loss: 0.4186
17/63 [=======>......................] - ETA: 0s - loss: 0.3891
23/63 [=========>....................] - ETA: 0s - loss: 0.4840
28/63 [============>.................] - ETA: 0s - loss: 0.5737
33/63 [==============>...............] - ETA: 0s - loss: 0.5193
39/63 [=================>............] - ETA: 0s - loss: 0.5086
44/63 [===================>..........] - ETA: 0s - loss: 0.4721
50/63 [======================>.......] - ETA: 0s - loss: 0.4328
56/63 [=========================>....] - ETA: 0s - loss: 0.4000
62/63 [============================>.] - ETA: 0s - loss: 0.3785
63/63 [==============================] - 1s 11ms/step - loss: 0.3761 - val_loss: 0.6563
Epoch 641/1000
1/63 [..............................] - ETA: 0s - loss: 0.0865
6/63 [=>............................] - ETA: 0s - loss: 0.1135
12/63 [====>.........................] - ETA: 0s - loss: 0.0912
17/63 [=======>......................] - ETA: 0s - loss: 0.1079
23/63 [=========>....................] - ETA: 0s - loss: 0.1103
28/63 [============>.................] - ETA: 0s - loss: 0.1130
34/63 [===============>..............] - ETA: 0s - loss: 0.1264
40/63 [==================>...........] - ETA: 0s - loss: 0.1270
45/63 [====================>.........] - ETA: 0s - loss: 0.1290
51/63 [=======================>......] - ETA: 0s - loss: 0.1273
57/63 [==========================>...] - ETA: 0s - loss: 0.1234
63/63 [==============================] - ETA: 0s - loss: 0.1264
63/63 [==============================] - 1s 11ms/step - loss: 0.1264 - val_loss: 0.5181
Epoch 642/1000
1/63 [..............................] - ETA: 0s - loss: 0.1743
6/63 [=>............................] - ETA: 0s - loss: 0.0899
11/63 [====>.........................] - ETA: 0s - loss: 0.0897
17/63 [=======>......................] - ETA: 0s - loss: 0.0931
23/63 [=========>....................] - ETA: 0s - loss: 0.0984
28/63 [============>.................] - ETA: 0s - loss: 0.1181
34/63 [===============>..............] - ETA: 0s - loss: 0.1268
40/63 [==================>...........] - ETA: 0s - loss: 0.1353
46/63 [====================>.........] - ETA: 0s - loss: 0.1317
51/63 [=======================>......] - ETA: 0s - loss: 0.1319
57/63 [==========================>...] - ETA: 0s - loss: 0.1340
62/63 [============================>.] - ETA: 0s - loss: 0.1410
63/63 [==============================] - 1s 11ms/step - loss: 0.1407 - val_loss: 0.6270
Epoch 643/1000
1/63 [..............................] - ETA: 0s - loss: 0.1259
7/63 [==>...........................] - ETA: 0s - loss: 0.2145
13/63 [=====>........................] - ETA: 0s - loss: 0.1751
19/63 [========>.....................] - ETA: 0s - loss: 0.1839
25/63 [==========>...................] - ETA: 0s - loss: 0.1673
30/63 [=============>................] - ETA: 0s - loss: 0.1744
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42/63 [===================>..........] - ETA: 0s - loss: 0.1776
48/63 [=====================>........] - ETA: 0s - loss: 0.1697
53/63 [========================>.....] - ETA: 0s - loss: 0.1769
58/63 [==========================>...] - ETA: 0s - loss: 0.1710
63/63 [==============================] - 1s 11ms/step - loss: 0.1664 - val_loss: 0.4791
Epoch 644/1000
1/63 [..............................] - ETA: 0s - loss: 0.0962
6/63 [=>............................] - ETA: 0s - loss: 0.1097
12/63 [====>.........................] - ETA: 0s - loss: 0.1136
18/63 [=======>......................] - ETA: 0s - loss: 0.1202
23/63 [=========>....................] - ETA: 0s - loss: 0.1171
29/63 [============>.................] - ETA: 0s - loss: 0.1186
34/63 [===============>..............] - ETA: 0s - loss: 0.1164
39/63 [=================>............] - ETA: 0s - loss: 0.1093
45/63 [====================>.........] - ETA: 0s - loss: 0.1240
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56/63 [=========================>....] - ETA: 0s - loss: 0.1293
62/63 [============================>.] - ETA: 0s - loss: 0.1324
63/63 [==============================] - 1s 11ms/step - loss: 0.1330 - val_loss: 0.6100
Epoch 645/1000
1/63 [..............................] - ETA: 0s - loss: 0.1734
7/63 [==>...........................] - ETA: 0s - loss: 0.0976
13/63 [=====>........................] - ETA: 0s - loss: 0.0980
18/63 [=======>......................] - ETA: 0s - loss: 0.1034
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30/63 [=============>................] - ETA: 0s - loss: 0.1129
36/63 [================>.............] - ETA: 0s - loss: 0.1185
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52/63 [=======================>......] - ETA: 0s - loss: 0.1207
58/63 [==========================>...] - ETA: 0s - loss: 0.1189
63/63 [==============================] - 1s 11ms/step - loss: 0.1173 - val_loss: 0.4813
Epoch 646/1000
1/63 [..............................] - ETA: 0s - loss: 0.0886
7/63 [==>...........................] - ETA: 0s - loss: 0.0981
13/63 [=====>........................] - ETA: 0s - loss: 0.1150
19/63 [========>.....................] - ETA: 0s - loss: 0.1008
25/63 [==========>...................] - ETA: 0s - loss: 0.0994
31/63 [=============>................] - ETA: 0s - loss: 0.0958
37/63 [================>.............] - ETA: 0s - loss: 0.0909
42/63 [===================>..........] - ETA: 0s - loss: 0.0910
48/63 [=====================>........] - ETA: 0s - loss: 0.0956
53/63 [========================>.....] - ETA: 0s - loss: 0.0953
58/63 [==========================>...] - ETA: 0s - loss: 0.0967
63/63 [==============================] - 1s 11ms/step - loss: 0.1005 - val_loss: 0.5699
Epoch 647/1000
1/63 [..............................] - ETA: 0s - loss: 0.0568
7/63 [==>...........................] - ETA: 0s - loss: 0.1094
13/63 [=====>........................] - ETA: 0s - loss: 0.1011
19/63 [========>.....................] - ETA: 0s - loss: 0.0926
25/63 [==========>...................] - ETA: 0s - loss: 0.0959
30/63 [=============>................] - ETA: 0s - loss: 0.1013
36/63 [================>.............] - ETA: 0s - loss: 0.1076
42/63 [===================>..........] - ETA: 0s - loss: 0.1060
47/63 [=====================>........] - ETA: 0s - loss: 0.1039
53/63 [========================>.....] - ETA: 0s - loss: 0.1068
59/63 [===========================>..] - ETA: 0s - loss: 0.1069
63/63 [==============================] - 1s 11ms/step - loss: 0.1078 - val_loss: 0.4448
Epoch 648/1000
1/63 [..............................] - ETA: 0s - loss: 0.0842
7/63 [==>...........................] - ETA: 0s - loss: 0.0989
13/63 [=====>........................] - ETA: 0s - loss: 0.1045
19/63 [========>.....................] - ETA: 0s - loss: 0.1104
24/63 [==========>...................] - ETA: 0s - loss: 0.1166
30/63 [=============>................] - ETA: 0s - loss: 0.1071
35/63 [===============>..............] - ETA: 0s - loss: 0.1011
40/63 [==================>...........] - ETA: 0s - loss: 0.1014
45/63 [====================>.........] - ETA: 0s - loss: 0.1029
50/63 [======================>.......] - ETA: 0s - loss: 0.1036
55/63 [=========================>....] - ETA: 0s - loss: 0.1022
60/63 [===========================>..] - ETA: 0s - loss: 0.1022
63/63 [==============================] - 1s 11ms/step - loss: 0.1020 - val_loss: 0.6320
Epoch 649/1000
1/63 [..............................] - ETA: 0s - loss: 0.0715
6/63 [=>............................] - ETA: 0s - loss: 0.1381
11/63 [====>.........................] - ETA: 0s - loss: 0.1461
16/63 [======>.......................] - ETA: 0s - loss: 0.1379
21/63 [=========>....................] - ETA: 0s - loss: 0.1544
26/63 [===========>..................] - ETA: 0s - loss: 0.1468
31/63 [=============>................] - ETA: 0s - loss: 0.1634
36/63 [================>.............] - ETA: 0s - loss: 0.1669
41/63 [==================>...........] - ETA: 0s - loss: 0.1704
47/63 [=====================>........] - ETA: 0s - loss: 0.1685
52/63 [=======================>......] - ETA: 0s - loss: 0.1643
58/63 [==========================>...] - ETA: 0s - loss: 0.1583
63/63 [==============================] - 1s 11ms/step - loss: 0.1527 - val_loss: 0.4948
Epoch 650/1000
1/63 [..............................] - ETA: 0s - loss: 0.0885
7/63 [==>...........................] - ETA: 0s - loss: 0.0768
12/63 [====>.........................] - ETA: 0s - loss: 0.0902
18/63 [=======>......................] - ETA: 0s - loss: 0.0892
23/63 [=========>....................] - ETA: 0s - loss: 0.0953
29/63 [============>.................] - ETA: 0s - loss: 0.1036
35/63 [===============>..............] - ETA: 0s - loss: 0.1035
41/63 [==================>...........] - ETA: 0s - loss: 0.1141
47/63 [=====================>........] - ETA: 0s - loss: 0.1185
53/63 [========================>.....] - ETA: 0s - loss: 0.1157
59/63 [===========================>..] - ETA: 0s - loss: 0.1127
63/63 [==============================] - 1s 11ms/step - loss: 0.1118 - val_loss: 0.5148
Epoch 651/1000
1/63 [..............................] - ETA: 0s - loss: 0.1574
6/63 [=>............................] - ETA: 0s - loss: 0.1341
11/63 [====>.........................] - ETA: 0s - loss: 0.1377
16/63 [======>.......................] - ETA: 0s - loss: 0.1378
22/63 [=========>....................] - ETA: 0s - loss: 0.1244
27/63 [===========>..................] - ETA: 0s - loss: 0.1192
33/63 [==============>...............] - ETA: 0s - loss: 0.1111
38/63 [=================>............] - ETA: 0s - loss: 0.1086
43/63 [===================>..........] - ETA: 0s - loss: 0.1084
49/63 [======================>.......] - ETA: 0s - loss: 0.1045
55/63 [=========================>....] - ETA: 0s - loss: 0.1011
60/63 [===========================>..] - ETA: 0s - loss: 0.1021
63/63 [==============================] - 1s 11ms/step - loss: 0.1009 - val_loss: 0.5213
Epoch 652/1000
1/63 [..............................] - ETA: 0s - loss: 0.1662
7/63 [==>...........................] - ETA: 0s - loss: 0.0828
13/63 [=====>........................] - ETA: 0s - loss: 0.0874
19/63 [========>.....................] - ETA: 0s - loss: 0.0897
25/63 [==========>...................] - ETA: 0s - loss: 0.0906
31/63 [=============>................] - ETA: 0s - loss: 0.0893
36/63 [================>.............] - ETA: 0s - loss: 0.0921
41/63 [==================>...........] - ETA: 0s - loss: 0.0919
47/63 [=====================>........] - ETA: 0s - loss: 0.0916
53/63 [========================>.....] - ETA: 0s - loss: 0.0893
59/63 [===========================>..] - ETA: 0s - loss: 0.0895
63/63 [==============================] - 1s 11ms/step - loss: 0.0898 - val_loss: 0.4537
Epoch 653/1000
1/63 [..............................] - ETA: 0s - loss: 0.0979
7/63 [==>...........................] - ETA: 0s - loss: 0.0751
13/63 [=====>........................] - ETA: 0s - loss: 0.0838
19/63 [========>.....................] - ETA: 0s - loss: 0.0851
25/63 [==========>...................] - ETA: 0s - loss: 0.0893
31/63 [=============>................] - ETA: 0s - loss: 0.0920
37/63 [================>.............] - ETA: 0s - loss: 0.0885
43/63 [===================>..........] - ETA: 0s - loss: 0.0871
49/63 [======================>.......] - ETA: 0s - loss: 0.0908
55/63 [=========================>....] - ETA: 0s - loss: 0.0905
61/63 [============================>.] - ETA: 0s - loss: 0.0889
63/63 [==============================] - 1s 11ms/step - loss: 0.0889 - val_loss: 0.4931
Epoch 654/1000
1/63 [..............................] - ETA: 0s - loss: 0.0394
7/63 [==>...........................] - ETA: 0s - loss: 0.0730
12/63 [====>.........................] - ETA: 0s - loss: 0.0951
18/63 [=======>......................] - ETA: 0s - loss: 0.0866
24/63 [==========>...................] - ETA: 0s - loss: 0.0896
30/63 [=============>................] - ETA: 0s - loss: 0.0925
36/63 [================>.............] - ETA: 0s - loss: 0.0982
42/63 [===================>..........] - ETA: 0s - loss: 0.0988
48/63 [=====================>........] - ETA: 0s - loss: 0.1003
54/63 [========================>.....] - ETA: 0s - loss: 0.0962
60/63 [===========================>..] - ETA: 0s - loss: 0.0928
63/63 [==============================] - 1s 11ms/step - loss: 0.0955 - val_loss: 0.5159
Epoch 655/1000
1/63 [..............................] - ETA: 0s - loss: 0.0693
6/63 [=>............................] - ETA: 0s - loss: 0.1103
12/63 [====>.........................] - ETA: 0s - loss: 0.0955
18/63 [=======>......................] - ETA: 0s - loss: 0.0947
24/63 [==========>...................] - ETA: 0s - loss: 0.0899
30/63 [=============>................] - ETA: 0s - loss: 0.0941
36/63 [================>.............] - ETA: 0s - loss: 0.0913
42/63 [===================>..........] - ETA: 0s - loss: 0.0915
48/63 [=====================>........] - ETA: 0s - loss: 0.0909
54/63 [========================>.....] - ETA: 0s - loss: 0.0978
60/63 [===========================>..] - ETA: 0s - loss: 0.0989
63/63 [==============================] - 1s 11ms/step - loss: 0.0982 - val_loss: 0.5006
Epoch 656/1000
1/63 [..............................] - ETA: 0s - loss: 0.0545
7/63 [==>...........................] - ETA: 0s - loss: 0.0564
12/63 [====>.........................] - ETA: 0s - loss: 0.0813
18/63 [=======>......................] - ETA: 0s - loss: 0.1083
24/63 [==========>...................] - ETA: 0s - loss: 0.1393
30/63 [=============>................] - ETA: 0s - loss: 0.1351
36/63 [================>.............] - ETA: 0s - loss: 0.1378
42/63 [===================>..........] - ETA: 0s - loss: 0.1348
48/63 [=====================>........] - ETA: 0s - loss: 0.1322
54/63 [========================>.....] - ETA: 0s - loss: 0.1287
60/63 [===========================>..] - ETA: 0s - loss: 0.1320
63/63 [==============================] - 1s 11ms/step - loss: 0.1300 - val_loss: 0.7070
Epoch 657/1000
1/63 [..............................] - ETA: 0s - loss: 0.0510
7/63 [==>...........................] - ETA: 0s - loss: 0.1204
13/63 [=====>........................] - ETA: 0s - loss: 0.1339
18/63 [=======>......................] - ETA: 0s - loss: 0.1299
24/63 [==========>...................] - ETA: 0s - loss: 0.1267
30/63 [=============>................] - ETA: 0s - loss: 0.1288
36/63 [================>.............] - ETA: 0s - loss: 0.1280
42/63 [===================>..........] - ETA: 0s - loss: 0.1228
48/63 [=====================>........] - ETA: 0s - loss: 0.1188
54/63 [========================>.....] - ETA: 0s - loss: 0.1186
60/63 [===========================>..] - ETA: 0s - loss: 0.1144
63/63 [==============================] - 1s 11ms/step - loss: 0.1135 - val_loss: 0.4856
Epoch 658/1000
1/63 [..............................] - ETA: 0s - loss: 0.2155
7/63 [==>...........................] - ETA: 0s - loss: 0.1502
13/63 [=====>........................] - ETA: 0s - loss: 0.1586
19/63 [========>.....................] - ETA: 0s - loss: 0.1363
25/63 [==========>...................] - ETA: 0s - loss: 0.1266
31/63 [=============>................] - ETA: 0s - loss: 0.1375
37/63 [================>.............] - ETA: 0s - loss: 0.1401
43/63 [===================>..........] - ETA: 0s - loss: 0.1368
49/63 [======================>.......] - ETA: 0s - loss: 0.1474
55/63 [=========================>....] - ETA: 0s - loss: 0.1475
61/63 [============================>.] - ETA: 0s - loss: 0.1738
63/63 [==============================] - 1s 11ms/step - loss: 0.1762 - val_loss: 0.5722
Epoch 659/1000
1/63 [..............................] - ETA: 0s - loss: 0.1991
7/63 [==>...........................] - ETA: 0s - loss: 0.3581
13/63 [=====>........................] - ETA: 0s - loss: 0.3214
19/63 [========>.....................] - ETA: 0s - loss: 0.2836
25/63 [==========>...................] - ETA: 0s - loss: 0.2671
31/63 [=============>................] - ETA: 0s - loss: 0.2799
37/63 [================>.............] - ETA: 0s - loss: 0.2642
43/63 [===================>..........] - ETA: 0s - loss: 0.2716
49/63 [======================>.......] - ETA: 0s - loss: 0.2943
55/63 [=========================>....] - ETA: 0s - loss: 0.3308
61/63 [============================>.] - ETA: 0s - loss: 0.3441
63/63 [==============================] - 1s 11ms/step - loss: 0.3649 - val_loss: 1.1366
Epoch 660/1000
1/63 [..............................] - ETA: 0s - loss: 0.5099
6/63 [=>............................] - ETA: 0s - loss: 0.3950
12/63 [====>.........................] - ETA: 0s - loss: 0.7045
18/63 [=======>......................] - ETA: 0s - loss: 0.6509
24/63 [==========>...................] - ETA: 0s - loss: 0.6239
30/63 [=============>................] - ETA: 0s - loss: 0.6677
36/63 [================>.............] - ETA: 0s - loss: 0.6637
42/63 [===================>..........] - ETA: 0s - loss: 0.6172
48/63 [=====================>........] - ETA: 0s - loss: 0.6180
54/63 [========================>.....] - ETA: 0s - loss: 0.6129
60/63 [===========================>..] - ETA: 0s - loss: 0.5788
63/63 [==============================] - 1s 11ms/step - loss: 0.5664 - val_loss: 1.1953
Epoch 661/1000
1/63 [..............................] - ETA: 0s - loss: 0.1348
7/63 [==>...........................] - ETA: 0s - loss: 0.1840
13/63 [=====>........................] - ETA: 0s - loss: 0.2492
19/63 [========>.....................] - ETA: 0s - loss: 0.2592
25/63 [==========>...................] - ETA: 0s - loss: 0.2800
31/63 [=============>................] - ETA: 0s - loss: 0.2556
37/63 [================>.............] - ETA: 0s - loss: 0.2400
43/63 [===================>..........] - ETA: 0s - loss: 0.2323
49/63 [======================>.......] - ETA: 0s - loss: 0.2488
55/63 [=========================>....] - ETA: 0s - loss: 0.2522
61/63 [============================>.] - ETA: 0s - loss: 0.2481
63/63 [==============================] - 1s 11ms/step - loss: 0.2475 - val_loss: 0.7180
Epoch 662/1000
1/63 [..............................] - ETA: 0s - loss: 0.2230
6/63 [=>............................] - ETA: 0s - loss: 0.1493
11/63 [====>.........................] - ETA: 0s - loss: 0.1748
17/63 [=======>......................] - ETA: 0s - loss: 0.2308
23/63 [=========>....................] - ETA: 0s - loss: 0.2357
29/63 [============>.................] - ETA: 0s - loss: 0.2318
35/63 [===============>..............] - ETA: 0s - loss: 0.2180
41/63 [==================>...........] - ETA: 0s - loss: 0.2162
47/63 [=====================>........] - ETA: 0s - loss: 0.2067
53/63 [========================>.....] - ETA: 0s - loss: 0.2015
59/63 [===========================>..] - ETA: 0s - loss: 0.1980
63/63 [==============================] - 1s 11ms/step - loss: 0.1993 - val_loss: 0.5664
Epoch 663/1000
1/63 [..............................] - ETA: 0s - loss: 0.1550
7/63 [==>...........................] - ETA: 0s - loss: 0.1358
13/63 [=====>........................] - ETA: 0s - loss: 0.1438
19/63 [========>.....................] - ETA: 0s - loss: 0.1315
25/63 [==========>...................] - ETA: 0s - loss: 0.1281
31/63 [=============>................] - ETA: 0s - loss: 0.1229
37/63 [================>.............] - ETA: 0s - loss: 0.1257
43/63 [===================>..........] - ETA: 0s - loss: 0.1299
49/63 [======================>.......] - ETA: 0s - loss: 0.1392
55/63 [=========================>....] - ETA: 0s - loss: 0.1399
61/63 [============================>.] - ETA: 0s - loss: 0.1612
63/63 [==============================] - 1s 11ms/step - loss: 0.1622 - val_loss: 0.4885
Epoch 664/1000
1/63 [..............................] - ETA: 0s - loss: 0.1802
7/63 [==>...........................] - ETA: 0s - loss: 0.1544
12/63 [====>.........................] - ETA: 0s - loss: 0.1262
18/63 [=======>......................] - ETA: 0s - loss: 0.1876
24/63 [==========>...................] - ETA: 0s - loss: 0.1939
30/63 [=============>................] - ETA: 0s - loss: 0.2083
36/63 [================>.............] - ETA: 0s - loss: 0.2231
42/63 [===================>..........] - ETA: 0s - loss: 0.2399
48/63 [=====================>........] - ETA: 0s - loss: 0.2247
54/63 [========================>.....] - ETA: 0s - loss: 0.2497
60/63 [===========================>..] - ETA: 0s - loss: 0.2382
63/63 [==============================] - 1s 11ms/step - loss: 0.2336 - val_loss: 0.5191
Epoch 665/1000
1/63 [..............................] - ETA: 0s - loss: 0.1018
7/63 [==>...........................] - ETA: 0s - loss: 0.1312
13/63 [=====>........................] - ETA: 0s - loss: 0.1452
19/63 [========>.....................] - ETA: 0s - loss: 0.1508
25/63 [==========>...................] - ETA: 0s - loss: 0.1411
31/63 [=============>................] - ETA: 0s - loss: 0.1407
37/63 [================>.............] - ETA: 0s - loss: 0.1376
43/63 [===================>..........] - ETA: 0s - loss: 0.1308
49/63 [======================>.......] - ETA: 0s - loss: 0.1339
55/63 [=========================>....] - ETA: 0s - loss: 0.1343
61/63 [============================>.] - ETA: 0s - loss: 0.1311
63/63 [==============================] - 1s 11ms/step - loss: 0.1311 - val_loss: 0.6264
Epoch 666/1000
1/63 [..............................] - ETA: 0s - loss: 0.0627
6/63 [=>............................] - ETA: 0s - loss: 0.0884
12/63 [====>.........................] - ETA: 0s - loss: 0.1179
18/63 [=======>......................] - ETA: 0s - loss: 0.1015
24/63 [==========>...................] - ETA: 0s - loss: 0.1036
30/63 [=============>................] - ETA: 0s - loss: 0.1144
36/63 [================>.............] - ETA: 0s - loss: 0.1095
42/63 [===================>..........] - ETA: 0s - loss: 0.1106
48/63 [=====================>........] - ETA: 0s - loss: 0.1116
54/63 [========================>.....] - ETA: 0s - loss: 0.1072
60/63 [===========================>..] - ETA: 0s - loss: 0.1101
63/63 [==============================] - 1s 11ms/step - loss: 0.1104 - val_loss: 0.4461
Epoch 667/1000
1/63 [..............................] - ETA: 0s - loss: 0.0755
7/63 [==>...........................] - ETA: 0s - loss: 0.1049
13/63 [=====>........................] - ETA: 0s - loss: 0.1088
19/63 [========>.....................] - ETA: 0s - loss: 0.1434
25/63 [==========>...................] - ETA: 0s - loss: 0.1475
31/63 [=============>................] - ETA: 0s - loss: 0.1372
37/63 [================>.............] - ETA: 0s - loss: 0.1297
43/63 [===================>..........] - ETA: 0s - loss: 0.1350
48/63 [=====================>........] - ETA: 0s - loss: 0.1363
53/63 [========================>.....] - ETA: 0s - loss: 0.1388
59/63 [===========================>..] - ETA: 0s - loss: 0.1371
63/63 [==============================] - 1s 11ms/step - loss: 0.1363 - val_loss: 0.5130
Epoch 668/1000
1/63 [..............................] - ETA: 0s - loss: 0.2116
6/63 [=>............................] - ETA: 0s - loss: 0.1604
11/63 [====>.........................] - ETA: 0s - loss: 0.1556
16/63 [======>.......................] - ETA: 0s - loss: 0.1326
21/63 [=========>....................] - ETA: 0s - loss: 0.1181
26/63 [===========>..................] - ETA: 0s - loss: 0.1296
31/63 [=============>................] - ETA: 0s - loss: 0.1274
36/63 [================>.............] - ETA: 0s - loss: 0.1347
41/63 [==================>...........] - ETA: 0s - loss: 0.1329
46/63 [====================>.........] - ETA: 0s - loss: 0.1303
51/63 [=======================>......] - ETA: 0s - loss: 0.1303
56/63 [=========================>....] - ETA: 0s - loss: 0.1310
61/63 [============================>.] - ETA: 0s - loss: 0.1283
63/63 [==============================] - 1s 11ms/step - loss: 0.1269 - val_loss: 0.5245
Epoch 669/1000
1/63 [..............................] - ETA: 0s - loss: 0.1611
7/63 [==>...........................] - ETA: 0s - loss: 0.1271
12/63 [====>.........................] - ETA: 0s - loss: 0.1185
17/63 [=======>......................] - ETA: 0s - loss: 0.1068
22/63 [=========>....................] - ETA: 0s - loss: 0.1068
27/63 [===========>..................] - ETA: 0s - loss: 0.1023
32/63 [==============>...............] - ETA: 0s - loss: 0.1001
37/63 [================>.............] - ETA: 0s - loss: 0.1082
42/63 [===================>..........] - ETA: 0s - loss: 0.1066
47/63 [=====================>........] - ETA: 0s - loss: 0.1158
52/63 [=======================>......] - ETA: 0s - loss: 0.1138
58/63 [==========================>...] - ETA: 0s - loss: 0.1127
63/63 [==============================] - 1s 11ms/step - loss: 0.1100 - val_loss: 0.4728
Epoch 670/1000
1/63 [..............................] - ETA: 0s - loss: 0.0576
6/63 [=>............................] - ETA: 0s - loss: 0.0992
11/63 [====>.........................] - ETA: 0s - loss: 0.0931
16/63 [======>.......................] - ETA: 0s - loss: 0.0904
21/63 [=========>....................] - ETA: 0s - loss: 0.0910
27/63 [===========>..................] - ETA: 0s - loss: 0.0902
33/63 [==============>...............] - ETA: 0s - loss: 0.1026
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44/63 [===================>..........] - ETA: 0s - loss: 0.1073
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56/63 [=========================>....] - ETA: 0s - loss: 0.1076
62/63 [============================>.] - ETA: 0s - loss: 0.1117
63/63 [==============================] - 1s 11ms/step - loss: 0.1118 - val_loss: 0.5163
Epoch 671/1000
1/63 [..............................] - ETA: 0s - loss: 0.0445
6/63 [=>............................] - ETA: 0s - loss: 0.1098
11/63 [====>.........................] - ETA: 0s - loss: 0.1053
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26/63 [===========>..................] - ETA: 0s - loss: 0.1181
31/63 [=============>................] - ETA: 0s - loss: 0.1304
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56/63 [=========================>....] - ETA: 0s - loss: 0.1257
61/63 [============================>.] - ETA: 0s - loss: 0.1217
63/63 [==============================] - 1s 11ms/step - loss: 0.1202 - val_loss: 0.4208
Epoch 672/1000
1/63 [..............................] - ETA: 0s - loss: 0.1062
6/63 [=>............................] - ETA: 0s - loss: 0.1485
11/63 [====>.........................] - ETA: 0s - loss: 0.1127
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36/63 [================>.............] - ETA: 0s - loss: 0.1014
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61/63 [============================>.] - ETA: 0s - loss: 0.0923
63/63 [==============================] - 1s 11ms/step - loss: 0.0916 - val_loss: 0.4329
Epoch 673/1000
1/63 [..............................] - ETA: 0s - loss: 0.0387
6/63 [=>............................] - ETA: 0s - loss: 0.0801
11/63 [====>.........................] - ETA: 0s - loss: 0.0701
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21/63 [=========>....................] - ETA: 0s - loss: 0.0811
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31/63 [=============>................] - ETA: 0s - loss: 0.0828
36/63 [================>.............] - ETA: 0s - loss: 0.0841
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46/63 [====================>.........] - ETA: 0s - loss: 0.0787
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56/63 [=========================>....] - ETA: 0s - loss: 0.0839
61/63 [============================>.] - ETA: 0s - loss: 0.0837
63/63 [==============================] - 1s 11ms/step - loss: 0.0868 - val_loss: 0.4443
Epoch 674/1000
1/63 [..............................] - ETA: 0s - loss: 0.0436
6/63 [=>............................] - ETA: 0s - loss: 0.0809
11/63 [====>.........................] - ETA: 0s - loss: 0.0918
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27/63 [===========>..................] - ETA: 0s - loss: 0.0928
32/63 [==============>...............] - ETA: 0s - loss: 0.0907
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48/63 [=====================>........] - ETA: 0s - loss: 0.0900
54/63 [========================>.....] - ETA: 0s - loss: 0.0954
59/63 [===========================>..] - ETA: 0s - loss: 0.0945
63/63 [==============================] - 1s 11ms/step - loss: 0.0951 - val_loss: 0.4316
Epoch 675/1000
1/63 [..............................] - ETA: 0s - loss: 0.1144
7/63 [==>...........................] - ETA: 0s - loss: 0.0937
12/63 [====>.........................] - ETA: 0s - loss: 0.0908
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23/63 [=========>....................] - ETA: 0s - loss: 0.0793
28/63 [============>.................] - ETA: 0s - loss: 0.0788
33/63 [==============>...............] - ETA: 0s - loss: 0.0810
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50/63 [======================>.......] - ETA: 0s - loss: 0.0816
55/63 [=========================>....] - ETA: 0s - loss: 0.0802
61/63 [============================>.] - ETA: 0s - loss: 0.0796
63/63 [==============================] - 1s 11ms/step - loss: 0.0792 - val_loss: 0.4841
Epoch 676/1000
1/63 [..............................] - ETA: 0s - loss: 0.0386
6/63 [=>............................] - ETA: 0s - loss: 0.0716
11/63 [====>.........................] - ETA: 0s - loss: 0.0642
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29/63 [============>.................] - ETA: 0s - loss: 0.0793
34/63 [===============>..............] - ETA: 0s - loss: 0.0855
40/63 [==================>...........] - ETA: 0s - loss: 0.0859
46/63 [====================>.........] - ETA: 0s - loss: 0.0840
52/63 [=======================>......] - ETA: 0s - loss: 0.0800
58/63 [==========================>...] - ETA: 0s - loss: 0.0824
63/63 [==============================] - 1s 11ms/step - loss: 0.0854 - val_loss: 0.5237
Epoch 677/1000
1/63 [..............................] - ETA: 0s - loss: 0.1486
7/63 [==>...........................] - ETA: 0s - loss: 0.1012
13/63 [=====>........................] - ETA: 0s - loss: 0.0865
18/63 [=======>......................] - ETA: 0s - loss: 0.0781
24/63 [==========>...................] - ETA: 0s - loss: 0.0762
29/63 [============>.................] - ETA: 0s - loss: 0.0855
35/63 [===============>..............] - ETA: 0s - loss: 0.0849
40/63 [==================>...........] - ETA: 0s - loss: 0.0808
46/63 [====================>.........] - ETA: 0s - loss: 0.0850
52/63 [=======================>......] - ETA: 0s - loss: 0.0910
58/63 [==========================>...] - ETA: 0s - loss: 0.0991
63/63 [==============================] - ETA: 0s - loss: 0.1043
63/63 [==============================] - 1s 11ms/step - loss: 0.1043 - val_loss: 0.4880
Epoch 678/1000
1/63 [..............................] - ETA: 0s - loss: 0.1155
6/63 [=>............................] - ETA: 0s - loss: 0.1056
12/63 [====>.........................] - ETA: 0s - loss: 0.1085
18/63 [=======>......................] - ETA: 0s - loss: 0.0930
24/63 [==========>...................] - ETA: 0s - loss: 0.0847
30/63 [=============>................] - ETA: 0s - loss: 0.0841
35/63 [===============>..............] - ETA: 0s - loss: 0.0816
41/63 [==================>...........] - ETA: 0s - loss: 0.0776
46/63 [====================>.........] - ETA: 0s - loss: 0.0794
51/63 [=======================>......] - ETA: 0s - loss: 0.0864
57/63 [==========================>...] - ETA: 0s - loss: 0.0884
62/63 [============================>.] - ETA: 0s - loss: 0.0954
63/63 [==============================] - 1s 11ms/step - loss: 0.0949 - val_loss: 0.4462
Epoch 679/1000
1/63 [..............................] - ETA: 0s - loss: 0.0995
7/63 [==>...........................] - ETA: 0s - loss: 0.1187
13/63 [=====>........................] - ETA: 0s - loss: 0.1301
19/63 [========>.....................] - ETA: 0s - loss: 0.1244
25/63 [==========>...................] - ETA: 0s - loss: 0.1094
30/63 [=============>................] - ETA: 0s - loss: 0.1154
35/63 [===============>..............] - ETA: 0s - loss: 0.1119
41/63 [==================>...........] - ETA: 0s - loss: 0.1105
46/63 [====================>.........] - ETA: 0s - loss: 0.1306
51/63 [=======================>......] - ETA: 0s - loss: 0.1292
57/63 [==========================>...] - ETA: 0s - loss: 0.1601
62/63 [============================>.] - ETA: 0s - loss: 0.1623
63/63 [==============================] - 1s 11ms/step - loss: 0.1613 - val_loss: 0.4756
Epoch 680/1000
1/63 [..............................] - ETA: 0s - loss: 0.0814
7/63 [==>...........................] - ETA: 0s - loss: 0.3362
12/63 [====>.........................] - ETA: 0s - loss: 0.2341
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23/63 [=========>....................] - ETA: 0s - loss: 0.2234
29/63 [============>.................] - ETA: 0s - loss: 0.2030
34/63 [===============>..............] - ETA: 0s - loss: 0.2834
40/63 [==================>...........] - ETA: 0s - loss: 0.3033
45/63 [====================>.........] - ETA: 0s - loss: 0.2919
51/63 [=======================>......] - ETA: 0s - loss: 0.2673
57/63 [==========================>...] - ETA: 0s - loss: 0.2515
63/63 [==============================] - ETA: 0s - loss: 0.2410
63/63 [==============================] - 1s 11ms/step - loss: 0.2410 - val_loss: 0.4734
Epoch 681/1000
1/63 [..............................] - ETA: 0s - loss: 0.0461
7/63 [==>...........................] - ETA: 0s - loss: 0.0684
13/63 [=====>........................] - ETA: 0s - loss: 0.0818
19/63 [========>.....................] - ETA: 0s - loss: 0.0873
25/63 [==========>...................] - ETA: 0s - loss: 0.0852
30/63 [=============>................] - ETA: 0s - loss: 0.0863
36/63 [================>.............] - ETA: 0s - loss: 0.0830
41/63 [==================>...........] - ETA: 0s - loss: 0.0784
46/63 [====================>.........] - ETA: 0s - loss: 0.0933
51/63 [=======================>......] - ETA: 0s - loss: 0.0919
56/63 [=========================>....] - ETA: 0s - loss: 0.0891
61/63 [============================>.] - ETA: 0s - loss: 0.0891
63/63 [==============================] - 1s 11ms/step - loss: 0.0886 - val_loss: 0.5012
Epoch 682/1000
1/63 [..............................] - ETA: 0s - loss: 0.0501
6/63 [=>............................] - ETA: 0s - loss: 0.0690
12/63 [====>.........................] - ETA: 0s - loss: 0.0653
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22/63 [=========>....................] - ETA: 0s - loss: 0.0817
28/63 [============>.................] - ETA: 0s - loss: 0.0829
33/63 [==============>...............] - ETA: 0s - loss: 0.0900
39/63 [=================>............] - ETA: 0s - loss: 0.0941
45/63 [====================>.........] - ETA: 0s - loss: 0.0977
50/63 [======================>.......] - ETA: 0s - loss: 0.0970
56/63 [=========================>....] - ETA: 0s - loss: 0.0961
62/63 [============================>.] - ETA: 0s - loss: 0.0965
63/63 [==============================] - 1s 11ms/step - loss: 0.0968 - val_loss: 0.4304
Epoch 683/1000
1/63 [..............................] - ETA: 0s - loss: 0.0541
6/63 [=>............................] - ETA: 0s - loss: 0.0693
11/63 [====>.........................] - ETA: 0s - loss: 0.0691
16/63 [======>.......................] - ETA: 0s - loss: 0.0713
22/63 [=========>....................] - ETA: 0s - loss: 0.0723
27/63 [===========>..................] - ETA: 0s - loss: 0.0707
33/63 [==============>...............] - ETA: 0s - loss: 0.0777
39/63 [=================>............] - ETA: 0s - loss: 0.0823
45/63 [====================>.........] - ETA: 0s - loss: 0.0823
51/63 [=======================>......] - ETA: 0s - loss: 0.0806
57/63 [==========================>...] - ETA: 0s - loss: 0.0795
63/63 [==============================] - ETA: 0s - loss: 0.0786
63/63 [==============================] - 1s 11ms/step - loss: 0.0786 - val_loss: 0.4410
Epoch 684/1000
1/63 [..............................] - ETA: 0s - loss: 0.0576
7/63 [==>...........................] - ETA: 0s - loss: 0.0686
13/63 [=====>........................] - ETA: 0s - loss: 0.0650
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25/63 [==========>...................] - ETA: 0s - loss: 0.0704
31/63 [=============>................] - ETA: 0s - loss: 0.0702
37/63 [================>.............] - ETA: 0s - loss: 0.0700
42/63 [===================>..........] - ETA: 0s - loss: 0.0764
48/63 [=====================>........] - ETA: 0s - loss: 0.0739
54/63 [========================>.....] - ETA: 0s - loss: 0.0726
60/63 [===========================>..] - ETA: 0s - loss: 0.0751
63/63 [==============================] - 1s 11ms/step - loss: 0.0754 - val_loss: 0.5105
Epoch 685/1000
1/63 [..............................] - ETA: 0s - loss: 0.0493
7/63 [==>...........................] - ETA: 0s - loss: 0.0542
13/63 [=====>........................] - ETA: 0s - loss: 0.0494
19/63 [========>.....................] - ETA: 0s - loss: 0.0653
25/63 [==========>...................] - ETA: 0s - loss: 0.0710
31/63 [=============>................] - ETA: 0s - loss: 0.0769
37/63 [================>.............] - ETA: 0s - loss: 0.0820
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49/63 [======================>.......] - ETA: 0s - loss: 0.0780
55/63 [=========================>....] - ETA: 0s - loss: 0.0755
61/63 [============================>.] - ETA: 0s - loss: 0.0775
63/63 [==============================] - 1s 11ms/step - loss: 0.0770 - val_loss: 0.5184
Epoch 686/1000
1/63 [..............................] - ETA: 0s - loss: 0.1476
6/63 [=>............................] - ETA: 0s - loss: 0.1353
11/63 [====>.........................] - ETA: 0s - loss: 0.1063
17/63 [=======>......................] - ETA: 0s - loss: 0.0866
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29/63 [============>.................] - ETA: 0s - loss: 0.0844
35/63 [===============>..............] - ETA: 0s - loss: 0.0804
41/63 [==================>...........] - ETA: 0s - loss: 0.0788
47/63 [=====================>........] - ETA: 0s - loss: 0.0824
52/63 [=======================>......] - ETA: 0s - loss: 0.0866
58/63 [==========================>...] - ETA: 0s - loss: 0.0942
63/63 [==============================] - 1s 11ms/step - loss: 0.0969 - val_loss: 0.5318
Epoch 687/1000
1/63 [..............................] - ETA: 0s - loss: 0.0888
7/63 [==>...........................] - ETA: 0s - loss: 0.1615
13/63 [=====>........................] - ETA: 0s - loss: 0.1336
19/63 [========>.....................] - ETA: 0s - loss: 0.1344
25/63 [==========>...................] - ETA: 0s - loss: 0.1177
30/63 [=============>................] - ETA: 0s - loss: 0.1163
35/63 [===============>..............] - ETA: 0s - loss: 0.1117
41/63 [==================>...........] - ETA: 0s - loss: 0.1079
47/63 [=====================>........] - ETA: 0s - loss: 0.1025
53/63 [========================>.....] - ETA: 0s - loss: 0.1018
59/63 [===========================>..] - ETA: 0s - loss: 0.1024
63/63 [==============================] - 1s 11ms/step - loss: 0.1020 - val_loss: 0.4904
Epoch 688/1000
1/63 [..............................] - ETA: 0s - loss: 0.1416
7/63 [==>...........................] - ETA: 0s - loss: 0.0799
12/63 [====>.........................] - ETA: 0s - loss: 0.0726
18/63 [=======>......................] - ETA: 0s - loss: 0.0679
23/63 [=========>....................] - ETA: 0s - loss: 0.0663
28/63 [============>.................] - ETA: 0s - loss: 0.0686
33/63 [==============>...............] - ETA: 0s - loss: 0.0650
39/63 [=================>............] - ETA: 0s - loss: 0.0641
44/63 [===================>..........] - ETA: 0s - loss: 0.0619
49/63 [======================>.......] - ETA: 0s - loss: 0.0655
55/63 [=========================>....] - ETA: 0s - loss: 0.0681
60/63 [===========================>..] - ETA: 0s - loss: 0.0690
63/63 [==============================] - 1s 11ms/step - loss: 0.0693 - val_loss: 0.4843
Epoch 689/1000
1/63 [..............................] - ETA: 0s - loss: 0.1006
6/63 [=>............................] - ETA: 0s - loss: 0.0982
11/63 [====>.........................] - ETA: 0s - loss: 0.0892
16/63 [======>.......................] - ETA: 0s - loss: 0.0896
22/63 [=========>....................] - ETA: 0s - loss: 0.0951
28/63 [============>.................] - ETA: 0s - loss: 0.0923
34/63 [===============>..............] - ETA: 0s - loss: 0.0894
40/63 [==================>...........] - ETA: 0s - loss: 0.0866
46/63 [====================>.........] - ETA: 0s - loss: 0.0827
51/63 [=======================>......] - ETA: 0s - loss: 0.0823
57/63 [==========================>...] - ETA: 0s - loss: 0.0821
63/63 [==============================] - ETA: 0s - loss: 0.0796
63/63 [==============================] - 1s 11ms/step - loss: 0.0796 - val_loss: 0.5393
Epoch 690/1000
1/63 [..............................] - ETA: 0s - loss: 0.0895
6/63 [=>............................] - ETA: 0s - loss: 0.1116
11/63 [====>.........................] - ETA: 0s - loss: 0.0992
16/63 [======>.......................] - ETA: 0s - loss: 0.0848
21/63 [=========>....................] - ETA: 0s - loss: 0.0802
26/63 [===========>..................] - ETA: 0s - loss: 0.0770
32/63 [==============>...............] - ETA: 0s - loss: 0.0723
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44/63 [===================>..........] - ETA: 0s - loss: 0.0880
50/63 [======================>.......] - ETA: 0s - loss: 0.1011
55/63 [=========================>....] - ETA: 0s - loss: 0.1165
61/63 [============================>.] - ETA: 0s - loss: 0.1187
63/63 [==============================] - 1s 11ms/step - loss: 0.1177 - val_loss: 0.4599
Epoch 691/1000
1/63 [..............................] - ETA: 0s - loss: 0.0663
6/63 [=>............................] - ETA: 0s - loss: 0.2516
11/63 [====>.........................] - ETA: 0s - loss: 0.2191
16/63 [======>.......................] - ETA: 0s - loss: 0.2056
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27/63 [===========>..................] - ETA: 0s - loss: 0.2546
32/63 [==============>...............] - ETA: 0s - loss: 0.2927
37/63 [================>.............] - ETA: 0s - loss: 0.2789
43/63 [===================>..........] - ETA: 0s - loss: 0.3015
48/63 [=====================>........] - ETA: 0s - loss: 0.3130
53/63 [========================>.....] - ETA: 0s - loss: 0.3071
58/63 [==========================>...] - ETA: 0s - loss: 0.3159
63/63 [==============================] - ETA: 0s - loss: 0.3161
63/63 [==============================] - 1s 11ms/step - loss: 0.3161 - val_loss: 0.5391
Epoch 692/1000
1/63 [..............................] - ETA: 0s - loss: 0.0598
6/63 [=>............................] - ETA: 0s - loss: 0.2888
12/63 [====>.........................] - ETA: 0s - loss: 0.2346
18/63 [=======>......................] - ETA: 0s - loss: 0.2104
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30/63 [=============>................] - ETA: 0s - loss: 0.1827
36/63 [================>.............] - ETA: 0s - loss: 0.1800
42/63 [===================>..........] - ETA: 0s - loss: 0.1731
48/63 [=====================>........] - ETA: 0s - loss: 0.1596
54/63 [========================>.....] - ETA: 0s - loss: 0.1525
60/63 [===========================>..] - ETA: 0s - loss: 0.1454
63/63 [==============================] - 1s 11ms/step - loss: 0.1445 - val_loss: 0.5575
Epoch 693/1000
1/63 [..............................] - ETA: 0s - loss: 0.1074
7/63 [==>...........................] - ETA: 0s - loss: 0.1146
12/63 [====>.........................] - ETA: 0s - loss: 0.1026
17/63 [=======>......................] - ETA: 0s - loss: 0.1084
22/63 [=========>....................] - ETA: 0s - loss: 0.1009
27/63 [===========>..................] - ETA: 0s - loss: 0.0959
33/63 [==============>...............] - ETA: 0s - loss: 0.0910
39/63 [=================>............] - ETA: 0s - loss: 0.0894
45/63 [====================>.........] - ETA: 0s - loss: 0.0891
51/63 [=======================>......] - ETA: 0s - loss: 0.0846
57/63 [==========================>...] - ETA: 0s - loss: 0.0813
62/63 [============================>.] - ETA: 0s - loss: 0.0821
63/63 [==============================] - 1s 11ms/step - loss: 0.0820 - val_loss: 0.4145
Epoch 694/1000
1/63 [..............................] - ETA: 0s - loss: 0.0531
6/63 [=>............................] - ETA: 0s - loss: 0.0567
11/63 [====>.........................] - ETA: 0s - loss: 0.0566
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27/63 [===========>..................] - ETA: 0s - loss: 0.0634
32/63 [==============>...............] - ETA: 0s - loss: 0.0658
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42/63 [===================>..........] - ETA: 0s - loss: 0.0707
47/63 [=====================>........] - ETA: 0s - loss: 0.0716
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58/63 [==========================>...] - ETA: 0s - loss: 0.0738
63/63 [==============================] - ETA: 0s - loss: 0.0763
63/63 [==============================] - 1s 12ms/step - loss: 0.0763 - val_loss: 0.4574
Epoch 695/1000
1/63 [..............................] - ETA: 0s - loss: 0.0629
7/63 [==>...........................] - ETA: 0s - loss: 0.0680
13/63 [=====>........................] - ETA: 0s - loss: 0.0987
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29/63 [============>.................] - ETA: 0s - loss: 0.0999
35/63 [===============>..............] - ETA: 0s - loss: 0.1074
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47/63 [=====================>........] - ETA: 0s - loss: 0.1210
53/63 [========================>.....] - ETA: 0s - loss: 0.1201
59/63 [===========================>..] - ETA: 0s - loss: 0.1165
63/63 [==============================] - 1s 11ms/step - loss: 0.1141 - val_loss: 0.4264
Epoch 696/1000
1/63 [..............................] - ETA: 0s - loss: 0.0388
6/63 [=>............................] - ETA: 0s - loss: 0.0913
11/63 [====>.........................] - ETA: 0s - loss: 0.0932
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22/63 [=========>....................] - ETA: 0s - loss: 0.0873
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56/63 [=========================>....] - ETA: 0s - loss: 0.0742
62/63 [============================>.] - ETA: 0s - loss: 0.0742
63/63 [==============================] - 1s 11ms/step - loss: 0.0739 - val_loss: 0.4727
Epoch 697/1000
1/63 [..............................] - ETA: 0s - loss: 0.0585
7/63 [==>...........................] - ETA: 0s - loss: 0.0714
12/63 [====>.........................] - ETA: 0s - loss: 0.0677
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59/63 [===========================>..] - ETA: 0s - loss: 0.0691
63/63 [==============================] - 1s 11ms/step - loss: 0.0704 - val_loss: 0.4695
Epoch 698/1000
1/63 [..............................] - ETA: 0s - loss: 0.0514
7/63 [==>...........................] - ETA: 0s - loss: 0.0544
13/63 [=====>........................] - ETA: 0s - loss: 0.0596
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52/63 [=======================>......] - ETA: 0s - loss: 0.0675
58/63 [==========================>...] - ETA: 0s - loss: 0.0698
63/63 [==============================] - 1s 11ms/step - loss: 0.0707 - val_loss: 0.4650
Epoch 699/1000
1/63 [..............................] - ETA: 0s - loss: 0.0346
6/63 [=>............................] - ETA: 0s - loss: 0.0762
12/63 [====>.........................] - ETA: 0s - loss: 0.0862
18/63 [=======>......................] - ETA: 0s - loss: 0.0807
24/63 [==========>...................] - ETA: 0s - loss: 0.0718
30/63 [=============>................] - ETA: 0s - loss: 0.0703
36/63 [================>.............] - ETA: 0s - loss: 0.0675
42/63 [===================>..........] - ETA: 0s - loss: 0.0682
47/63 [=====================>........] - ETA: 0s - loss: 0.0691
53/63 [========================>.....] - ETA: 0s - loss: 0.0680
59/63 [===========================>..] - ETA: 0s - loss: 0.0674
63/63 [==============================] - 1s 11ms/step - loss: 0.0691 - val_loss: 0.4088
Epoch 700/1000
1/63 [..............................] - ETA: 0s - loss: 0.0289
7/63 [==>...........................] - ETA: 0s - loss: 0.0504
13/63 [=====>........................] - ETA: 0s - loss: 0.0603
19/63 [========>.....................] - ETA: 0s - loss: 0.0626
25/63 [==========>...................] - ETA: 0s - loss: 0.0641
31/63 [=============>................] - ETA: 0s - loss: 0.0631
37/63 [================>.............] - ETA: 0s - loss: 0.0641
43/63 [===================>..........] - ETA: 0s - loss: 0.0659
49/63 [======================>.......] - ETA: 0s - loss: 0.0633
55/63 [=========================>....] - ETA: 0s - loss: 0.0640
61/63 [============================>.] - ETA: 0s - loss: 0.0649
63/63 [==============================] - 1s 11ms/step - loss: 0.0642 - val_loss: 0.4424
Epoch 701/1000
1/63 [..............................] - ETA: 0s - loss: 0.1058
7/63 [==>...........................] - ETA: 0s - loss: 0.0809
13/63 [=====>........................] - ETA: 0s - loss: 0.0963
19/63 [========>.....................] - ETA: 0s - loss: 0.0896
25/63 [==========>...................] - ETA: 0s - loss: 0.0816
31/63 [=============>................] - ETA: 0s - loss: 0.0755
37/63 [================>.............] - ETA: 0s - loss: 0.0728
43/63 [===================>..........] - ETA: 0s - loss: 0.0753
49/63 [======================>.......] - ETA: 0s - loss: 0.0747
55/63 [=========================>....] - ETA: 0s - loss: 0.0734
61/63 [============================>.] - ETA: 0s - loss: 0.0720
63/63 [==============================] - 1s 11ms/step - loss: 0.0712 - val_loss: 0.4294
Epoch 702/1000
1/63 [..............................] - ETA: 0s - loss: 0.0581
7/63 [==>...........................] - ETA: 0s - loss: 0.0551
13/63 [=====>........................] - ETA: 0s - loss: 0.0514
19/63 [========>.....................] - ETA: 0s - loss: 0.0598
25/63 [==========>...................] - ETA: 0s - loss: 0.0687
31/63 [=============>................] - ETA: 0s - loss: 0.0764
37/63 [================>.............] - ETA: 0s - loss: 0.0715
42/63 [===================>..........] - ETA: 0s - loss: 0.0690
47/63 [=====================>........] - ETA: 0s - loss: 0.0714
53/63 [========================>.....] - ETA: 0s - loss: 0.0690
59/63 [===========================>..] - ETA: 0s - loss: 0.0674
63/63 [==============================] - 1s 11ms/step - loss: 0.0659 - val_loss: 0.4118
Epoch 703/1000
1/63 [..............................] - ETA: 0s - loss: 0.0493
7/63 [==>...........................] - ETA: 0s - loss: 0.0461
13/63 [=====>........................] - ETA: 0s - loss: 0.0628
19/63 [========>.....................] - ETA: 0s - loss: 0.0591
25/63 [==========>...................] - ETA: 0s - loss: 0.0579
31/63 [=============>................] - ETA: 0s - loss: 0.0588
37/63 [================>.............] - ETA: 0s - loss: 0.0619
43/63 [===================>..........] - ETA: 0s - loss: 0.0661
49/63 [======================>.......] - ETA: 0s - loss: 0.0664
55/63 [=========================>....] - ETA: 0s - loss: 0.0637
61/63 [============================>.] - ETA: 0s - loss: 0.0642
63/63 [==============================] - 1s 11ms/step - loss: 0.0675 - val_loss: 0.4268
Epoch 704/1000
1/63 [..............................] - ETA: 0s - loss: 0.0793
7/63 [==>...........................] - ETA: 0s - loss: 0.0910
13/63 [=====>........................] - ETA: 0s - loss: 0.0792
19/63 [========>.....................] - ETA: 0s - loss: 0.0795
25/63 [==========>...................] - ETA: 0s - loss: 0.0754
31/63 [=============>................] - ETA: 0s - loss: 0.0694
37/63 [================>.............] - ETA: 0s - loss: 0.0676
43/63 [===================>..........] - ETA: 0s - loss: 0.0668
49/63 [======================>.......] - ETA: 0s - loss: 0.0654
55/63 [=========================>....] - ETA: 0s - loss: 0.0639
61/63 [============================>.] - ETA: 0s - loss: 0.0626
63/63 [==============================] - 1s 11ms/step - loss: 0.0629 - val_loss: 0.4040
Epoch 705/1000
1/63 [..............................] - ETA: 0s - loss: 0.1182
7/63 [==>...........................] - ETA: 0s - loss: 0.0646
13/63 [=====>........................] - ETA: 0s - loss: 0.0668
19/63 [========>.....................] - ETA: 0s - loss: 0.0650
25/63 [==========>...................] - ETA: 0s - loss: 0.0685
31/63 [=============>................] - ETA: 0s - loss: 0.0718
37/63 [================>.............] - ETA: 0s - loss: 0.0707
43/63 [===================>..........] - ETA: 0s - loss: 0.0731
49/63 [======================>.......] - ETA: 0s - loss: 0.0715
55/63 [=========================>....] - ETA: 0s - loss: 0.0696
61/63 [============================>.] - ETA: 0s - loss: 0.0686
63/63 [==============================] - 1s 11ms/step - loss: 0.0703 - val_loss: 0.4334
Epoch 706/1000
1/63 [..............................] - ETA: 0s - loss: 0.0534
7/63 [==>...........................] - ETA: 0s - loss: 0.0468
13/63 [=====>........................] - ETA: 0s - loss: 0.0632
19/63 [========>.....................] - ETA: 0s - loss: 0.0622
25/63 [==========>...................] - ETA: 0s - loss: 0.0699
30/63 [=============>................] - ETA: 0s - loss: 0.0699
36/63 [================>.............] - ETA: 0s - loss: 0.0670
42/63 [===================>..........] - ETA: 0s - loss: 0.0668
48/63 [=====================>........] - ETA: 0s - loss: 0.0677
54/63 [========================>.....] - ETA: 0s - loss: 0.0675
60/63 [===========================>..] - ETA: 0s - loss: 0.0668
63/63 [==============================] - 1s 11ms/step - loss: 0.0661 - val_loss: 0.5264
Epoch 707/1000
1/63 [..............................] - ETA: 0s - loss: 0.0819
7/63 [==>...........................] - ETA: 0s - loss: 0.0575
13/63 [=====>........................] - ETA: 0s - loss: 0.0517
19/63 [========>.....................] - ETA: 0s - loss: 0.0573
25/63 [==========>...................] - ETA: 0s - loss: 0.0646
30/63 [=============>................] - ETA: 0s - loss: 0.0685
36/63 [================>.............] - ETA: 0s - loss: 0.0691
41/63 [==================>...........] - ETA: 0s - loss: 0.0684
47/63 [=====================>........] - ETA: 0s - loss: 0.0743
53/63 [========================>.....] - ETA: 0s - loss: 0.0784
58/63 [==========================>...] - ETA: 0s - loss: 0.0827
63/63 [==============================] - 1s 11ms/step - loss: 0.0856 - val_loss: 0.4628
Epoch 708/1000
1/63 [..............................] - ETA: 0s - loss: 0.0308
7/63 [==>...........................] - ETA: 0s - loss: 0.0695
13/63 [=====>........................] - ETA: 0s - loss: 0.0827
19/63 [========>.....................] - ETA: 0s - loss: 0.1450
25/63 [==========>...................] - ETA: 0s - loss: 0.3020
30/63 [=============>................] - ETA: 0s - loss: 0.3463
35/63 [===============>..............] - ETA: 0s - loss: 0.3573
40/63 [==================>...........] - ETA: 0s - loss: 0.3772
45/63 [====================>.........] - ETA: 0s - loss: 0.3832
51/63 [=======================>......] - ETA: 0s - loss: 0.4094
57/63 [==========================>...] - ETA: 0s - loss: 0.3905
63/63 [==============================] - ETA: 0s - loss: 0.4111
63/63 [==============================] - 1s 11ms/step - loss: 0.4111 - val_loss: 0.4992
Epoch 709/1000
1/63 [..............................] - ETA: 0s - loss: 0.1050
7/63 [==>...........................] - ETA: 0s - loss: 0.2671
13/63 [=====>........................] - ETA: 0s - loss: 0.2411
19/63 [========>.....................] - ETA: 0s - loss: 0.2371
25/63 [==========>...................] - ETA: 0s - loss: 0.1998
31/63 [=============>................] - ETA: 0s - loss: 0.1802
36/63 [================>.............] - ETA: 0s - loss: 0.1750
42/63 [===================>..........] - ETA: 0s - loss: 0.1604
48/63 [=====================>........] - ETA: 0s - loss: 0.1562
54/63 [========================>.....] - ETA: 0s - loss: 0.1477
60/63 [===========================>..] - ETA: 0s - loss: 0.1531
63/63 [==============================] - 1s 11ms/step - loss: 0.1536 - val_loss: 0.4771
Epoch 710/1000
1/63 [..............................] - ETA: 0s - loss: 0.0743
6/63 [=>............................] - ETA: 0s - loss: 0.1908
12/63 [====>.........................] - ETA: 0s - loss: 0.1492
18/63 [=======>......................] - ETA: 0s - loss: 0.1316
24/63 [==========>...................] - ETA: 0s - loss: 0.1293
30/63 [=============>................] - ETA: 0s - loss: 0.1201
36/63 [================>.............] - ETA: 0s - loss: 0.1121
42/63 [===================>..........] - ETA: 0s - loss: 0.1045
48/63 [=====================>........] - ETA: 0s - loss: 0.1023
54/63 [========================>.....] - ETA: 0s - loss: 0.0965
60/63 [===========================>..] - ETA: 0s - loss: 0.0925
63/63 [==============================] - 1s 11ms/step - loss: 0.0928 - val_loss: 0.3874
Epoch 711/1000
1/63 [..............................] - ETA: 0s - loss: 0.0535
7/63 [==>...........................] - ETA: 0s - loss: 0.0465
13/63 [=====>........................] - ETA: 0s - loss: 0.0661
19/63 [========>.....................] - ETA: 0s - loss: 0.0692
25/63 [==========>...................] - ETA: 0s - loss: 0.0672
31/63 [=============>................] - ETA: 0s - loss: 0.0725
37/63 [================>.............] - ETA: 0s - loss: 0.0687
43/63 [===================>..........] - ETA: 0s - loss: 0.0648
48/63 [=====================>........] - ETA: 0s - loss: 0.0631
53/63 [========================>.....] - ETA: 0s - loss: 0.0626
59/63 [===========================>..] - ETA: 0s - loss: 0.0639
63/63 [==============================] - 1s 11ms/step - loss: 0.0632 - val_loss: 0.4157
Epoch 712/1000
1/63 [..............................] - ETA: 0s - loss: 0.0526
6/63 [=>............................] - ETA: 0s - loss: 0.0492
11/63 [====>.........................] - ETA: 0s - loss: 0.0504
16/63 [======>.......................] - ETA: 0s - loss: 0.0597
21/63 [=========>....................] - ETA: 0s - loss: 0.0645
26/63 [===========>..................] - ETA: 0s - loss: 0.0638
31/63 [=============>................] - ETA: 0s - loss: 0.0617
37/63 [================>.............] - ETA: 0s - loss: 0.0648
42/63 [===================>..........] - ETA: 0s - loss: 0.0656
47/63 [=====================>........] - ETA: 0s - loss: 0.0654
53/63 [========================>.....] - ETA: 0s - loss: 0.0655
58/63 [==========================>...] - ETA: 0s - loss: 0.0631
63/63 [==============================] - ETA: 0s - loss: 0.0664
63/63 [==============================] - 1s 11ms/step - loss: 0.0664 - val_loss: 0.4425
Epoch 713/1000
1/63 [..............................] - ETA: 0s - loss: 0.1128
6/63 [=>............................] - ETA: 0s - loss: 0.0681
12/63 [====>.........................] - ETA: 0s - loss: 0.0838
18/63 [=======>......................] - ETA: 0s - loss: 0.0783
23/63 [=========>....................] - ETA: 0s - loss: 0.0746
29/63 [============>.................] - ETA: 0s - loss: 0.0740
34/63 [===============>..............] - ETA: 0s - loss: 0.0694
39/63 [=================>............] - ETA: 0s - loss: 0.0672
44/63 [===================>..........] - ETA: 0s - loss: 0.0664
50/63 [======================>.......] - ETA: 0s - loss: 0.0674
56/63 [=========================>....] - ETA: 0s - loss: 0.0685
61/63 [============================>.] - ETA: 0s - loss: 0.0663
63/63 [==============================] - 1s 11ms/step - loss: 0.0661 - val_loss: 0.3896
Epoch 714/1000
1/63 [..............................] - ETA: 0s - loss: 0.0329
7/63 [==>...........................] - ETA: 0s - loss: 0.0748
13/63 [=====>........................] - ETA: 0s - loss: 0.0726
18/63 [=======>......................] - ETA: 0s - loss: 0.0684
24/63 [==========>...................] - ETA: 0s - loss: 0.0710
30/63 [=============>................] - ETA: 0s - loss: 0.0674
36/63 [================>.............] - ETA: 0s - loss: 0.0693
42/63 [===================>..........] - ETA: 0s - loss: 0.0675
48/63 [=====================>........] - ETA: 0s - loss: 0.0647
54/63 [========================>.....] - ETA: 0s - loss: 0.0664
60/63 [===========================>..] - ETA: 0s - loss: 0.0688
63/63 [==============================] - 1s 11ms/step - loss: 0.0682 - val_loss: 0.3795
Epoch 715/1000
1/63 [..............................] - ETA: 0s - loss: 0.0589
6/63 [=>............................] - ETA: 0s - loss: 0.0564
11/63 [====>.........................] - ETA: 0s - loss: 0.0630
17/63 [=======>......................] - ETA: 0s - loss: 0.0558
22/63 [=========>....................] - ETA: 0s - loss: 0.0548
27/63 [===========>..................] - ETA: 0s - loss: 0.0586
32/63 [==============>...............] - ETA: 0s - loss: 0.0554
38/63 [=================>............] - ETA: 0s - loss: 0.0536
44/63 [===================>..........] - ETA: 0s - loss: 0.0572
50/63 [======================>.......] - ETA: 0s - loss: 0.0602
55/63 [=========================>....] - ETA: 0s - loss: 0.0611
61/63 [============================>.] - ETA: 0s - loss: 0.0614
63/63 [==============================] - 1s 11ms/step - loss: 0.0609 - val_loss: 0.3856
Epoch 716/1000
1/63 [..............................] - ETA: 0s - loss: 0.0292
6/63 [=>............................] - ETA: 0s - loss: 0.0592
12/63 [====>.........................] - ETA: 0s - loss: 0.0550
18/63 [=======>......................] - ETA: 0s - loss: 0.0544
24/63 [==========>...................] - ETA: 0s - loss: 0.0576
29/63 [============>.................] - ETA: 0s - loss: 0.0595
35/63 [===============>..............] - ETA: 0s - loss: 0.0635
40/63 [==================>...........] - ETA: 0s - loss: 0.0612
46/63 [====================>.........] - ETA: 0s - loss: 0.0598
52/63 [=======================>......] - ETA: 0s - loss: 0.0601
57/63 [==========================>...] - ETA: 0s - loss: 0.0595
63/63 [==============================] - ETA: 0s - loss: 0.0583
63/63 [==============================] - 1s 11ms/step - loss: 0.0583 - val_loss: 0.5237
Epoch 717/1000
1/63 [..............................] - ETA: 0s - loss: 0.0311
6/63 [=>............................] - ETA: 0s - loss: 0.0581
11/63 [====>.........................] - ETA: 0s - loss: 0.0626
16/63 [======>.......................] - ETA: 0s - loss: 0.0577
22/63 [=========>....................] - ETA: 0s - loss: 0.0575
28/63 [============>.................] - ETA: 0s - loss: 0.0592
34/63 [===============>..............] - ETA: 0s - loss: 0.0596
40/63 [==================>...........] - ETA: 0s - loss: 0.0589
45/63 [====================>.........] - ETA: 0s - loss: 0.0602
50/63 [======================>.......] - ETA: 0s - loss: 0.0602
56/63 [=========================>....] - ETA: 0s - loss: 0.0608
61/63 [============================>.] - ETA: 0s - loss: 0.0629
63/63 [==============================] - 1s 11ms/step - loss: 0.0629 - val_loss: 0.3931
Epoch 718/1000
1/63 [..............................] - ETA: 0s - loss: 0.0605
7/63 [==>...........................] - ETA: 0s - loss: 0.0563
12/63 [====>.........................] - ETA: 0s - loss: 0.0595
17/63 [=======>......................] - ETA: 0s - loss: 0.0598
23/63 [=========>....................] - ETA: 0s - loss: 0.0548
29/63 [============>.................] - ETA: 0s - loss: 0.0556
35/63 [===============>..............] - ETA: 0s - loss: 0.0523
40/63 [==================>...........] - ETA: 0s - loss: 0.0528
45/63 [====================>.........] - ETA: 0s - loss: 0.0573
50/63 [======================>.......] - ETA: 0s - loss: 0.0576
55/63 [=========================>....] - ETA: 0s - loss: 0.0601
61/63 [============================>.] - ETA: 0s - loss: 0.0580
63/63 [==============================] - 1s 11ms/step - loss: 0.0580 - val_loss: 0.4223
Epoch 719/1000
1/63 [..............................] - ETA: 0s - loss: 0.0350
6/63 [=>............................] - ETA: 0s - loss: 0.0614
11/63 [====>.........................] - ETA: 0s - loss: 0.0627
17/63 [=======>......................] - ETA: 0s - loss: 0.0652
22/63 [=========>....................] - ETA: 0s - loss: 0.0655
28/63 [============>.................] - ETA: 0s - loss: 0.0632
34/63 [===============>..............] - ETA: 0s - loss: 0.0624
40/63 [==================>...........] - ETA: 0s - loss: 0.0617
46/63 [====================>.........] - ETA: 0s - loss: 0.0602
52/63 [=======================>......] - ETA: 0s - loss: 0.0591
57/63 [==========================>...] - ETA: 0s - loss: 0.0582
63/63 [==============================] - ETA: 0s - loss: 0.0569
63/63 [==============================] - 1s 11ms/step - loss: 0.0569 - val_loss: 0.4132
Epoch 720/1000
1/63 [..............................] - ETA: 0s - loss: 0.0527
6/63 [=>............................] - ETA: 0s - loss: 0.0590
11/63 [====>.........................] - ETA: 0s - loss: 0.0485
17/63 [=======>......................] - ETA: 0s - loss: 0.0514
23/63 [=========>....................] - ETA: 0s - loss: 0.0540
29/63 [============>.................] - ETA: 0s - loss: 0.0561
35/63 [===============>..............] - ETA: 0s - loss: 0.0543
41/63 [==================>...........] - ETA: 0s - loss: 0.0559
47/63 [=====================>........] - ETA: 0s - loss: 0.0587
52/63 [=======================>......] - ETA: 0s - loss: 0.0584
58/63 [==========================>...] - ETA: 0s - loss: 0.0598
63/63 [==============================] - ETA: 0s - loss: 0.0594
63/63 [==============================] - 1s 11ms/step - loss: 0.0594 - val_loss: 0.4761
Epoch 721/1000
1/63 [..............................] - ETA: 0s - loss: 0.2296
6/63 [=>............................] - ETA: 0s - loss: 0.0962
12/63 [====>.........................] - ETA: 0s - loss: 0.0777
17/63 [=======>......................] - ETA: 0s - loss: 0.0689
23/63 [=========>....................] - ETA: 0s - loss: 0.0743
29/63 [============>.................] - ETA: 0s - loss: 0.0715
35/63 [===============>..............] - ETA: 0s - loss: 0.0725
40/63 [==================>...........] - ETA: 0s - loss: 0.0751
46/63 [====================>.........] - ETA: 0s - loss: 0.0761
52/63 [=======================>......] - ETA: 0s - loss: 0.0731
58/63 [==========================>...] - ETA: 0s - loss: 0.0702
63/63 [==============================] - 1s 11ms/step - loss: 0.0682 - val_loss: 0.4243
Epoch 722/1000
1/63 [..............................] - ETA: 0s - loss: 0.0587
7/63 [==>...........................] - ETA: 0s - loss: 0.1016
12/63 [====>.........................] - ETA: 0s - loss: 0.0932
17/63 [=======>......................] - ETA: 0s - loss: 0.1026
22/63 [=========>....................] - ETA: 0s - loss: 0.0996
28/63 [============>.................] - ETA: 0s - loss: 0.1202
34/63 [===============>..............] - ETA: 0s - loss: 0.1358
40/63 [==================>...........] - ETA: 0s - loss: 0.1325
46/63 [====================>.........] - ETA: 0s - loss: 0.1597
51/63 [=======================>......] - ETA: 0s - loss: 0.1533
56/63 [=========================>....] - ETA: 0s - loss: 0.2006
62/63 [============================>.] - ETA: 0s - loss: 0.1929
63/63 [==============================] - 1s 11ms/step - loss: 0.1919 - val_loss: 0.5148
Epoch 723/1000
1/63 [..............................] - ETA: 0s - loss: 0.1107
6/63 [=>............................] - ETA: 0s - loss: 0.1255
11/63 [====>.........................] - ETA: 0s - loss: 0.1106
17/63 [=======>......................] - ETA: 0s - loss: 0.1066
23/63 [=========>....................] - ETA: 0s - loss: 0.0981
28/63 [============>.................] - ETA: 0s - loss: 0.0986
33/63 [==============>...............] - ETA: 0s - loss: 0.0905
39/63 [=================>............] - ETA: 0s - loss: 0.0883
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54/63 [========================>.....] - ETA: 0s - loss: 0.0803
59/63 [===========================>..] - ETA: 0s - loss: 0.0780
63/63 [==============================] - 1s 11ms/step - loss: 0.0761 - val_loss: 0.4121
Epoch 724/1000
1/63 [..............................] - ETA: 0s - loss: 0.0313
6/63 [=>............................] - ETA: 0s - loss: 0.0920
11/63 [====>.........................] - ETA: 0s - loss: 0.0736
16/63 [======>.......................] - ETA: 0s - loss: 0.0722
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62/63 [============================>.] - ETA: 0s - loss: 0.0689
63/63 [==============================] - 1s 11ms/step - loss: 0.0686 - val_loss: 0.4564
Epoch 725/1000
1/63 [..............................] - ETA: 0s - loss: 0.0983
6/63 [=>............................] - ETA: 0s - loss: 0.0523
12/63 [====>.........................] - ETA: 0s - loss: 0.0615
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63/63 [==============================] - ETA: 0s - loss: 0.0619
63/63 [==============================] - 1s 11ms/step - loss: 0.0619 - val_loss: 0.4798
Epoch 726/1000
1/63 [..............................] - ETA: 0s - loss: 0.0389
6/63 [=>............................] - ETA: 0s - loss: 0.0477
12/63 [====>.........................] - ETA: 0s - loss: 0.0536
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61/63 [============================>.] - ETA: 0s - loss: 0.0548
63/63 [==============================] - 1s 11ms/step - loss: 0.0544 - val_loss: 0.4810
Epoch 727/1000
1/63 [..............................] - ETA: 0s - loss: 0.0236
7/63 [==>...........................] - ETA: 0s - loss: 0.0557
12/63 [====>.........................] - ETA: 0s - loss: 0.0604
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39/63 [=================>............] - ETA: 0s - loss: 0.0584
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56/63 [=========================>....] - ETA: 0s - loss: 0.0594
62/63 [============================>.] - ETA: 0s - loss: 0.0621
63/63 [==============================] - 1s 11ms/step - loss: 0.0620 - val_loss: 0.5473
Epoch 728/1000
1/63 [..............................] - ETA: 0s - loss: 0.0773
6/63 [=>............................] - ETA: 0s - loss: 0.1491
12/63 [====>.........................] - ETA: 0s - loss: 0.1464
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40/63 [==================>...........] - ETA: 0s - loss: 0.1382
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58/63 [==========================>...] - ETA: 0s - loss: 0.1287
63/63 [==============================] - ETA: 0s - loss: 0.1249
63/63 [==============================] - 1s 11ms/step - loss: 0.1249 - val_loss: 0.4628
Epoch 729/1000
1/63 [..............................] - ETA: 0s - loss: 0.0388
6/63 [=>............................] - ETA: 0s - loss: 0.0384
11/63 [====>.........................] - ETA: 0s - loss: 0.0629
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21/63 [=========>....................] - ETA: 0s - loss: 0.0611
27/63 [===========>..................] - ETA: 0s - loss: 0.0643
32/63 [==============>...............] - ETA: 0s - loss: 0.0640
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44/63 [===================>..........] - ETA: 0s - loss: 0.0602
49/63 [======================>.......] - ETA: 0s - loss: 0.0629
54/63 [========================>.....] - ETA: 0s - loss: 0.0623
60/63 [===========================>..] - ETA: 0s - loss: 0.0613
63/63 [==============================] - 1s 11ms/step - loss: 0.0615 - val_loss: 0.3943
Epoch 730/1000
1/63 [..............................] - ETA: 0s - loss: 0.1170
6/63 [=>............................] - ETA: 0s - loss: 0.0817
12/63 [====>.........................] - ETA: 0s - loss: 0.0694
17/63 [=======>......................] - ETA: 0s - loss: 0.0647
22/63 [=========>....................] - ETA: 0s - loss: 0.0622
27/63 [===========>..................] - ETA: 0s - loss: 0.0589
33/63 [==============>...............] - ETA: 0s - loss: 0.0611
38/63 [=================>............] - ETA: 0s - loss: 0.0581
43/63 [===================>..........] - ETA: 0s - loss: 0.0551
48/63 [=====================>........] - ETA: 0s - loss: 0.0530
54/63 [========================>.....] - ETA: 0s - loss: 0.0523
59/63 [===========================>..] - ETA: 0s - loss: 0.0511
63/63 [==============================] - 1s 11ms/step - loss: 0.0515 - val_loss: 0.3922
Epoch 731/1000
1/63 [..............................] - ETA: 0s - loss: 0.0517
7/63 [==>...........................] - ETA: 0s - loss: 0.0546
13/63 [=====>........................] - ETA: 0s - loss: 0.0551
18/63 [=======>......................] - ETA: 0s - loss: 0.0520
23/63 [=========>....................] - ETA: 0s - loss: 0.0494
28/63 [============>.................] - ETA: 0s - loss: 0.0502
34/63 [===============>..............] - ETA: 0s - loss: 0.0509
39/63 [=================>............] - ETA: 0s - loss: 0.0512
44/63 [===================>..........] - ETA: 0s - loss: 0.0511
50/63 [======================>.......] - ETA: 0s - loss: 0.0505
56/63 [=========================>....] - ETA: 0s - loss: 0.0490
62/63 [============================>.] - ETA: 0s - loss: 0.0483
63/63 [==============================] - 1s 11ms/step - loss: 0.0488 - val_loss: 0.4068
Epoch 732/1000
1/63 [..............................] - ETA: 0s - loss: 0.0425
6/63 [=>............................] - ETA: 0s - loss: 0.0605
11/63 [====>.........................] - ETA: 0s - loss: 0.0583
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22/63 [=========>....................] - ETA: 0s - loss: 0.0682
28/63 [============>.................] - ETA: 0s - loss: 0.0692
33/63 [==============>...............] - ETA: 0s - loss: 0.0677
39/63 [=================>............] - ETA: 0s - loss: 0.0665
44/63 [===================>..........] - ETA: 0s - loss: 0.0631
50/63 [======================>.......] - ETA: 0s - loss: 0.0626
56/63 [=========================>....] - ETA: 0s - loss: 0.0619
62/63 [============================>.] - ETA: 0s - loss: 0.0597
63/63 [==============================] - 1s 11ms/step - loss: 0.0596 - val_loss: 0.4201
Epoch 733/1000
1/63 [..............................] - ETA: 0s - loss: 0.0627
6/63 [=>............................] - ETA: 0s - loss: 0.0395
11/63 [====>.........................] - ETA: 0s - loss: 0.0533
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26/63 [===========>..................] - ETA: 0s - loss: 0.0552
32/63 [==============>...............] - ETA: 0s - loss: 0.0524
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44/63 [===================>..........] - ETA: 0s - loss: 0.0515
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54/63 [========================>.....] - ETA: 0s - loss: 0.0567
60/63 [===========================>..] - ETA: 0s - loss: 0.0571
63/63 [==============================] - 1s 11ms/step - loss: 0.0575 - val_loss: 0.4789
Epoch 734/1000
1/63 [..............................] - ETA: 0s - loss: 0.1123
7/63 [==>...........................] - ETA: 0s - loss: 0.0568
13/63 [=====>........................] - ETA: 0s - loss: 0.0510
19/63 [========>.....................] - ETA: 0s - loss: 0.0555
25/63 [==========>...................] - ETA: 0s - loss: 0.0549
30/63 [=============>................] - ETA: 0s - loss: 0.0550
36/63 [================>.............] - ETA: 0s - loss: 0.0544
41/63 [==================>...........] - ETA: 0s - loss: 0.0551
47/63 [=====================>........] - ETA: 0s - loss: 0.0585
53/63 [========================>.....] - ETA: 0s - loss: 0.0572
58/63 [==========================>...] - ETA: 0s - loss: 0.0553
63/63 [==============================] - 1s 11ms/step - loss: 0.0542 - val_loss: 0.4022
Epoch 735/1000
1/63 [..............................] - ETA: 0s - loss: 0.0621
7/63 [==>...........................] - ETA: 0s - loss: 0.0582
13/63 [=====>........................] - ETA: 0s - loss: 0.0545
19/63 [========>.....................] - ETA: 0s - loss: 0.0621
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30/63 [=============>................] - ETA: 0s - loss: 0.0600
35/63 [===============>..............] - ETA: 0s - loss: 0.0579
40/63 [==================>...........] - ETA: 0s - loss: 0.0619
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50/63 [======================>.......] - ETA: 0s - loss: 0.0636
55/63 [=========================>....] - ETA: 0s - loss: 0.0636
60/63 [===========================>..] - ETA: 0s - loss: 0.0681
63/63 [==============================] - 1s 11ms/step - loss: 0.0700 - val_loss: 0.7299
Epoch 736/1000
1/63 [..............................] - ETA: 0s - loss: 0.0756
6/63 [=>............................] - ETA: 0s - loss: 0.1522
11/63 [====>.........................] - ETA: 0s - loss: 0.1548
16/63 [======>.......................] - ETA: 0s - loss: 0.1296
22/63 [=========>....................] - ETA: 0s - loss: 0.2222
28/63 [============>.................] - ETA: 0s - loss: 0.2055
34/63 [===============>..............] - ETA: 0s - loss: 0.2061
40/63 [==================>...........] - ETA: 0s - loss: 0.1908
45/63 [====================>.........] - ETA: 0s - loss: 0.1887
51/63 [=======================>......] - ETA: 0s - loss: 0.1773
57/63 [==========================>...] - ETA: 0s - loss: 0.1787
63/63 [==============================] - ETA: 0s - loss: 0.1764
63/63 [==============================] - 1s 11ms/step - loss: 0.1764 - val_loss: 0.5436
Epoch 737/1000
1/63 [..............................] - ETA: 0s - loss: 0.0985
7/63 [==>...........................] - ETA: 0s - loss: 0.1047
13/63 [=====>........................] - ETA: 0s - loss: 0.0917
19/63 [========>.....................] - ETA: 0s - loss: 0.0909
24/63 [==========>...................] - ETA: 0s - loss: 0.0851
30/63 [=============>................] - ETA: 0s - loss: 0.0841
36/63 [================>.............] - ETA: 0s - loss: 0.0843
42/63 [===================>..........] - ETA: 0s - loss: 0.0824
48/63 [=====================>........] - ETA: 0s - loss: 0.0796
54/63 [========================>.....] - ETA: 0s - loss: 0.0776
60/63 [===========================>..] - ETA: 0s - loss: 0.0765
63/63 [==============================] - 1s 11ms/step - loss: 0.0783 - val_loss: 0.3990
Epoch 738/1000
1/63 [..............................] - ETA: 0s - loss: 0.1620
6/63 [=>............................] - ETA: 0s - loss: 0.0694
12/63 [====>.........................] - ETA: 0s - loss: 0.0591
17/63 [=======>......................] - ETA: 0s - loss: 0.0692
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28/63 [============>.................] - ETA: 0s - loss: 0.0622
34/63 [===============>..............] - ETA: 0s - loss: 0.0590
39/63 [=================>............] - ETA: 0s - loss: 0.0624
45/63 [====================>.........] - ETA: 0s - loss: 0.0599
51/63 [=======================>......] - ETA: 0s - loss: 0.0590
57/63 [==========================>...] - ETA: 0s - loss: 0.0572
63/63 [==============================] - ETA: 0s - loss: 0.0576
63/63 [==============================] - 1s 11ms/step - loss: 0.0576 - val_loss: 0.4419
Epoch 739/1000
1/63 [..............................] - ETA: 0s - loss: 0.0304
7/63 [==>...........................] - ETA: 0s - loss: 0.0444
12/63 [====>.........................] - ETA: 0s - loss: 0.0446
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29/63 [============>.................] - ETA: 0s - loss: 0.0424
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47/63 [=====================>........] - ETA: 0s - loss: 0.0488
53/63 [========================>.....] - ETA: 0s - loss: 0.0503
58/63 [==========================>...] - ETA: 0s - loss: 0.0503
63/63 [==============================] - 1s 11ms/step - loss: 0.0500 - val_loss: 0.4040
Epoch 740/1000
1/63 [..............................] - ETA: 0s - loss: 0.0256
7/63 [==>...........................] - ETA: 0s - loss: 0.0335
12/63 [====>.........................] - ETA: 0s - loss: 0.0353
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27/63 [===========>..................] - ETA: 0s - loss: 0.0498
33/63 [==============>...............] - ETA: 0s - loss: 0.0487
39/63 [=================>............] - ETA: 0s - loss: 0.0523
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55/63 [=========================>....] - ETA: 0s - loss: 0.0535
61/63 [============================>.] - ETA: 0s - loss: 0.0526
63/63 [==============================] - 1s 11ms/step - loss: 0.0535 - val_loss: 0.4271
Epoch 741/1000
1/63 [..............................] - ETA: 0s - loss: 0.0557
7/63 [==>...........................] - ETA: 0s - loss: 0.0411
12/63 [====>.........................] - ETA: 0s - loss: 0.0421
18/63 [=======>......................] - ETA: 0s - loss: 0.0443
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30/63 [=============>................] - ETA: 0s - loss: 0.0456
36/63 [================>.............] - ETA: 0s - loss: 0.0481
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48/63 [=====================>........] - ETA: 0s - loss: 0.0511
54/63 [========================>.....] - ETA: 0s - loss: 0.0502
59/63 [===========================>..] - ETA: 0s - loss: 0.0500
63/63 [==============================] - 1s 11ms/step - loss: 0.0503 - val_loss: 0.4038
Epoch 742/1000
1/63 [..............................] - ETA: 0s - loss: 0.0525
7/63 [==>...........................] - ETA: 0s - loss: 0.0515
13/63 [=====>........................] - ETA: 0s - loss: 0.0626
19/63 [========>.....................] - ETA: 0s - loss: 0.0605
25/63 [==========>...................] - ETA: 0s - loss: 0.0588
30/63 [=============>................] - ETA: 0s - loss: 0.0563
36/63 [================>.............] - ETA: 0s - loss: 0.0556
42/63 [===================>..........] - ETA: 0s - loss: 0.0563
48/63 [=====================>........] - ETA: 0s - loss: 0.0573
54/63 [========================>.....] - ETA: 0s - loss: 0.0592
60/63 [===========================>..] - ETA: 0s - loss: 0.0565
63/63 [==============================] - 1s 11ms/step - loss: 0.0573 - val_loss: 0.4109
Epoch 743/1000
1/63 [..............................] - ETA: 0s - loss: 0.0164
6/63 [=>............................] - ETA: 0s - loss: 0.0640
11/63 [====>.........................] - ETA: 0s - loss: 0.0539
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41/63 [==================>...........] - ETA: 0s - loss: 0.0499
47/63 [=====================>........] - ETA: 0s - loss: 0.0501
53/63 [========================>.....] - ETA: 0s - loss: 0.0491
59/63 [===========================>..] - ETA: 0s - loss: 0.0512
63/63 [==============================] - 1s 11ms/step - loss: 0.0516 - val_loss: 0.4280
Epoch 744/1000
1/63 [..............................] - ETA: 0s - loss: 0.0402
6/63 [=>............................] - ETA: 0s - loss: 0.0461
12/63 [====>.........................] - ETA: 0s - loss: 0.0474
17/63 [=======>......................] - ETA: 0s - loss: 0.0519
23/63 [=========>....................] - ETA: 0s - loss: 0.0498
29/63 [============>.................] - ETA: 0s - loss: 0.0486
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47/63 [=====================>........] - ETA: 0s - loss: 0.0462
53/63 [========================>.....] - ETA: 0s - loss: 0.0453
59/63 [===========================>..] - ETA: 0s - loss: 0.0461
63/63 [==============================] - 1s 11ms/step - loss: 0.0469 - val_loss: 0.4058
Epoch 745/1000
1/63 [..............................] - ETA: 0s - loss: 0.0463
7/63 [==>...........................] - ETA: 0s - loss: 0.0672
13/63 [=====>........................] - ETA: 0s - loss: 0.0560
19/63 [========>.....................] - ETA: 0s - loss: 0.0696
25/63 [==========>...................] - ETA: 0s - loss: 0.0676
31/63 [=============>................] - ETA: 0s - loss: 0.0757
37/63 [================>.............] - ETA: 0s - loss: 0.0984
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49/63 [======================>.......] - ETA: 0s - loss: 0.1059
55/63 [=========================>....] - ETA: 0s - loss: 0.1064
61/63 [============================>.] - ETA: 0s - loss: 0.1042
63/63 [==============================] - 1s 11ms/step - loss: 0.1085 - val_loss: 0.5366
Epoch 746/1000
1/63 [..............................] - ETA: 0s - loss: 0.0810
6/63 [=>............................] - ETA: 0s - loss: 0.1353
12/63 [====>.........................] - ETA: 0s - loss: 0.1267
18/63 [=======>......................] - ETA: 0s - loss: 0.1378
24/63 [==========>...................] - ETA: 0s - loss: 0.1263
30/63 [=============>................] - ETA: 0s - loss: 0.1231
36/63 [================>.............] - ETA: 0s - loss: 0.1164
42/63 [===================>..........] - ETA: 0s - loss: 0.1135
48/63 [=====================>........] - ETA: 0s - loss: 0.1078
54/63 [========================>.....] - ETA: 0s - loss: 0.1488
59/63 [===========================>..] - ETA: 0s - loss: 0.1437
63/63 [==============================] - 1s 11ms/step - loss: 0.1500 - val_loss: 0.5650
Epoch 747/1000
1/63 [..............................] - ETA: 0s - loss: 0.1603
6/63 [=>............................] - ETA: 0s - loss: 0.1918
11/63 [====>.........................] - ETA: 0s - loss: 0.2318
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27/63 [===========>..................] - ETA: 0s - loss: 0.2576
33/63 [==============>...............] - ETA: 0s - loss: 0.2405
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45/63 [====================>.........] - ETA: 0s - loss: 0.2118
51/63 [=======================>......] - ETA: 0s - loss: 0.2248
56/63 [=========================>....] - ETA: 0s - loss: 0.2163
62/63 [============================>.] - ETA: 0s - loss: 0.2038
63/63 [==============================] - 1s 11ms/step - loss: 0.2028 - val_loss: 0.4338
Epoch 748/1000
1/63 [..............................] - ETA: 0s - loss: 0.0855
7/63 [==>...........................] - ETA: 0s - loss: 0.0668
13/63 [=====>........................] - ETA: 0s - loss: 0.0760
19/63 [========>.....................] - ETA: 0s - loss: 0.0814
25/63 [==========>...................] - ETA: 0s - loss: 0.0919
31/63 [=============>................] - ETA: 0s - loss: 0.1001
37/63 [================>.............] - ETA: 0s - loss: 0.1162
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49/63 [======================>.......] - ETA: 0s - loss: 0.1211
55/63 [=========================>....] - ETA: 0s - loss: 0.1169
61/63 [============================>.] - ETA: 0s - loss: 0.1108
63/63 [==============================] - 1s 11ms/step - loss: 0.1095 - val_loss: 0.5624
Epoch 749/1000
1/63 [..............................] - ETA: 0s - loss: 0.0401
6/63 [=>............................] - ETA: 0s - loss: 0.4158
12/63 [====>.........................] - ETA: 0s - loss: 0.2434
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30/63 [=============>................] - ETA: 0s - loss: 0.1702
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48/63 [=====================>........] - ETA: 0s - loss: 0.1300
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58/63 [==========================>...] - ETA: 0s - loss: 0.1375
63/63 [==============================] - 1s 11ms/step - loss: 0.1361 - val_loss: 0.7807
Epoch 750/1000
1/63 [..............................] - ETA: 0s - loss: 0.0468
6/63 [=>............................] - ETA: 0s - loss: 0.2471
11/63 [====>.........................] - ETA: 0s - loss: 0.1746
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63/63 [==============================] - ETA: 0s - loss: 0.0854
63/63 [==============================] - 1s 11ms/step - loss: 0.0854 - val_loss: 0.3995
Epoch 751/1000
1/63 [..............................] - ETA: 0s - loss: 0.0484
6/63 [=>............................] - ETA: 0s - loss: 0.0650
11/63 [====>.........................] - ETA: 0s - loss: 0.0631
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32/63 [==============>...............] - ETA: 0s - loss: 0.0613
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54/63 [========================>.....] - ETA: 0s - loss: 0.0561
59/63 [===========================>..] - ETA: 0s - loss: 0.0554
63/63 [==============================] - 1s 11ms/step - loss: 0.0545 - val_loss: 0.4546
Epoch 752/1000
1/63 [..............................] - ETA: 0s - loss: 0.0742
6/63 [=>............................] - ETA: 0s - loss: 0.0479
11/63 [====>.........................] - ETA: 0s - loss: 0.0397
16/63 [======>.......................] - ETA: 0s - loss: 0.0470
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28/63 [============>.................] - ETA: 0s - loss: 0.0439
34/63 [===============>..............] - ETA: 0s - loss: 0.0509
40/63 [==================>...........] - ETA: 0s - loss: 0.0524
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56/63 [=========================>....] - ETA: 0s - loss: 0.0503
62/63 [============================>.] - ETA: 0s - loss: 0.0521
63/63 [==============================] - 1s 11ms/step - loss: 0.0527 - val_loss: 0.4903
Epoch 753/1000
1/63 [..............................] - ETA: 0s - loss: 0.0747
6/63 [=>............................] - ETA: 0s - loss: 0.0698
12/63 [====>.........................] - ETA: 0s - loss: 0.0637
18/63 [=======>......................] - ETA: 0s - loss: 0.0578
24/63 [==========>...................] - ETA: 0s - loss: 0.0521
30/63 [=============>................] - ETA: 0s - loss: 0.0488
36/63 [================>.............] - ETA: 0s - loss: 0.0489
42/63 [===================>..........] - ETA: 0s - loss: 0.0523
48/63 [=====================>........] - ETA: 0s - loss: 0.0492
54/63 [========================>.....] - ETA: 0s - loss: 0.0513
60/63 [===========================>..] - ETA: 0s - loss: 0.0537
63/63 [==============================] - 1s 11ms/step - loss: 0.0528 - val_loss: 0.3757
Epoch 754/1000
1/63 [..............................] - ETA: 0s - loss: 0.0514
6/63 [=>............................] - ETA: 0s - loss: 0.0404
11/63 [====>.........................] - ETA: 0s - loss: 0.0377
16/63 [======>.......................] - ETA: 0s - loss: 0.0469
21/63 [=========>....................] - ETA: 0s - loss: 0.0456
26/63 [===========>..................] - ETA: 0s - loss: 0.0456
32/63 [==============>...............] - ETA: 0s - loss: 0.0450
38/63 [=================>............] - ETA: 0s - loss: 0.0431
44/63 [===================>..........] - ETA: 0s - loss: 0.0423
50/63 [======================>.......] - ETA: 0s - loss: 0.0422
55/63 [=========================>....] - ETA: 0s - loss: 0.0419
61/63 [============================>.] - ETA: 0s - loss: 0.0439
63/63 [==============================] - 1s 11ms/step - loss: 0.0458 - val_loss: 0.3650
Epoch 755/1000
1/63 [..............................] - ETA: 0s - loss: 0.0174
7/63 [==>...........................] - ETA: 0s - loss: 0.0465
13/63 [=====>........................] - ETA: 0s - loss: 0.0435
19/63 [========>.....................] - ETA: 0s - loss: 0.0496
25/63 [==========>...................] - ETA: 0s - loss: 0.0548
30/63 [=============>................] - ETA: 0s - loss: 0.0559
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40/63 [==================>...........] - ETA: 0s - loss: 0.0529
45/63 [====================>.........] - ETA: 0s - loss: 0.0527
50/63 [======================>.......] - ETA: 0s - loss: 0.0538
56/63 [=========================>....] - ETA: 0s - loss: 0.0527
61/63 [============================>.] - ETA: 0s - loss: 0.0535
63/63 [==============================] - 1s 11ms/step - loss: 0.0536 - val_loss: 0.3951
Epoch 756/1000
1/63 [..............................] - ETA: 0s - loss: 0.0660
7/63 [==>...........................] - ETA: 0s - loss: 0.0401
12/63 [====>.........................] - ETA: 0s - loss: 0.0378
18/63 [=======>......................] - ETA: 0s - loss: 0.0383
23/63 [=========>....................] - ETA: 0s - loss: 0.0490
28/63 [============>.................] - ETA: 0s - loss: 0.0516
33/63 [==============>...............] - ETA: 0s - loss: 0.0525
39/63 [=================>............] - ETA: 0s - loss: 0.0488
45/63 [====================>.........] - ETA: 0s - loss: 0.0497
51/63 [=======================>......] - ETA: 0s - loss: 0.0488
57/63 [==========================>...] - ETA: 0s - loss: 0.0474
62/63 [============================>.] - ETA: 0s - loss: 0.0466
63/63 [==============================] - 1s 11ms/step - loss: 0.0464 - val_loss: 0.3762
Epoch 757/1000
1/63 [..............................] - ETA: 0s - loss: 0.0251
6/63 [=>............................] - ETA: 0s - loss: 0.0235
11/63 [====>.........................] - ETA: 0s - loss: 0.0385
17/63 [=======>......................] - ETA: 0s - loss: 0.0443
23/63 [=========>....................] - ETA: 0s - loss: 0.0427
29/63 [============>.................] - ETA: 0s - loss: 0.0465
35/63 [===============>..............] - ETA: 0s - loss: 0.0496
41/63 [==================>...........] - ETA: 0s - loss: 0.0484
46/63 [====================>.........] - ETA: 0s - loss: 0.0484
52/63 [=======================>......] - ETA: 0s - loss: 0.0459
58/63 [==========================>...] - ETA: 0s - loss: 0.0447
63/63 [==============================] - 1s 11ms/step - loss: 0.0438 - val_loss: 0.4132
Epoch 758/1000
1/63 [..............................] - ETA: 0s - loss: 0.0622
7/63 [==>...........................] - ETA: 0s - loss: 0.0444
12/63 [====>.........................] - ETA: 0s - loss: 0.0411
18/63 [=======>......................] - ETA: 0s - loss: 0.0445
24/63 [==========>...................] - ETA: 0s - loss: 0.0453
29/63 [============>.................] - ETA: 0s - loss: 0.0500
35/63 [===============>..............] - ETA: 0s - loss: 0.0519
40/63 [==================>...........] - ETA: 0s - loss: 0.0491
45/63 [====================>.........] - ETA: 0s - loss: 0.0473
50/63 [======================>.......] - ETA: 0s - loss: 0.0476
55/63 [=========================>....] - ETA: 0s - loss: 0.0475
61/63 [============================>.] - ETA: 0s - loss: 0.0463
63/63 [==============================] - 1s 11ms/step - loss: 0.0469 - val_loss: 0.4469
Epoch 759/1000
1/63 [..............................] - ETA: 0s - loss: 0.0325
6/63 [=>............................] - ETA: 0s - loss: 0.0331
12/63 [====>.........................] - ETA: 0s - loss: 0.0336
18/63 [=======>......................] - ETA: 0s - loss: 0.0354
24/63 [==========>...................] - ETA: 0s - loss: 0.0362
30/63 [=============>................] - ETA: 0s - loss: 0.0375
36/63 [================>.............] - ETA: 0s - loss: 0.0359
42/63 [===================>..........] - ETA: 0s - loss: 0.0384
48/63 [=====================>........] - ETA: 0s - loss: 0.0415
54/63 [========================>.....] - ETA: 0s - loss: 0.0446
60/63 [===========================>..] - ETA: 0s - loss: 0.0438
63/63 [==============================] - 1s 11ms/step - loss: 0.0433 - val_loss: 0.3883
Epoch 760/1000
1/63 [..............................] - ETA: 0s - loss: 0.0381
7/63 [==>...........................] - ETA: 0s - loss: 0.0372
13/63 [=====>........................] - ETA: 0s - loss: 0.0427
19/63 [========>.....................] - ETA: 0s - loss: 0.0408
25/63 [==========>...................] - ETA: 0s - loss: 0.0403
31/63 [=============>................] - ETA: 0s - loss: 0.0398
37/63 [================>.............] - ETA: 0s - loss: 0.0400
43/63 [===================>..........] - ETA: 0s - loss: 0.0408
49/63 [======================>.......] - ETA: 0s - loss: 0.0422
55/63 [=========================>....] - ETA: 0s - loss: 0.0419
61/63 [============================>.] - ETA: 0s - loss: 0.0423
63/63 [==============================] - 1s 11ms/step - loss: 0.0436 - val_loss: 0.3766
Epoch 761/1000
1/63 [..............................] - ETA: 0s - loss: 0.0346
7/63 [==>...........................] - ETA: 0s - loss: 0.0286
13/63 [=====>........................] - ETA: 0s - loss: 0.0423
19/63 [========>.....................] - ETA: 0s - loss: 0.0523
25/63 [==========>...................] - ETA: 0s - loss: 0.0549
31/63 [=============>................] - ETA: 0s - loss: 0.0532
37/63 [================>.............] - ETA: 0s - loss: 0.0514
43/63 [===================>..........] - ETA: 0s - loss: 0.0507
49/63 [======================>.......] - ETA: 0s - loss: 0.0487
55/63 [=========================>....] - ETA: 0s - loss: 0.0512
61/63 [============================>.] - ETA: 0s - loss: 0.0513
63/63 [==============================] - 1s 11ms/step - loss: 0.0509 - val_loss: 0.4098
Epoch 762/1000
1/63 [..............................] - ETA: 0s - loss: 0.0362
7/63 [==>...........................] - ETA: 0s - loss: 0.1757
13/63 [=====>........................] - ETA: 0s - loss: 0.2218
19/63 [========>.....................] - ETA: 0s - loss: 0.2568
25/63 [==========>...................] - ETA: 0s - loss: 0.2948
31/63 [=============>................] - ETA: 0s - loss: 0.3152
37/63 [================>.............] - ETA: 0s - loss: 0.3005
43/63 [===================>..........] - ETA: 0s - loss: 0.2903
49/63 [======================>.......] - ETA: 0s - loss: 0.2777
55/63 [=========================>....] - ETA: 0s - loss: 0.3110
61/63 [============================>.] - ETA: 0s - loss: 0.3046
63/63 [==============================] - 1s 11ms/step - loss: 0.3091 - val_loss: 0.6710
Epoch 763/1000
1/63 [..............................] - ETA: 0s - loss: 0.5047
7/63 [==>...........................] - ETA: 0s - loss: 0.2187
13/63 [=====>........................] - ETA: 0s - loss: 0.4811
19/63 [========>.....................] - ETA: 0s - loss: 0.4674
25/63 [==========>...................] - ETA: 0s - loss: 0.4567
31/63 [=============>................] - ETA: 0s - loss: 0.4672
37/63 [================>.............] - ETA: 0s - loss: 0.4279
42/63 [===================>..........] - ETA: 0s - loss: 0.4120
48/63 [=====================>........] - ETA: 0s - loss: 0.3764
54/63 [========================>.....] - ETA: 0s - loss: 0.3434
60/63 [===========================>..] - ETA: 0s - loss: 0.3249
63/63 [==============================] - 1s 11ms/step - loss: 0.3146 - val_loss: 0.5312
Epoch 764/1000
1/63 [..............................] - ETA: 0s - loss: 0.0602
7/63 [==>...........................] - ETA: 0s - loss: 0.1027
13/63 [=====>........................] - ETA: 0s - loss: 0.0941
19/63 [========>.....................] - ETA: 0s - loss: 0.1181
25/63 [==========>...................] - ETA: 0s - loss: 0.1396
31/63 [=============>................] - ETA: 0s - loss: 0.1719
37/63 [================>.............] - ETA: 0s - loss: 0.1611
43/63 [===================>..........] - ETA: 0s - loss: 0.1709
49/63 [======================>.......] - ETA: 0s - loss: 0.1614
55/63 [=========================>....] - ETA: 0s - loss: 0.1617
61/63 [============================>.] - ETA: 0s - loss: 0.1575
63/63 [==============================] - 1s 11ms/step - loss: 0.1667 - val_loss: 0.5601
Epoch 765/1000
1/63 [..............................] - ETA: 0s - loss: 0.1458
7/63 [==>...........................] - ETA: 0s - loss: 0.1353
13/63 [=====>........................] - ETA: 0s - loss: 0.1262
19/63 [========>.....................] - ETA: 0s - loss: 0.1143
25/63 [==========>...................] - ETA: 0s - loss: 0.1040
31/63 [=============>................] - ETA: 0s - loss: 0.1063
37/63 [================>.............] - ETA: 0s - loss: 0.1125
43/63 [===================>..........] - ETA: 0s - loss: 0.1382
49/63 [======================>.......] - ETA: 0s - loss: 0.1743
55/63 [=========================>....] - ETA: 0s - loss: 0.2301
61/63 [============================>.] - ETA: 0s - loss: 0.2731
63/63 [==============================] - 1s 11ms/step - loss: 0.2900 - val_loss: 1.3790
Epoch 766/1000
1/63 [..............................] - ETA: 0s - loss: 0.3395
6/63 [=>............................] - ETA: 0s - loss: 0.5857
11/63 [====>.........................] - ETA: 0s - loss: 0.7726
17/63 [=======>......................] - ETA: 0s - loss: 0.6685
23/63 [=========>....................] - ETA: 0s - loss: 0.5351
29/63 [============>.................] - ETA: 0s - loss: 0.4919
35/63 [===============>..............] - ETA: 0s - loss: 0.5041
40/63 [==================>...........] - ETA: 0s - loss: 0.4880
46/63 [====================>.........] - ETA: 0s - loss: 0.4609
51/63 [=======================>......] - ETA: 0s - loss: 0.4657
57/63 [==========================>...] - ETA: 0s - loss: 0.4398
62/63 [============================>.] - ETA: 0s - loss: 0.4139
63/63 [==============================] - 1s 11ms/step - loss: 0.4113 - val_loss: 0.4524
Epoch 767/1000
1/63 [..............................] - ETA: 0s - loss: 0.0935
7/63 [==>...........................] - ETA: 0s - loss: 0.1193
13/63 [=====>........................] - ETA: 0s - loss: 0.1155
19/63 [========>.....................] - ETA: 0s - loss: 0.1064
25/63 [==========>...................] - ETA: 0s - loss: 0.0970
30/63 [=============>................] - ETA: 0s - loss: 0.0889
35/63 [===============>..............] - ETA: 0s - loss: 0.0903
40/63 [==================>...........] - ETA: 0s - loss: 0.0884
45/63 [====================>.........] - ETA: 0s - loss: 0.0851
51/63 [=======================>......] - ETA: 0s - loss: 0.0822
57/63 [==========================>...] - ETA: 0s - loss: 0.0829
63/63 [==============================] - ETA: 0s - loss: 0.0827
63/63 [==============================] - 1s 11ms/step - loss: 0.0827 - val_loss: 0.3436
Epoch 768/1000
1/63 [..............................] - ETA: 0s - loss: 0.0276
6/63 [=>............................] - ETA: 0s - loss: 0.0336
11/63 [====>.........................] - ETA: 0s - loss: 0.0375
17/63 [=======>......................] - ETA: 0s - loss: 0.0536
23/63 [=========>....................] - ETA: 0s - loss: 0.0707
29/63 [============>.................] - ETA: 0s - loss: 0.0720
35/63 [===============>..............] - ETA: 0s - loss: 0.0829
41/63 [==================>...........] - ETA: 0s - loss: 0.0821
46/63 [====================>.........] - ETA: 0s - loss: 0.0768
51/63 [=======================>......] - ETA: 0s - loss: 0.0753
56/63 [=========================>....] - ETA: 0s - loss: 0.0755
62/63 [============================>.] - ETA: 0s - loss: 0.0737
63/63 [==============================] - 1s 11ms/step - loss: 0.0734 - val_loss: 0.4511
Epoch 769/1000
1/63 [..............................] - ETA: 0s - loss: 0.0273
7/63 [==>...........................] - ETA: 0s - loss: 0.1089
12/63 [====>.........................] - ETA: 0s - loss: 0.0906
18/63 [=======>......................] - ETA: 0s - loss: 0.0930
23/63 [=========>....................] - ETA: 0s - loss: 0.0923
29/63 [============>.................] - ETA: 0s - loss: 0.0815
34/63 [===============>..............] - ETA: 0s - loss: 0.0781
39/63 [=================>............] - ETA: 0s - loss: 0.0760
45/63 [====================>.........] - ETA: 0s - loss: 0.0736
51/63 [=======================>......] - ETA: 0s - loss: 0.0698
57/63 [==========================>...] - ETA: 0s - loss: 0.0668
62/63 [============================>.] - ETA: 0s - loss: 0.0662
63/63 [==============================] - 1s 11ms/step - loss: 0.0659 - val_loss: 0.3443
Epoch 770/1000
1/63 [..............................] - ETA: 0s - loss: 0.0258
6/63 [=>............................] - ETA: 0s - loss: 0.0347
11/63 [====>.........................] - ETA: 0s - loss: 0.0327
16/63 [======>.......................] - ETA: 0s - loss: 0.0382
21/63 [=========>....................] - ETA: 0s - loss: 0.0365
26/63 [===========>..................] - ETA: 0s - loss: 0.0430
32/63 [==============>...............] - ETA: 0s - loss: 0.0447
37/63 [================>.............] - ETA: 0s - loss: 0.0468
42/63 [===================>..........] - ETA: 0s - loss: 0.0487
47/63 [=====================>........] - ETA: 0s - loss: 0.0503
53/63 [========================>.....] - ETA: 0s - loss: 0.0496
59/63 [===========================>..] - ETA: 0s - loss: 0.0542
63/63 [==============================] - 1s 11ms/step - loss: 0.0534 - val_loss: 0.3810
Epoch 771/1000
1/63 [..............................] - ETA: 0s - loss: 0.0205
6/63 [=>............................] - ETA: 0s - loss: 0.0401
11/63 [====>.........................] - ETA: 0s - loss: 0.0428
17/63 [=======>......................] - ETA: 0s - loss: 0.0530
23/63 [=========>....................] - ETA: 0s - loss: 0.0543
29/63 [============>.................] - ETA: 0s - loss: 0.0564
35/63 [===============>..............] - ETA: 0s - loss: 0.0662
41/63 [==================>...........] - ETA: 0s - loss: 0.0667
47/63 [=====================>........] - ETA: 0s - loss: 0.0655
53/63 [========================>.....] - ETA: 0s - loss: 0.0627
59/63 [===========================>..] - ETA: 0s - loss: 0.0606
63/63 [==============================] - 1s 11ms/step - loss: 0.0610 - val_loss: 0.3634
Epoch 772/1000
1/63 [..............................] - ETA: 0s - loss: 0.0604
7/63 [==>...........................] - ETA: 0s - loss: 0.0334
13/63 [=====>........................] - ETA: 0s - loss: 0.0510
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25/63 [==========>...................] - ETA: 0s - loss: 0.0540
31/63 [=============>................] - ETA: 0s - loss: 0.0501
37/63 [================>.............] - ETA: 0s - loss: 0.0572
43/63 [===================>..........] - ETA: 0s - loss: 0.0584
49/63 [======================>.......] - ETA: 0s - loss: 0.0573
55/63 [=========================>....] - ETA: 0s - loss: 0.0588
61/63 [============================>.] - ETA: 0s - loss: 0.0578
63/63 [==============================] - 1s 11ms/step - loss: 0.0654 - val_loss: 0.4044
Epoch 773/1000
1/63 [..............................] - ETA: 0s - loss: 0.0185
6/63 [=>............................] - ETA: 0s - loss: 0.0641
12/63 [====>.........................] - ETA: 0s - loss: 0.1997
17/63 [=======>......................] - ETA: 0s - loss: 0.1692
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28/63 [============>.................] - ETA: 0s - loss: 0.2462
33/63 [==============>...............] - ETA: 0s - loss: 0.2211
39/63 [=================>............] - ETA: 0s - loss: 0.2588
45/63 [====================>.........] - ETA: 0s - loss: 0.2888
51/63 [=======================>......] - ETA: 0s - loss: 0.3024
57/63 [==========================>...] - ETA: 0s - loss: 0.3221
63/63 [==============================] - ETA: 0s - loss: 0.3080
63/63 [==============================] - 1s 11ms/step - loss: 0.3080 - val_loss: 1.2276
Epoch 774/1000
1/63 [..............................] - ETA: 0s - loss: 0.9126
7/63 [==>...........................] - ETA: 0s - loss: 0.7393
12/63 [====>.........................] - ETA: 0s - loss: 0.4998
18/63 [=======>......................] - ETA: 0s - loss: 0.3511
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36/63 [================>.............] - ETA: 0s - loss: 0.3065
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51/63 [=======================>......] - ETA: 0s - loss: 0.2569
57/63 [==========================>...] - ETA: 0s - loss: 0.2642
62/63 [============================>.] - ETA: 0s - loss: 0.2533
63/63 [==============================] - 1s 11ms/step - loss: 0.2519 - val_loss: 0.5551
Epoch 775/1000
1/63 [..............................] - ETA: 0s - loss: 0.1042
6/63 [=>............................] - ETA: 0s - loss: 0.1338
12/63 [====>.........................] - ETA: 0s - loss: 0.1124
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33/63 [==============>...............] - ETA: 0s - loss: 0.0822
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54/63 [========================>.....] - ETA: 0s - loss: 0.0728
60/63 [===========================>..] - ETA: 0s - loss: 0.0712
63/63 [==============================] - 1s 11ms/step - loss: 0.0696 - val_loss: 0.3975
Epoch 776/1000
1/63 [..............................] - ETA: 0s - loss: 0.0440
6/63 [=>............................] - ETA: 0s - loss: 0.0412
11/63 [====>.........................] - ETA: 0s - loss: 0.0506
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27/63 [===========>..................] - ETA: 0s - loss: 0.0508
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62/63 [============================>.] - ETA: 0s - loss: 0.0478
63/63 [==============================] - 1s 11ms/step - loss: 0.0476 - val_loss: 0.3646
Epoch 777/1000
1/63 [..............................] - ETA: 0s - loss: 0.0356
7/63 [==>...........................] - ETA: 0s - loss: 0.0430
13/63 [=====>........................] - ETA: 0s - loss: 0.0524
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46/63 [====================>.........] - ETA: 0s - loss: 0.0475
52/63 [=======================>......] - ETA: 0s - loss: 0.0466
58/63 [==========================>...] - ETA: 0s - loss: 0.0459
63/63 [==============================] - 1s 11ms/step - loss: 0.0457 - val_loss: 0.3375
Epoch 778/1000
1/63 [..............................] - ETA: 0s - loss: 0.0328
6/63 [=>............................] - ETA: 0s - loss: 0.0343
11/63 [====>.........................] - ETA: 0s - loss: 0.0422
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22/63 [=========>....................] - ETA: 0s - loss: 0.0480
28/63 [============>.................] - ETA: 0s - loss: 0.0492
34/63 [===============>..............] - ETA: 0s - loss: 0.0459
40/63 [==================>...........] - ETA: 0s - loss: 0.0458
45/63 [====================>.........] - ETA: 0s - loss: 0.0451
51/63 [=======================>......] - ETA: 0s - loss: 0.0451
57/63 [==========================>...] - ETA: 0s - loss: 0.0454
62/63 [============================>.] - ETA: 0s - loss: 0.0436
63/63 [==============================] - 1s 11ms/step - loss: 0.0433 - val_loss: 0.3398
Epoch 779/1000
1/63 [..............................] - ETA: 0s - loss: 0.0409
7/63 [==>...........................] - ETA: 0s - loss: 0.0372
13/63 [=====>........................] - ETA: 0s - loss: 0.0375
19/63 [========>.....................] - ETA: 0s - loss: 0.0366
25/63 [==========>...................] - ETA: 0s - loss: 0.0387
31/63 [=============>................] - ETA: 0s - loss: 0.0375
36/63 [================>.............] - ETA: 0s - loss: 0.0394
42/63 [===================>..........] - ETA: 0s - loss: 0.0397
47/63 [=====================>........] - ETA: 0s - loss: 0.0400
53/63 [========================>.....] - ETA: 0s - loss: 0.0417
59/63 [===========================>..] - ETA: 0s - loss: 0.0414
63/63 [==============================] - 1s 11ms/step - loss: 0.0411 - val_loss: 0.3773
Epoch 780/1000
1/63 [..............................] - ETA: 0s - loss: 0.0282
7/63 [==>...........................] - ETA: 0s - loss: 0.0419
12/63 [====>.........................] - ETA: 0s - loss: 0.0384
17/63 [=======>......................] - ETA: 0s - loss: 0.0397
22/63 [=========>....................] - ETA: 0s - loss: 0.0379
28/63 [============>.................] - ETA: 0s - loss: 0.0372
34/63 [===============>..............] - ETA: 0s - loss: 0.0393
40/63 [==================>...........] - ETA: 0s - loss: 0.0401
46/63 [====================>.........] - ETA: 0s - loss: 0.0402
52/63 [=======================>......] - ETA: 0s - loss: 0.0396
58/63 [==========================>...] - ETA: 0s - loss: 0.0396
63/63 [==============================] - 1s 11ms/step - loss: 0.0387 - val_loss: 0.3297
Epoch 781/1000
1/63 [..............................] - ETA: 0s - loss: 0.0460
7/63 [==>...........................] - ETA: 0s - loss: 0.0343
13/63 [=====>........................] - ETA: 0s - loss: 0.0375
19/63 [========>.....................] - ETA: 0s - loss: 0.0445
25/63 [==========>...................] - ETA: 0s - loss: 0.0462
29/63 [============>.................] - ETA: 0s - loss: 0.0456
34/63 [===============>..............] - ETA: 0s - loss: 0.0449
39/63 [=================>............] - ETA: 0s - loss: 0.0445
45/63 [====================>.........] - ETA: 0s - loss: 0.0433
50/63 [======================>.......] - ETA: 0s - loss: 0.0415
56/63 [=========================>....] - ETA: 0s - loss: 0.0430
62/63 [============================>.] - ETA: 0s - loss: 0.0436
63/63 [==============================] - 1s 11ms/step - loss: 0.0435 - val_loss: 0.3576
Epoch 782/1000
1/63 [..............................] - ETA: 0s - loss: 0.0462
6/63 [=>............................] - ETA: 0s - loss: 0.0305
12/63 [====>.........................] - ETA: 0s - loss: 0.0363
18/63 [=======>......................] - ETA: 0s - loss: 0.0357
24/63 [==========>...................] - ETA: 0s - loss: 0.0326
29/63 [============>.................] - ETA: 0s - loss: 0.0345
35/63 [===============>..............] - ETA: 0s - loss: 0.0361
40/63 [==================>...........] - ETA: 0s - loss: 0.0360
46/63 [====================>.........] - ETA: 0s - loss: 0.0370
52/63 [=======================>......] - ETA: 0s - loss: 0.0368
58/63 [==========================>...] - ETA: 0s - loss: 0.0388
63/63 [==============================] - 1s 11ms/step - loss: 0.0393 - val_loss: 0.3667
Epoch 783/1000
1/63 [..............................] - ETA: 0s - loss: 0.1124
6/63 [=>............................] - ETA: 0s - loss: 0.0507
11/63 [====>.........................] - ETA: 0s - loss: 0.0369
16/63 [======>.......................] - ETA: 0s - loss: 0.0316
21/63 [=========>....................] - ETA: 0s - loss: 0.0400
27/63 [===========>..................] - ETA: 0s - loss: 0.0388
33/63 [==============>...............] - ETA: 0s - loss: 0.0411
39/63 [=================>............] - ETA: 0s - loss: 0.0413
45/63 [====================>.........] - ETA: 0s - loss: 0.0436
51/63 [=======================>......] - ETA: 0s - loss: 0.0423
56/63 [=========================>....] - ETA: 0s - loss: 0.0414
61/63 [============================>.] - ETA: 0s - loss: 0.0405
63/63 [==============================] - 1s 11ms/step - loss: 0.0405 - val_loss: 0.3272
Epoch 784/1000
1/63 [..............................] - ETA: 0s - loss: 0.0241
7/63 [==>...........................] - ETA: 0s - loss: 0.0302
13/63 [=====>........................] - ETA: 0s - loss: 0.0372
19/63 [========>.....................] - ETA: 0s - loss: 0.0362
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30/63 [=============>................] - ETA: 0s - loss: 0.0363
35/63 [===============>..............] - ETA: 0s - loss: 0.0373
41/63 [==================>...........] - ETA: 0s - loss: 0.0369
47/63 [=====================>........] - ETA: 0s - loss: 0.0400
53/63 [========================>.....] - ETA: 0s - loss: 0.0436
59/63 [===========================>..] - ETA: 0s - loss: 0.0423
63/63 [==============================] - 1s 11ms/step - loss: 0.0412 - val_loss: 0.3486
Epoch 785/1000
1/63 [..............................] - ETA: 0s - loss: 0.0287
7/63 [==>...........................] - ETA: 0s - loss: 0.0549
13/63 [=====>........................] - ETA: 0s - loss: 0.0460
19/63 [========>.....................] - ETA: 0s - loss: 0.0444
25/63 [==========>...................] - ETA: 0s - loss: 0.0466
30/63 [=============>................] - ETA: 0s - loss: 0.0433
36/63 [================>.............] - ETA: 0s - loss: 0.0443
41/63 [==================>...........] - ETA: 0s - loss: 0.0422
47/63 [=====================>........] - ETA: 0s - loss: 0.0422
53/63 [========================>.....] - ETA: 0s - loss: 0.0411
59/63 [===========================>..] - ETA: 0s - loss: 0.0407
63/63 [==============================] - 1s 11ms/step - loss: 0.0403 - val_loss: 0.3878
Epoch 786/1000
1/63 [..............................] - ETA: 0s - loss: 0.0415
7/63 [==>...........................] - ETA: 0s - loss: 0.0348
12/63 [====>.........................] - ETA: 0s - loss: 0.0391
18/63 [=======>......................] - ETA: 0s - loss: 0.0414
24/63 [==========>...................] - ETA: 0s - loss: 0.0434
30/63 [=============>................] - ETA: 0s - loss: 0.0430
36/63 [================>.............] - ETA: 0s - loss: 0.0409
42/63 [===================>..........] - ETA: 0s - loss: 0.0440
48/63 [=====================>........] - ETA: 0s - loss: 0.0434
54/63 [========================>.....] - ETA: 0s - loss: 0.0424
59/63 [===========================>..] - ETA: 0s - loss: 0.0430
63/63 [==============================] - 1s 11ms/step - loss: 0.0416 - val_loss: 0.3313
Epoch 787/1000
1/63 [..............................] - ETA: 0s - loss: 0.0224
6/63 [=>............................] - ETA: 0s - loss: 0.0399
12/63 [====>.........................] - ETA: 0s - loss: 0.0390
18/63 [=======>......................] - ETA: 0s - loss: 0.0383
24/63 [==========>...................] - ETA: 0s - loss: 0.0360
30/63 [=============>................] - ETA: 0s - loss: 0.0376
36/63 [================>.............] - ETA: 0s - loss: 0.0355
42/63 [===================>..........] - ETA: 0s - loss: 0.0359
47/63 [=====================>........] - ETA: 0s - loss: 0.0357
53/63 [========================>.....] - ETA: 0s - loss: 0.0366
59/63 [===========================>..] - ETA: 0s - loss: 0.0361
63/63 [==============================] - 1s 11ms/step - loss: 0.0370 - val_loss: 0.3645
Epoch 788/1000
1/63 [..............................] - ETA: 0s - loss: 0.0420
7/63 [==>...........................] - ETA: 0s - loss: 0.0447
13/63 [=====>........................] - ETA: 0s - loss: 0.0425
19/63 [========>.....................] - ETA: 0s - loss: 0.0391
25/63 [==========>...................] - ETA: 0s - loss: 0.0369
31/63 [=============>................] - ETA: 0s - loss: 0.0376
37/63 [================>.............] - ETA: 0s - loss: 0.0358
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48/63 [=====================>........] - ETA: 0s - loss: 0.0368
54/63 [========================>.....] - ETA: 0s - loss: 0.0356
60/63 [===========================>..] - ETA: 0s - loss: 0.0358
63/63 [==============================] - 1s 11ms/step - loss: 0.0358 - val_loss: 0.3536
Epoch 789/1000
1/63 [..............................] - ETA: 0s - loss: 0.0341
7/63 [==>...........................] - ETA: 0s - loss: 0.0369
13/63 [=====>........................] - ETA: 0s - loss: 0.0430
19/63 [========>.....................] - ETA: 0s - loss: 0.0403
24/63 [==========>...................] - ETA: 0s - loss: 0.0379
30/63 [=============>................] - ETA: 0s - loss: 0.0396
36/63 [================>.............] - ETA: 0s - loss: 0.0392
42/63 [===================>..........] - ETA: 0s - loss: 0.0390
48/63 [=====================>........] - ETA: 0s - loss: 0.0375
54/63 [========================>.....] - ETA: 0s - loss: 0.0376
60/63 [===========================>..] - ETA: 0s - loss: 0.0376
63/63 [==============================] - 1s 11ms/step - loss: 0.0370 - val_loss: 0.3443
Epoch 790/1000
1/63 [..............................] - ETA: 0s - loss: 0.0178
7/63 [==>...........................] - ETA: 0s - loss: 0.0296
13/63 [=====>........................] - ETA: 0s - loss: 0.0346
19/63 [========>.....................] - ETA: 0s - loss: 0.0391
25/63 [==========>...................] - ETA: 0s - loss: 0.0371
31/63 [=============>................] - ETA: 0s - loss: 0.0383
37/63 [================>.............] - ETA: 0s - loss: 0.0383
43/63 [===================>..........] - ETA: 0s - loss: 0.0409
49/63 [======================>.......] - ETA: 0s - loss: 0.0403
55/63 [=========================>....] - ETA: 0s - loss: 0.0400
61/63 [============================>.] - ETA: 0s - loss: 0.0396
63/63 [==============================] - 1s 11ms/step - loss: 0.0393 - val_loss: 0.3567
Epoch 791/1000
1/63 [..............................] - ETA: 0s - loss: 0.0728
7/63 [==>...........................] - ETA: 0s - loss: 0.0401
13/63 [=====>........................] - ETA: 0s - loss: 0.0445
19/63 [========>.....................] - ETA: 0s - loss: 0.0386
25/63 [==========>...................] - ETA: 0s - loss: 0.0373
31/63 [=============>................] - ETA: 0s - loss: 0.0353
37/63 [================>.............] - ETA: 0s - loss: 0.0344
43/63 [===================>..........] - ETA: 0s - loss: 0.0352
49/63 [======================>.......] - ETA: 0s - loss: 0.0359
55/63 [=========================>....] - ETA: 0s - loss: 0.0355
61/63 [============================>.] - ETA: 0s - loss: 0.0357
63/63 [==============================] - 1s 11ms/step - loss: 0.0360 - val_loss: 0.3362
Epoch 792/1000
1/63 [..............................] - ETA: 0s - loss: 0.0141
7/63 [==>...........................] - ETA: 0s - loss: 0.0314
13/63 [=====>........................] - ETA: 0s - loss: 0.0396
19/63 [========>.....................] - ETA: 0s - loss: 0.0416
25/63 [==========>...................] - ETA: 0s - loss: 0.0430
31/63 [=============>................] - ETA: 0s - loss: 0.0415
37/63 [================>.............] - ETA: 0s - loss: 0.0407
43/63 [===================>..........] - ETA: 0s - loss: 0.0402
49/63 [======================>.......] - ETA: 0s - loss: 0.0389
55/63 [=========================>....] - ETA: 0s - loss: 0.0373
61/63 [============================>.] - ETA: 0s - loss: 0.0368
63/63 [==============================] - 1s 11ms/step - loss: 0.0371 - val_loss: 0.3531
Epoch 793/1000
1/63 [..............................] - ETA: 0s - loss: 0.0204
6/63 [=>............................] - ETA: 0s - loss: 0.0374
12/63 [====>.........................] - ETA: 0s - loss: 0.0368
18/63 [=======>......................] - ETA: 0s - loss: 0.0403
24/63 [==========>...................] - ETA: 0s - loss: 0.0431
30/63 [=============>................] - ETA: 0s - loss: 0.0450
36/63 [================>.............] - ETA: 0s - loss: 0.0458
42/63 [===================>..........] - ETA: 0s - loss: 0.0450
48/63 [=====================>........] - ETA: 0s - loss: 0.0453
54/63 [========================>.....] - ETA: 0s - loss: 0.0452
60/63 [===========================>..] - ETA: 0s - loss: 0.0464
63/63 [==============================] - 1s 11ms/step - loss: 0.0463 - val_loss: 0.3767
Epoch 794/1000
1/63 [..............................] - ETA: 0s - loss: 0.1058
7/63 [==>...........................] - ETA: 0s - loss: 0.0414
13/63 [=====>........................] - ETA: 0s - loss: 0.0401
19/63 [========>.....................] - ETA: 0s - loss: 0.0386
25/63 [==========>...................] - ETA: 0s - loss: 0.0365
31/63 [=============>................] - ETA: 0s - loss: 0.0352
37/63 [================>.............] - ETA: 0s - loss: 0.0364
43/63 [===================>..........] - ETA: 0s - loss: 0.0380
49/63 [======================>.......] - ETA: 0s - loss: 0.0390
55/63 [=========================>....] - ETA: 0s - loss: 0.0377
61/63 [============================>.] - ETA: 0s - loss: 0.0388
63/63 [==============================] - 1s 11ms/step - loss: 0.0388 - val_loss: 0.3999
Epoch 795/1000
1/63 [..............................] - ETA: 0s - loss: 0.0703
7/63 [==>...........................] - ETA: 0s - loss: 0.0436
13/63 [=====>........................] - ETA: 0s - loss: 0.0438
19/63 [========>.....................] - ETA: 0s - loss: 0.0397
25/63 [==========>...................] - ETA: 0s - loss: 0.0368
31/63 [=============>................] - ETA: 0s - loss: 0.0350
37/63 [================>.............] - ETA: 0s - loss: 0.0352
43/63 [===================>..........] - ETA: 0s - loss: 0.0346
48/63 [=====================>........] - ETA: 0s - loss: 0.0355
54/63 [========================>.....] - ETA: 0s - loss: 0.0354
60/63 [===========================>..] - ETA: 0s - loss: 0.0357
63/63 [==============================] - 1s 11ms/step - loss: 0.0353 - val_loss: 0.4009
Epoch 796/1000
1/63 [..............................] - ETA: 0s - loss: 0.0192
7/63 [==>...........................] - ETA: 0s - loss: 0.0528
13/63 [=====>........................] - ETA: 0s - loss: 0.0467
19/63 [========>.....................] - ETA: 0s - loss: 0.0433
25/63 [==========>...................] - ETA: 0s - loss: 0.0420
31/63 [=============>................] - ETA: 0s - loss: 0.0398
37/63 [================>.............] - ETA: 0s - loss: 0.0398
43/63 [===================>..........] - ETA: 0s - loss: 0.0424
49/63 [======================>.......] - ETA: 0s - loss: 0.0407
55/63 [=========================>....] - ETA: 0s - loss: 0.0403
61/63 [============================>.] - ETA: 0s - loss: 0.0396
63/63 [==============================] - 1s 11ms/step - loss: 0.0395 - val_loss: 0.3194
Epoch 797/1000
1/63 [..............................] - ETA: 0s - loss: 0.0150
7/63 [==>...........................] - ETA: 0s - loss: 0.0334
13/63 [=====>........................] - ETA: 0s - loss: 0.0333
19/63 [========>.....................] - ETA: 0s - loss: 0.0323
25/63 [==========>...................] - ETA: 0s - loss: 0.0340
31/63 [=============>................] - ETA: 0s - loss: 0.0324
37/63 [================>.............] - ETA: 0s - loss: 0.0313
43/63 [===================>..........] - ETA: 0s - loss: 0.0345
49/63 [======================>.......] - ETA: 0s - loss: 0.0354
54/63 [========================>.....] - ETA: 0s - loss: 0.0364
60/63 [===========================>..] - ETA: 0s - loss: 0.0359
63/63 [==============================] - 1s 11ms/step - loss: 0.0358 - val_loss: 0.3552
Epoch 798/1000
1/63 [..............................] - ETA: 0s - loss: 0.0541
7/63 [==>...........................] - ETA: 0s - loss: 0.0428
13/63 [=====>........................] - ETA: 0s - loss: 0.0390
19/63 [========>.....................] - ETA: 0s - loss: 0.0342
25/63 [==========>...................] - ETA: 0s - loss: 0.0319
31/63 [=============>................] - ETA: 0s - loss: 0.0329
37/63 [================>.............] - ETA: 0s - loss: 0.0320
43/63 [===================>..........] - ETA: 0s - loss: 0.0328
49/63 [======================>.......] - ETA: 0s - loss: 0.0335
55/63 [=========================>....] - ETA: 0s - loss: 0.0322
61/63 [============================>.] - ETA: 0s - loss: 0.0334
63/63 [==============================] - 1s 11ms/step - loss: 0.0332 - val_loss: 0.3820
Epoch 799/1000
1/63 [..............................] - ETA: 0s - loss: 0.0128
7/63 [==>...........................] - ETA: 0s - loss: 0.0292
13/63 [=====>........................] - ETA: 0s - loss: 0.0352
19/63 [========>.....................] - ETA: 0s - loss: 0.0335
25/63 [==========>...................] - ETA: 0s - loss: 0.0329
31/63 [=============>................] - ETA: 0s - loss: 0.0309
37/63 [================>.............] - ETA: 0s - loss: 0.0320
43/63 [===================>..........] - ETA: 0s - loss: 0.0320
49/63 [======================>.......] - ETA: 0s - loss: 0.0337
55/63 [=========================>....] - ETA: 0s - loss: 0.0345
61/63 [============================>.] - ETA: 0s - loss: 0.0345
63/63 [==============================] - 1s 11ms/step - loss: 0.0342 - val_loss: 0.3568
Epoch 800/1000
1/63 [..............................] - ETA: 0s - loss: 0.0165
7/63 [==>...........................] - ETA: 0s - loss: 0.0309
12/63 [====>.........................] - ETA: 0s - loss: 0.0300
18/63 [=======>......................] - ETA: 0s - loss: 0.0337
24/63 [==========>...................] - ETA: 0s - loss: 0.0363
30/63 [=============>................] - ETA: 0s - loss: 0.0373
35/63 [===============>..............] - ETA: 0s - loss: 0.0373
40/63 [==================>...........] - ETA: 0s - loss: 0.0394
46/63 [====================>.........] - ETA: 0s - loss: 0.0373
51/63 [=======================>......] - ETA: 0s - loss: 0.0362
56/63 [=========================>....] - ETA: 0s - loss: 0.0353
62/63 [============================>.] - ETA: 0s - loss: 0.0365
63/63 [==============================] - 1s 11ms/step - loss: 0.0365 - val_loss: 0.3868
Epoch 801/1000
1/63 [..............................] - ETA: 0s - loss: 0.0208
7/63 [==>...........................] - ETA: 0s - loss: 0.0209
13/63 [=====>........................] - ETA: 0s - loss: 0.0217
18/63 [=======>......................] - ETA: 0s - loss: 0.0227
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30/63 [=============>................] - ETA: 0s - loss: 0.0299
36/63 [================>.............] - ETA: 0s - loss: 0.0303
42/63 [===================>..........] - ETA: 0s - loss: 0.0328
48/63 [=====================>........] - ETA: 0s - loss: 0.0331
54/63 [========================>.....] - ETA: 0s - loss: 0.0342
60/63 [===========================>..] - ETA: 0s - loss: 0.0348
63/63 [==============================] - 1s 11ms/step - loss: 0.0343 - val_loss: 0.4599
Epoch 802/1000
1/63 [..............................] - ETA: 0s - loss: 0.0338
6/63 [=>............................] - ETA: 0s - loss: 0.0737
12/63 [====>.........................] - ETA: 0s - loss: 0.0829
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23/63 [=========>....................] - ETA: 0s - loss: 0.0653
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52/63 [=======================>......] - ETA: 0s - loss: 0.1048
58/63 [==========================>...] - ETA: 0s - loss: 0.1243
63/63 [==============================] - 1s 11ms/step - loss: 0.1303 - val_loss: 0.5403
Epoch 803/1000
1/63 [..............................] - ETA: 0s - loss: 0.2334
6/63 [=>............................] - ETA: 0s - loss: 0.1527
12/63 [====>.........................] - ETA: 0s - loss: 0.2907
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62/63 [============================>.] - ETA: 0s - loss: 0.2754
63/63 [==============================] - 1s 11ms/step - loss: 0.2741 - val_loss: 0.5894
Epoch 804/1000
1/63 [..............................] - ETA: 0s - loss: 0.1123
7/63 [==>...........................] - ETA: 0s - loss: 0.1048
13/63 [=====>........................] - ETA: 0s - loss: 0.0936
19/63 [========>.....................] - ETA: 0s - loss: 0.0996
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30/63 [=============>................] - ETA: 0s - loss: 0.0966
36/63 [================>.............] - ETA: 0s - loss: 0.0959
42/63 [===================>..........] - ETA: 0s - loss: 0.0992
48/63 [=====================>........] - ETA: 0s - loss: 0.1108
53/63 [========================>.....] - ETA: 0s - loss: 0.1063
59/63 [===========================>..] - ETA: 0s - loss: 0.1255
63/63 [==============================] - 1s 11ms/step - loss: 0.1214 - val_loss: 0.5805
Epoch 805/1000
1/63 [..............................] - ETA: 0s - loss: 0.0775
7/63 [==>...........................] - ETA: 0s - loss: 0.4738
12/63 [====>.........................] - ETA: 0s - loss: 0.4610
18/63 [=======>......................] - ETA: 0s - loss: 0.4069
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29/63 [============>.................] - ETA: 0s - loss: 0.3054
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40/63 [==================>...........] - ETA: 0s - loss: 0.2870
46/63 [====================>.........] - ETA: 0s - loss: 0.2865
52/63 [=======================>......] - ETA: 0s - loss: 0.2902
58/63 [==========================>...] - ETA: 0s - loss: 0.2810
63/63 [==============================] - 1s 11ms/step - loss: 0.2681 - val_loss: 0.4862
Epoch 806/1000
1/63 [..............................] - ETA: 0s - loss: 0.1805
7/63 [==>...........................] - ETA: 0s - loss: 0.1310
13/63 [=====>........................] - ETA: 0s - loss: 0.1101
19/63 [========>.....................] - ETA: 0s - loss: 0.0901
25/63 [==========>...................] - ETA: 0s - loss: 0.0929
31/63 [=============>................] - ETA: 0s - loss: 0.0881
36/63 [================>.............] - ETA: 0s - loss: 0.0866
42/63 [===================>..........] - ETA: 0s - loss: 0.0828
48/63 [=====================>........] - ETA: 0s - loss: 0.0789
54/63 [========================>.....] - ETA: 0s - loss: 0.0731
60/63 [===========================>..] - ETA: 0s - loss: 0.0754
63/63 [==============================] - 1s 11ms/step - loss: 0.0737 - val_loss: 0.3736
Epoch 807/1000
1/63 [..............................] - ETA: 0s - loss: 0.0368
6/63 [=>............................] - ETA: 0s - loss: 0.0578
12/63 [====>.........................] - ETA: 0s - loss: 0.0732
18/63 [=======>......................] - ETA: 0s - loss: 0.0629
23/63 [=========>....................] - ETA: 0s - loss: 0.0610
28/63 [============>.................] - ETA: 0s - loss: 0.0577
34/63 [===============>..............] - ETA: 0s - loss: 0.0592
40/63 [==================>...........] - ETA: 0s - loss: 0.0572
46/63 [====================>.........] - ETA: 0s - loss: 0.0636
52/63 [=======================>......] - ETA: 0s - loss: 0.0623
57/63 [==========================>...] - ETA: 0s - loss: 0.0619
62/63 [============================>.] - ETA: 0s - loss: 0.0600
63/63 [==============================] - 1s 11ms/step - loss: 0.0597 - val_loss: 0.5023
Epoch 808/1000
1/63 [..............................] - ETA: 0s - loss: 0.0354
6/63 [=>............................] - ETA: 0s - loss: 0.0479
12/63 [====>.........................] - ETA: 0s - loss: 0.0456
17/63 [=======>......................] - ETA: 0s - loss: 0.0496
22/63 [=========>....................] - ETA: 0s - loss: 0.0508
27/63 [===========>..................] - ETA: 0s - loss: 0.0479
33/63 [==============>...............] - ETA: 0s - loss: 0.0538
38/63 [=================>............] - ETA: 0s - loss: 0.0529
43/63 [===================>..........] - ETA: 0s - loss: 0.0532
48/63 [=====================>........] - ETA: 0s - loss: 0.0516
54/63 [========================>.....] - ETA: 0s - loss: 0.0491
59/63 [===========================>..] - ETA: 0s - loss: 0.0484
63/63 [==============================] - 1s 11ms/step - loss: 0.0479 - val_loss: 0.3835
Epoch 809/1000
1/63 [..............................] - ETA: 0s - loss: 0.0281
7/63 [==>...........................] - ETA: 0s - loss: 0.0372
13/63 [=====>........................] - ETA: 0s - loss: 0.0379
19/63 [========>.....................] - ETA: 0s - loss: 0.0388
24/63 [==========>...................] - ETA: 0s - loss: 0.0411
30/63 [=============>................] - ETA: 0s - loss: 0.0421
35/63 [===============>..............] - ETA: 0s - loss: 0.0422
40/63 [==================>...........] - ETA: 0s - loss: 0.0427
45/63 [====================>.........] - ETA: 0s - loss: 0.0419
50/63 [======================>.......] - ETA: 0s - loss: 0.0417
56/63 [=========================>....] - ETA: 0s - loss: 0.0410
62/63 [============================>.] - ETA: 0s - loss: 0.0422
63/63 [==============================] - 1s 11ms/step - loss: 0.0424 - val_loss: 0.3612
Epoch 810/1000
1/63 [..............................] - ETA: 0s - loss: 0.0479
7/63 [==>...........................] - ETA: 0s - loss: 0.0572
13/63 [=====>........................] - ETA: 0s - loss: 0.0531
18/63 [=======>......................] - ETA: 0s - loss: 0.0495
23/63 [=========>....................] - ETA: 0s - loss: 0.0483
28/63 [============>.................] - ETA: 0s - loss: 0.0459
34/63 [===============>..............] - ETA: 0s - loss: 0.0435
40/63 [==================>...........] - ETA: 0s - loss: 0.0409
46/63 [====================>.........] - ETA: 0s - loss: 0.0402
52/63 [=======================>......] - ETA: 0s - loss: 0.0398
57/63 [==========================>...] - ETA: 0s - loss: 0.0388
62/63 [============================>.] - ETA: 0s - loss: 0.0386
63/63 [==============================] - 1s 11ms/step - loss: 0.0385 - val_loss: 0.3614
Epoch 811/1000
1/63 [..............................] - ETA: 0s - loss: 0.0183
6/63 [=>............................] - ETA: 0s - loss: 0.0253
12/63 [====>.........................] - ETA: 0s - loss: 0.0286
18/63 [=======>......................] - ETA: 0s - loss: 0.0315
24/63 [==========>...................] - ETA: 0s - loss: 0.0292
30/63 [=============>................] - ETA: 0s - loss: 0.0288
36/63 [================>.............] - ETA: 0s - loss: 0.0277
42/63 [===================>..........] - ETA: 0s - loss: 0.0297
48/63 [=====================>........] - ETA: 0s - loss: 0.0306
54/63 [========================>.....] - ETA: 0s - loss: 0.0328
60/63 [===========================>..] - ETA: 0s - loss: 0.0337
63/63 [==============================] - 1s 11ms/step - loss: 0.0335 - val_loss: 0.3419
Epoch 812/1000
1/63 [..............................] - ETA: 0s - loss: 0.0152
7/63 [==>...........................] - ETA: 0s - loss: 0.0350
13/63 [=====>........................] - ETA: 0s - loss: 0.0339
18/63 [=======>......................] - ETA: 0s - loss: 0.0374
24/63 [==========>...................] - ETA: 0s - loss: 0.0369
30/63 [=============>................] - ETA: 0s - loss: 0.0362
36/63 [================>.............] - ETA: 0s - loss: 0.0355
42/63 [===================>..........] - ETA: 0s - loss: 0.0351
48/63 [=====================>........] - ETA: 0s - loss: 0.0349
54/63 [========================>.....] - ETA: 0s - loss: 0.0348
60/63 [===========================>..] - ETA: 0s - loss: 0.0359
63/63 [==============================] - 1s 11ms/step - loss: 0.0370 - val_loss: 0.3581
Epoch 813/1000
1/63 [..............................] - ETA: 0s - loss: 0.0458
7/63 [==>...........................] - ETA: 0s - loss: 0.0310
12/63 [====>.........................] - ETA: 0s - loss: 0.0318
18/63 [=======>......................] - ETA: 0s - loss: 0.0368
24/63 [==========>...................] - ETA: 0s - loss: 0.0347
30/63 [=============>................] - ETA: 0s - loss: 0.0350
36/63 [================>.............] - ETA: 0s - loss: 0.0328
42/63 [===================>..........] - ETA: 0s - loss: 0.0321
48/63 [=====================>........] - ETA: 0s - loss: 0.0322
54/63 [========================>.....] - ETA: 0s - loss: 0.0322
60/63 [===========================>..] - ETA: 0s - loss: 0.0325
63/63 [==============================] - 1s 11ms/step - loss: 0.0330 - val_loss: 0.3414
Epoch 814/1000
1/63 [..............................] - ETA: 0s - loss: 0.0392
7/63 [==>...........................] - ETA: 0s - loss: 0.0369
13/63 [=====>........................] - ETA: 0s - loss: 0.0337
19/63 [========>.....................] - ETA: 0s - loss: 0.0410
25/63 [==========>...................] - ETA: 0s - loss: 0.0365
31/63 [=============>................] - ETA: 0s - loss: 0.0354
37/63 [================>.............] - ETA: 0s - loss: 0.0344
43/63 [===================>..........] - ETA: 0s - loss: 0.0347
49/63 [======================>.......] - ETA: 0s - loss: 0.0346
55/63 [=========================>....] - ETA: 0s - loss: 0.0338
61/63 [============================>.] - ETA: 0s - loss: 0.0334
63/63 [==============================] - 1s 11ms/step - loss: 0.0340 - val_loss: 0.3567
Epoch 815/1000
1/63 [..............................] - ETA: 0s - loss: 0.0248
7/63 [==>...........................] - ETA: 0s - loss: 0.0401
13/63 [=====>........................] - ETA: 0s - loss: 0.0362
19/63 [========>.....................] - ETA: 0s - loss: 0.0325
25/63 [==========>...................] - ETA: 0s - loss: 0.0324
31/63 [=============>................] - ETA: 0s - loss: 0.0323
37/63 [================>.............] - ETA: 0s - loss: 0.0307
43/63 [===================>..........] - ETA: 0s - loss: 0.0334
49/63 [======================>.......] - ETA: 0s - loss: 0.0356
55/63 [=========================>....] - ETA: 0s - loss: 0.0345
61/63 [============================>.] - ETA: 0s - loss: 0.0345
63/63 [==============================] - 1s 11ms/step - loss: 0.0342 - val_loss: 0.3802
Epoch 816/1000
1/63 [..............................] - ETA: 0s - loss: 0.0162
7/63 [==>...........................] - ETA: 0s - loss: 0.0289
13/63 [=====>........................] - ETA: 0s - loss: 0.0302
19/63 [========>.....................] - ETA: 0s - loss: 0.0327
25/63 [==========>...................] - ETA: 0s - loss: 0.0328
30/63 [=============>................] - ETA: 0s - loss: 0.0332
36/63 [================>.............] - ETA: 0s - loss: 0.0354
42/63 [===================>..........] - ETA: 0s - loss: 0.0368
48/63 [=====================>........] - ETA: 0s - loss: 0.0368
54/63 [========================>.....] - ETA: 0s - loss: 0.0354
60/63 [===========================>..] - ETA: 0s - loss: 0.0337
63/63 [==============================] - 1s 11ms/step - loss: 0.0332 - val_loss: 0.3487
Epoch 817/1000
1/63 [..............................] - ETA: 0s - loss: 0.0148
7/63 [==>...........................] - ETA: 0s - loss: 0.0201
12/63 [====>.........................] - ETA: 0s - loss: 0.0254
18/63 [=======>......................] - ETA: 0s - loss: 0.0253
24/63 [==========>...................] - ETA: 0s - loss: 0.0247
30/63 [=============>................] - ETA: 0s - loss: 0.0254
36/63 [================>.............] - ETA: 0s - loss: 0.0284
42/63 [===================>..........] - ETA: 0s - loss: 0.0291
48/63 [=====================>........] - ETA: 0s - loss: 0.0298
54/63 [========================>.....] - ETA: 0s - loss: 0.0303
60/63 [===========================>..] - ETA: 0s - loss: 0.0313
63/63 [==============================] - 1s 11ms/step - loss: 0.0317 - val_loss: 0.4152
Epoch 818/1000
1/63 [..............................] - ETA: 0s - loss: 0.0204
7/63 [==>...........................] - ETA: 0s - loss: 0.0316
13/63 [=====>........................] - ETA: 0s - loss: 0.0569
19/63 [========>.....................] - ETA: 0s - loss: 0.0575
25/63 [==========>...................] - ETA: 0s - loss: 0.0931
31/63 [=============>................] - ETA: 0s - loss: 0.1253
37/63 [================>.............] - ETA: 0s - loss: 0.1221
43/63 [===================>..........] - ETA: 0s - loss: 0.1339
49/63 [======================>.......] - ETA: 0s - loss: 0.1949
55/63 [=========================>....] - ETA: 0s - loss: 0.2105
61/63 [============================>.] - ETA: 0s - loss: 0.2222
63/63 [==============================] - 1s 11ms/step - loss: 0.2197 - val_loss: 0.4472
Epoch 819/1000
1/63 [..............................] - ETA: 0s - loss: 0.8067
7/63 [==>...........................] - ETA: 0s - loss: 0.6265
13/63 [=====>........................] - ETA: 0s - loss: 0.4941
19/63 [========>.....................] - ETA: 0s - loss: 0.3798
25/63 [==========>...................] - ETA: 0s - loss: 0.3442
31/63 [=============>................] - ETA: 0s - loss: 0.3086
37/63 [================>.............] - ETA: 0s - loss: 0.2742
43/63 [===================>..........] - ETA: 0s - loss: 0.2533
49/63 [======================>.......] - ETA: 0s - loss: 0.2283
55/63 [=========================>....] - ETA: 0s - loss: 0.2110
61/63 [============================>.] - ETA: 0s - loss: 0.1987
63/63 [==============================] - 1s 11ms/step - loss: 0.1943 - val_loss: 0.4055
Epoch 820/1000
1/63 [..............................] - ETA: 0s - loss: 0.0147
7/63 [==>...........................] - ETA: 0s - loss: 0.0457
13/63 [=====>........................] - ETA: 0s - loss: 0.0458
19/63 [========>.....................] - ETA: 0s - loss: 0.0437
25/63 [==========>...................] - ETA: 0s - loss: 0.0426
31/63 [=============>................] - ETA: 0s - loss: 0.0389
37/63 [================>.............] - ETA: 0s - loss: 0.0409
43/63 [===================>..........] - ETA: 0s - loss: 0.0396
49/63 [======================>.......] - ETA: 0s - loss: 0.0410
55/63 [=========================>....] - ETA: 0s - loss: 0.0441
61/63 [============================>.] - ETA: 0s - loss: 0.0447
63/63 [==============================] - 1s 11ms/step - loss: 0.0449 - val_loss: 0.3637
Epoch 821/1000
1/63 [..............................] - ETA: 0s - loss: 0.0238
7/63 [==>...........................] - ETA: 0s - loss: 0.0344
13/63 [=====>........................] - ETA: 0s - loss: 0.0355
19/63 [========>.....................] - ETA: 0s - loss: 0.0389
25/63 [==========>...................] - ETA: 0s - loss: 0.0360
31/63 [=============>................] - ETA: 0s - loss: 0.0344
37/63 [================>.............] - ETA: 0s - loss: 0.0337
43/63 [===================>..........] - ETA: 0s - loss: 0.0364
49/63 [======================>.......] - ETA: 0s - loss: 0.0373
55/63 [=========================>....] - ETA: 0s - loss: 0.0373
61/63 [============================>.] - ETA: 0s - loss: 0.0377
63/63 [==============================] - 1s 11ms/step - loss: 0.0381 - val_loss: 0.2937
Epoch 822/1000
1/63 [..............................] - ETA: 0s - loss: 0.0279
7/63 [==>...........................] - ETA: 0s - loss: 0.0446
13/63 [=====>........................] - ETA: 0s - loss: 0.0389
19/63 [========>.....................] - ETA: 0s - loss: 0.0385
25/63 [==========>...................] - ETA: 0s - loss: 0.0361
31/63 [=============>................] - ETA: 0s - loss: 0.0338
37/63 [================>.............] - ETA: 0s - loss: 0.0330
43/63 [===================>..........] - ETA: 0s - loss: 0.0324
49/63 [======================>.......] - ETA: 0s - loss: 0.0345
55/63 [=========================>....] - ETA: 0s - loss: 0.0344
61/63 [============================>.] - ETA: 0s - loss: 0.0359
63/63 [==============================] - 1s 11ms/step - loss: 0.0362 - val_loss: 0.3022
Epoch 823/1000
1/63 [..............................] - ETA: 0s - loss: 0.0266
7/63 [==>...........................] - ETA: 0s - loss: 0.0249
13/63 [=====>........................] - ETA: 0s - loss: 0.0290
19/63 [========>.....................] - ETA: 0s - loss: 0.0304
25/63 [==========>...................] - ETA: 0s - loss: 0.0376
31/63 [=============>................] - ETA: 0s - loss: 0.0362
37/63 [================>.............] - ETA: 0s - loss: 0.0368
43/63 [===================>..........] - ETA: 0s - loss: 0.0355
49/63 [======================>.......] - ETA: 0s - loss: 0.0343
55/63 [=========================>....] - ETA: 0s - loss: 0.0340
61/63 [============================>.] - ETA: 0s - loss: 0.0338
63/63 [==============================] - 1s 11ms/step - loss: 0.0337 - val_loss: 0.2905
Epoch 824/1000
1/63 [..............................] - ETA: 0s - loss: 0.0536
6/63 [=>............................] - ETA: 0s - loss: 0.0523
12/63 [====>.........................] - ETA: 0s - loss: 0.0465
18/63 [=======>......................] - ETA: 0s - loss: 0.0418
24/63 [==========>...................] - ETA: 0s - loss: 0.0390
30/63 [=============>................] - ETA: 0s - loss: 0.0398
36/63 [================>.............] - ETA: 0s - loss: 0.0395
42/63 [===================>..........] - ETA: 0s - loss: 0.0388
48/63 [=====================>........] - ETA: 0s - loss: 0.0376
54/63 [========================>.....] - ETA: 0s - loss: 0.0361
60/63 [===========================>..] - ETA: 0s - loss: 0.0358
63/63 [==============================] - 1s 11ms/step - loss: 0.0364 - val_loss: 0.3151
Epoch 825/1000
1/63 [..............................] - ETA: 0s - loss: 0.0439
7/63 [==>...........................] - ETA: 0s - loss: 0.0399
13/63 [=====>........................] - ETA: 0s - loss: 0.0363
19/63 [========>.....................] - ETA: 0s - loss: 0.0341
25/63 [==========>...................] - ETA: 0s - loss: 0.0343
31/63 [=============>................] - ETA: 0s - loss: 0.0335
37/63 [================>.............] - ETA: 0s - loss: 0.0331
43/63 [===================>..........] - ETA: 0s - loss: 0.0336
49/63 [======================>.......] - ETA: 0s - loss: 0.0331
55/63 [=========================>....] - ETA: 0s - loss: 0.0344
61/63 [============================>.] - ETA: 0s - loss: 0.0339
63/63 [==============================] - 1s 11ms/step - loss: 0.0337 - val_loss: 0.3056
Epoch 826/1000
1/63 [..............................] - ETA: 0s - loss: 0.0276
7/63 [==>...........................] - ETA: 0s - loss: 0.0290
13/63 [=====>........................] - ETA: 0s - loss: 0.0346
19/63 [========>.....................] - ETA: 0s - loss: 0.0330
25/63 [==========>...................] - ETA: 0s - loss: 0.0333
31/63 [=============>................] - ETA: 0s - loss: 0.0326
37/63 [================>.............] - ETA: 0s - loss: 0.0319
43/63 [===================>..........] - ETA: 0s - loss: 0.0326
49/63 [======================>.......] - ETA: 0s - loss: 0.0316
55/63 [=========================>....] - ETA: 0s - loss: 0.0307
61/63 [============================>.] - ETA: 0s - loss: 0.0322
63/63 [==============================] - 1s 11ms/step - loss: 0.0319 - val_loss: 0.3532
Epoch 827/1000
1/63 [..............................] - ETA: 0s - loss: 0.0899
6/63 [=>............................] - ETA: 0s - loss: 0.0355
12/63 [====>.........................] - ETA: 0s - loss: 0.0331
17/63 [=======>......................] - ETA: 0s - loss: 0.0334
23/63 [=========>....................] - ETA: 0s - loss: 0.0356
29/63 [============>.................] - ETA: 0s - loss: 0.0333
35/63 [===============>..............] - ETA: 0s - loss: 0.0327
41/63 [==================>...........] - ETA: 0s - loss: 0.0335
47/63 [=====================>........] - ETA: 0s - loss: 0.0330
53/63 [========================>.....] - ETA: 0s - loss: 0.0342
59/63 [===========================>..] - ETA: 0s - loss: 0.0336
63/63 [==============================] - 1s 11ms/step - loss: 0.0335 - val_loss: 0.3263
Epoch 828/1000
1/63 [..............................] - ETA: 0s - loss: 0.0133
7/63 [==>...........................] - ETA: 0s - loss: 0.0242
13/63 [=====>........................] - ETA: 0s - loss: 0.0234
19/63 [========>.....................] - ETA: 0s - loss: 0.0255
25/63 [==========>...................] - ETA: 0s - loss: 0.0256
31/63 [=============>................] - ETA: 0s - loss: 0.0264
37/63 [================>.............] - ETA: 0s - loss: 0.0262
43/63 [===================>..........] - ETA: 0s - loss: 0.0278
49/63 [======================>.......] - ETA: 0s - loss: 0.0284
55/63 [=========================>....] - ETA: 0s - loss: 0.0272
61/63 [============================>.] - ETA: 0s - loss: 0.0275
63/63 [==============================] - 1s 11ms/step - loss: 0.0275 - val_loss: 0.3100
Epoch 829/1000
1/63 [..............................] - ETA: 0s - loss: 0.0156
7/63 [==>...........................] - ETA: 0s - loss: 0.0187
13/63 [=====>........................] - ETA: 0s - loss: 0.0168
19/63 [========>.....................] - ETA: 0s - loss: 0.0234
25/63 [==========>...................] - ETA: 0s - loss: 0.0254
31/63 [=============>................] - ETA: 0s - loss: 0.0260
36/63 [================>.............] - ETA: 0s - loss: 0.0267
41/63 [==================>...........] - ETA: 0s - loss: 0.0281
47/63 [=====================>........] - ETA: 0s - loss: 0.0287
53/63 [========================>.....] - ETA: 0s - loss: 0.0297
59/63 [===========================>..] - ETA: 0s - loss: 0.0294
63/63 [==============================] - 1s 11ms/step - loss: 0.0289 - val_loss: 0.3285
Epoch 830/1000
1/63 [..............................] - ETA: 0s - loss: 0.0288
7/63 [==>...........................] - ETA: 0s - loss: 0.0326
13/63 [=====>........................] - ETA: 0s - loss: 0.0287
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61/63 [============================>.] - ETA: 0s - loss: 0.0395
63/63 [==============================] - 1s 11ms/step - loss: 0.0398 - val_loss: 0.7275
Epoch 831/1000
1/63 [..............................] - ETA: 0s - loss: 0.0299
7/63 [==>...........................] - ETA: 0s - loss: 0.5514
13/63 [=====>........................] - ETA: 0s - loss: 0.6119
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31/63 [=============>................] - ETA: 0s - loss: 0.6604
37/63 [================>.............] - ETA: 0s - loss: 0.6682
43/63 [===================>..........] - ETA: 0s - loss: 0.6463
49/63 [======================>.......] - ETA: 0s - loss: 0.6204
55/63 [=========================>....] - ETA: 0s - loss: 0.6022
61/63 [============================>.] - ETA: 0s - loss: 0.5622
63/63 [==============================] - 1s 11ms/step - loss: 0.5543 - val_loss: 0.5370
Epoch 832/1000
1/63 [..............................] - ETA: 0s - loss: 0.0947
7/63 [==>...........................] - ETA: 0s - loss: 0.1409
13/63 [=====>........................] - ETA: 0s - loss: 0.1751
19/63 [========>.....................] - ETA: 0s - loss: 0.1989
25/63 [==========>...................] - ETA: 0s - loss: 0.2527
31/63 [=============>................] - ETA: 0s - loss: 0.2450
36/63 [================>.............] - ETA: 0s - loss: 0.2661
42/63 [===================>..........] - ETA: 0s - loss: 0.2668
48/63 [=====================>........] - ETA: 0s - loss: 0.3136
54/63 [========================>.....] - ETA: 0s - loss: 0.3247
60/63 [===========================>..] - ETA: 0s - loss: 0.3177
63/63 [==============================] - 1s 11ms/step - loss: 0.3198 - val_loss: 0.5310
Epoch 833/1000
1/63 [..............................] - ETA: 0s - loss: 0.1093
6/63 [=>............................] - ETA: 0s - loss: 0.2572
12/63 [====>.........................] - ETA: 0s - loss: 0.2509
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30/63 [=============>................] - ETA: 0s - loss: 0.1733
36/63 [================>.............] - ETA: 0s - loss: 0.1725
42/63 [===================>..........] - ETA: 0s - loss: 0.1744
48/63 [=====================>........] - ETA: 0s - loss: 0.1689
54/63 [========================>.....] - ETA: 0s - loss: 0.1614
60/63 [===========================>..] - ETA: 0s - loss: 0.1524
63/63 [==============================] - 1s 11ms/step - loss: 0.1498 - val_loss: 0.4540
Epoch 834/1000
1/63 [..............................] - ETA: 0s - loss: 0.0218
7/63 [==>...........................] - ETA: 0s - loss: 0.0605
13/63 [=====>........................] - ETA: 0s - loss: 0.0657
19/63 [========>.....................] - ETA: 0s - loss: 0.0661
25/63 [==========>...................] - ETA: 0s - loss: 0.0591
31/63 [=============>................] - ETA: 0s - loss: 0.0648
37/63 [================>.............] - ETA: 0s - loss: 0.0634
43/63 [===================>..........] - ETA: 0s - loss: 0.0679
49/63 [======================>.......] - ETA: 0s - loss: 0.0677
55/63 [=========================>....] - ETA: 0s - loss: 0.0707
61/63 [============================>.] - ETA: 0s - loss: 0.0680
63/63 [==============================] - 1s 11ms/step - loss: 0.0689 - val_loss: 0.6646
Epoch 835/1000
1/63 [..............................] - ETA: 0s - loss: 0.0830
7/63 [==>...........................] - ETA: 0s - loss: 0.0669
13/63 [=====>........................] - ETA: 0s - loss: 0.0844
19/63 [========>.....................] - ETA: 0s - loss: 0.0782
25/63 [==========>...................] - ETA: 0s - loss: 0.0751
31/63 [=============>................] - ETA: 0s - loss: 0.0717
37/63 [================>.............] - ETA: 0s - loss: 0.0683
43/63 [===================>..........] - ETA: 0s - loss: 0.0698
49/63 [======================>.......] - ETA: 0s - loss: 0.0694
55/63 [=========================>....] - ETA: 0s - loss: 0.0674
60/63 [===========================>..] - ETA: 0s - loss: 0.0646
63/63 [==============================] - 1s 11ms/step - loss: 0.0668 - val_loss: 0.3641
Epoch 836/1000
1/63 [..............................] - ETA: 0s - loss: 0.1243
7/63 [==>...........................] - ETA: 0s - loss: 0.0500
13/63 [=====>........................] - ETA: 0s - loss: 0.0424
19/63 [========>.....................] - ETA: 0s - loss: 0.0496
25/63 [==========>...................] - ETA: 0s - loss: 0.0494
31/63 [=============>................] - ETA: 0s - loss: 0.0463
37/63 [================>.............] - ETA: 0s - loss: 0.0435
43/63 [===================>..........] - ETA: 0s - loss: 0.0453
49/63 [======================>.......] - ETA: 0s - loss: 0.0455
55/63 [=========================>....] - ETA: 0s - loss: 0.0448
61/63 [============================>.] - ETA: 0s - loss: 0.0442
63/63 [==============================] - 1s 11ms/step - loss: 0.0434 - val_loss: 0.3372
Epoch 837/1000
1/63 [..............................] - ETA: 0s - loss: 0.0171
7/63 [==>...........................] - ETA: 0s - loss: 0.0277
13/63 [=====>........................] - ETA: 0s - loss: 0.0299
19/63 [========>.....................] - ETA: 0s - loss: 0.0335
25/63 [==========>...................] - ETA: 0s - loss: 0.0348
31/63 [=============>................] - ETA: 0s - loss: 0.0347
37/63 [================>.............] - ETA: 0s - loss: 0.0337
43/63 [===================>..........] - ETA: 0s - loss: 0.0337
49/63 [======================>.......] - ETA: 0s - loss: 0.0320
55/63 [=========================>....] - ETA: 0s - loss: 0.0319
61/63 [============================>.] - ETA: 0s - loss: 0.0325
63/63 [==============================] - 1s 11ms/step - loss: 0.0326 - val_loss: 0.3269
Epoch 838/1000
1/63 [..............................] - ETA: 0s - loss: 0.0198
7/63 [==>...........................] - ETA: 0s - loss: 0.0303
12/63 [====>.........................] - ETA: 0s - loss: 0.0331
18/63 [=======>......................] - ETA: 0s - loss: 0.0286
24/63 [==========>...................] - ETA: 0s - loss: 0.0328
30/63 [=============>................] - ETA: 0s - loss: 0.0314
36/63 [================>.............] - ETA: 0s - loss: 0.0304
42/63 [===================>..........] - ETA: 0s - loss: 0.0304
48/63 [=====================>........] - ETA: 0s - loss: 0.0316
54/63 [========================>.....] - ETA: 0s - loss: 0.0324
60/63 [===========================>..] - ETA: 0s - loss: 0.0339
63/63 [==============================] - 1s 11ms/step - loss: 0.0339 - val_loss: 0.3052
Epoch 839/1000
1/63 [..............................] - ETA: 0s - loss: 0.0245
7/63 [==>...........................] - ETA: 0s - loss: 0.0475
13/63 [=====>........................] - ETA: 0s - loss: 0.0361
19/63 [========>.....................] - ETA: 0s - loss: 0.0325
25/63 [==========>...................] - ETA: 0s - loss: 0.0305
31/63 [=============>................] - ETA: 0s - loss: 0.0336
37/63 [================>.............] - ETA: 0s - loss: 0.0326
43/63 [===================>..........] - ETA: 0s - loss: 0.0337
49/63 [======================>.......] - ETA: 0s - loss: 0.0341
54/63 [========================>.....] - ETA: 0s - loss: 0.0338
59/63 [===========================>..] - ETA: 0s - loss: 0.0332
63/63 [==============================] - 1s 11ms/step - loss: 0.0330 - val_loss: 0.3735
Epoch 840/1000
1/63 [..............................] - ETA: 0s - loss: 0.0417
7/63 [==>...........................] - ETA: 0s - loss: 0.0303
13/63 [=====>........................] - ETA: 0s - loss: 0.0321
19/63 [========>.....................] - ETA: 0s - loss: 0.0331
25/63 [==========>...................] - ETA: 0s - loss: 0.0332
31/63 [=============>................] - ETA: 0s - loss: 0.0323
37/63 [================>.............] - ETA: 0s - loss: 0.0302
43/63 [===================>..........] - ETA: 0s - loss: 0.0302
49/63 [======================>.......] - ETA: 0s - loss: 0.0298
55/63 [=========================>....] - ETA: 0s - loss: 0.0297
61/63 [============================>.] - ETA: 0s - loss: 0.0307
63/63 [==============================] - 1s 11ms/step - loss: 0.0311 - val_loss: 0.3308
Epoch 841/1000
1/63 [..............................] - ETA: 0s - loss: 0.0374
7/63 [==>...........................] - ETA: 0s - loss: 0.0332
13/63 [=====>........................] - ETA: 0s - loss: 0.0325
19/63 [========>.....................] - ETA: 0s - loss: 0.0294
25/63 [==========>...................] - ETA: 0s - loss: 0.0288
31/63 [=============>................] - ETA: 0s - loss: 0.0305
37/63 [================>.............] - ETA: 0s - loss: 0.0297
43/63 [===================>..........] - ETA: 0s - loss: 0.0286
49/63 [======================>.......] - ETA: 0s - loss: 0.0279
55/63 [=========================>....] - ETA: 0s - loss: 0.0281
60/63 [===========================>..] - ETA: 0s - loss: 0.0282
63/63 [==============================] - 1s 11ms/step - loss: 0.0291 - val_loss: 0.3360
Epoch 842/1000
1/63 [..............................] - ETA: 0s - loss: 0.0366
6/63 [=>............................] - ETA: 0s - loss: 0.0275
12/63 [====>.........................] - ETA: 0s - loss: 0.0250
18/63 [=======>......................] - ETA: 0s - loss: 0.0224
24/63 [==========>...................] - ETA: 0s - loss: 0.0204
30/63 [=============>................] - ETA: 0s - loss: 0.0247
36/63 [================>.............] - ETA: 0s - loss: 0.0248
42/63 [===================>..........] - ETA: 0s - loss: 0.0246
48/63 [=====================>........] - ETA: 0s - loss: 0.0252
54/63 [========================>.....] - ETA: 0s - loss: 0.0251
60/63 [===========================>..] - ETA: 0s - loss: 0.0274
63/63 [==============================] - 1s 11ms/step - loss: 0.0281 - val_loss: 0.3817
Epoch 843/1000
1/63 [..............................] - ETA: 0s - loss: 0.0267
7/63 [==>...........................] - ETA: 0s - loss: 0.0300
13/63 [=====>........................] - ETA: 0s - loss: 0.0259
19/63 [========>.....................] - ETA: 0s - loss: 0.0270
25/63 [==========>...................] - ETA: 0s - loss: 0.0309
31/63 [=============>................] - ETA: 0s - loss: 0.0297
37/63 [================>.............] - ETA: 0s - loss: 0.0298
43/63 [===================>..........] - ETA: 0s - loss: 0.0294
49/63 [======================>.......] - ETA: 0s - loss: 0.0293
54/63 [========================>.....] - ETA: 0s - loss: 0.0288
60/63 [===========================>..] - ETA: 0s - loss: 0.0285
63/63 [==============================] - 1s 11ms/step - loss: 0.0281 - val_loss: 0.3393
Epoch 844/1000
1/63 [..............................] - ETA: 0s - loss: 0.0272
7/63 [==>...........................] - ETA: 0s - loss: 0.0255
13/63 [=====>........................] - ETA: 0s - loss: 0.0312
19/63 [========>.....................] - ETA: 0s - loss: 0.0290
25/63 [==========>...................] - ETA: 0s - loss: 0.0287
31/63 [=============>................] - ETA: 0s - loss: 0.0286
37/63 [================>.............] - ETA: 0s - loss: 0.0277
43/63 [===================>..........] - ETA: 0s - loss: 0.0293
49/63 [======================>.......] - ETA: 0s - loss: 0.0291
54/63 [========================>.....] - ETA: 0s - loss: 0.0294
59/63 [===========================>..] - ETA: 0s - loss: 0.0289
63/63 [==============================] - 1s 11ms/step - loss: 0.0289 - val_loss: 0.3427
Epoch 845/1000
1/63 [..............................] - ETA: 0s - loss: 0.0186
6/63 [=>............................] - ETA: 0s - loss: 0.0259
12/63 [====>.........................] - ETA: 0s - loss: 0.0266
18/63 [=======>......................] - ETA: 0s - loss: 0.0264
24/63 [==========>...................] - ETA: 0s - loss: 0.0240
29/63 [============>.................] - ETA: 0s - loss: 0.0244
34/63 [===============>..............] - ETA: 0s - loss: 0.0248
40/63 [==================>...........] - ETA: 0s - loss: 0.0250
45/63 [====================>.........] - ETA: 0s - loss: 0.0283
51/63 [=======================>......] - ETA: 0s - loss: 0.0281
57/63 [==========================>...] - ETA: 0s - loss: 0.0274
63/63 [==============================] - ETA: 0s - loss: 0.0271
63/63 [==============================] - 1s 11ms/step - loss: 0.0271 - val_loss: 0.3128
Epoch 846/1000
1/63 [..............................] - ETA: 0s - loss: 0.0208
7/63 [==>...........................] - ETA: 0s - loss: 0.0259
13/63 [=====>........................] - ETA: 0s - loss: 0.0228
19/63 [========>.....................] - ETA: 0s - loss: 0.0257
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30/63 [=============>................] - ETA: 0s - loss: 0.0258
35/63 [===============>..............] - ETA: 0s - loss: 0.0257
40/63 [==================>...........] - ETA: 0s - loss: 0.0267
45/63 [====================>.........] - ETA: 0s - loss: 0.0264
51/63 [=======================>......] - ETA: 0s - loss: 0.0255
57/63 [==========================>...] - ETA: 0s - loss: 0.0248
63/63 [==============================] - ETA: 0s - loss: 0.0257
63/63 [==============================] - 1s 11ms/step - loss: 0.0257 - val_loss: 0.3128
Epoch 847/1000
1/63 [..............................] - ETA: 0s - loss: 0.0337
7/63 [==>...........................] - ETA: 0s - loss: 0.0226
12/63 [====>.........................] - ETA: 0s - loss: 0.0233
18/63 [=======>......................] - ETA: 0s - loss: 0.0216
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29/63 [============>.................] - ETA: 0s - loss: 0.0228
35/63 [===============>..............] - ETA: 0s - loss: 0.0250
41/63 [==================>...........] - ETA: 0s - loss: 0.0247
47/63 [=====================>........] - ETA: 0s - loss: 0.0245
53/63 [========================>.....] - ETA: 0s - loss: 0.0255
58/63 [==========================>...] - ETA: 0s - loss: 0.0251
63/63 [==============================] - 1s 11ms/step - loss: 0.0256 - val_loss: 0.3816
Epoch 848/1000
1/63 [..............................] - ETA: 0s - loss: 0.0391
7/63 [==>...........................] - ETA: 0s - loss: 0.0313
13/63 [=====>........................] - ETA: 0s - loss: 0.0304
18/63 [=======>......................] - ETA: 0s - loss: 0.0323
23/63 [=========>....................] - ETA: 0s - loss: 0.0329
29/63 [============>.................] - ETA: 0s - loss: 0.0308
35/63 [===============>..............] - ETA: 0s - loss: 0.0315
40/63 [==================>...........] - ETA: 0s - loss: 0.0312
46/63 [====================>.........] - ETA: 0s - loss: 0.0312
52/63 [=======================>......] - ETA: 0s - loss: 0.0298
58/63 [==========================>...] - ETA: 0s - loss: 0.0294
63/63 [==============================] - ETA: 0s - loss: 0.0294
63/63 [==============================] - 1s 11ms/step - loss: 0.0294 - val_loss: 0.3577
Epoch 849/1000
1/63 [..............................] - ETA: 0s - loss: 0.0226
7/63 [==>...........................] - ETA: 0s - loss: 0.0248
12/63 [====>.........................] - ETA: 0s - loss: 0.0216
18/63 [=======>......................] - ETA: 0s - loss: 0.0229
24/63 [==========>...................] - ETA: 0s - loss: 0.0249
30/63 [=============>................] - ETA: 0s - loss: 0.0250
36/63 [================>.............] - ETA: 0s - loss: 0.0248
41/63 [==================>...........] - ETA: 0s - loss: 0.0251
47/63 [=====================>........] - ETA: 0s - loss: 0.0270
53/63 [========================>.....] - ETA: 0s - loss: 0.0286
59/63 [===========================>..] - ETA: 0s - loss: 0.0287
63/63 [==============================] - 1s 11ms/step - loss: 0.0288 - val_loss: 0.3118
Epoch 850/1000
1/63 [..............................] - ETA: 0s - loss: 0.0580
6/63 [=>............................] - ETA: 0s - loss: 0.0315
12/63 [====>.........................] - ETA: 0s - loss: 0.0354
18/63 [=======>......................] - ETA: 0s - loss: 0.0336
24/63 [==========>...................] - ETA: 0s - loss: 0.0349
30/63 [=============>................] - ETA: 0s - loss: 0.0322
35/63 [===============>..............] - ETA: 0s - loss: 0.0335
40/63 [==================>...........] - ETA: 0s - loss: 0.0328
46/63 [====================>.........] - ETA: 0s - loss: 0.0701
51/63 [=======================>......] - ETA: 0s - loss: 0.0738
57/63 [==========================>...] - ETA: 0s - loss: 0.0937
62/63 [============================>.] - ETA: 0s - loss: 0.0910
63/63 [==============================] - 1s 11ms/step - loss: 0.0905 - val_loss: 0.5014
Epoch 851/1000
1/63 [..............................] - ETA: 0s - loss: 0.6166
7/63 [==>...........................] - ETA: 0s - loss: 0.1530
12/63 [====>.........................] - ETA: 0s - loss: 0.1140
18/63 [=======>......................] - ETA: 0s - loss: 0.2071
24/63 [==========>...................] - ETA: 0s - loss: 0.2004
29/63 [============>.................] - ETA: 0s - loss: 0.2173
34/63 [===============>..............] - ETA: 0s - loss: 0.2208
40/63 [==================>...........] - ETA: 0s - loss: 0.2171
46/63 [====================>.........] - ETA: 0s - loss: 0.2041
52/63 [=======================>......] - ETA: 0s - loss: 0.1865
58/63 [==========================>...] - ETA: 0s - loss: 0.1738
63/63 [==============================] - 1s 11ms/step - loss: 0.1658 - val_loss: 0.3381
Epoch 852/1000
1/63 [..............................] - ETA: 0s - loss: 0.1287
6/63 [=>............................] - ETA: 0s - loss: 0.0567
12/63 [====>.........................] - ETA: 0s - loss: 0.0484
17/63 [=======>......................] - ETA: 0s - loss: 0.0477
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29/63 [============>.................] - ETA: 0s - loss: 0.0421
34/63 [===============>..............] - ETA: 0s - loss: 0.0397
39/63 [=================>............] - ETA: 0s - loss: 0.0391
45/63 [====================>.........] - ETA: 0s - loss: 0.0377
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55/63 [=========================>....] - ETA: 0s - loss: 0.0371
60/63 [===========================>..] - ETA: 0s - loss: 0.0363
63/63 [==============================] - 1s 11ms/step - loss: 0.0360 - val_loss: 0.3075
Epoch 853/1000
1/63 [..............................] - ETA: 0s - loss: 0.0213
7/63 [==>...........................] - ETA: 0s - loss: 0.0263
13/63 [=====>........................] - ETA: 0s - loss: 0.0292
19/63 [========>.....................] - ETA: 0s - loss: 0.0318
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29/63 [============>.................] - ETA: 0s - loss: 0.0321
35/63 [===============>..............] - ETA: 0s - loss: 0.0301
41/63 [==================>...........] - ETA: 0s - loss: 0.0289
46/63 [====================>.........] - ETA: 0s - loss: 0.0299
51/63 [=======================>......] - ETA: 0s - loss: 0.0315
56/63 [=========================>....] - ETA: 0s - loss: 0.0315
61/63 [============================>.] - ETA: 0s - loss: 0.0303
63/63 [==============================] - 1s 11ms/step - loss: 0.0301 - val_loss: 0.3422
Epoch 854/1000
1/63 [..............................] - ETA: 0s - loss: 0.0392
6/63 [=>............................] - ETA: 0s - loss: 0.0273
11/63 [====>.........................] - ETA: 0s - loss: 0.0233
17/63 [=======>......................] - ETA: 0s - loss: 0.0255
22/63 [=========>....................] - ETA: 0s - loss: 0.0268
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52/63 [=======================>......] - ETA: 0s - loss: 0.0280
58/63 [==========================>...] - ETA: 0s - loss: 0.0292
63/63 [==============================] - 1s 11ms/step - loss: 0.0292 - val_loss: 0.3339
Epoch 855/1000
1/63 [..............................] - ETA: 0s - loss: 0.0381
6/63 [=>............................] - ETA: 0s - loss: 0.0287
11/63 [====>.........................] - ETA: 0s - loss: 0.0272
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28/63 [============>.................] - ETA: 0s - loss: 0.0281
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40/63 [==================>...........] - ETA: 0s - loss: 0.0270
46/63 [====================>.........] - ETA: 0s - loss: 0.0270
52/63 [=======================>......] - ETA: 0s - loss: 0.0275
58/63 [==========================>...] - ETA: 0s - loss: 0.0269
63/63 [==============================] - 1s 11ms/step - loss: 0.0268 - val_loss: 0.3436
Epoch 856/1000
1/63 [..............................] - ETA: 0s - loss: 0.0571
7/63 [==>...........................] - ETA: 0s - loss: 0.0316
12/63 [====>.........................] - ETA: 0s - loss: 0.0267
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29/63 [============>.................] - ETA: 0s - loss: 0.0292
35/63 [===============>..............] - ETA: 0s - loss: 0.0312
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46/63 [====================>.........] - ETA: 0s - loss: 0.0311
51/63 [=======================>......] - ETA: 0s - loss: 0.0306
57/63 [==========================>...] - ETA: 0s - loss: 0.0299
62/63 [============================>.] - ETA: 0s - loss: 0.0294
63/63 [==============================] - 1s 11ms/step - loss: 0.0293 - val_loss: 0.3065
Epoch 857/1000
1/63 [..............................] - ETA: 0s - loss: 0.0215
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60/63 [===========================>..] - ETA: 0s - loss: 0.0313
63/63 [==============================] - 1s 11ms/step - loss: 0.0314 - val_loss: 0.3973
Epoch 858/1000
1/63 [..............................] - ETA: 0s - loss: 0.1859
7/63 [==>...........................] - ETA: 0s - loss: 0.0503
13/63 [=====>........................] - ETA: 0s - loss: 0.0407
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31/63 [=============>................] - ETA: 0s - loss: 0.0353
37/63 [================>.............] - ETA: 0s - loss: 0.0326
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61/63 [============================>.] - ETA: 0s - loss: 0.0310
63/63 [==============================] - 1s 11ms/step - loss: 0.0309 - val_loss: 0.2998
Epoch 859/1000
1/63 [..............................] - ETA: 0s - loss: 0.0214
7/63 [==>...........................] - ETA: 0s - loss: 0.0190
13/63 [=====>........................] - ETA: 0s - loss: 0.0238
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30/63 [=============>................] - ETA: 0s - loss: 0.0258
36/63 [================>.............] - ETA: 0s - loss: 0.0256
42/63 [===================>..........] - ETA: 0s - loss: 0.0269
48/63 [=====================>........] - ETA: 0s - loss: 0.0276
54/63 [========================>.....] - ETA: 0s - loss: 0.0278
60/63 [===========================>..] - ETA: 0s - loss: 0.0284
63/63 [==============================] - 1s 11ms/step - loss: 0.0287 - val_loss: 0.3536
Epoch 860/1000
1/63 [..............................] - ETA: 0s - loss: 0.0144
7/63 [==>...........................] - ETA: 0s - loss: 0.0214
13/63 [=====>........................] - ETA: 0s - loss: 0.0211
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30/63 [=============>................] - ETA: 0s - loss: 0.0278
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48/63 [=====================>........] - ETA: 0s - loss: 0.0273
54/63 [========================>.....] - ETA: 0s - loss: 0.0272
60/63 [===========================>..] - ETA: 0s - loss: 0.0272
63/63 [==============================] - 1s 11ms/step - loss: 0.0267 - val_loss: 0.2994
Epoch 861/1000
1/63 [..............................] - ETA: 0s - loss: 0.0124
7/63 [==>...........................] - ETA: 0s - loss: 0.0323
13/63 [=====>........................] - ETA: 0s - loss: 0.0296
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31/63 [=============>................] - ETA: 0s - loss: 0.0317
37/63 [================>.............] - ETA: 0s - loss: 0.0314
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55/63 [=========================>....] - ETA: 0s - loss: 0.0351
61/63 [============================>.] - ETA: 0s - loss: 0.0667
63/63 [==============================] - 1s 11ms/step - loss: 0.0689 - val_loss: 0.5433
Epoch 862/1000
1/63 [..............................] - ETA: 0s - loss: 0.0561
7/63 [==>...........................] - ETA: 0s - loss: 0.0515
13/63 [=====>........................] - ETA: 0s - loss: 0.0877
19/63 [========>.....................] - ETA: 0s - loss: 0.1864
25/63 [==========>...................] - ETA: 0s - loss: 0.1926
31/63 [=============>................] - ETA: 0s - loss: 0.1973
37/63 [================>.............] - ETA: 0s - loss: 0.1738
43/63 [===================>..........] - ETA: 0s - loss: 0.1809
49/63 [======================>.......] - ETA: 0s - loss: 0.1682
55/63 [=========================>....] - ETA: 0s - loss: 0.1658
61/63 [============================>.] - ETA: 0s - loss: 0.1612
63/63 [==============================] - 1s 11ms/step - loss: 0.1600 - val_loss: 0.4282
Epoch 863/1000
1/63 [..............................] - ETA: 0s - loss: 0.1008
7/63 [==>...........................] - ETA: 0s - loss: 0.1786
12/63 [====>.........................] - ETA: 0s - loss: 0.2241
18/63 [=======>......................] - ETA: 0s - loss: 0.4764
24/63 [==========>...................] - ETA: 0s - loss: 0.3857
30/63 [=============>................] - ETA: 0s - loss: 0.3571
36/63 [================>.............] - ETA: 0s - loss: 0.3572
42/63 [===================>..........] - ETA: 0s - loss: 0.3252
48/63 [=====================>........] - ETA: 0s - loss: 0.3029
54/63 [========================>.....] - ETA: 0s - loss: 0.2942
60/63 [===========================>..] - ETA: 0s - loss: 0.2730
63/63 [==============================] - 1s 11ms/step - loss: 0.2660 - val_loss: 0.3797
Epoch 864/1000
1/63 [..............................] - ETA: 0s - loss: 0.0378
7/63 [==>...........................] - ETA: 0s - loss: 0.4230
13/63 [=====>........................] - ETA: 0s - loss: 0.2921
19/63 [========>.....................] - ETA: 0s - loss: 0.2300
25/63 [==========>...................] - ETA: 0s - loss: 0.1984
31/63 [=============>................] - ETA: 0s - loss: 0.1680
37/63 [================>.............] - ETA: 0s - loss: 0.1495
43/63 [===================>..........] - ETA: 0s - loss: 0.1378
49/63 [======================>.......] - ETA: 0s - loss: 0.1268
55/63 [=========================>....] - ETA: 0s - loss: 0.1164
61/63 [============================>.] - ETA: 0s - loss: 0.1087
63/63 [==============================] - 1s 11ms/step - loss: 0.1065 - val_loss: 0.3391
Epoch 865/1000
1/63 [..............................] - ETA: 0s - loss: 0.0348
7/63 [==>...........................] - ETA: 0s - loss: 0.0255
13/63 [=====>........................] - ETA: 0s - loss: 0.0351
19/63 [========>.....................] - ETA: 0s - loss: 0.0303
25/63 [==========>...................] - ETA: 0s - loss: 0.0295
31/63 [=============>................] - ETA: 0s - loss: 0.0335
36/63 [================>.............] - ETA: 0s - loss: 0.0330
42/63 [===================>..........] - ETA: 0s - loss: 0.0325
48/63 [=====================>........] - ETA: 0s - loss: 0.0319
54/63 [========================>.....] - ETA: 0s - loss: 0.0305
60/63 [===========================>..] - ETA: 0s - loss: 0.0304
63/63 [==============================] - 1s 11ms/step - loss: 0.0317 - val_loss: 0.3365
Epoch 866/1000
1/63 [..............................] - ETA: 0s - loss: 0.0290
7/63 [==>...........................] - ETA: 0s - loss: 0.0300
13/63 [=====>........................] - ETA: 0s - loss: 0.0279
19/63 [========>.....................] - ETA: 0s - loss: 0.0289
25/63 [==========>...................] - ETA: 0s - loss: 0.0284
31/63 [=============>................] - ETA: 0s - loss: 0.0275
37/63 [================>.............] - ETA: 0s - loss: 0.0287
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49/63 [======================>.......] - ETA: 0s - loss: 0.0279
55/63 [=========================>....] - ETA: 0s - loss: 0.0276
61/63 [============================>.] - ETA: 0s - loss: 0.0275
63/63 [==============================] - 1s 11ms/step - loss: 0.0271 - val_loss: 0.3146
Epoch 867/1000
1/63 [..............................] - ETA: 0s - loss: 0.0151
7/63 [==>...........................] - ETA: 0s - loss: 0.0301
13/63 [=====>........................] - ETA: 0s - loss: 0.0265
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25/63 [==========>...................] - ETA: 0s - loss: 0.0252
31/63 [=============>................] - ETA: 0s - loss: 0.0264
37/63 [================>.............] - ETA: 0s - loss: 0.0267
43/63 [===================>..........] - ETA: 0s - loss: 0.0275
49/63 [======================>.......] - ETA: 0s - loss: 0.0265
55/63 [=========================>....] - ETA: 0s - loss: 0.0262
61/63 [============================>.] - ETA: 0s - loss: 0.0268
63/63 [==============================] - 1s 11ms/step - loss: 0.0264 - val_loss: 0.3376
Epoch 868/1000
1/63 [..............................] - ETA: 0s - loss: 0.0201
7/63 [==>...........................] - ETA: 0s - loss: 0.0226
13/63 [=====>........................] - ETA: 0s - loss: 0.0227
19/63 [========>.....................] - ETA: 0s - loss: 0.0223
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31/63 [=============>................] - ETA: 0s - loss: 0.0222
37/63 [================>.............] - ETA: 0s - loss: 0.0221
43/63 [===================>..........] - ETA: 0s - loss: 0.0223
49/63 [======================>.......] - ETA: 0s - loss: 0.0247
55/63 [=========================>....] - ETA: 0s - loss: 0.0252
61/63 [============================>.] - ETA: 0s - loss: 0.0246
63/63 [==============================] - 1s 11ms/step - loss: 0.0248 - val_loss: 0.3423
Epoch 869/1000
1/63 [..............................] - ETA: 0s - loss: 0.0195
6/63 [=>............................] - ETA: 0s - loss: 0.0282
12/63 [====>.........................] - ETA: 0s - loss: 0.0267
18/63 [=======>......................] - ETA: 0s - loss: 0.0234
23/63 [=========>....................] - ETA: 0s - loss: 0.0252
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31/63 [=============>................] - ETA: 0s - loss: 0.0264
36/63 [================>.............] - ETA: 0s - loss: 0.0251
42/63 [===================>..........] - ETA: 0s - loss: 0.0242
48/63 [=====================>........] - ETA: 0s - loss: 0.0240
54/63 [========================>.....] - ETA: 0s - loss: 0.0239
60/63 [===========================>..] - ETA: 0s - loss: 0.0242
63/63 [==============================] - 1s 11ms/step - loss: 0.0245 - val_loss: 0.3281
Epoch 870/1000
1/63 [..............................] - ETA: 0s - loss: 0.0306
7/63 [==>...........................] - ETA: 0s - loss: 0.0306
13/63 [=====>........................] - ETA: 0s - loss: 0.0268
19/63 [========>.....................] - ETA: 0s - loss: 0.0280
25/63 [==========>...................] - ETA: 0s - loss: 0.0302
31/63 [=============>................] - ETA: 0s - loss: 0.0276
37/63 [================>.............] - ETA: 0s - loss: 0.0272
43/63 [===================>..........] - ETA: 0s - loss: 0.0260
49/63 [======================>.......] - ETA: 0s - loss: 0.0257
55/63 [=========================>....] - ETA: 0s - loss: 0.0254
61/63 [============================>.] - ETA: 0s - loss: 0.0252
63/63 [==============================] - 1s 11ms/step - loss: 0.0250 - val_loss: 0.3371
Epoch 871/1000
1/63 [..............................] - ETA: 0s - loss: 0.0082
7/63 [==>...........................] - ETA: 0s - loss: 0.0230
13/63 [=====>........................] - ETA: 0s - loss: 0.0244
19/63 [========>.....................] - ETA: 0s - loss: 0.0282
25/63 [==========>...................] - ETA: 0s - loss: 0.0267
31/63 [=============>................] - ETA: 0s - loss: 0.0269
37/63 [================>.............] - ETA: 0s - loss: 0.0252
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49/63 [======================>.......] - ETA: 0s - loss: 0.0262
55/63 [=========================>....] - ETA: 0s - loss: 0.0251
61/63 [============================>.] - ETA: 0s - loss: 0.0245
63/63 [==============================] - 1s 11ms/step - loss: 0.0244 - val_loss: 0.3086
Epoch 872/1000
1/63 [..............................] - ETA: 0s - loss: 0.0314
7/63 [==>...........................] - ETA: 0s - loss: 0.0379
13/63 [=====>........................] - ETA: 0s - loss: 0.0309
19/63 [========>.....................] - ETA: 0s - loss: 0.0263
25/63 [==========>...................] - ETA: 0s - loss: 0.0244
31/63 [=============>................] - ETA: 0s - loss: 0.0249
37/63 [================>.............] - ETA: 0s - loss: 0.0249
43/63 [===================>..........] - ETA: 0s - loss: 0.0240
49/63 [======================>.......] - ETA: 0s - loss: 0.0245
55/63 [=========================>....] - ETA: 0s - loss: 0.0239
61/63 [============================>.] - ETA: 0s - loss: 0.0237
63/63 [==============================] - 1s 11ms/step - loss: 0.0240 - val_loss: 0.3261
Epoch 873/1000
1/63 [..............................] - ETA: 0s - loss: 0.0404
6/63 [=>............................] - ETA: 0s - loss: 0.0213
12/63 [====>.........................] - ETA: 0s - loss: 0.0200
18/63 [=======>......................] - ETA: 0s - loss: 0.0216
24/63 [==========>...................] - ETA: 0s - loss: 0.0221
30/63 [=============>................] - ETA: 0s - loss: 0.0232
36/63 [================>.............] - ETA: 0s - loss: 0.0263
41/63 [==================>...........] - ETA: 0s - loss: 0.0262
47/63 [=====================>........] - ETA: 0s - loss: 0.0261
53/63 [========================>.....] - ETA: 0s - loss: 0.0250
59/63 [===========================>..] - ETA: 0s - loss: 0.0255
63/63 [==============================] - 1s 11ms/step - loss: 0.0255 - val_loss: 0.3090
Epoch 874/1000
1/63 [..............................] - ETA: 0s - loss: 0.0092
6/63 [=>............................] - ETA: 0s - loss: 0.0212
12/63 [====>.........................] - ETA: 0s - loss: 0.0243
17/63 [=======>......................] - ETA: 0s - loss: 0.0243
23/63 [=========>....................] - ETA: 0s - loss: 0.0231
29/63 [============>.................] - ETA: 0s - loss: 0.0218
35/63 [===============>..............] - ETA: 0s - loss: 0.0225
41/63 [==================>...........] - ETA: 0s - loss: 0.0239
47/63 [=====================>........] - ETA: 0s - loss: 0.0236
53/63 [========================>.....] - ETA: 0s - loss: 0.0233
59/63 [===========================>..] - ETA: 0s - loss: 0.0233
63/63 [==============================] - 1s 11ms/step - loss: 0.0235 - val_loss: 0.3328
Epoch 875/1000
1/63 [..............................] - ETA: 0s - loss: 0.0118
6/63 [=>............................] - ETA: 0s - loss: 0.0173
12/63 [====>.........................] - ETA: 0s - loss: 0.0249
18/63 [=======>......................] - ETA: 0s - loss: 0.0229
24/63 [==========>...................] - ETA: 0s - loss: 0.0224
30/63 [=============>................] - ETA: 0s - loss: 0.0236
36/63 [================>.............] - ETA: 0s - loss: 0.0222
41/63 [==================>...........] - ETA: 0s - loss: 0.0234
47/63 [=====================>........] - ETA: 0s - loss: 0.0231
52/63 [=======================>......] - ETA: 0s - loss: 0.0225
57/63 [==========================>...] - ETA: 0s - loss: 0.0222
63/63 [==============================] - ETA: 0s - loss: 0.0220
63/63 [==============================] - 1s 11ms/step - loss: 0.0220 - val_loss: 0.3338
Epoch 876/1000
1/63 [..............................] - ETA: 0s - loss: 0.0428
7/63 [==>...........................] - ETA: 0s - loss: 0.0271
13/63 [=====>........................] - ETA: 0s - loss: 0.0222
19/63 [========>.....................] - ETA: 0s - loss: 0.0192
25/63 [==========>...................] - ETA: 0s - loss: 0.0193
31/63 [=============>................] - ETA: 0s - loss: 0.0208
36/63 [================>.............] - ETA: 0s - loss: 0.0216
42/63 [===================>..........] - ETA: 0s - loss: 0.0222
48/63 [=====================>........] - ETA: 0s - loss: 0.0222
54/63 [========================>.....] - ETA: 0s - loss: 0.0234
60/63 [===========================>..] - ETA: 0s - loss: 0.0233
63/63 [==============================] - 1s 11ms/step - loss: 0.0234 - val_loss: 0.3193
Epoch 877/1000
1/63 [..............................] - ETA: 0s - loss: 0.0144
7/63 [==>...........................] - ETA: 0s - loss: 0.0153
13/63 [=====>........................] - ETA: 0s - loss: 0.0179
19/63 [========>.....................] - ETA: 0s - loss: 0.0229
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30/63 [=============>................] - ETA: 0s - loss: 0.0235
36/63 [================>.............] - ETA: 0s - loss: 0.0230
41/63 [==================>...........] - ETA: 0s - loss: 0.0218
47/63 [=====================>........] - ETA: 0s - loss: 0.0214
53/63 [========================>.....] - ETA: 0s - loss: 0.0219
59/63 [===========================>..] - ETA: 0s - loss: 0.0233
63/63 [==============================] - 1s 11ms/step - loss: 0.0232 - val_loss: 0.3516
Epoch 878/1000
1/63 [..............................] - ETA: 0s - loss: 0.0529
7/63 [==>...........................] - ETA: 0s - loss: 0.0361
13/63 [=====>........................] - ETA: 0s - loss: 0.0302
19/63 [========>.....................] - ETA: 0s - loss: 0.0295
24/63 [==========>...................] - ETA: 0s - loss: 0.0279
30/63 [=============>................] - ETA: 0s - loss: 0.0271
36/63 [================>.............] - ETA: 0s - loss: 0.0268
42/63 [===================>..........] - ETA: 0s - loss: 0.0272
48/63 [=====================>........] - ETA: 0s - loss: 0.0265
54/63 [========================>.....] - ETA: 0s - loss: 0.0258
59/63 [===========================>..] - ETA: 0s - loss: 0.0254
63/63 [==============================] - 1s 11ms/step - loss: 0.0249 - val_loss: 0.3283
Epoch 879/1000
1/63 [..............................] - ETA: 0s - loss: 0.0350
7/63 [==>...........................] - ETA: 0s - loss: 0.0217
13/63 [=====>........................] - ETA: 0s - loss: 0.0212
19/63 [========>.....................] - ETA: 0s - loss: 0.0200
25/63 [==========>...................] - ETA: 0s - loss: 0.0198
31/63 [=============>................] - ETA: 0s - loss: 0.0189
37/63 [================>.............] - ETA: 0s - loss: 0.0189
43/63 [===================>..........] - ETA: 0s - loss: 0.0193
49/63 [======================>.......] - ETA: 0s - loss: 0.0219
55/63 [=========================>....] - ETA: 0s - loss: 0.0232
61/63 [============================>.] - ETA: 0s - loss: 0.0234
63/63 [==============================] - 1s 11ms/step - loss: 0.0231 - val_loss: 0.3269
Epoch 880/1000
1/63 [..............................] - ETA: 0s - loss: 0.0110
6/63 [=>............................] - ETA: 0s - loss: 0.0184
12/63 [====>.........................] - ETA: 0s - loss: 0.0241
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30/63 [=============>................] - ETA: 0s - loss: 0.0242
36/63 [================>.............] - ETA: 0s - loss: 0.0254
42/63 [===================>..........] - ETA: 0s - loss: 0.0256
48/63 [=====================>........] - ETA: 0s - loss: 0.0256
53/63 [========================>.....] - ETA: 0s - loss: 0.0255
58/63 [==========================>...] - ETA: 0s - loss: 0.0249
63/63 [==============================] - ETA: 0s - loss: 0.0257
63/63 [==============================] - 1s 11ms/step - loss: 0.0257 - val_loss: 0.3424
Epoch 881/1000
1/63 [..............................] - ETA: 0s - loss: 0.0102
7/63 [==>...........................] - ETA: 0s - loss: 0.0219
13/63 [=====>........................] - ETA: 0s - loss: 0.0200
19/63 [========>.....................] - ETA: 0s - loss: 0.0228
25/63 [==========>...................] - ETA: 0s - loss: 0.0258
30/63 [=============>................] - ETA: 0s - loss: 0.0248
35/63 [===============>..............] - ETA: 0s - loss: 0.0240
40/63 [==================>...........] - ETA: 0s - loss: 0.0256
45/63 [====================>.........] - ETA: 0s - loss: 0.0249
50/63 [======================>.......] - ETA: 0s - loss: 0.0255
56/63 [=========================>....] - ETA: 0s - loss: 0.0259
62/63 [============================>.] - ETA: 0s - loss: 0.0257
63/63 [==============================] - 1s 11ms/step - loss: 0.0256 - val_loss: 0.3457
Epoch 882/1000
1/63 [..............................] - ETA: 0s - loss: 0.0292
7/63 [==>...........................] - ETA: 0s - loss: 0.0727
12/63 [====>.........................] - ETA: 0s - loss: 0.0759
18/63 [=======>......................] - ETA: 0s - loss: 0.0689
23/63 [=========>....................] - ETA: 0s - loss: 0.0730
29/63 [============>.................] - ETA: 0s - loss: 0.1016
35/63 [===============>..............] - ETA: 0s - loss: 0.0982
41/63 [==================>...........] - ETA: 0s - loss: 0.0978
47/63 [=====================>........] - ETA: 0s - loss: 0.1083
52/63 [=======================>......] - ETA: 0s - loss: 0.1072
57/63 [==========================>...] - ETA: 0s - loss: 0.1130
63/63 [==============================] - ETA: 0s - loss: 0.1115
63/63 [==============================] - 1s 11ms/step - loss: 0.1115 - val_loss: 0.7493
Epoch 883/1000
1/63 [..............................] - ETA: 0s - loss: 0.3279
6/63 [=>............................] - ETA: 0s - loss: 0.1119
11/63 [====>.........................] - ETA: 0s - loss: 0.1225
17/63 [=======>......................] - ETA: 0s - loss: 0.1023
23/63 [=========>....................] - ETA: 0s - loss: 0.1158
29/63 [============>.................] - ETA: 0s - loss: 0.1024
35/63 [===============>..............] - ETA: 0s - loss: 0.0953
41/63 [==================>...........] - ETA: 0s - loss: 0.1381
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51/63 [=======================>......] - ETA: 0s - loss: 0.1280
57/63 [==========================>...] - ETA: 0s - loss: 0.1221
63/63 [==============================] - ETA: 0s - loss: 0.1204
63/63 [==============================] - 1s 11ms/step - loss: 0.1204 - val_loss: 0.6305
Epoch 884/1000
1/63 [..............................] - ETA: 0s - loss: 0.0369
7/63 [==>...........................] - ETA: 0s - loss: 0.1965
12/63 [====>.........................] - ETA: 0s - loss: 0.1800
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50/63 [======================>.......] - ETA: 0s - loss: 0.2477
55/63 [=========================>....] - ETA: 0s - loss: 0.2832
61/63 [============================>.] - ETA: 0s - loss: 0.2788
63/63 [==============================] - 1s 11ms/step - loss: 0.2736 - val_loss: 0.6467
Epoch 885/1000
1/63 [..............................] - ETA: 0s - loss: 0.1457
7/63 [==>...........................] - ETA: 0s - loss: 0.1706
13/63 [=====>........................] - ETA: 0s - loss: 0.2643
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24/63 [==========>...................] - ETA: 0s - loss: 0.3387
30/63 [=============>................] - ETA: 0s - loss: 0.3319
36/63 [================>.............] - ETA: 0s - loss: 0.3395
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48/63 [=====================>........] - ETA: 0s - loss: 0.3488
53/63 [========================>.....] - ETA: 0s - loss: 0.3473
59/63 [===========================>..] - ETA: 0s - loss: 0.3364
63/63 [==============================] - 1s 11ms/step - loss: 0.3269 - val_loss: 0.7299
Epoch 886/1000
1/63 [..............................] - ETA: 0s - loss: 0.2110
6/63 [=>............................] - ETA: 0s - loss: 0.1960
12/63 [====>.........................] - ETA: 0s - loss: 0.1496
18/63 [=======>......................] - ETA: 0s - loss: 0.1560
24/63 [==========>...................] - ETA: 0s - loss: 0.1319
29/63 [============>.................] - ETA: 0s - loss: 0.1260
35/63 [===============>..............] - ETA: 0s - loss: 0.1133
40/63 [==================>...........] - ETA: 0s - loss: 0.1070
45/63 [====================>.........] - ETA: 0s - loss: 0.0995
51/63 [=======================>......] - ETA: 0s - loss: 0.0967
57/63 [==========================>...] - ETA: 0s - loss: 0.0919
62/63 [============================>.] - ETA: 0s - loss: 0.0902
63/63 [==============================] - 1s 11ms/step - loss: 0.0898 - val_loss: 0.3865
Epoch 887/1000
1/63 [..............................] - ETA: 0s - loss: 0.0644
6/63 [=>............................] - ETA: 0s - loss: 0.0678
11/63 [====>.........................] - ETA: 0s - loss: 0.0544
17/63 [=======>......................] - ETA: 0s - loss: 0.0509
22/63 [=========>....................] - ETA: 0s - loss: 0.0537
27/63 [===========>..................] - ETA: 0s - loss: 0.0514
32/63 [==============>...............] - ETA: 0s - loss: 0.0497
37/63 [================>.............] - ETA: 0s - loss: 0.0492
42/63 [===================>..........] - ETA: 0s - loss: 0.0489
48/63 [=====================>........] - ETA: 0s - loss: 0.0465
54/63 [========================>.....] - ETA: 0s - loss: 0.0461
60/63 [===========================>..] - ETA: 0s - loss: 0.0464
63/63 [==============================] - 1s 11ms/step - loss: 0.0473 - val_loss: 0.3197
Epoch 888/1000
1/63 [..............................] - ETA: 0s - loss: 0.0474
6/63 [=>............................] - ETA: 0s - loss: 0.0528
12/63 [====>.........................] - ETA: 0s - loss: 0.0625
18/63 [=======>......................] - ETA: 0s - loss: 0.0593
23/63 [=========>....................] - ETA: 0s - loss: 0.0541
29/63 [============>.................] - ETA: 0s - loss: 0.0531
35/63 [===============>..............] - ETA: 0s - loss: 0.0487
41/63 [==================>...........] - ETA: 0s - loss: 0.0463
46/63 [====================>.........] - ETA: 0s - loss: 0.0461
51/63 [=======================>......] - ETA: 0s - loss: 0.0448
57/63 [==========================>...] - ETA: 0s - loss: 0.0425
63/63 [==============================] - ETA: 0s - loss: 0.0417
63/63 [==============================] - 1s 11ms/step - loss: 0.0417 - val_loss: 0.3502
Epoch 889/1000
1/63 [..............................] - ETA: 0s - loss: 0.0256
6/63 [=>............................] - ETA: 0s - loss: 0.0334
12/63 [====>.........................] - ETA: 0s - loss: 0.0311
18/63 [=======>......................] - ETA: 0s - loss: 0.0328
24/63 [==========>...................] - ETA: 0s - loss: 0.0317
30/63 [=============>................] - ETA: 0s - loss: 0.0311
35/63 [===============>..............] - ETA: 0s - loss: 0.0329
41/63 [==================>...........] - ETA: 0s - loss: 0.0314
47/63 [=====================>........] - ETA: 0s - loss: 0.0314
53/63 [========================>.....] - ETA: 0s - loss: 0.0307
59/63 [===========================>..] - ETA: 0s - loss: 0.0331
63/63 [==============================] - 1s 11ms/step - loss: 0.0323 - val_loss: 0.2923
Epoch 890/1000
1/63 [..............................] - ETA: 0s - loss: 0.0207
7/63 [==>...........................] - ETA: 0s - loss: 0.0443
13/63 [=====>........................] - ETA: 0s - loss: 0.0323
19/63 [========>.....................] - ETA: 0s - loss: 0.0317
24/63 [==========>...................] - ETA: 0s - loss: 0.0304
29/63 [============>.................] - ETA: 0s - loss: 0.0288
34/63 [===============>..............] - ETA: 0s - loss: 0.0277
40/63 [==================>...........] - ETA: 0s - loss: 0.0291
46/63 [====================>.........] - ETA: 0s - loss: 0.0290
52/63 [=======================>......] - ETA: 0s - loss: 0.0287
58/63 [==========================>...] - ETA: 0s - loss: 0.0296
63/63 [==============================] - ETA: 0s - loss: 0.0292
63/63 [==============================] - 1s 11ms/step - loss: 0.0292 - val_loss: 0.2839
Epoch 891/1000
1/63 [..............................] - ETA: 0s - loss: 0.0122
6/63 [=>............................] - ETA: 0s - loss: 0.0208
12/63 [====>.........................] - ETA: 0s - loss: 0.0199
17/63 [=======>......................] - ETA: 0s - loss: 0.0223
23/63 [=========>....................] - ETA: 0s - loss: 0.0217
29/63 [============>.................] - ETA: 0s - loss: 0.0231
35/63 [===============>..............] - ETA: 0s - loss: 0.0223
41/63 [==================>...........] - ETA: 0s - loss: 0.0239
47/63 [=====================>........] - ETA: 0s - loss: 0.0258
53/63 [========================>.....] - ETA: 0s - loss: 0.0252
59/63 [===========================>..] - ETA: 0s - loss: 0.0290
63/63 [==============================] - 1s 11ms/step - loss: 0.0288 - val_loss: 0.2876
Epoch 892/1000
1/63 [..............................] - ETA: 0s - loss: 0.0239
7/63 [==>...........................] - ETA: 0s - loss: 0.0286
13/63 [=====>........................] - ETA: 0s - loss: 0.0317
19/63 [========>.....................] - ETA: 0s - loss: 0.0296
25/63 [==========>...................] - ETA: 0s - loss: 0.0281
31/63 [=============>................] - ETA: 0s - loss: 0.0264
37/63 [================>.............] - ETA: 0s - loss: 0.0260
43/63 [===================>..........] - ETA: 0s - loss: 0.0260
49/63 [======================>.......] - ETA: 0s - loss: 0.0256
55/63 [=========================>....] - ETA: 0s - loss: 0.0251
61/63 [============================>.] - ETA: 0s - loss: 0.0268
63/63 [==============================] - 1s 11ms/step - loss: 0.0267 - val_loss: 0.2767
Epoch 893/1000
1/63 [..............................] - ETA: 0s - loss: 0.0105
7/63 [==>...........................] - ETA: 0s - loss: 0.0241
13/63 [=====>........................] - ETA: 0s - loss: 0.0222
19/63 [========>.....................] - ETA: 0s - loss: 0.0211
25/63 [==========>...................] - ETA: 0s - loss: 0.0203
30/63 [=============>................] - ETA: 0s - loss: 0.0232
36/63 [================>.............] - ETA: 0s - loss: 0.0264
42/63 [===================>..........] - ETA: 0s - loss: 0.0262
48/63 [=====================>........] - ETA: 0s - loss: 0.0257
54/63 [========================>.....] - ETA: 0s - loss: 0.0262
60/63 [===========================>..] - ETA: 0s - loss: 0.0260
63/63 [==============================] - 1s 11ms/step - loss: 0.0261 - val_loss: 0.2887
Epoch 894/1000
1/63 [..............................] - ETA: 0s - loss: 0.0104
7/63 [==>...........................] - ETA: 0s - loss: 0.0201
13/63 [=====>........................] - ETA: 0s - loss: 0.0243
19/63 [========>.....................] - ETA: 0s - loss: 0.0241
25/63 [==========>...................] - ETA: 0s - loss: 0.0229
30/63 [=============>................] - ETA: 0s - loss: 0.0232
36/63 [================>.............] - ETA: 0s - loss: 0.0231
42/63 [===================>..........] - ETA: 0s - loss: 0.0231
48/63 [=====================>........] - ETA: 0s - loss: 0.0229
54/63 [========================>.....] - ETA: 0s - loss: 0.0249
60/63 [===========================>..] - ETA: 0s - loss: 0.0249
63/63 [==============================] - 1s 11ms/step - loss: 0.0245 - val_loss: 0.3115
Epoch 895/1000
1/63 [..............................] - ETA: 0s - loss: 0.0313
7/63 [==>...........................] - ETA: 0s - loss: 0.0345
13/63 [=====>........................] - ETA: 0s - loss: 0.0271
19/63 [========>.....................] - ETA: 0s - loss: 0.0268
24/63 [==========>...................] - ETA: 0s - loss: 0.0272
30/63 [=============>................] - ETA: 0s - loss: 0.0252
36/63 [================>.............] - ETA: 0s - loss: 0.0242
42/63 [===================>..........] - ETA: 0s - loss: 0.0231
48/63 [=====================>........] - ETA: 0s - loss: 0.0230
54/63 [========================>.....] - ETA: 0s - loss: 0.0235
60/63 [===========================>..] - ETA: 0s - loss: 0.0234
63/63 [==============================] - 1s 11ms/step - loss: 0.0233 - val_loss: 0.2952
Epoch 896/1000
1/63 [..............................] - ETA: 0s - loss: 0.0109
7/63 [==>...........................] - ETA: 0s - loss: 0.0190
13/63 [=====>........................] - ETA: 0s - loss: 0.0162
19/63 [========>.....................] - ETA: 0s - loss: 0.0204
25/63 [==========>...................] - ETA: 0s - loss: 0.0208
31/63 [=============>................] - ETA: 0s - loss: 0.0202
37/63 [================>.............] - ETA: 0s - loss: 0.0216
43/63 [===================>..........] - ETA: 0s - loss: 0.0224
49/63 [======================>.......] - ETA: 0s - loss: 0.0217
55/63 [=========================>....] - ETA: 0s - loss: 0.0216
61/63 [============================>.] - ETA: 0s - loss: 0.0215
63/63 [==============================] - 1s 11ms/step - loss: 0.0213 - val_loss: 0.2908
Epoch 897/1000
1/63 [..............................] - ETA: 0s - loss: 0.0078
7/63 [==>...........................] - ETA: 0s - loss: 0.0238
13/63 [=====>........................] - ETA: 0s - loss: 0.0189
19/63 [========>.....................] - ETA: 0s - loss: 0.0200
25/63 [==========>...................] - ETA: 0s - loss: 0.0230
31/63 [=============>................] - ETA: 0s - loss: 0.0225
37/63 [================>.............] - ETA: 0s - loss: 0.0231
42/63 [===================>..........] - ETA: 0s - loss: 0.0228
48/63 [=====================>........] - ETA: 0s - loss: 0.0222
54/63 [========================>.....] - ETA: 0s - loss: 0.0223
60/63 [===========================>..] - ETA: 0s - loss: 0.0228
63/63 [==============================] - 1s 11ms/step - loss: 0.0224 - val_loss: 0.3205
Epoch 898/1000
1/63 [..............................] - ETA: 0s - loss: 0.0183
7/63 [==>...........................] - ETA: 0s - loss: 0.0246
13/63 [=====>........................] - ETA: 0s - loss: 0.0191
18/63 [=======>......................] - ETA: 0s - loss: 0.0188
24/63 [==========>...................] - ETA: 0s - loss: 0.0171
30/63 [=============>................] - ETA: 0s - loss: 0.0171
36/63 [================>.............] - ETA: 0s - loss: 0.0194
42/63 [===================>..........] - ETA: 0s - loss: 0.0198
48/63 [=====================>........] - ETA: 0s - loss: 0.0202
54/63 [========================>.....] - ETA: 0s - loss: 0.0205
60/63 [===========================>..] - ETA: 0s - loss: 0.0208
63/63 [==============================] - 1s 11ms/step - loss: 0.0209 - val_loss: 0.3096
Epoch 899/1000
1/63 [..............................] - ETA: 0s - loss: 0.0138
6/63 [=>............................] - ETA: 0s - loss: 0.0217
12/63 [====>.........................] - ETA: 0s - loss: 0.0166
18/63 [=======>......................] - ETA: 0s - loss: 0.0183
24/63 [==========>...................] - ETA: 0s - loss: 0.0194
30/63 [=============>................] - ETA: 0s - loss: 0.0205
36/63 [================>.............] - ETA: 0s - loss: 0.0212
42/63 [===================>..........] - ETA: 0s - loss: 0.0212
48/63 [=====================>........] - ETA: 0s - loss: 0.0222
54/63 [========================>.....] - ETA: 0s - loss: 0.0230
60/63 [===========================>..] - ETA: 0s - loss: 0.0235
63/63 [==============================] - 1s 11ms/step - loss: 0.0239 - val_loss: 0.2810
Epoch 900/1000
1/63 [..............................] - ETA: 0s - loss: 0.0127
7/63 [==>...........................] - ETA: 0s - loss: 0.0224
13/63 [=====>........................] - ETA: 0s - loss: 0.0221
19/63 [========>.....................] - ETA: 0s - loss: 0.0206
25/63 [==========>...................] - ETA: 0s - loss: 0.0211
31/63 [=============>................] - ETA: 0s - loss: 0.0203
37/63 [================>.............] - ETA: 0s - loss: 0.0196
43/63 [===================>..........] - ETA: 0s - loss: 0.0202
49/63 [======================>.......] - ETA: 0s - loss: 0.0195
55/63 [=========================>....] - ETA: 0s - loss: 0.0204
61/63 [============================>.] - ETA: 0s - loss: 0.0216
63/63 [==============================] - 1s 11ms/step - loss: 0.0213 - val_loss: 0.3153
Epoch 901/1000
1/63 [..............................] - ETA: 0s - loss: 0.0194
7/63 [==>...........................] - ETA: 0s - loss: 0.0200
13/63 [=====>........................] - ETA: 0s - loss: 0.0205
18/63 [=======>......................] - ETA: 0s - loss: 0.0197
24/63 [==========>...................] - ETA: 0s - loss: 0.0193
30/63 [=============>................] - ETA: 0s - loss: 0.0198
36/63 [================>.............] - ETA: 0s - loss: 0.0204
42/63 [===================>..........] - ETA: 0s - loss: 0.0210
48/63 [=====================>........] - ETA: 0s - loss: 0.0210
54/63 [========================>.....] - ETA: 0s - loss: 0.0208
60/63 [===========================>..] - ETA: 0s - loss: 0.0209
63/63 [==============================] - 1s 11ms/step - loss: 0.0209 - val_loss: 0.2856
Epoch 902/1000
1/63 [..............................] - ETA: 0s - loss: 0.0074
7/63 [==>...........................] - ETA: 0s - loss: 0.0172
13/63 [=====>........................] - ETA: 0s - loss: 0.0199
19/63 [========>.....................] - ETA: 0s - loss: 0.0196
25/63 [==========>...................] - ETA: 0s - loss: 0.0192
31/63 [=============>................] - ETA: 0s - loss: 0.0187
37/63 [================>.............] - ETA: 0s - loss: 0.0183
43/63 [===================>..........] - ETA: 0s - loss: 0.0182
49/63 [======================>.......] - ETA: 0s - loss: 0.0177
55/63 [=========================>....] - ETA: 0s - loss: 0.0183
61/63 [============================>.] - ETA: 0s - loss: 0.0194
63/63 [==============================] - 1s 11ms/step - loss: 0.0195 - val_loss: 0.3367
Epoch 903/1000
1/63 [..............................] - ETA: 0s - loss: 0.0097
7/63 [==>...........................] - ETA: 0s - loss: 0.0246
13/63 [=====>........................] - ETA: 0s - loss: 0.0217
19/63 [========>.....................] - ETA: 0s - loss: 0.0201
25/63 [==========>...................] - ETA: 0s - loss: 0.0213
31/63 [=============>................] - ETA: 0s - loss: 0.0224
37/63 [================>.............] - ETA: 0s - loss: 0.0224
43/63 [===================>..........] - ETA: 0s - loss: 0.0219
49/63 [======================>.......] - ETA: 0s - loss: 0.0222
55/63 [=========================>....] - ETA: 0s - loss: 0.0224
61/63 [============================>.] - ETA: 0s - loss: 0.0219
63/63 [==============================] - 1s 11ms/step - loss: 0.0218 - val_loss: 0.3151
Epoch 904/1000
1/63 [..............................] - ETA: 0s - loss: 0.0205
7/63 [==>...........................] - ETA: 0s - loss: 0.0340
13/63 [=====>........................] - ETA: 0s - loss: 0.0288
19/63 [========>.....................] - ETA: 0s - loss: 0.0250
25/63 [==========>...................] - ETA: 0s - loss: 0.0257
31/63 [=============>................] - ETA: 0s - loss: 0.0241
37/63 [================>.............] - ETA: 0s - loss: 0.0252
43/63 [===================>..........] - ETA: 0s - loss: 0.0244
49/63 [======================>.......] - ETA: 0s - loss: 0.0235
55/63 [=========================>....] - ETA: 0s - loss: 0.0237
61/63 [============================>.] - ETA: 0s - loss: 0.0241
63/63 [==============================] - 1s 11ms/step - loss: 0.0239 - val_loss: 0.3039
Epoch 905/1000
1/63 [..............................] - ETA: 0s - loss: 0.0147
7/63 [==>...........................] - ETA: 0s - loss: 0.0221
13/63 [=====>........................] - ETA: 0s - loss: 0.0203
19/63 [========>.....................] - ETA: 0s - loss: 0.0213
25/63 [==========>...................] - ETA: 0s - loss: 0.0222
31/63 [=============>................] - ETA: 0s - loss: 0.0217
37/63 [================>.............] - ETA: 0s - loss: 0.0211
43/63 [===================>..........] - ETA: 0s - loss: 0.0202
49/63 [======================>.......] - ETA: 0s - loss: 0.0198
55/63 [=========================>....] - ETA: 0s - loss: 0.0200
61/63 [============================>.] - ETA: 0s - loss: 0.0212
63/63 [==============================] - 1s 11ms/step - loss: 0.0212 - val_loss: 0.3049
Epoch 906/1000
1/63 [..............................] - ETA: 0s - loss: 0.0161
7/63 [==>...........................] - ETA: 0s - loss: 0.0168
13/63 [=====>........................] - ETA: 0s - loss: 0.0185
18/63 [=======>......................] - ETA: 0s - loss: 0.0217
24/63 [==========>...................] - ETA: 0s - loss: 0.0220
30/63 [=============>................] - ETA: 0s - loss: 0.0206
36/63 [================>.............] - ETA: 0s - loss: 0.0204
42/63 [===================>..........] - ETA: 0s - loss: 0.0199
48/63 [=====================>........] - ETA: 0s - loss: 0.0201
54/63 [========================>.....] - ETA: 0s - loss: 0.0197
60/63 [===========================>..] - ETA: 0s - loss: 0.0193
63/63 [==============================] - 1s 11ms/step - loss: 0.0192 - val_loss: 0.3028
Epoch 907/1000
1/63 [..............................] - ETA: 0s - loss: 0.0153
7/63 [==>...........................] - ETA: 0s - loss: 0.0162
13/63 [=====>........................] - ETA: 0s - loss: 0.0154
19/63 [========>.....................] - ETA: 0s - loss: 0.0187
25/63 [==========>...................] - ETA: 0s - loss: 0.0174
31/63 [=============>................] - ETA: 0s - loss: 0.0190
37/63 [================>.............] - ETA: 0s - loss: 0.0185
43/63 [===================>..........] - ETA: 0s - loss: 0.0186
49/63 [======================>.......] - ETA: 0s - loss: 0.0195
55/63 [=========================>....] - ETA: 0s - loss: 0.0196
61/63 [============================>.] - ETA: 0s - loss: 0.0206
63/63 [==============================] - 1s 11ms/step - loss: 0.0205 - val_loss: 0.3490
Epoch 908/1000
1/63 [..............................] - ETA: 0s - loss: 0.0168
7/63 [==>...........................] - ETA: 0s - loss: 0.0186
13/63 [=====>........................] - ETA: 0s - loss: 0.0213
19/63 [========>.....................] - ETA: 0s - loss: 0.0246
25/63 [==========>...................] - ETA: 0s - loss: 0.0246
31/63 [=============>................] - ETA: 0s - loss: 0.0243
37/63 [================>.............] - ETA: 0s - loss: 0.0237
43/63 [===================>..........] - ETA: 0s - loss: 0.0237
49/63 [======================>.......] - ETA: 0s - loss: 0.0232
55/63 [=========================>....] - ETA: 0s - loss: 0.0229
61/63 [============================>.] - ETA: 0s - loss: 0.0233
63/63 [==============================] - 1s 11ms/step - loss: 0.0232 - val_loss: 0.3266
Epoch 909/1000
1/63 [..............................] - ETA: 0s - loss: 0.0238
7/63 [==>...........................] - ETA: 0s - loss: 0.0200
13/63 [=====>........................] - ETA: 0s - loss: 0.0183
19/63 [========>.....................] - ETA: 0s - loss: 0.0190
25/63 [==========>...................] - ETA: 0s - loss: 0.0182
31/63 [=============>................] - ETA: 0s - loss: 0.0180
37/63 [================>.............] - ETA: 0s - loss: 0.0182
43/63 [===================>..........] - ETA: 0s - loss: 0.0190
49/63 [======================>.......] - ETA: 0s - loss: 0.0202
55/63 [=========================>....] - ETA: 0s - loss: 0.0206
61/63 [============================>.] - ETA: 0s - loss: 0.0197
63/63 [==============================] - 1s 11ms/step - loss: 0.0200 - val_loss: 0.3015
Epoch 910/1000
1/63 [..............................] - ETA: 0s - loss: 0.0098
7/63 [==>...........................] - ETA: 0s - loss: 0.0131
13/63 [=====>........................] - ETA: 0s - loss: 0.0178
19/63 [========>.....................] - ETA: 0s - loss: 0.0184
25/63 [==========>...................] - ETA: 0s - loss: 0.0221
31/63 [=============>................] - ETA: 0s - loss: 0.0221
37/63 [================>.............] - ETA: 0s - loss: 0.0211
43/63 [===================>..........] - ETA: 0s - loss: 0.0211
49/63 [======================>.......] - ETA: 0s - loss: 0.0214
55/63 [=========================>....] - ETA: 0s - loss: 0.0207
61/63 [============================>.] - ETA: 0s - loss: 0.0208
63/63 [==============================] - 1s 11ms/step - loss: 0.0205 - val_loss: 0.2977
Epoch 911/1000
1/63 [..............................] - ETA: 0s - loss: 0.0224
7/63 [==>...........................] - ETA: 0s - loss: 0.0190
13/63 [=====>........................] - ETA: 0s - loss: 0.0178
19/63 [========>.....................] - ETA: 0s - loss: 0.0200
25/63 [==========>...................] - ETA: 0s - loss: 0.0198
31/63 [=============>................] - ETA: 0s - loss: 0.0193
37/63 [================>.............] - ETA: 0s - loss: 0.0184
43/63 [===================>..........] - ETA: 0s - loss: 0.0191
49/63 [======================>.......] - ETA: 0s - loss: 0.0192
55/63 [=========================>....] - ETA: 0s - loss: 0.0202
61/63 [============================>.] - ETA: 0s - loss: 0.0197
63/63 [==============================] - 1s 11ms/step - loss: 0.0197 - val_loss: 0.2993
Epoch 912/1000
1/63 [..............................] - ETA: 0s - loss: 0.0078
7/63 [==>...........................] - ETA: 0s - loss: 0.0147
13/63 [=====>........................] - ETA: 0s - loss: 0.0145
19/63 [========>.....................] - ETA: 0s - loss: 0.0192
25/63 [==========>...................] - ETA: 0s - loss: 0.0173
31/63 [=============>................] - ETA: 0s - loss: 0.0168
37/63 [================>.............] - ETA: 0s - loss: 0.0180
43/63 [===================>..........] - ETA: 0s - loss: 0.0194
49/63 [======================>.......] - ETA: 0s - loss: 0.0197
55/63 [=========================>....] - ETA: 0s - loss: 0.0200
61/63 [============================>.] - ETA: 0s - loss: 0.0193
63/63 [==============================] - 1s 11ms/step - loss: 0.0203 - val_loss: 0.3331
Epoch 913/1000
1/63 [..............................] - ETA: 0s - loss: 0.0448
6/63 [=>............................] - ETA: 0s - loss: 0.0514
12/63 [====>.........................] - ETA: 0s - loss: 0.0454
18/63 [=======>......................] - ETA: 0s - loss: 0.0389
24/63 [==========>...................] - ETA: 0s - loss: 0.0365
30/63 [=============>................] - ETA: 0s - loss: 0.0354
36/63 [================>.............] - ETA: 0s - loss: 0.0323
42/63 [===================>..........] - ETA: 0s - loss: 0.0304
48/63 [=====================>........] - ETA: 0s - loss: 0.0297
54/63 [========================>.....] - ETA: 0s - loss: 0.0293
60/63 [===========================>..] - ETA: 0s - loss: 0.0295
63/63 [==============================] - 1s 11ms/step - loss: 0.0294 - val_loss: 0.3116
Epoch 914/1000
1/63 [..............................] - ETA: 0s - loss: 0.0294
7/63 [==>...........................] - ETA: 0s - loss: 0.0198
13/63 [=====>........................] - ETA: 0s - loss: 0.0181
19/63 [========>.....................] - ETA: 0s - loss: 0.0202
25/63 [==========>...................] - ETA: 0s - loss: 0.0209
31/63 [=============>................] - ETA: 0s - loss: 0.0217
37/63 [================>.............] - ETA: 0s - loss: 0.0237
43/63 [===================>..........] - ETA: 0s - loss: 0.0260
49/63 [======================>.......] - ETA: 0s - loss: 0.0249
55/63 [=========================>....] - ETA: 0s - loss: 0.0239
61/63 [============================>.] - ETA: 0s - loss: 0.0228
63/63 [==============================] - 1s 11ms/step - loss: 0.0232 - val_loss: 0.3552
Epoch 915/1000
1/63 [..............................] - ETA: 0s - loss: 0.0170
7/63 [==>...........................] - ETA: 0s - loss: 0.0166
13/63 [=====>........................] - ETA: 0s - loss: 0.0151
19/63 [========>.....................] - ETA: 0s - loss: 0.0162
25/63 [==========>...................] - ETA: 0s - loss: 0.0171
30/63 [=============>................] - ETA: 0s - loss: 0.0165
36/63 [================>.............] - ETA: 0s - loss: 0.0166
42/63 [===================>..........] - ETA: 0s - loss: 0.0179
48/63 [=====================>........] - ETA: 0s - loss: 0.0204
54/63 [========================>.....] - ETA: 0s - loss: 0.0227
60/63 [===========================>..] - ETA: 0s - loss: 0.0230
63/63 [==============================] - 1s 11ms/step - loss: 0.0234 - val_loss: 0.3044
Epoch 916/1000
1/63 [..............................] - ETA: 0s - loss: 0.0238
7/63 [==>...........................] - ETA: 0s - loss: 0.0222
13/63 [=====>........................] - ETA: 0s - loss: 0.0213
19/63 [========>.....................] - ETA: 0s - loss: 0.0227
25/63 [==========>...................] - ETA: 0s - loss: 0.0233
31/63 [=============>................] - ETA: 0s - loss: 0.0234
37/63 [================>.............] - ETA: 0s - loss: 0.0226
43/63 [===================>..........] - ETA: 0s - loss: 0.0223
49/63 [======================>.......] - ETA: 0s - loss: 0.0216
55/63 [=========================>....] - ETA: 0s - loss: 0.0212
61/63 [============================>.] - ETA: 0s - loss: 0.0224
63/63 [==============================] - 1s 11ms/step - loss: 0.0223 - val_loss: 0.3430
Epoch 917/1000
1/63 [..............................] - ETA: 0s - loss: 0.0113
6/63 [=>............................] - ETA: 0s - loss: 0.0128
12/63 [====>.........................] - ETA: 0s - loss: 0.0143
18/63 [=======>......................] - ETA: 0s - loss: 0.0155
24/63 [==========>...................] - ETA: 0s - loss: 0.0156
30/63 [=============>................] - ETA: 0s - loss: 0.0172
36/63 [================>.............] - ETA: 0s - loss: 0.0175
42/63 [===================>..........] - ETA: 0s - loss: 0.0171
48/63 [=====================>........] - ETA: 0s - loss: 0.0182
54/63 [========================>.....] - ETA: 0s - loss: 0.0192
60/63 [===========================>..] - ETA: 0s - loss: 0.0204
63/63 [==============================] - 1s 11ms/step - loss: 0.0203 - val_loss: 0.3342
Epoch 918/1000
1/63 [..............................] - ETA: 0s - loss: 0.0294
7/63 [==>...........................] - ETA: 0s - loss: 0.0184
13/63 [=====>........................] - ETA: 0s - loss: 0.0181
19/63 [========>.....................] - ETA: 0s - loss: 0.0178
25/63 [==========>...................] - ETA: 0s - loss: 0.0186
31/63 [=============>................] - ETA: 0s - loss: 0.0185
37/63 [================>.............] - ETA: 0s - loss: 0.0187
43/63 [===================>..........] - ETA: 0s - loss: 0.0180
49/63 [======================>.......] - ETA: 0s - loss: 0.0183
55/63 [=========================>....] - ETA: 0s - loss: 0.0183
61/63 [============================>.] - ETA: 0s - loss: 0.0180
63/63 [==============================] - 1s 11ms/step - loss: 0.0183 - val_loss: 0.3385
Epoch 919/1000
1/63 [..............................] - ETA: 0s - loss: 0.0068
7/63 [==>...........................] - ETA: 0s - loss: 0.0146
13/63 [=====>........................] - ETA: 0s - loss: 0.0193
19/63 [========>.....................] - ETA: 0s - loss: 0.0210
25/63 [==========>...................] - ETA: 0s - loss: 0.0211
30/63 [=============>................] - ETA: 0s - loss: 0.0216
36/63 [================>.............] - ETA: 0s - loss: 0.0249
42/63 [===================>..........] - ETA: 0s - loss: 0.0249
48/63 [=====================>........] - ETA: 0s - loss: 0.0247
54/63 [========================>.....] - ETA: 0s - loss: 0.0247
59/63 [===========================>..] - ETA: 0s - loss: 0.0251
63/63 [==============================] - 1s 11ms/step - loss: 0.0246 - val_loss: 0.3218
Epoch 920/1000
1/63 [..............................] - ETA: 0s - loss: 0.0229
7/63 [==>...........................] - ETA: 0s - loss: 0.0173
13/63 [=====>........................] - ETA: 0s - loss: 0.0177
19/63 [========>.....................] - ETA: 0s - loss: 0.0158
24/63 [==========>...................] - ETA: 0s - loss: 0.0170
29/63 [============>.................] - ETA: 0s - loss: 0.0189
34/63 [===============>..............] - ETA: 0s - loss: 0.0182
39/63 [=================>............] - ETA: 0s - loss: 0.0179
44/63 [===================>..........] - ETA: 0s - loss: 0.0187
49/63 [======================>.......] - ETA: 0s - loss: 0.0184
54/63 [========================>.....] - ETA: 0s - loss: 0.0187
60/63 [===========================>..] - ETA: 0s - loss: 0.0184
63/63 [==============================] - 1s 11ms/step - loss: 0.0186 - val_loss: 0.3058
Epoch 921/1000
1/63 [..............................] - ETA: 0s - loss: 0.0256
6/63 [=>............................] - ETA: 0s - loss: 0.0230
12/63 [====>.........................] - ETA: 0s - loss: 0.0228
17/63 [=======>......................] - ETA: 0s - loss: 0.0222
22/63 [=========>....................] - ETA: 0s - loss: 0.0209
27/63 [===========>..................] - ETA: 0s - loss: 0.0200
32/63 [==============>...............] - ETA: 0s - loss: 0.0202
38/63 [=================>............] - ETA: 0s - loss: 0.0193
43/63 [===================>..........] - ETA: 0s - loss: 0.0188
48/63 [=====================>........] - ETA: 0s - loss: 0.0200
53/63 [========================>.....] - ETA: 0s - loss: 0.0203
59/63 [===========================>..] - ETA: 0s - loss: 0.0202
63/63 [==============================] - 1s 11ms/step - loss: 0.0201 - val_loss: 0.3163
Epoch 922/1000
1/63 [..............................] - ETA: 0s - loss: 0.0226
6/63 [=>............................] - ETA: 0s - loss: 0.0212
12/63 [====>.........................] - ETA: 0s - loss: 0.0185
17/63 [=======>......................] - ETA: 0s - loss: 0.0185
22/63 [=========>....................] - ETA: 0s - loss: 0.0184
27/63 [===========>..................] - ETA: 0s - loss: 0.0196
32/63 [==============>...............] - ETA: 0s - loss: 0.0192
37/63 [================>.............] - ETA: 0s - loss: 0.0195
42/63 [===================>..........] - ETA: 0s - loss: 0.0203
47/63 [=====================>........] - ETA: 0s - loss: 0.0206
52/63 [=======================>......] - ETA: 0s - loss: 0.0209
57/63 [==========================>...] - ETA: 0s - loss: 0.0210
62/63 [============================>.] - ETA: 0s - loss: 0.0209
63/63 [==============================] - 1s 11ms/step - loss: 0.0209 - val_loss: 0.3307
Epoch 923/1000
1/63 [..............................] - ETA: 0s - loss: 0.0134
7/63 [==>...........................] - ETA: 0s - loss: 0.0120
13/63 [=====>........................] - ETA: 0s - loss: 0.0124
19/63 [========>.....................] - ETA: 0s - loss: 0.0142
25/63 [==========>...................] - ETA: 0s - loss: 0.0133
31/63 [=============>................] - ETA: 0s - loss: 0.0141
37/63 [================>.............] - ETA: 0s - loss: 0.0144
43/63 [===================>..........] - ETA: 0s - loss: 0.0147
48/63 [=====================>........] - ETA: 0s - loss: 0.0155
54/63 [========================>.....] - ETA: 0s - loss: 0.0163
60/63 [===========================>..] - ETA: 0s - loss: 0.0169
63/63 [==============================] - 1s 11ms/step - loss: 0.0169 - val_loss: 0.3366
Epoch 924/1000
1/63 [..............................] - ETA: 0s - loss: 0.0182
6/63 [=>............................] - ETA: 0s - loss: 0.0318
12/63 [====>.........................] - ETA: 0s - loss: 0.0239
18/63 [=======>......................] - ETA: 0s - loss: 0.0206
24/63 [==========>...................] - ETA: 0s - loss: 0.0192
30/63 [=============>................] - ETA: 0s - loss: 0.0177
36/63 [================>.............] - ETA: 0s - loss: 0.0173
42/63 [===================>..........] - ETA: 0s - loss: 0.0175
48/63 [=====================>........] - ETA: 0s - loss: 0.0182
54/63 [========================>.....] - ETA: 0s - loss: 0.0181
60/63 [===========================>..] - ETA: 0s - loss: 0.0185
63/63 [==============================] - 1s 11ms/step - loss: 0.0185 - val_loss: 0.2965
Epoch 925/1000
1/63 [..............................] - ETA: 0s - loss: 0.0101
7/63 [==>...........................] - ETA: 0s - loss: 0.0146
13/63 [=====>........................] - ETA: 0s - loss: 0.0161
19/63 [========>.....................] - ETA: 0s - loss: 0.0192
25/63 [==========>...................] - ETA: 0s - loss: 0.0205
31/63 [=============>................] - ETA: 0s - loss: 0.0209
37/63 [================>.............] - ETA: 0s - loss: 0.0220
43/63 [===================>..........] - ETA: 0s - loss: 0.0225
49/63 [======================>.......] - ETA: 0s - loss: 0.0243
55/63 [=========================>....] - ETA: 0s - loss: 0.0247
60/63 [===========================>..] - ETA: 0s - loss: 0.0239
63/63 [==============================] - 1s 11ms/step - loss: 0.0238 - val_loss: 0.3148
Epoch 926/1000
1/63 [..............................] - ETA: 0s - loss: 0.0170
7/63 [==>...........................] - ETA: 0s - loss: 0.0137
13/63 [=====>........................] - ETA: 0s - loss: 0.0151
19/63 [========>.....................] - ETA: 0s - loss: 0.0164
25/63 [==========>...................] - ETA: 0s - loss: 0.0179
31/63 [=============>................] - ETA: 0s - loss: 0.0200
37/63 [================>.............] - ETA: 0s - loss: 0.0195
43/63 [===================>..........] - ETA: 0s - loss: 0.0185
49/63 [======================>.......] - ETA: 0s - loss: 0.0183
55/63 [=========================>....] - ETA: 0s - loss: 0.0180
61/63 [============================>.] - ETA: 0s - loss: 0.0184
63/63 [==============================] - 1s 11ms/step - loss: 0.0182 - val_loss: 0.3429
Epoch 927/1000
1/63 [..............................] - ETA: 0s - loss: 0.0125
7/63 [==>...........................] - ETA: 0s - loss: 0.0152
13/63 [=====>........................] - ETA: 0s - loss: 0.0168
19/63 [========>.....................] - ETA: 0s - loss: 0.0168
25/63 [==========>...................] - ETA: 0s - loss: 0.0168
31/63 [=============>................] - ETA: 0s - loss: 0.0173
37/63 [================>.............] - ETA: 0s - loss: 0.0183
43/63 [===================>..........] - ETA: 0s - loss: 0.0187
49/63 [======================>.......] - ETA: 0s - loss: 0.0198
55/63 [=========================>....] - ETA: 0s - loss: 0.0208
61/63 [============================>.] - ETA: 0s - loss: 0.0223
63/63 [==============================] - 1s 11ms/step - loss: 0.0222 - val_loss: 0.3252
Epoch 928/1000
1/63 [..............................] - ETA: 0s - loss: 0.0258
7/63 [==>...........................] - ETA: 0s - loss: 0.0375
13/63 [=====>........................] - ETA: 0s - loss: 0.0339
19/63 [========>.....................] - ETA: 0s - loss: 0.0301
25/63 [==========>...................] - ETA: 0s - loss: 0.0287
31/63 [=============>................] - ETA: 0s - loss: 0.0267
36/63 [================>.............] - ETA: 0s - loss: 0.0259
41/63 [==================>...........] - ETA: 0s - loss: 0.0262
47/63 [=====================>........] - ETA: 0s - loss: 0.0257
53/63 [========================>.....] - ETA: 0s - loss: 0.0254
59/63 [===========================>..] - ETA: 0s - loss: 0.0258
63/63 [==============================] - 1s 11ms/step - loss: 0.0252 - val_loss: 0.3177
Epoch 929/1000
1/63 [..............................] - ETA: 0s - loss: 0.0149
6/63 [=>............................] - ETA: 0s - loss: 0.0214
12/63 [====>.........................] - ETA: 0s - loss: 0.0216
18/63 [=======>......................] - ETA: 0s - loss: 0.0237
24/63 [==========>...................] - ETA: 0s - loss: 0.0284
30/63 [=============>................] - ETA: 0s - loss: 0.0284
36/63 [================>.............] - ETA: 0s - loss: 0.0272
41/63 [==================>...........] - ETA: 0s - loss: 0.0259
47/63 [=====================>........] - ETA: 0s - loss: 0.0254
53/63 [========================>.....] - ETA: 0s - loss: 0.0249
59/63 [===========================>..] - ETA: 0s - loss: 0.0240
63/63 [==============================] - 1s 11ms/step - loss: 0.0238 - val_loss: 0.3901
Epoch 930/1000
1/63 [..............................] - ETA: 0s - loss: 0.0213
6/63 [=>............................] - ETA: 0s - loss: 0.0117
11/63 [====>.........................] - ETA: 0s - loss: 0.0176
17/63 [=======>......................] - ETA: 0s - loss: 0.0179
23/63 [=========>....................] - ETA: 0s - loss: 0.0218
29/63 [============>.................] - ETA: 0s - loss: 0.0237
35/63 [===============>..............] - ETA: 0s - loss: 0.0237
41/63 [==================>...........] - ETA: 0s - loss: 0.0420
46/63 [====================>.........] - ETA: 0s - loss: 0.0828
52/63 [=======================>......] - ETA: 0s - loss: 0.2302
58/63 [==========================>...] - ETA: 0s - loss: 0.2495
63/63 [==============================] - 1s 11ms/step - loss: 0.3067 - val_loss: 0.5839
Epoch 931/1000
1/63 [..............................] - ETA: 0s - loss: 0.1166
7/63 [==>...........................] - ETA: 0s - loss: 0.2817
13/63 [=====>........................] - ETA: 0s - loss: 0.3670
19/63 [========>.....................] - ETA: 0s - loss: 0.3358
25/63 [==========>...................] - ETA: 0s - loss: 0.3961
31/63 [=============>................] - ETA: 0s - loss: 0.3691
37/63 [================>.............] - ETA: 0s - loss: 0.3281
43/63 [===================>..........] - ETA: 0s - loss: 0.3508
49/63 [======================>.......] - ETA: 0s - loss: 0.3508
55/63 [=========================>....] - ETA: 0s - loss: 0.4062
61/63 [============================>.] - ETA: 0s - loss: 0.3946
63/63 [==============================] - 1s 11ms/step - loss: 0.3939 - val_loss: 1.5038
Epoch 932/1000
1/63 [..............................] - ETA: 0s - loss: 0.7917
7/63 [==>...........................] - ETA: 0s - loss: 0.4139
13/63 [=====>........................] - ETA: 0s - loss: 0.3048
19/63 [========>.....................] - ETA: 0s - loss: 0.4189
25/63 [==========>...................] - ETA: 0s - loss: 0.3978
31/63 [=============>................] - ETA: 0s - loss: 0.4368
37/63 [================>.............] - ETA: 0s - loss: 0.3899
43/63 [===================>..........] - ETA: 0s - loss: 0.3561
49/63 [======================>.......] - ETA: 0s - loss: 0.3515
55/63 [=========================>....] - ETA: 0s - loss: 0.3961
61/63 [============================>.] - ETA: 0s - loss: 0.4656
63/63 [==============================] - 1s 11ms/step - loss: 0.4666 - val_loss: 1.1071
Epoch 933/1000
1/63 [..............................] - ETA: 0s - loss: 0.1873
7/63 [==>...........................] - ETA: 0s - loss: 0.2412
13/63 [=====>........................] - ETA: 0s - loss: 0.2653
19/63 [========>.....................] - ETA: 0s - loss: 0.3738
25/63 [==========>...................] - ETA: 0s - loss: 0.6102
31/63 [=============>................] - ETA: 0s - loss: 0.5908
37/63 [================>.............] - ETA: 0s - loss: 0.5401
43/63 [===================>..........] - ETA: 0s - loss: 0.5081
49/63 [======================>.......] - ETA: 0s - loss: 0.4852
55/63 [=========================>....] - ETA: 0s - loss: 0.4604
61/63 [============================>.] - ETA: 0s - loss: 0.4308
63/63 [==============================] - 1s 11ms/step - loss: 0.4238 - val_loss: 0.5563
Epoch 934/1000
1/63 [..............................] - ETA: 0s - loss: 0.0679
6/63 [=>............................] - ETA: 0s - loss: 0.1195
12/63 [====>.........................] - ETA: 0s - loss: 0.1803
18/63 [=======>......................] - ETA: 0s - loss: 0.1548
24/63 [==========>...................] - ETA: 0s - loss: 0.1437
30/63 [=============>................] - ETA: 0s - loss: 0.1408
35/63 [===============>..............] - ETA: 0s - loss: 0.1326
41/63 [==================>...........] - ETA: 0s - loss: 0.1291
47/63 [=====================>........] - ETA: 0s - loss: 0.1318
53/63 [========================>.....] - ETA: 0s - loss: 0.1238
59/63 [===========================>..] - ETA: 0s - loss: 0.1376
63/63 [==============================] - 1s 11ms/step - loss: 0.1374 - val_loss: 0.4635
Epoch 935/1000
1/63 [..............................] - ETA: 0s - loss: 0.0789
7/63 [==>...........................] - ETA: 0s - loss: 0.0950
13/63 [=====>........................] - ETA: 0s - loss: 0.1112
19/63 [========>.....................] - ETA: 0s - loss: 0.1126
25/63 [==========>...................] - ETA: 0s - loss: 0.1426
31/63 [=============>................] - ETA: 0s - loss: 0.1346
37/63 [================>.............] - ETA: 0s - loss: 0.1546
43/63 [===================>..........] - ETA: 0s - loss: 0.1409
48/63 [=====================>........] - ETA: 0s - loss: 0.1386
54/63 [========================>.....] - ETA: 0s - loss: 0.1355
60/63 [===========================>..] - ETA: 0s - loss: 0.1317
63/63 [==============================] - 1s 11ms/step - loss: 0.1282 - val_loss: 0.3324
Epoch 936/1000
1/63 [..............................] - ETA: 0s - loss: 0.0817
7/63 [==>...........................] - ETA: 0s - loss: 0.0672
13/63 [=====>........................] - ETA: 0s - loss: 0.0823
19/63 [========>.....................] - ETA: 0s - loss: 0.0897
25/63 [==========>...................] - ETA: 0s - loss: 0.0969
31/63 [=============>................] - ETA: 0s - loss: 0.0848
37/63 [================>.............] - ETA: 0s - loss: 0.0746
42/63 [===================>..........] - ETA: 0s - loss: 0.0976
48/63 [=====================>........] - ETA: 0s - loss: 0.1013
54/63 [========================>.....] - ETA: 0s - loss: 0.1218
60/63 [===========================>..] - ETA: 0s - loss: 0.1140
63/63 [==============================] - 1s 11ms/step - loss: 0.1125 - val_loss: 0.3137
Epoch 937/1000
1/63 [..............................] - ETA: 0s - loss: 0.0206
7/63 [==>...........................] - ETA: 0s - loss: 0.0505
13/63 [=====>........................] - ETA: 0s - loss: 0.0941
19/63 [========>.....................] - ETA: 0s - loss: 0.0778
25/63 [==========>...................] - ETA: 0s - loss: 0.0780
30/63 [=============>................] - ETA: 0s - loss: 0.0815
36/63 [================>.............] - ETA: 0s - loss: 0.0868
42/63 [===================>..........] - ETA: 0s - loss: 0.0810
48/63 [=====================>........] - ETA: 0s - loss: 0.0777
53/63 [========================>.....] - ETA: 0s - loss: 0.0751
59/63 [===========================>..] - ETA: 0s - loss: 0.0719
63/63 [==============================] - 1s 11ms/step - loss: 0.0703 - val_loss: 0.3777
Epoch 938/1000
1/63 [..............................] - ETA: 0s - loss: 0.0424
7/63 [==>...........................] - ETA: 0s - loss: 0.0310
12/63 [====>.........................] - ETA: 0s - loss: 0.0298
18/63 [=======>......................] - ETA: 0s - loss: 0.0367
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39/63 [=================>............] - ETA: 0s - loss: 0.0483
44/63 [===================>..........] - ETA: 0s - loss: 0.0509
50/63 [======================>.......] - ETA: 0s - loss: 0.0486
55/63 [=========================>....] - ETA: 0s - loss: 0.0509
60/63 [===========================>..] - ETA: 0s - loss: 0.0504
63/63 [==============================] - 1s 11ms/step - loss: 0.0494 - val_loss: 0.4522
Epoch 939/1000
1/63 [..............................] - ETA: 0s - loss: 0.0695
7/63 [==>...........................] - ETA: 0s - loss: 0.0463
12/63 [====>.........................] - ETA: 0s - loss: 0.0434
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23/63 [=========>....................] - ETA: 0s - loss: 0.0441
29/63 [============>.................] - ETA: 0s - loss: 0.0403
34/63 [===============>..............] - ETA: 0s - loss: 0.0381
40/63 [==================>...........] - ETA: 0s - loss: 0.0368
46/63 [====================>.........] - ETA: 0s - loss: 0.0372
52/63 [=======================>......] - ETA: 0s - loss: 0.0378
58/63 [==========================>...] - ETA: 0s - loss: 0.0385
63/63 [==============================] - 1s 11ms/step - loss: 0.0373 - val_loss: 0.3338
Epoch 940/1000
1/63 [..............................] - ETA: 0s - loss: 0.0400
6/63 [=>............................] - ETA: 0s - loss: 0.0290
12/63 [====>.........................] - ETA: 0s - loss: 0.0266
18/63 [=======>......................] - ETA: 0s - loss: 0.0263
23/63 [=========>....................] - ETA: 0s - loss: 0.0273
28/63 [============>.................] - ETA: 0s - loss: 0.0270
33/63 [==============>...............] - ETA: 0s - loss: 0.0263
38/63 [=================>............] - ETA: 0s - loss: 0.0269
44/63 [===================>..........] - ETA: 0s - loss: 0.0258
50/63 [======================>.......] - ETA: 0s - loss: 0.0262
56/63 [=========================>....] - ETA: 0s - loss: 0.0276
62/63 [============================>.] - ETA: 0s - loss: 0.0277
63/63 [==============================] - 1s 11ms/step - loss: 0.0275 - val_loss: 0.3016
Epoch 941/1000
1/63 [..............................] - ETA: 0s - loss: 0.0639
7/63 [==>...........................] - ETA: 0s - loss: 0.0297
13/63 [=====>........................] - ETA: 0s - loss: 0.0270
19/63 [========>.....................] - ETA: 0s - loss: 0.0290
25/63 [==========>...................] - ETA: 0s - loss: 0.0289
30/63 [=============>................] - ETA: 0s - loss: 0.0267
36/63 [================>.............] - ETA: 0s - loss: 0.0292
42/63 [===================>..........] - ETA: 0s - loss: 0.0299
47/63 [=====================>........] - ETA: 0s - loss: 0.0307
53/63 [========================>.....] - ETA: 0s - loss: 0.0306
59/63 [===========================>..] - ETA: 0s - loss: 0.0306
63/63 [==============================] - 1s 11ms/step - loss: 0.0305 - val_loss: 0.2971
Epoch 942/1000
1/63 [..............................] - ETA: 0s - loss: 0.0150
6/63 [=>............................] - ETA: 0s - loss: 0.0166
11/63 [====>.........................] - ETA: 0s - loss: 0.0180
16/63 [======>.......................] - ETA: 0s - loss: 0.0218
22/63 [=========>....................] - ETA: 0s - loss: 0.0229
27/63 [===========>..................] - ETA: 0s - loss: 0.0251
33/63 [==============>...............] - ETA: 0s - loss: 0.0235
39/63 [=================>............] - ETA: 0s - loss: 0.0225
45/63 [====================>.........] - ETA: 0s - loss: 0.0230
51/63 [=======================>......] - ETA: 0s - loss: 0.0223
57/63 [==========================>...] - ETA: 0s - loss: 0.0226
62/63 [============================>.] - ETA: 0s - loss: 0.0224
63/63 [==============================] - 1s 11ms/step - loss: 0.0223 - val_loss: 0.3103
Epoch 943/1000
1/63 [..............................] - ETA: 0s - loss: 0.0116
6/63 [=>............................] - ETA: 0s - loss: 0.0229
11/63 [====>.........................] - ETA: 0s - loss: 0.0206
16/63 [======>.......................] - ETA: 0s - loss: 0.0195
22/63 [=========>....................] - ETA: 0s - loss: 0.0184
27/63 [===========>..................] - ETA: 0s - loss: 0.0183
32/63 [==============>...............] - ETA: 0s - loss: 0.0176
37/63 [================>.............] - ETA: 0s - loss: 0.0186
42/63 [===================>..........] - ETA: 0s - loss: 0.0177
48/63 [=====================>........] - ETA: 0s - loss: 0.0199
54/63 [========================>.....] - ETA: 0s - loss: 0.0210
60/63 [===========================>..] - ETA: 0s - loss: 0.0207
63/63 [==============================] - 1s 11ms/step - loss: 0.0211 - val_loss: 0.3134
Epoch 944/1000
1/63 [..............................] - ETA: 0s - loss: 0.0294
7/63 [==>...........................] - ETA: 0s - loss: 0.0203
13/63 [=====>........................] - ETA: 0s - loss: 0.0181
19/63 [========>.....................] - ETA: 0s - loss: 0.0169
25/63 [==========>...................] - ETA: 0s - loss: 0.0183
30/63 [=============>................] - ETA: 0s - loss: 0.0191
36/63 [================>.............] - ETA: 0s - loss: 0.0184
41/63 [==================>...........] - ETA: 0s - loss: 0.0193
47/63 [=====================>........] - ETA: 0s - loss: 0.0200
53/63 [========================>.....] - ETA: 0s - loss: 0.0203
59/63 [===========================>..] - ETA: 0s - loss: 0.0212
63/63 [==============================] - 1s 11ms/step - loss: 0.0219 - val_loss: 0.2806
Epoch 945/1000
1/63 [..............................] - ETA: 0s - loss: 0.0091
7/63 [==>...........................] - ETA: 0s - loss: 0.0171
13/63 [=====>........................] - ETA: 0s - loss: 0.0198
19/63 [========>.....................] - ETA: 0s - loss: 0.0187
24/63 [==========>...................] - ETA: 0s - loss: 0.0183
30/63 [=============>................] - ETA: 0s - loss: 0.0182
36/63 [================>.............] - ETA: 0s - loss: 0.0172
42/63 [===================>..........] - ETA: 0s - loss: 0.0183
47/63 [=====================>........] - ETA: 0s - loss: 0.0196
52/63 [=======================>......] - ETA: 0s - loss: 0.0201
57/63 [==========================>...] - ETA: 0s - loss: 0.0203
62/63 [============================>.] - ETA: 0s - loss: 0.0206
63/63 [==============================] - 1s 11ms/step - loss: 0.0217 - val_loss: 0.2987
Epoch 946/1000
1/63 [..............................] - ETA: 0s - loss: 0.0247
6/63 [=>............................] - ETA: 0s - loss: 0.0184
11/63 [====>.........................] - ETA: 0s - loss: 0.0219
16/63 [======>.......................] - ETA: 0s - loss: 0.0233
21/63 [=========>....................] - ETA: 0s - loss: 0.0243
26/63 [===========>..................] - ETA: 0s - loss: 0.0266
31/63 [=============>................] - ETA: 0s - loss: 0.0250
36/63 [================>.............] - ETA: 0s - loss: 0.0246
41/63 [==================>...........] - ETA: 0s - loss: 0.0238
46/63 [====================>.........] - ETA: 0s - loss: 0.0226
51/63 [=======================>......] - ETA: 0s - loss: 0.0223
56/63 [=========================>....] - ETA: 0s - loss: 0.0217
62/63 [============================>.] - ETA: 0s - loss: 0.0214
63/63 [==============================] - 1s 11ms/step - loss: 0.0213 - val_loss: 0.2957
Epoch 947/1000
1/63 [..............................] - ETA: 0s - loss: 0.0141
6/63 [=>............................] - ETA: 0s - loss: 0.0178
11/63 [====>.........................] - ETA: 0s - loss: 0.0147
16/63 [======>.......................] - ETA: 0s - loss: 0.0147
21/63 [=========>....................] - ETA: 0s - loss: 0.0143
26/63 [===========>..................] - ETA: 0s - loss: 0.0144
31/63 [=============>................] - ETA: 0s - loss: 0.0148
36/63 [================>.............] - ETA: 0s - loss: 0.0160
41/63 [==================>...........] - ETA: 0s - loss: 0.0165
46/63 [====================>.........] - ETA: 0s - loss: 0.0172
51/63 [=======================>......] - ETA: 0s - loss: 0.0203
56/63 [=========================>....] - ETA: 0s - loss: 0.0201
61/63 [============================>.] - ETA: 0s - loss: 0.0196
63/63 [==============================] - 1s 11ms/step - loss: 0.0194 - val_loss: 0.3096
Epoch 948/1000
1/63 [..............................] - ETA: 0s - loss: 0.0230
7/63 [==>...........................] - ETA: 0s - loss: 0.0179
12/63 [====>.........................] - ETA: 0s - loss: 0.0186
18/63 [=======>......................] - ETA: 0s - loss: 0.0187
24/63 [==========>...................] - ETA: 0s - loss: 0.0211
30/63 [=============>................] - ETA: 0s - loss: 0.0219
36/63 [================>.............] - ETA: 0s - loss: 0.0213
42/63 [===================>..........] - ETA: 0s - loss: 0.0210
48/63 [=====================>........] - ETA: 0s - loss: 0.0199
54/63 [========================>.....] - ETA: 0s - loss: 0.0191
59/63 [===========================>..] - ETA: 0s - loss: 0.0187
63/63 [==============================] - 1s 11ms/step - loss: 0.0187 - val_loss: 0.3024
Epoch 949/1000
1/63 [..............................] - ETA: 0s - loss: 0.0249
7/63 [==>...........................] - ETA: 0s - loss: 0.0248
12/63 [====>.........................] - ETA: 0s - loss: 0.0229
18/63 [=======>......................] - ETA: 0s - loss: 0.0197
24/63 [==========>...................] - ETA: 0s - loss: 0.0195
30/63 [=============>................] - ETA: 0s - loss: 0.0189
36/63 [================>.............] - ETA: 0s - loss: 0.0190
42/63 [===================>..........] - ETA: 0s - loss: 0.0184
48/63 [=====================>........] - ETA: 0s - loss: 0.0199
54/63 [========================>.....] - ETA: 0s - loss: 0.0195
60/63 [===========================>..] - ETA: 0s - loss: 0.0194
63/63 [==============================] - 1s 11ms/step - loss: 0.0196 - val_loss: 0.2982
Epoch 950/1000
1/63 [..............................] - ETA: 0s - loss: 0.0188
6/63 [=>............................] - ETA: 0s - loss: 0.0179
12/63 [====>.........................] - ETA: 0s - loss: 0.0168
18/63 [=======>......................] - ETA: 0s - loss: 0.0170
23/63 [=========>....................] - ETA: 0s - loss: 0.0157
29/63 [============>.................] - ETA: 0s - loss: 0.0196
34/63 [===============>..............] - ETA: 0s - loss: 0.0219
40/63 [==================>...........] - ETA: 0s - loss: 0.0214
46/63 [====================>.........] - ETA: 0s - loss: 0.0223
51/63 [=======================>......] - ETA: 0s - loss: 0.0218
57/63 [==========================>...] - ETA: 0s - loss: 0.0223
63/63 [==============================] - ETA: 0s - loss: 0.0222
63/63 [==============================] - 1s 11ms/step - loss: 0.0222 - val_loss: 0.2853
Epoch 951/1000
1/63 [..............................] - ETA: 0s - loss: 0.0722
7/63 [==>...........................] - ETA: 0s - loss: 0.0231
13/63 [=====>........................] - ETA: 0s - loss: 0.0212
19/63 [========>.....................] - ETA: 0s - loss: 0.0199
25/63 [==========>...................] - ETA: 0s - loss: 0.0199
31/63 [=============>................] - ETA: 0s - loss: 0.0210
37/63 [================>.............] - ETA: 0s - loss: 0.0206
43/63 [===================>..........] - ETA: 0s - loss: 0.0210
49/63 [======================>.......] - ETA: 0s - loss: 0.0207
54/63 [========================>.....] - ETA: 0s - loss: 0.0200
60/63 [===========================>..] - ETA: 0s - loss: 0.0194
63/63 [==============================] - 1s 11ms/step - loss: 0.0193 - val_loss: 0.3059
Epoch 952/1000
1/63 [..............................] - ETA: 0s - loss: 0.0185
6/63 [=>............................] - ETA: 0s - loss: 0.0148
12/63 [====>.........................] - ETA: 0s - loss: 0.0144
18/63 [=======>......................] - ETA: 0s - loss: 0.0166
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29/63 [============>.................] - ETA: 0s - loss: 0.0161
34/63 [===============>..............] - ETA: 0s - loss: 0.0158
40/63 [==================>...........] - ETA: 0s - loss: 0.0153
45/63 [====================>.........] - ETA: 0s - loss: 0.0154
51/63 [=======================>......] - ETA: 0s - loss: 0.0152
57/63 [==========================>...] - ETA: 0s - loss: 0.0162
62/63 [============================>.] - ETA: 0s - loss: 0.0169
63/63 [==============================] - 1s 11ms/step - loss: 0.0170 - val_loss: 0.3135
Epoch 953/1000
1/63 [..............................] - ETA: 0s - loss: 0.0136
6/63 [=>............................] - ETA: 0s - loss: 0.0140
12/63 [====>.........................] - ETA: 0s - loss: 0.0136
17/63 [=======>......................] - ETA: 0s - loss: 0.0139
22/63 [=========>....................] - ETA: 0s - loss: 0.0145
27/63 [===========>..................] - ETA: 0s - loss: 0.0149
32/63 [==============>...............] - ETA: 0s - loss: 0.0166
38/63 [=================>............] - ETA: 0s - loss: 0.0178
43/63 [===================>..........] - ETA: 0s - loss: 0.0180
48/63 [=====================>........] - ETA: 0s - loss: 0.0184
53/63 [========================>.....] - ETA: 0s - loss: 0.0179
58/63 [==========================>...] - ETA: 0s - loss: 0.0172
63/63 [==============================] - 1s 11ms/step - loss: 0.0178 - val_loss: 0.2894
Epoch 954/1000
1/63 [..............................] - ETA: 0s - loss: 0.0111
7/63 [==>...........................] - ETA: 0s - loss: 0.0156
13/63 [=====>........................] - ETA: 0s - loss: 0.0191
19/63 [========>.....................] - ETA: 0s - loss: 0.0179
25/63 [==========>...................] - ETA: 0s - loss: 0.0208
31/63 [=============>................] - ETA: 0s - loss: 0.0211
36/63 [================>.............] - ETA: 0s - loss: 0.0206
41/63 [==================>...........] - ETA: 0s - loss: 0.0206
46/63 [====================>.........] - ETA: 0s - loss: 0.0215
51/63 [=======================>......] - ETA: 0s - loss: 0.0210
56/63 [=========================>....] - ETA: 0s - loss: 0.0212
61/63 [============================>.] - ETA: 0s - loss: 0.0219
63/63 [==============================] - 1s 11ms/step - loss: 0.0218 - val_loss: 0.3008
Epoch 955/1000
1/63 [..............................] - ETA: 0s - loss: 0.0154
6/63 [=>............................] - ETA: 0s - loss: 0.0191
11/63 [====>.........................] - ETA: 0s - loss: 0.0171
16/63 [======>.......................] - ETA: 0s - loss: 0.0166
22/63 [=========>....................] - ETA: 0s - loss: 0.0155
28/63 [============>.................] - ETA: 0s - loss: 0.0143
34/63 [===============>..............] - ETA: 0s - loss: 0.0148
40/63 [==================>...........] - ETA: 0s - loss: 0.0155
46/63 [====================>.........] - ETA: 0s - loss: 0.0168
52/63 [=======================>......] - ETA: 0s - loss: 0.0174
58/63 [==========================>...] - ETA: 0s - loss: 0.0183
63/63 [==============================] - 1s 11ms/step - loss: 0.0184 - val_loss: 0.3114
Epoch 956/1000
1/63 [..............................] - ETA: 0s - loss: 0.0133
7/63 [==>...........................] - ETA: 0s - loss: 0.0183
13/63 [=====>........................] - ETA: 0s - loss: 0.0168
19/63 [========>.....................] - ETA: 0s - loss: 0.0168
25/63 [==========>...................] - ETA: 0s - loss: 0.0199
31/63 [=============>................] - ETA: 0s - loss: 0.0225
37/63 [================>.............] - ETA: 0s - loss: 0.0218
43/63 [===================>..........] - ETA: 0s - loss: 0.0226
49/63 [======================>.......] - ETA: 0s - loss: 0.0230
55/63 [=========================>....] - ETA: 0s - loss: 0.0223
60/63 [===========================>..] - ETA: 0s - loss: 0.0228
63/63 [==============================] - 1s 11ms/step - loss: 0.0225 - val_loss: 0.3232
Epoch 957/1000
1/63 [..............................] - ETA: 1s - loss: 0.0175
6/63 [=>............................] - ETA: 0s - loss: 0.0140
11/63 [====>.........................] - ETA: 0s - loss: 0.0153
17/63 [=======>......................] - ETA: 0s - loss: 0.0136
23/63 [=========>....................] - ETA: 0s - loss: 0.0139
29/63 [============>.................] - ETA: 0s - loss: 0.0139
35/63 [===============>..............] - ETA: 0s - loss: 0.0143
41/63 [==================>...........] - ETA: 0s - loss: 0.0142
46/63 [====================>.........] - ETA: 0s - loss: 0.0154
52/63 [=======================>......] - ETA: 0s - loss: 0.0154
57/63 [==========================>...] - ETA: 0s - loss: 0.0151
63/63 [==============================] - ETA: 0s - loss: 0.0170
63/63 [==============================] - 1s 11ms/step - loss: 0.0170 - val_loss: 0.3215
Epoch 958/1000
1/63 [..............................] - ETA: 0s - loss: 0.0222
7/63 [==>...........................] - ETA: 0s - loss: 0.0201
13/63 [=====>........................] - ETA: 0s - loss: 0.0207
19/63 [========>.....................] - ETA: 0s - loss: 0.0206
25/63 [==========>...................] - ETA: 0s - loss: 0.0190
31/63 [=============>................] - ETA: 0s - loss: 0.0201
37/63 [================>.............] - ETA: 0s - loss: 0.0194
43/63 [===================>..........] - ETA: 0s - loss: 0.0196
49/63 [======================>.......] - ETA: 0s - loss: 0.0189
55/63 [=========================>....] - ETA: 0s - loss: 0.0189
60/63 [===========================>..] - ETA: 0s - loss: 0.0188
63/63 [==============================] - 1s 11ms/step - loss: 0.0185 - val_loss: 0.2811
Epoch 959/1000
1/63 [..............................] - ETA: 0s - loss: 0.0087
7/63 [==>...........................] - ETA: 0s - loss: 0.0122
13/63 [=====>........................] - ETA: 0s - loss: 0.0164
18/63 [=======>......................] - ETA: 0s - loss: 0.0150
24/63 [==========>...................] - ETA: 0s - loss: 0.0136
29/63 [============>.................] - ETA: 0s - loss: 0.0133
35/63 [===============>..............] - ETA: 0s - loss: 0.0140
41/63 [==================>...........] - ETA: 0s - loss: 0.0148
47/63 [=====================>........] - ETA: 0s - loss: 0.0150
52/63 [=======================>......] - ETA: 0s - loss: 0.0149
58/63 [==========================>...] - ETA: 0s - loss: 0.0155
63/63 [==============================] - 1s 11ms/step - loss: 0.0164 - val_loss: 0.3105
Epoch 960/1000
1/63 [..............................] - ETA: 0s - loss: 0.0203
6/63 [=>............................] - ETA: 0s - loss: 0.0160
12/63 [====>.........................] - ETA: 0s - loss: 0.0153
17/63 [=======>......................] - ETA: 0s - loss: 0.0139
23/63 [=========>....................] - ETA: 0s - loss: 0.0166
29/63 [============>.................] - ETA: 0s - loss: 0.0169
35/63 [===============>..............] - ETA: 0s - loss: 0.0173
40/63 [==================>...........] - ETA: 0s - loss: 0.0179
46/63 [====================>.........] - ETA: 0s - loss: 0.0180
51/63 [=======================>......] - ETA: 0s - loss: 0.0176
56/63 [=========================>....] - ETA: 0s - loss: 0.0171
62/63 [============================>.] - ETA: 0s - loss: 0.0165
63/63 [==============================] - 1s 11ms/step - loss: 0.0164 - val_loss: 0.2968
Epoch 961/1000
1/63 [..............................] - ETA: 0s - loss: 0.0127
7/63 [==>...........................] - ETA: 0s - loss: 0.0120
13/63 [=====>........................] - ETA: 0s - loss: 0.0184
19/63 [========>.....................] - ETA: 0s - loss: 0.0189
25/63 [==========>...................] - ETA: 0s - loss: 0.0185
31/63 [=============>................] - ETA: 0s - loss: 0.0180
37/63 [================>.............] - ETA: 0s - loss: 0.0172
42/63 [===================>..........] - ETA: 0s - loss: 0.0164
47/63 [=====================>........] - ETA: 0s - loss: 0.0169
52/63 [=======================>......] - ETA: 0s - loss: 0.0167
58/63 [==========================>...] - ETA: 0s - loss: 0.0163
63/63 [==============================] - ETA: 0s - loss: 0.0162
63/63 [==============================] - 1s 11ms/step - loss: 0.0162 - val_loss: 0.2718
Epoch 962/1000
1/63 [..............................] - ETA: 0s - loss: 0.0118
7/63 [==>...........................] - ETA: 0s - loss: 0.0191
13/63 [=====>........................] - ETA: 0s - loss: 0.0187
19/63 [========>.....................] - ETA: 0s - loss: 0.0184
25/63 [==========>...................] - ETA: 0s - loss: 0.0176
30/63 [=============>................] - ETA: 0s - loss: 0.0196
35/63 [===============>..............] - ETA: 0s - loss: 0.0214
40/63 [==================>...........] - ETA: 0s - loss: 0.0210
45/63 [====================>.........] - ETA: 0s - loss: 0.0206
50/63 [======================>.......] - ETA: 0s - loss: 0.0197
56/63 [=========================>....] - ETA: 0s - loss: 0.0190
61/63 [============================>.] - ETA: 0s - loss: 0.0183
63/63 [==============================] - 1s 11ms/step - loss: 0.0185 - val_loss: 0.2622
Epoch 963/1000
1/63 [..............................] - ETA: 0s - loss: 0.0335
6/63 [=>............................] - ETA: 0s - loss: 0.0167
11/63 [====>.........................] - ETA: 0s - loss: 0.0213
16/63 [======>.......................] - ETA: 0s - loss: 0.0189
21/63 [=========>....................] - ETA: 0s - loss: 0.0185
26/63 [===========>..................] - ETA: 0s - loss: 0.0175
31/63 [=============>................] - ETA: 0s - loss: 0.0172
37/63 [================>.............] - ETA: 0s - loss: 0.0188
42/63 [===================>..........] - ETA: 0s - loss: 0.0193
47/63 [=====================>........] - ETA: 0s - loss: 0.0190
52/63 [=======================>......] - ETA: 0s - loss: 0.0187
58/63 [==========================>...] - ETA: 0s - loss: 0.0178
63/63 [==============================] - 1s 11ms/step - loss: 0.0178 - val_loss: 0.2917
Epoch 964/1000
1/63 [..............................] - ETA: 0s - loss: 0.0300
7/63 [==>...........................] - ETA: 0s - loss: 0.0172
13/63 [=====>........................] - ETA: 0s - loss: 0.0144
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31/63 [=============>................] - ETA: 0s - loss: 0.0173
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61/63 [============================>.] - ETA: 0s - loss: 0.0180
63/63 [==============================] - 1s 11ms/step - loss: 0.0179 - val_loss: 0.3129
Epoch 965/1000
1/63 [..............................] - ETA: 0s - loss: 0.0106
7/63 [==>...........................] - ETA: 0s - loss: 0.0099
12/63 [====>.........................] - ETA: 0s - loss: 0.0127
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58/63 [==========================>...] - ETA: 0s - loss: 0.0177
63/63 [==============================] - 1s 11ms/step - loss: 0.0176 - val_loss: 0.3402
Epoch 966/1000
1/63 [..............................] - ETA: 0s - loss: 0.0139
7/63 [==>...........................] - ETA: 0s - loss: 0.0154
13/63 [=====>........................] - ETA: 0s - loss: 0.0142
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30/63 [=============>................] - ETA: 0s - loss: 0.0135
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42/63 [===================>..........] - ETA: 0s - loss: 0.0151
48/63 [=====================>........] - ETA: 0s - loss: 0.0162
54/63 [========================>.....] - ETA: 0s - loss: 0.0164
59/63 [===========================>..] - ETA: 0s - loss: 0.0163
63/63 [==============================] - 1s 11ms/step - loss: 0.0161 - val_loss: 0.3064
Epoch 967/1000
1/63 [..............................] - ETA: 0s - loss: 0.0087
6/63 [=>............................] - ETA: 0s - loss: 0.0140
12/63 [====>.........................] - ETA: 0s - loss: 0.0165
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35/63 [===============>..............] - ETA: 0s - loss: 0.0168
41/63 [==================>...........] - ETA: 0s - loss: 0.0181
47/63 [=====================>........] - ETA: 0s - loss: 0.0176
52/63 [=======================>......] - ETA: 0s - loss: 0.0171
58/63 [==========================>...] - ETA: 0s - loss: 0.0167
63/63 [==============================] - ETA: 0s - loss: 0.0162
63/63 [==============================] - 1s 11ms/step - loss: 0.0162 - val_loss: 0.3375
Epoch 968/1000
1/63 [..............................] - ETA: 0s - loss: 0.0181
6/63 [=>............................] - ETA: 0s - loss: 0.0135
12/63 [====>.........................] - ETA: 0s - loss: 0.0119
18/63 [=======>......................] - ETA: 0s - loss: 0.0139
24/63 [==========>...................] - ETA: 0s - loss: 0.0142
29/63 [============>.................] - ETA: 0s - loss: 0.0161
35/63 [===============>..............] - ETA: 0s - loss: 0.0168
41/63 [==================>...........] - ETA: 0s - loss: 0.0175
47/63 [=====================>........] - ETA: 0s - loss: 0.0182
53/63 [========================>.....] - ETA: 0s - loss: 0.0176
59/63 [===========================>..] - ETA: 0s - loss: 0.0175
63/63 [==============================] - 1s 11ms/step - loss: 0.0176 - val_loss: 0.3062
Epoch 969/1000
1/63 [..............................] - ETA: 0s - loss: 0.0196
7/63 [==>...........................] - ETA: 0s - loss: 0.0110
13/63 [=====>........................] - ETA: 0s - loss: 0.0148
19/63 [========>.....................] - ETA: 0s - loss: 0.0145
25/63 [==========>...................] - ETA: 0s - loss: 0.0138
31/63 [=============>................] - ETA: 0s - loss: 0.0135
37/63 [================>.............] - ETA: 0s - loss: 0.0146
43/63 [===================>..........] - ETA: 0s - loss: 0.0143
49/63 [======================>.......] - ETA: 0s - loss: 0.0141
55/63 [=========================>....] - ETA: 0s - loss: 0.0144
61/63 [============================>.] - ETA: 0s - loss: 0.0144
63/63 [==============================] - 1s 11ms/step - loss: 0.0148 - val_loss: 0.2931
Epoch 970/1000
1/63 [..............................] - ETA: 0s - loss: 0.0093
7/63 [==>...........................] - ETA: 0s - loss: 0.0135
13/63 [=====>........................] - ETA: 0s - loss: 0.0146
19/63 [========>.....................] - ETA: 0s - loss: 0.0158
25/63 [==========>...................] - ETA: 0s - loss: 0.0148
31/63 [=============>................] - ETA: 0s - loss: 0.0156
37/63 [================>.............] - ETA: 0s - loss: 0.0157
43/63 [===================>..........] - ETA: 0s - loss: 0.0154
49/63 [======================>.......] - ETA: 0s - loss: 0.0170
55/63 [=========================>....] - ETA: 0s - loss: 0.0170
61/63 [============================>.] - ETA: 0s - loss: 0.0167
63/63 [==============================] - 1s 11ms/step - loss: 0.0172 - val_loss: 0.3153
Epoch 971/1000
1/63 [..............................] - ETA: 0s - loss: 0.0096
7/63 [==>...........................] - ETA: 0s - loss: 0.0160
13/63 [=====>........................] - ETA: 0s - loss: 0.0185
18/63 [=======>......................] - ETA: 0s - loss: 0.0178
24/63 [==========>...................] - ETA: 0s - loss: 0.0177
30/63 [=============>................] - ETA: 0s - loss: 0.0191
36/63 [================>.............] - ETA: 0s - loss: 0.0181
42/63 [===================>..........] - ETA: 0s - loss: 0.0171
48/63 [=====================>........] - ETA: 0s - loss: 0.0165
54/63 [========================>.....] - ETA: 0s - loss: 0.0163
60/63 [===========================>..] - ETA: 0s - loss: 0.0165
63/63 [==============================] - 1s 11ms/step - loss: 0.0165 - val_loss: 0.2947
Epoch 972/1000
1/63 [..............................] - ETA: 0s - loss: 0.0181
7/63 [==>...........................] - ETA: 0s - loss: 0.0135
13/63 [=====>........................] - ETA: 0s - loss: 0.0166
19/63 [========>.....................] - ETA: 0s - loss: 0.0147
25/63 [==========>...................] - ETA: 0s - loss: 0.0146
31/63 [=============>................] - ETA: 0s - loss: 0.0163
37/63 [================>.............] - ETA: 0s - loss: 0.0154
43/63 [===================>..........] - ETA: 0s - loss: 0.0149
49/63 [======================>.......] - ETA: 0s - loss: 0.0156
55/63 [=========================>....] - ETA: 0s - loss: 0.0150
61/63 [============================>.] - ETA: 0s - loss: 0.0152
63/63 [==============================] - 1s 11ms/step - loss: 0.0152 - val_loss: 0.2990
Epoch 973/1000
1/63 [..............................] - ETA: 0s - loss: 0.0136
7/63 [==>...........................] - ETA: 0s - loss: 0.0135
13/63 [=====>........................] - ETA: 0s - loss: 0.0172
19/63 [========>.....................] - ETA: 0s - loss: 0.0192
25/63 [==========>...................] - ETA: 0s - loss: 0.0216
31/63 [=============>................] - ETA: 0s - loss: 0.0215
37/63 [================>.............] - ETA: 0s - loss: 0.0210
43/63 [===================>..........] - ETA: 0s - loss: 0.0218
49/63 [======================>.......] - ETA: 0s - loss: 0.0219
55/63 [=========================>....] - ETA: 0s - loss: 0.0216
61/63 [============================>.] - ETA: 0s - loss: 0.0210
63/63 [==============================] - 1s 11ms/step - loss: 0.0212 - val_loss: 0.3290
Epoch 974/1000
1/63 [..............................] - ETA: 0s - loss: 0.0202
7/63 [==>...........................] - ETA: 0s - loss: 0.0216
13/63 [=====>........................] - ETA: 0s - loss: 0.0217
19/63 [========>.....................] - ETA: 0s - loss: 0.0193
25/63 [==========>...................] - ETA: 0s - loss: 0.0178
31/63 [=============>................] - ETA: 0s - loss: 0.0180
37/63 [================>.............] - ETA: 0s - loss: 0.0185
43/63 [===================>..........] - ETA: 0s - loss: 0.0182
49/63 [======================>.......] - ETA: 0s - loss: 0.0173
55/63 [=========================>....] - ETA: 0s - loss: 0.0170
61/63 [============================>.] - ETA: 0s - loss: 0.0168
63/63 [==============================] - 1s 11ms/step - loss: 0.0167 - val_loss: 0.2863
Epoch 975/1000
1/63 [..............................] - ETA: 0s - loss: 0.0129
7/63 [==>...........................] - ETA: 0s - loss: 0.0173
13/63 [=====>........................] - ETA: 0s - loss: 0.0151
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25/63 [==========>...................] - ETA: 0s - loss: 0.0145
31/63 [=============>................] - ETA: 0s - loss: 0.0167
37/63 [================>.............] - ETA: 0s - loss: 0.0163
43/63 [===================>..........] - ETA: 0s - loss: 0.0161
48/63 [=====================>........] - ETA: 0s - loss: 0.0161
53/63 [========================>.....] - ETA: 0s - loss: 0.0156
58/63 [==========================>...] - ETA: 0s - loss: 0.0155
63/63 [==============================] - 1s 11ms/step - loss: 0.0155 - val_loss: 0.3413
Epoch 976/1000
1/63 [..............................] - ETA: 0s - loss: 0.0152
7/63 [==>...........................] - ETA: 0s - loss: 0.0172
13/63 [=====>........................] - ETA: 0s - loss: 0.0164
19/63 [========>.....................] - ETA: 0s - loss: 0.0151
25/63 [==========>...................] - ETA: 0s - loss: 0.0149
31/63 [=============>................] - ETA: 0s - loss: 0.0163
36/63 [================>.............] - ETA: 0s - loss: 0.0159
42/63 [===================>..........] - ETA: 0s - loss: 0.0156
47/63 [=====================>........] - ETA: 0s - loss: 0.0161
53/63 [========================>.....] - ETA: 0s - loss: 0.0163
59/63 [===========================>..] - ETA: 0s - loss: 0.0167
63/63 [==============================] - 1s 11ms/step - loss: 0.0167 - val_loss: 0.3295
Epoch 977/1000
1/63 [..............................] - ETA: 0s - loss: 0.0222
6/63 [=>............................] - ETA: 0s - loss: 0.0157
12/63 [====>.........................] - ETA: 0s - loss: 0.0149
18/63 [=======>......................] - ETA: 0s - loss: 0.0148
24/63 [==========>...................] - ETA: 0s - loss: 0.0168
30/63 [=============>................] - ETA: 0s - loss: 0.0165
36/63 [================>.............] - ETA: 0s - loss: 0.0168
42/63 [===================>..........] - ETA: 0s - loss: 0.0182
48/63 [=====================>........] - ETA: 0s - loss: 0.0185
54/63 [========================>.....] - ETA: 0s - loss: 0.0182
60/63 [===========================>..] - ETA: 0s - loss: 0.0181
63/63 [==============================] - 1s 11ms/step - loss: 0.0182 - val_loss: 0.3433
Epoch 978/1000
1/63 [..............................] - ETA: 0s - loss: 0.0183
6/63 [=>............................] - ETA: 0s - loss: 0.0189
12/63 [====>.........................] - ETA: 0s - loss: 0.0175
18/63 [=======>......................] - ETA: 0s - loss: 0.0177
24/63 [==========>...................] - ETA: 0s - loss: 0.0184
30/63 [=============>................] - ETA: 0s - loss: 0.0181
36/63 [================>.............] - ETA: 0s - loss: 0.0178
42/63 [===================>..........] - ETA: 0s - loss: 0.0168
48/63 [=====================>........] - ETA: 0s - loss: 0.0165
54/63 [========================>.....] - ETA: 0s - loss: 0.0165
60/63 [===========================>..] - ETA: 0s - loss: 0.0171
63/63 [==============================] - 1s 11ms/step - loss: 0.0173 - val_loss: 0.3312
Epoch 979/1000
1/63 [..............................] - ETA: 0s - loss: 0.0189
7/63 [==>...........................] - ETA: 0s - loss: 0.0215
13/63 [=====>........................] - ETA: 0s - loss: 0.0210
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25/63 [==========>...................] - ETA: 0s - loss: 0.0209
31/63 [=============>................] - ETA: 0s - loss: 0.0210
37/63 [================>.............] - ETA: 0s - loss: 0.0199
43/63 [===================>..........] - ETA: 0s - loss: 0.0187
49/63 [======================>.......] - ETA: 0s - loss: 0.0184
55/63 [=========================>....] - ETA: 0s - loss: 0.0178
60/63 [===========================>..] - ETA: 0s - loss: 0.0173
63/63 [==============================] - 1s 11ms/step - loss: 0.0171 - val_loss: 0.3114
Epoch 980/1000
1/63 [..............................] - ETA: 0s - loss: 0.0193
7/63 [==>...........................] - ETA: 0s - loss: 0.0109
13/63 [=====>........................] - ETA: 0s - loss: 0.0116
19/63 [========>.....................] - ETA: 0s - loss: 0.0168
25/63 [==========>...................] - ETA: 0s - loss: 0.0160
31/63 [=============>................] - ETA: 0s - loss: 0.0159
37/63 [================>.............] - ETA: 0s - loss: 0.0160
43/63 [===================>..........] - ETA: 0s - loss: 0.0153
49/63 [======================>.......] - ETA: 0s - loss: 0.0150
55/63 [=========================>....] - ETA: 0s - loss: 0.0146
61/63 [============================>.] - ETA: 0s - loss: 0.0150
63/63 [==============================] - 1s 11ms/step - loss: 0.0149 - val_loss: 0.3104
Epoch 981/1000
1/63 [..............................] - ETA: 0s - loss: 0.0102
7/63 [==>...........................] - ETA: 0s - loss: 0.0197
13/63 [=====>........................] - ETA: 0s - loss: 0.0207
19/63 [========>.....................] - ETA: 0s - loss: 0.0192
25/63 [==========>...................] - ETA: 0s - loss: 0.0179
31/63 [=============>................] - ETA: 0s - loss: 0.0176
37/63 [================>.............] - ETA: 0s - loss: 0.0174
43/63 [===================>..........] - ETA: 0s - loss: 0.0167
49/63 [======================>.......] - ETA: 0s - loss: 0.0171
55/63 [=========================>....] - ETA: 0s - loss: 0.0164
61/63 [============================>.] - ETA: 0s - loss: 0.0161
63/63 [==============================] - 1s 11ms/step - loss: 0.0165 - val_loss: 0.3122
Epoch 982/1000
1/63 [..............................] - ETA: 0s - loss: 0.0270
7/63 [==>...........................] - ETA: 0s - loss: 0.0191
13/63 [=====>........................] - ETA: 0s - loss: 0.0195
19/63 [========>.....................] - ETA: 0s - loss: 0.0188
25/63 [==========>...................] - ETA: 0s - loss: 0.0187
30/63 [=============>................] - ETA: 0s - loss: 0.0186
35/63 [===============>..............] - ETA: 0s - loss: 0.0187
41/63 [==================>...........] - ETA: 0s - loss: 0.0194
47/63 [=====================>........] - ETA: 0s - loss: 0.0189
53/63 [========================>.....] - ETA: 0s - loss: 0.0190
59/63 [===========================>..] - ETA: 0s - loss: 0.0183
63/63 [==============================] - 1s 11ms/step - loss: 0.0181 - val_loss: 0.3778
Epoch 983/1000
1/63 [..............................] - ETA: 0s - loss: 0.0183
7/63 [==>...........................] - ETA: 0s - loss: 0.0134
13/63 [=====>........................] - ETA: 0s - loss: 0.0137
19/63 [========>.....................] - ETA: 0s - loss: 0.0176
25/63 [==========>...................] - ETA: 0s - loss: 0.0197
31/63 [=============>................] - ETA: 0s - loss: 0.0192
37/63 [================>.............] - ETA: 0s - loss: 0.0275
43/63 [===================>..........] - ETA: 0s - loss: 0.0307
48/63 [=====================>........] - ETA: 0s - loss: 0.0330
54/63 [========================>.....] - ETA: 0s - loss: 0.0318
60/63 [===========================>..] - ETA: 0s - loss: 0.0348
63/63 [==============================] - 1s 11ms/step - loss: 0.0340 - val_loss: 0.4264
Epoch 984/1000
1/63 [..............................] - ETA: 0s - loss: 0.0206
7/63 [==>...........................] - ETA: 0s - loss: 0.0288
12/63 [====>.........................] - ETA: 0s - loss: 0.0337
18/63 [=======>......................] - ETA: 0s - loss: 0.0312
24/63 [==========>...................] - ETA: 0s - loss: 0.0292
30/63 [=============>................] - ETA: 0s - loss: 0.0280
36/63 [================>.............] - ETA: 0s - loss: 0.0270
42/63 [===================>..........] - ETA: 0s - loss: 0.0287
48/63 [=====================>........] - ETA: 0s - loss: 0.0274
54/63 [========================>.....] - ETA: 0s - loss: 0.0274
60/63 [===========================>..] - ETA: 0s - loss: 0.0777
63/63 [==============================] - 1s 11ms/step - loss: 0.0785 - val_loss: 0.3334
Epoch 985/1000
1/63 [..............................] - ETA: 0s - loss: 0.0809
7/63 [==>...........................] - ETA: 0s - loss: 0.1522
12/63 [====>.........................] - ETA: 0s - loss: 0.1182
18/63 [=======>......................] - ETA: 0s - loss: 0.1655
23/63 [=========>....................] - ETA: 0s - loss: 0.1835
29/63 [============>.................] - ETA: 0s - loss: 0.1671
35/63 [===============>..............] - ETA: 0s - loss: 0.1486
41/63 [==================>...........] - ETA: 0s - loss: 0.1467
47/63 [=====================>........] - ETA: 0s - loss: 0.1352
53/63 [========================>.....] - ETA: 0s - loss: 0.1255
59/63 [===========================>..] - ETA: 0s - loss: 0.1190
63/63 [==============================] - 1s 11ms/step - loss: 0.1144 - val_loss: 0.3262
Epoch 986/1000
1/63 [..............................] - ETA: 0s - loss: 0.0344
6/63 [=>............................] - ETA: 0s - loss: 0.0887
12/63 [====>.........................] - ETA: 0s - loss: 0.0717
18/63 [=======>......................] - ETA: 0s - loss: 0.0701
24/63 [==========>...................] - ETA: 0s - loss: 0.1512
30/63 [=============>................] - ETA: 0s - loss: 0.1602
36/63 [================>.............] - ETA: 0s - loss: 0.1574
42/63 [===================>..........] - ETA: 0s - loss: 0.1464
48/63 [=====================>........] - ETA: 0s - loss: 0.1622
54/63 [========================>.....] - ETA: 0s - loss: 0.1678
59/63 [===========================>..] - ETA: 0s - loss: 0.1597
63/63 [==============================] - 1s 11ms/step - loss: 0.1705 - val_loss: 0.6567
Epoch 987/1000
1/63 [..............................] - ETA: 0s - loss: 0.0780
6/63 [=>............................] - ETA: 0s - loss: 0.0913
12/63 [====>.........................] - ETA: 0s - loss: 0.0977
18/63 [=======>......................] - ETA: 0s - loss: 0.1027
24/63 [==========>...................] - ETA: 0s - loss: 0.0892
30/63 [=============>................] - ETA: 0s - loss: 0.0774
36/63 [================>.............] - ETA: 0s - loss: 0.0704
42/63 [===================>..........] - ETA: 0s - loss: 0.0661
48/63 [=====================>........] - ETA: 0s - loss: 0.0628
54/63 [========================>.....] - ETA: 0s - loss: 0.0577
60/63 [===========================>..] - ETA: 0s - loss: 0.0557
63/63 [==============================] - 1s 11ms/step - loss: 0.0547 - val_loss: 0.5674
Epoch 988/1000
1/63 [..............................] - ETA: 0s - loss: 0.0339
7/63 [==>...........................] - ETA: 0s - loss: 0.0249
13/63 [=====>........................] - ETA: 0s - loss: 0.0446
19/63 [========>.....................] - ETA: 0s - loss: 0.0404
25/63 [==========>...................] - ETA: 0s - loss: 0.0387
31/63 [=============>................] - ETA: 0s - loss: 0.0383
37/63 [================>.............] - ETA: 0s - loss: 0.0367
43/63 [===================>..........] - ETA: 0s - loss: 0.0342
49/63 [======================>.......] - ETA: 0s - loss: 0.0381
55/63 [=========================>....] - ETA: 0s - loss: 0.0409
60/63 [===========================>..] - ETA: 0s - loss: 0.0475
63/63 [==============================] - 1s 11ms/step - loss: 0.0465 - val_loss: 0.5086
Epoch 989/1000
1/63 [..............................] - ETA: 0s - loss: 0.0200
7/63 [==>...........................] - ETA: 0s - loss: 0.2981
13/63 [=====>........................] - ETA: 0s - loss: 0.2092
19/63 [========>.....................] - ETA: 0s - loss: 0.1548
25/63 [==========>...................] - ETA: 0s - loss: 0.1270
30/63 [=============>................] - ETA: 0s - loss: 0.1122
36/63 [================>.............] - ETA: 0s - loss: 0.1005
42/63 [===================>..........] - ETA: 0s - loss: 0.0898
48/63 [=====================>........] - ETA: 0s - loss: 0.0818
54/63 [========================>.....] - ETA: 0s - loss: 0.0750
60/63 [===========================>..] - ETA: 0s - loss: 0.0687
63/63 [==============================] - 1s 11ms/step - loss: 0.0667 - val_loss: 0.3229
Epoch 990/1000
1/63 [..............................] - ETA: 0s - loss: 0.0182
7/63 [==>...........................] - ETA: 0s - loss: 0.0227
13/63 [=====>........................] - ETA: 0s - loss: 0.0197
19/63 [========>.....................] - ETA: 0s - loss: 0.0188
25/63 [==========>...................] - ETA: 0s - loss: 0.0184
31/63 [=============>................] - ETA: 0s - loss: 0.0194
37/63 [================>.............] - ETA: 0s - loss: 0.0191
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55/63 [=========================>....] - ETA: 0s - loss: 0.0170
61/63 [============================>.] - ETA: 0s - loss: 0.0174
63/63 [==============================] - 1s 11ms/step - loss: 0.0171 - val_loss: 0.3396
Epoch 991/1000
1/63 [..............................] - ETA: 0s - loss: 0.0175
7/63 [==>...........................] - ETA: 0s - loss: 0.0144
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63/63 [==============================] - 1s 11ms/step - loss: 0.0157 - val_loss: 0.3157
Epoch 992/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.0157 - val_loss: 0.3310
Epoch 993/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.0144 - val_loss: 0.3199
Epoch 994/1000
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61/63 [============================>.] - ETA: 0s - loss: 0.0143
63/63 [==============================] - 1s 11ms/step - loss: 0.0143 - val_loss: 0.3418
Epoch 995/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.0148 - val_loss: 0.3306
Epoch 996/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.0266 - val_loss: 0.3779
Epoch 997/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.2501 - val_loss: 0.4457
Epoch 998/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.2081 - val_loss: 0.4757
Epoch 999/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.0588 - val_loss: 0.3187
Epoch 1000/1000
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63/63 [==============================] - 1s 11ms/step - loss: 0.0445 - val_loss: 0.3480
********** Successfully loaded weights from weights_962_0.26217.hdf5 file **********
# Now prepare test data
x_test1, y_test1 = add_numbers_before_delimiter(5_00, seq_len)
x_test2, y_test2 = add_numbers_before_delimiter(5_00, seq_len)
x_test = np.concatenate([x_test1, x_test2], axis=2)
y_test = y_test1 + y_test2
x_test.shape, y_test.shape
((500, 20, 2), (500, 1))
attention_weights = model.get_attention_lstm_weights(x_test)
attention_weights.keys()
dict_keys(['self_attention', 'self_attention_1'])
num_examples = 10 # number of examples to show
fig, axis = plt.subplots(2, sharex="all")
imshow(attention_weights["self_attention"][0:num_examples],
ylabel="Examples",
title="Important steps from Attention", cmap="hot",
ax=axis[0], show=False)
a = x_test1[0:num_examples].reshape(-1, seq_len)
a = np.where(a==0.0, 1.0, 0.0)
imshow(a, ylabel="Examples",
xlabel="Sequence Length (lookback steps)",
xticklabels=np.arange(20),
title="Actual important steps", cmap="hot",
ax=axis[1])
(<AxesSubplot:title={'center':'Actual important steps'}, xlabel='Sequence Length (lookback steps)', ylabel='Examples'>, <matplotlib.image.AxesImage object at 0x7fd516b99c50>)
fig, axis = plt.subplots(2, sharex="all")
imshow(attention_weights["self_attention_1"][0:num_examples],
ylabel="Examples",
title="Important steps from Attention", cmap="hot",
ax=axis[0], show=False)
a = x_test2[0:num_examples].reshape(-1, seq_len)
a = np.where(a==0.0, 1.0, 0.0)
imshow(a, ylabel="Examples",
xlabel="Sequence Length (lookback steps)",
xticklabels=np.arange(20),
title="Actual important steps", cmap="hot",
ax=axis[1])
(<AxesSubplot:title={'center':'Actual important steps'}, xlabel='Sequence Length (lookback steps)', ylabel='Examples'>, <matplotlib.image.AxesImage object at 0x7fd5169f50d0>)
Total running time of the script: ( 11 minutes 32.379 seconds)
