Note
Click here to download the full example code or to run this example in your browser via Binder
ARG prediction
import matplotlib.pyplot as plt
from easy_mpl import imshow
from sklearn.preprocessing import MinMaxScaler
from ai4water import Model
from ai4water.datasets import busan_beach
from SeqMetrics import RegressionMetrics
data = busan_beach(inputs=[
'tide_cm', 'wat_temp_c', 'air_temp_c', 'sal_psu',
'pcp_mm', 'wind_dir_deg', 'wind_speed_mps'
])
print(data.shape)
(1446, 8)
input features
input_features = data.columns.tolist()[0:-1]
print(input_features)
['tide_cm', 'wat_temp_c', 'air_temp_c', 'sal_psu', 'pcp_mm', 'wind_dir_deg', 'wind_speed_mps']
output_features = data.columns.tolist()[-1:]
print(output_features)
['tetx_coppml']
seq_len = 14
num_inputs = len(input_features)
build the model
model = Model(
model = {"layers": {
"Input_1": {"shape": (seq_len, num_inputs)},
"AttentionLSTM": {"num_inputs": num_inputs, "lstm_units": 10},
"Dense": 1
}},
x_transformation='minmax',
y_transformation="log",
input_features=input_features,
output_features = output_features,
train_fraction=1.0,
split_random=True,
ts_args={"lookback": seq_len},
lr=0.005,
batch_size=24,
epochs=50000,
patience=1000,
monitor=["nse"],
)
building DL model for
regression problem using Model
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
Input_1 (InputLayer) [(None, 14, 7)] 0 []
tf.__operators__.getitem (Slic (None, 14) 0 ['Input_1[0][0]']
ingOpLambda)
tf.__operators__.getitem_1 (Sl (None, 14) 0 ['Input_1[0][0]']
icingOpLambda)
tf.__operators__.getitem_2 (Sl (None, 14) 0 ['Input_1[0][0]']
icingOpLambda)
tf.__operators__.getitem_3 (Sl (None, 14) 0 ['Input_1[0][0]']
icingOpLambda)
tf.__operators__.getitem_4 (Sl (None, 14) 0 ['Input_1[0][0]']
icingOpLambda)
tf.__operators__.getitem_5 (Sl (None, 14) 0 ['Input_1[0][0]']
icingOpLambda)
tf.__operators__.getitem_6 (Sl (None, 14) 0 ['Input_1[0][0]']
icingOpLambda)
tf.expand_dims (TFOpLambda) (None, 14, 1) 0 ['tf.__operators__.getitem[0][0]'
]
tf.expand_dims_1 (TFOpLambda) (None, 14, 1) 0 ['tf.__operators__.getitem_1[0][0
]']
tf.expand_dims_2 (TFOpLambda) (None, 14, 1) 0 ['tf.__operators__.getitem_2[0][0
]']
tf.expand_dims_3 (TFOpLambda) (None, 14, 1) 0 ['tf.__operators__.getitem_3[0][0
]']
tf.expand_dims_4 (TFOpLambda) (None, 14, 1) 0 ['tf.__operators__.getitem_4[0][0
]']
tf.expand_dims_5 (TFOpLambda) (None, 14, 1) 0 ['tf.__operators__.getitem_5[0][0
]']
tf.expand_dims_6 (TFOpLambda) (None, 14, 1) 0 ['tf.__operators__.getitem_6[0][0
]']
lstm (LSTM) (None, 14, 10) 480 ['tf.expand_dims[0][0]']
lstm_1 (LSTM) (None, 14, 10) 480 ['tf.expand_dims_1[0][0]']
lstm_2 (LSTM) (None, 14, 10) 480 ['tf.expand_dims_2[0][0]']
lstm_3 (LSTM) (None, 14, 10) 480 ['tf.expand_dims_3[0][0]']
lstm_4 (LSTM) (None, 14, 10) 480 ['tf.expand_dims_4[0][0]']
lstm_5 (LSTM) (None, 14, 10) 480 ['tf.expand_dims_5[0][0]']
lstm_6 (LSTM) (None, 14, 10) 480 ['tf.expand_dims_6[0][0]']
self_attention (SelfAttention) ((None, 128), 2660 ['lstm[0][0]']
(None, 14))
self_attention_1 (SelfAttentio ((None, 128), 2660 ['lstm_1[0][0]']
n) (None, 14))
self_attention_2 (SelfAttentio ((None, 128), 2660 ['lstm_2[0][0]']
n) (None, 14))
self_attention_3 (SelfAttentio ((None, 128), 2660 ['lstm_3[0][0]']
n) (None, 14))
self_attention_4 (SelfAttentio ((None, 128), 2660 ['lstm_4[0][0]']
n) (None, 14))
self_attention_5 (SelfAttentio ((None, 128), 2660 ['lstm_5[0][0]']
n) (None, 14))
self_attention_6 (SelfAttentio ((None, 128), 2660 ['lstm_6[0][0]']
n) (None, 14))
tf.concat (TFOpLambda) (None, 896) 0 ['self_attention[0][0]',
'self_attention_1[0][0]',
'self_attention_2[0][0]',
'self_attention_3[0][0]',
'self_attention_4[0][0]',
'self_attention_5[0][0]',
'self_attention_6[0][0]']
Dense (Dense) (None, 1) 897 ['tf.concat[0][0]']
==================================================================================================
Total params: 22,877
Trainable params: 22,877
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.
train the model
h = model.fit(data=data, verbose=1)
********** Removing Examples with nan in labels **********
***** Training *****
input_x shape: (174, 14, 7)
target shape: (174, 1)
********** Removing Examples with nan in labels **********
***** Validation *****
input_x shape: (44, 14, 7)
target shape: (44, 1)
Epoch 1/50000
assigning name Input_1 to IteratorGetNext:0 with shape (None, 14, 7)
assigning name Input_1 to IteratorGetNext:0 with shape (None, 14, 7)
1/8 [==>...........................] - ETA: 1:19 - loss: 175.9565 - nse: -22.1848
3/8 [==========>...................] - ETA: 0s - loss: 157.8748 - nse: -21.3713
5/8 [=================>............] - ETA: 0s - loss: 138.2388 - nse: -18.8827
7/8 [=========================>....] - ETA: 0s - loss: 126.9214 - nse: -16.2431assigning name Input_1 to IteratorGetNext:0 with shape (None, 14, 7)
8/8 [==============================] - 14s 395ms/step - loss: 124.8392 - nse: -14.8384 - val_loss: 43.0921 - val_nse: -6.0694
Epoch 2/50000
1/8 [==>...........................] - ETA: 0s - loss: 36.5363 - nse: -2.8122
4/8 [==============>...............] - ETA: 0s - loss: 20.3202 - nse: -1.2550
7/8 [=========================>....] - ETA: 0s - loss: 26.1843 - nse: -2.3407
8/8 [==============================] - 0s 34ms/step - loss: 26.0238 - nse: -2.2910 - val_loss: 9.7433 - val_nse: -0.6018
Epoch 3/50000
1/8 [==>...........................] - ETA: 0s - loss: 11.0150 - nse: -0.5491
4/8 [==============>...............] - ETA: 0s - loss: 10.8353 - nse: -0.4022
7/8 [=========================>....] - ETA: 0s - loss: 12.6574 - nse: -0.6145
8/8 [==============================] - 0s 31ms/step - loss: 13.2174 - nse: -0.8639 - val_loss: 18.9483 - val_nse: -2.0918
Epoch 4/50000
1/8 [==>...........................] - ETA: 0s - loss: 18.6188 - nse: -1.1438
4/8 [==============>...............] - ETA: 0s - loss: 12.8519 - nse: -0.6580
7/8 [=========================>....] - ETA: 0s - loss: 12.2662 - nse: -0.4772
8/8 [==============================] - 0s 35ms/step - loss: 12.0201 - nse: -0.5036 - val_loss: 7.5040 - val_nse: -0.2256
Epoch 5/50000
1/8 [==>...........................] - ETA: 0s - loss: 9.2986 - nse: -0.2609
3/8 [==========>...................] - ETA: 0s - loss: 12.1658 - nse: -0.5771
5/8 [=================>............] - ETA: 0s - loss: 10.9184 - nse: -0.4115
8/8 [==============================] - ETA: 0s - loss: 10.3284 - nse: -0.3820
8/8 [==============================] - 0s 31ms/step - loss: 10.3284 - nse: -0.3820 - val_loss: 7.8175 - val_nse: -0.2662
Epoch 6/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.0787 - nse: 0.0380
4/8 [==============>...............] - ETA: 0s - loss: 9.1654 - nse: -0.2482
7/8 [=========================>....] - ETA: 0s - loss: 8.8611 - nse: -0.1951
8/8 [==============================] - 0s 34ms/step - loss: 8.8368 - nse: -0.1631 - val_loss: 6.4709 - val_nse: -0.0448
Epoch 7/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.2200 - nse: 0.0338
4/8 [==============>...............] - ETA: 0s - loss: 8.0557 - nse: 0.0047
7/8 [=========================>....] - ETA: 0s - loss: 7.8888 - nse: 0.0252
8/8 [==============================] - 0s 34ms/step - loss: 7.9371 - nse: 0.0226 - val_loss: 6.1298 - val_nse: 0.0144
Epoch 8/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.8923 - nse: -0.0565
4/8 [==============>...............] - ETA: 0s - loss: 7.9304 - nse: 0.0028
7/8 [=========================>....] - ETA: 0s - loss: 7.5338 - nse: 0.0666
8/8 [==============================] - 0s 35ms/step - loss: 7.4954 - nse: 0.0849 - val_loss: 5.9285 - val_nse: 0.0526
Epoch 9/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.1933 - nse: -0.1082
4/8 [==============>...............] - ETA: 0s - loss: 7.3871 - nse: 0.0686
7/8 [=========================>....] - ETA: 0s - loss: 7.1754 - nse: 0.0755
8/8 [==============================] - 0s 31ms/step - loss: 7.0927 - nse: 0.1484 - val_loss: 6.4337 - val_nse: -0.0271
Epoch 10/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.9702 - nse: 0.0831
4/8 [==============>...............] - ETA: 0s - loss: 7.0286 - nse: 0.0545
7/8 [=========================>....] - ETA: 0s - loss: 7.0950 - nse: 0.1000
8/8 [==============================] - 0s 32ms/step - loss: 7.0653 - nse: 0.0362 - val_loss: 6.5079 - val_nse: -0.0396
Epoch 11/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.4457 - nse: 0.1610
4/8 [==============>...............] - ETA: 0s - loss: 7.1414 - nse: 0.1661
7/8 [=========================>....] - ETA: 0s - loss: 6.9866 - nse: 0.1688
8/8 [==============================] - 0s 31ms/step - loss: 6.7705 - nse: 0.1818 - val_loss: 6.0381 - val_nse: 0.0329
Epoch 12/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6271 - nse: -0.0579
4/8 [==============>...............] - ETA: 0s - loss: 6.6139 - nse: 0.1225
7/8 [=========================>....] - ETA: 0s - loss: 6.6375 - nse: 0.1322
8/8 [==============================] - 0s 35ms/step - loss: 6.7273 - nse: 0.1206 - val_loss: 5.5111 - val_nse: 0.1214
Epoch 13/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.8469 - nse: 0.2971
3/8 [==========>...................] - ETA: 0s - loss: 6.9332 - nse: 0.2147
6/8 [=====================>........] - ETA: 0s - loss: 6.7764 - nse: 0.1745
8/8 [==============================] - 0s 31ms/step - loss: 6.6506 - nse: 0.1114 - val_loss: 5.8809 - val_nse: 0.0588
Epoch 14/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.1310 - nse: 0.3470
4/8 [==============>...............] - ETA: 0s - loss: 6.9580 - nse: 0.0600
7/8 [=========================>....] - ETA: 0s - loss: 7.0933 - nse: 0.0859
8/8 [==============================] - 0s 31ms/step - loss: 7.0227 - nse: 0.1021 - val_loss: 5.6717 - val_nse: 0.0999
Epoch 15/50000
1/8 [==>...........................] - ETA: 0s - loss: 9.1730 - nse: -0.4636
4/8 [==============>...............] - ETA: 0s - loss: 6.9731 - nse: 0.1095
7/8 [=========================>....] - ETA: 0s - loss: 6.5605 - nse: 0.1800
8/8 [==============================] - 0s 35ms/step - loss: 6.5338 - nse: 0.1471 - val_loss: 5.3368 - val_nse: 0.1498
Epoch 16/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.5849 - nse: 0.3902
4/8 [==============>...............] - ETA: 0s - loss: 6.7845 - nse: 0.1188
7/8 [=========================>....] - ETA: 0s - loss: 6.1950 - nse: 0.2117
8/8 [==============================] - 0s 35ms/step - loss: 6.4011 - nse: 0.1900 - val_loss: 5.3178 - val_nse: 0.1584
Epoch 17/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2537 - nse: 0.3142
3/8 [==========>...................] - ETA: 0s - loss: 5.5968 - nse: 0.1588
6/8 [=====================>........] - ETA: 0s - loss: 6.9125 - nse: 0.1302
8/8 [==============================] - 0s 31ms/step - loss: 6.6207 - nse: 0.1846 - val_loss: 6.1499 - val_nse: 0.0147
Epoch 18/50000
1/8 [==>...........................] - ETA: 0s - loss: 8.3425 - nse: 0.1340
4/8 [==============>...............] - ETA: 0s - loss: 6.3457 - nse: 0.1682
7/8 [=========================>....] - ETA: 0s - loss: 6.5301 - nse: 0.1961
8/8 [==============================] - 0s 33ms/step - loss: 6.5906 - nse: 0.1903 - val_loss: 5.6305 - val_nse: 0.1096
Epoch 19/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0283 - nse: 0.3016
3/8 [==========>...................] - ETA: 0s - loss: 6.8651 - nse: 0.2029
5/8 [=================>............] - ETA: 0s - loss: 6.1599 - nse: 0.2507
7/8 [=========================>....] - ETA: 0s - loss: 6.2425 - nse: 0.2374
8/8 [==============================] - 0s 33ms/step - loss: 6.3367 - nse: 0.0829 - val_loss: 5.6603 - val_nse: 0.0986
Epoch 20/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.9782 - nse: 0.3725
3/8 [==========>...................] - ETA: 0s - loss: 6.2301 - nse: 0.2944
6/8 [=====================>........] - ETA: 0s - loss: 5.8118 - nse: 0.2489
8/8 [==============================] - 0s 32ms/step - loss: 6.3008 - nse: 0.1260 - val_loss: 5.4455 - val_nse: 0.1356
Epoch 21/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.4196 - nse: 0.1109
3/8 [==========>...................] - ETA: 0s - loss: 6.8367 - nse: 0.2021
5/8 [=================>............] - ETA: 0s - loss: 5.9797 - nse: 0.2308
7/8 [=========================>....] - ETA: 0s - loss: 6.2867 - nse: 0.2134
8/8 [==============================] - 0s 35ms/step - loss: 6.2238 - nse: 0.2056 - val_loss: 5.2347 - val_nse: 0.1656
Epoch 22/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.4091 - nse: 0.3747
3/8 [==========>...................] - ETA: 0s - loss: 6.2618 - nse: 0.2938
5/8 [=================>............] - ETA: 0s - loss: 6.6649 - nse: 0.1837
8/8 [==============================] - ETA: 0s - loss: 6.3230 - nse: -0.0329
8/8 [==============================] - 0s 31ms/step - loss: 6.3230 - nse: -0.0329 - val_loss: 5.7468 - val_nse: 0.0821
Epoch 23/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9402 - nse: 0.5278
4/8 [==============>...............] - ETA: 0s - loss: 6.0183 - nse: 0.3003
7/8 [=========================>....] - ETA: 0s - loss: 6.2319 - nse: 0.2623
8/8 [==============================] - 0s 32ms/step - loss: 6.1987 - nse: 0.0699 - val_loss: 5.5409 - val_nse: 0.1166
Epoch 24/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.9700 - nse: -0.1152
3/8 [==========>...................] - ETA: 0s - loss: 6.7171 - nse: 0.0123
5/8 [=================>............] - ETA: 0s - loss: 6.4457 - nse: 0.1534
7/8 [=========================>....] - ETA: 0s - loss: 6.4547 - nse: 0.1827
8/8 [==============================] - 0s 32ms/step - loss: 6.3700 - nse: 0.1962 - val_loss: 5.3580 - val_nse: 0.1530
Epoch 25/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.9415 - nse: 0.1979
3/8 [==========>...................] - ETA: 0s - loss: 5.3294 - nse: 0.3876
5/8 [=================>............] - ETA: 0s - loss: 5.1154 - nse: 0.2692
8/8 [==============================] - ETA: 0s - loss: 6.1712 - nse: 0.1049
8/8 [==============================] - 0s 32ms/step - loss: 6.1712 - nse: 0.1049 - val_loss: 5.4445 - val_nse: 0.1385
Epoch 26/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7338 - nse: 0.4080
4/8 [==============>...............] - ETA: 0s - loss: 5.9083 - nse: 0.1778
7/8 [=========================>....] - ETA: 0s - loss: 5.9274 - nse: 0.2339
8/8 [==============================] - 0s 31ms/step - loss: 6.1119 - nse: 0.2122 - val_loss: 5.5300 - val_nse: 0.1264
Epoch 27/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.9458 - nse: 0.1932
3/8 [==========>...................] - ETA: 0s - loss: 5.5628 - nse: 0.1894
6/8 [=====================>........] - ETA: 0s - loss: 6.1380 - nse: 0.2317
8/8 [==============================] - 0s 32ms/step - loss: 6.0729 - nse: 0.2771 - val_loss: 5.5298 - val_nse: 0.1266
Epoch 28/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.8188 - nse: 0.0421
3/8 [==========>...................] - ETA: 0s - loss: 5.7329 - nse: 0.2686
5/8 [=================>............] - ETA: 0s - loss: 6.1637 - nse: 0.2487
7/8 [=========================>....] - ETA: 0s - loss: 6.0807 - nse: 0.2458
8/8 [==============================] - 0s 32ms/step - loss: 6.0715 - nse: 0.2375 - val_loss: 5.3830 - val_nse: 0.1495
Epoch 29/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.8792 - nse: 0.2580
3/8 [==========>...................] - ETA: 0s - loss: 5.7367 - nse: 0.2970
5/8 [=================>............] - ETA: 0s - loss: 6.5088 - nse: 0.2020
7/8 [=========================>....] - ETA: 0s - loss: 6.2808 - nse: 0.2402
8/8 [==============================] - 0s 32ms/step - loss: 6.1722 - nse: 0.2223 - val_loss: 5.6600 - val_nse: 0.1098
Epoch 30/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0563 - nse: 0.2730
4/8 [==============>...............] - ETA: 0s - loss: 5.7769 - nse: 0.2918
7/8 [=========================>....] - ETA: 0s - loss: 6.4815 - nse: 0.2292
8/8 [==============================] - 0s 32ms/step - loss: 6.4064 - nse: 0.1132 - val_loss: 6.0972 - val_nse: 0.0238
Epoch 31/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.5699 - nse: 0.1655
3/8 [==========>...................] - ETA: 0s - loss: 6.0824 - nse: 0.0815
5/8 [=================>............] - ETA: 0s - loss: 6.0093 - nse: 0.1707
8/8 [==============================] - ETA: 0s - loss: 6.6896 - nse: 0.1558
8/8 [==============================] - 0s 32ms/step - loss: 6.6896 - nse: 0.1558 - val_loss: 5.2587 - val_nse: 0.1726
Epoch 32/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.4655 - nse: 0.3390
3/8 [==========>...................] - ETA: 0s - loss: 7.3794 - nse: 0.0799
5/8 [=================>............] - ETA: 0s - loss: 6.6015 - nse: 0.1872
7/8 [=========================>....] - ETA: 0s - loss: 6.2904 - nse: 0.2193
8/8 [==============================] - 0s 32ms/step - loss: 6.3519 - nse: 0.1896 - val_loss: 5.4210 - val_nse: 0.1508
Epoch 33/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.3446 - nse: 0.1681
4/8 [==============>...............] - ETA: 0s - loss: 6.4535 - nse: 0.1468
7/8 [=========================>....] - ETA: 0s - loss: 6.0510 - nse: 0.2453
8/8 [==============================] - 0s 31ms/step - loss: 5.9360 - nse: 0.2543 - val_loss: 5.6511 - val_nse: 0.1149
Epoch 34/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.3603 - nse: 0.3990
3/8 [==========>...................] - ETA: 0s - loss: 4.9101 - nse: 0.2564
6/8 [=====================>........] - ETA: 0s - loss: 5.5045 - nse: 0.2565
8/8 [==============================] - 0s 31ms/step - loss: 5.9979 - nse: 0.2364 - val_loss: 5.6564 - val_nse: 0.1170
Epoch 35/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.4625 - nse: 0.4282
3/8 [==========>...................] - ETA: 0s - loss: 6.2334 - nse: 0.2759
5/8 [=================>............] - ETA: 0s - loss: 6.5530 - nse: 0.2265
7/8 [=========================>....] - ETA: 0s - loss: 6.2343 - nse: 0.2176
8/8 [==============================] - 0s 32ms/step - loss: 6.0451 - nse: 0.2800 - val_loss: 6.3834 - val_nse: -0.0203
Epoch 36/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.4594 - nse: 0.2127
3/8 [==========>...................] - ETA: 0s - loss: 8.6279 - nse: 0.0047
6/8 [=====================>........] - ETA: 0s - loss: 6.8657 - nse: 0.1335
8/8 [==============================] - 0s 31ms/step - loss: 6.5803 - nse: 0.1924 - val_loss: 5.7352 - val_nse: 0.1052
Epoch 37/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.3967 - nse: 0.0333
4/8 [==============>...............] - ETA: 0s - loss: 5.9316 - nse: 0.2125
7/8 [=========================>....] - ETA: 0s - loss: 6.5030 - nse: 0.1292
8/8 [==============================] - 0s 31ms/step - loss: 6.6032 - nse: 0.1328 - val_loss: 6.4920 - val_nse: -0.0150
Epoch 38/50000
1/8 [==>...........................] - ETA: 0s - loss: 8.7947 - nse: 0.1566
4/8 [==============>...............] - ETA: 0s - loss: 7.8807 - nse: 0.0619
7/8 [=========================>....] - ETA: 0s - loss: 6.6987 - nse: 0.1894
8/8 [==============================] - 0s 31ms/step - loss: 6.6977 - nse: -0.0084 - val_loss: 5.4298 - val_nse: 0.1375
Epoch 39/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.3342 - nse: -0.1029
3/8 [==========>...................] - ETA: 0s - loss: 5.7459 - nse: 0.0670
5/8 [=================>............] - ETA: 0s - loss: 6.1790 - nse: 0.0657
8/8 [==============================] - ETA: 0s - loss: 6.4565 - nse: -0.4725
8/8 [==============================] - 0s 32ms/step - loss: 6.4565 - nse: -0.4725 - val_loss: 6.3746 - val_nse: -0.0279
Epoch 40/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.6258 - nse: 0.2325
4/8 [==============>...............] - ETA: 0s - loss: 7.5979 - nse: -0.0873
6/8 [=====================>........] - ETA: 0s - loss: 7.7280 - nse: 0.0028
8/8 [==============================] - 0s 31ms/step - loss: 7.0721 - nse: 0.1291 - val_loss: 7.1779 - val_nse: -0.1256
Epoch 41/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.6461 - nse: 0.2040
3/8 [==========>...................] - ETA: 0s - loss: 7.9859 - nse: 0.1523
6/8 [=====================>........] - ETA: 0s - loss: 6.4181 - nse: 0.2051
8/8 [==============================] - 0s 32ms/step - loss: 6.4875 - nse: 0.2102 - val_loss: 6.0887 - val_nse: 0.0215
Epoch 42/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.5908 - nse: 0.3897
3/8 [==========>...................] - ETA: 0s - loss: 5.7411 - nse: 0.2352
5/8 [=================>............] - ETA: 0s - loss: 5.5680 - nse: 0.2299
7/8 [=========================>....] - ETA: 0s - loss: 5.9352 - nse: 0.2544
8/8 [==============================] - 0s 32ms/step - loss: 6.0439 - nse: 0.2584 - val_loss: 5.7005 - val_nse: 0.1078
Epoch 43/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.8405 - nse: 0.2944
3/8 [==========>...................] - ETA: 0s - loss: 6.4625 - nse: 0.2276
5/8 [=================>............] - ETA: 0s - loss: 5.6747 - nse: 0.3208
7/8 [=========================>....] - ETA: 0s - loss: 5.5777 - nse: 0.3257
8/8 [==============================] - 0s 32ms/step - loss: 5.6978 - nse: 0.1694 - val_loss: 5.7107 - val_nse: 0.0816
Epoch 44/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.2328 - nse: 0.2453
3/8 [==========>...................] - ETA: 0s - loss: 5.7675 - nse: 0.2458
6/8 [=====================>........] - ETA: 0s - loss: 5.6417 - nse: 0.2689
8/8 [==============================] - 0s 32ms/step - loss: 5.9994 - nse: 0.1984 - val_loss: 5.9953 - val_nse: 0.0625
Epoch 45/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0087 - nse: 0.5097
3/8 [==========>...................] - ETA: 0s - loss: 5.1864 - nse: 0.3647
5/8 [=================>............] - ETA: 0s - loss: 5.7546 - nse: 0.3071
7/8 [=========================>....] - ETA: 0s - loss: 5.9243 - nse: 0.2675
8/8 [==============================] - 0s 34ms/step - loss: 6.0777 - nse: 0.2034 - val_loss: 5.7010 - val_nse: 0.1043
Epoch 46/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9192 - nse: 0.5547
3/8 [==========>...................] - ETA: 0s - loss: 4.3841 - nse: 0.3777
5/8 [=================>............] - ETA: 0s - loss: 5.2502 - nse: 0.2971
8/8 [==============================] - ETA: 0s - loss: 5.9798 - nse: 0.2464
8/8 [==============================] - 0s 32ms/step - loss: 5.9798 - nse: 0.2464 - val_loss: 5.3020 - val_nse: 0.1636
Epoch 47/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.2499 - nse: 0.2018
3/8 [==========>...................] - ETA: 0s - loss: 6.0194 - nse: 0.3339
6/8 [=====================>........] - ETA: 0s - loss: 6.1782 - nse: 0.2362
8/8 [==============================] - 0s 35ms/step - loss: 5.8793 - nse: 0.2155 - val_loss: 5.0455 - val_nse: 0.1974
Epoch 48/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.9224 - nse: -0.0667
3/8 [==========>...................] - ETA: 0s - loss: 7.5542 - nse: 0.0786
5/8 [=================>............] - ETA: 0s - loss: 6.8228 - nse: 0.1434
7/8 [=========================>....] - ETA: 0s - loss: 6.0581 - nse: 0.2385
8/8 [==============================] - 0s 32ms/step - loss: 5.8900 - nse: 0.3044 - val_loss: 5.1235 - val_nse: 0.1832
Epoch 49/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.7638 - nse: -0.1929
3/8 [==========>...................] - ETA: 0s - loss: 6.3835 - nse: 0.1706
5/8 [=================>............] - ETA: 0s - loss: 5.6393 - nse: 0.2794
7/8 [=========================>....] - ETA: 0s - loss: 5.6559 - nse: 0.2165
8/8 [==============================] - 0s 32ms/step - loss: 5.9555 - nse: 0.1966 - val_loss: 5.5122 - val_nse: 0.1274
Epoch 50/50000
1/8 [==>...........................] - ETA: 0s - loss: 8.1555 - nse: -0.4611
3/8 [==========>...................] - ETA: 0s - loss: 7.4290 - nse: -0.0737
5/8 [=================>............] - ETA: 0s - loss: 6.5825 - nse: 0.0402
7/8 [=========================>....] - ETA: 0s - loss: 6.0905 - nse: 0.1366
8/8 [==============================] - 0s 32ms/step - loss: 6.1386 - nse: 0.1018 - val_loss: 5.4226 - val_nse: 0.1283
Epoch 51/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.2741 - nse: 0.5036
3/8 [==========>...................] - ETA: 0s - loss: 4.6023 - nse: 0.3184
5/8 [=================>............] - ETA: 0s - loss: 5.1735 - nse: 0.2785
7/8 [=========================>....] - ETA: 0s - loss: 5.4579 - nse: 0.2431
8/8 [==============================] - 0s 32ms/step - loss: 5.6183 - nse: 0.2541 - val_loss: 6.5050 - val_nse: -0.0174
Epoch 52/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.3273 - nse: 0.1880
3/8 [==========>...................] - ETA: 0s - loss: 6.6098 - nse: 0.2981
5/8 [=================>............] - ETA: 0s - loss: 5.9937 - nse: 0.2542
7/8 [=========================>....] - ETA: 0s - loss: 6.2948 - nse: 0.1999
8/8 [==============================] - 0s 33ms/step - loss: 6.4380 - nse: -0.3700 - val_loss: 5.3451 - val_nse: 0.1401
Epoch 53/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0294 - nse: 0.4627
4/8 [==============>...............] - ETA: 0s - loss: 5.8280 - nse: 0.3455
6/8 [=====================>........] - ETA: 0s - loss: 5.9807 - nse: 0.1821
8/8 [==============================] - 0s 32ms/step - loss: 6.0429 - nse: 0.1661 - val_loss: 5.2357 - val_nse: 0.1745
Epoch 54/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.7490 - nse: 0.3370
3/8 [==========>...................] - ETA: 0s - loss: 6.0550 - nse: 0.3005
5/8 [=================>............] - ETA: 0s - loss: 6.0814 - nse: 0.2232
7/8 [=========================>....] - ETA: 0s - loss: 5.7802 - nse: 0.2614
8/8 [==============================] - 0s 32ms/step - loss: 5.8295 - nse: 0.1249 - val_loss: 5.8303 - val_nse: 0.0933
Epoch 55/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.1080 - nse: 0.3841
3/8 [==========>...................] - ETA: 0s - loss: 6.3557 - nse: 0.2530
6/8 [=====================>........] - ETA: 0s - loss: 6.0878 - nse: 0.2291
8/8 [==============================] - 0s 32ms/step - loss: 6.3109 - nse: 0.1563 - val_loss: 5.4198 - val_nse: 0.1408
Epoch 56/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7881 - nse: 0.4375
3/8 [==========>...................] - ETA: 0s - loss: 5.8008 - nse: 0.2748
5/8 [=================>............] - ETA: 0s - loss: 6.1828 - nse: 0.2294
7/8 [=========================>....] - ETA: 0s - loss: 5.8729 - nse: 0.2359
8/8 [==============================] - 0s 32ms/step - loss: 5.8951 - nse: 0.2853 - val_loss: 5.1976 - val_nse: 0.1798
Epoch 57/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.8427 - nse: 0.3078
3/8 [==========>...................] - ETA: 0s - loss: 5.2125 - nse: 0.2684
6/8 [=====================>........] - ETA: 0s - loss: 5.9630 - nse: 0.2451
8/8 [==============================] - 0s 33ms/step - loss: 5.8833 - nse: 0.2077 - val_loss: 6.7155 - val_nse: -0.0560
Epoch 58/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.8381 - nse: -0.0433
3/8 [==========>...................] - ETA: 0s - loss: 6.3302 - nse: 0.2395
5/8 [=================>............] - ETA: 0s - loss: 5.5896 - nse: 0.2681
8/8 [==============================] - ETA: 0s - loss: 6.5294 - nse: 0.1651
8/8 [==============================] - 0s 35ms/step - loss: 6.5294 - nse: 0.1651 - val_loss: 4.9171 - val_nse: 0.2208
Epoch 59/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7476 - nse: 0.5599
3/8 [==========>...................] - ETA: 0s - loss: 5.3517 - nse: 0.2589
5/8 [=================>............] - ETA: 0s - loss: 6.2686 - nse: 0.1569
7/8 [=========================>....] - ETA: 0s - loss: 6.0595 - nse: 0.2018
8/8 [==============================] - 0s 32ms/step - loss: 6.1728 - nse: 0.1178 - val_loss: 5.0212 - val_nse: 0.1973
Epoch 60/50000
1/8 [==>...........................] - ETA: 0s - loss: 8.0644 - nse: 0.2695
4/8 [==============>...............] - ETA: 0s - loss: 5.5923 - nse: 0.2852
6/8 [=====================>........] - ETA: 0s - loss: 5.8675 - nse: 0.2958
8/8 [==============================] - ETA: 0s - loss: 5.6462 - nse: 0.3069
8/8 [==============================] - 0s 32ms/step - loss: 5.6462 - nse: 0.3069 - val_loss: 5.3468 - val_nse: 0.1575
Epoch 61/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.8159 - nse: 0.1558
3/8 [==========>...................] - ETA: 0s - loss: 5.6082 - nse: 0.3526
5/8 [=================>............] - ETA: 0s - loss: 5.8371 - nse: 0.2770
7/8 [=========================>....] - ETA: 0s - loss: 5.9500 - nse: 0.2364
8/8 [==============================] - 0s 32ms/step - loss: 5.8930 - nse: 0.1491 - val_loss: 5.9073 - val_nse: 0.0636
Epoch 62/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.6210 - nse: 0.1005
4/8 [==============>...............] - ETA: 0s - loss: 6.0425 - nse: 0.1864
7/8 [=========================>....] - ETA: 0s - loss: 5.6842 - nse: 0.2849
8/8 [==============================] - 0s 35ms/step - loss: 5.5668 - nse: 0.2991 - val_loss: 4.8523 - val_nse: 0.2427
Epoch 63/50000
1/8 [==>...........................] - ETA: 0s - loss: 8.6238 - nse: -0.0209
4/8 [==============>...............] - ETA: 0s - loss: 5.9895 - nse: 0.2466
7/8 [=========================>....] - ETA: 0s - loss: 5.4802 - nse: 0.2953
8/8 [==============================] - 0s 35ms/step - loss: 5.5520 - nse: 0.2787 - val_loss: 4.7871 - val_nse: 0.2492
Epoch 64/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9311 - nse: 0.1926
3/8 [==========>...................] - ETA: 0s - loss: 5.0971 - nse: 0.2925
5/8 [=================>............] - ETA: 0s - loss: 4.6166 - nse: 0.3677
8/8 [==============================] - ETA: 0s - loss: 5.4306 - nse: 0.3461
8/8 [==============================] - 0s 32ms/step - loss: 5.4306 - nse: 0.3461 - val_loss: 5.4130 - val_nse: 0.1575
Epoch 65/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6284 - nse: 0.0787
4/8 [==============>...............] - ETA: 0s - loss: 6.1251 - nse: 0.1926
7/8 [=========================>....] - ETA: 0s - loss: 5.5764 - nse: 0.2924
8/8 [==============================] - 0s 31ms/step - loss: 5.5468 - nse: 0.2885 - val_loss: 5.4304 - val_nse: 0.1383
Epoch 66/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.3635 - nse: 0.1740
4/8 [==============>...............] - ETA: 0s - loss: 5.2492 - nse: 0.3359
7/8 [=========================>....] - ETA: 0s - loss: 5.5474 - nse: 0.2863
8/8 [==============================] - 0s 31ms/step - loss: 5.5854 - nse: 0.2771 - val_loss: 4.9635 - val_nse: 0.2238
Epoch 67/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3550 - nse: 0.4883
4/8 [==============>...............] - ETA: 0s - loss: 5.0530 - nse: 0.4165
7/8 [=========================>....] - ETA: 0s - loss: 5.3438 - nse: 0.3203
8/8 [==============================] - 0s 31ms/step - loss: 5.6377 - nse: 0.2224 - val_loss: 5.3790 - val_nse: 0.1609
Epoch 68/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.9376 - nse: 0.4089
3/8 [==========>...................] - ETA: 0s - loss: 5.1297 - nse: 0.3619
6/8 [=====================>........] - ETA: 0s - loss: 5.5326 - nse: 0.2951
8/8 [==============================] - 0s 31ms/step - loss: 5.4718 - nse: 0.2432 - val_loss: 5.2486 - val_nse: 0.1807
Epoch 69/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.7819 - nse: 0.4563
4/8 [==============>...............] - ETA: 0s - loss: 4.5840 - nse: 0.3416
7/8 [=========================>....] - ETA: 0s - loss: 5.4933 - nse: 0.2963
8/8 [==============================] - 0s 31ms/step - loss: 5.3998 - nse: 0.3129 - val_loss: 5.1644 - val_nse: 0.1844
Epoch 70/50000
1/8 [==>...........................] - ETA: 0s - loss: 8.1194 - nse: 0.3191
3/8 [==========>...................] - ETA: 0s - loss: 6.2227 - nse: 0.3090
6/8 [=====================>........] - ETA: 0s - loss: 5.8172 - nse: 0.2918
8/8 [==============================] - 0s 31ms/step - loss: 5.3030 - nse: 0.1979 - val_loss: 5.4987 - val_nse: 0.1336
Epoch 71/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2691 - nse: 0.2789
4/8 [==============>...............] - ETA: 0s - loss: 5.6681 - nse: 0.2431
7/8 [=========================>....] - ETA: 0s - loss: 5.1837 - nse: 0.3516
8/8 [==============================] - 0s 31ms/step - loss: 5.3371 - nse: 0.2152 - val_loss: 5.0656 - val_nse: 0.1954
Epoch 72/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.5452 - nse: 0.4530
3/8 [==========>...................] - ETA: 0s - loss: 5.5197 - nse: 0.3369
6/8 [=====================>........] - ETA: 0s - loss: 5.4300 - nse: 0.3256
8/8 [==============================] - 0s 33ms/step - loss: 5.2667 - nse: 0.3774 - val_loss: 4.8723 - val_nse: 0.2356
Epoch 73/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.9773 - nse: 0.1978
4/8 [==============>...............] - ETA: 0s - loss: 5.9764 - nse: 0.2470
7/8 [=========================>....] - ETA: 0s - loss: 5.1355 - nse: 0.3500
8/8 [==============================] - 0s 31ms/step - loss: 5.2683 - nse: 0.2557 - val_loss: 4.8786 - val_nse: 0.2322
Epoch 74/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3458 - nse: 0.3545
4/8 [==============>...............] - ETA: 0s - loss: 4.8162 - nse: 0.2528
7/8 [=========================>....] - ETA: 0s - loss: 6.3173 - nse: 0.1773
8/8 [==============================] - 0s 31ms/step - loss: 6.2696 - nse: 0.1857 - val_loss: 6.5293 - val_nse: -0.0489
Epoch 75/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.3999 - nse: 0.2865
4/8 [==============>...............] - ETA: 0s - loss: 5.3509 - nse: 0.2732
7/8 [=========================>....] - ETA: 0s - loss: 5.6483 - nse: 0.2735
8/8 [==============================] - 0s 35ms/step - loss: 5.5646 - nse: 0.3027 - val_loss: 4.7001 - val_nse: 0.2761
Epoch 76/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.7057 - nse: 0.2767
3/8 [==========>...................] - ETA: 0s - loss: 5.8424 - nse: 0.2830
5/8 [=================>............] - ETA: 0s - loss: 4.9519 - nse: 0.3982
8/8 [==============================] - ETA: 0s - loss: 5.2529 - nse: 0.3542
8/8 [==============================] - 0s 35ms/step - loss: 5.2529 - nse: 0.3542 - val_loss: 4.6209 - val_nse: 0.2801
Epoch 77/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6150 - nse: 0.1111
4/8 [==============>...............] - ETA: 0s - loss: 5.8345 - nse: 0.1332
7/8 [=========================>....] - ETA: 0s - loss: 5.6226 - nse: 0.2629
8/8 [==============================] - 0s 31ms/step - loss: 5.4980 - nse: 0.2486 - val_loss: 5.1146 - val_nse: 0.1832
Epoch 78/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.6580 - nse: 0.2504
4/8 [==============>...............] - ETA: 0s - loss: 5.4228 - nse: 0.2859
7/8 [=========================>....] - ETA: 0s - loss: 5.5602 - nse: 0.3058
8/8 [==============================] - 0s 31ms/step - loss: 5.4767 - nse: 0.3532 - val_loss: 4.9759 - val_nse: 0.2219
Epoch 79/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.8164 - nse: 0.1585
4/8 [==============>...............] - ETA: 0s - loss: 5.4299 - nse: 0.3296
7/8 [=========================>....] - ETA: 0s - loss: 5.1694 - nse: 0.3432
8/8 [==============================] - 0s 31ms/step - loss: 5.1831 - nse: 0.3003 - val_loss: 5.6143 - val_nse: 0.1293
Epoch 80/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.6207 - nse: 0.4268
4/8 [==============>...............] - ETA: 0s - loss: 5.0079 - nse: 0.3878
7/8 [=========================>....] - ETA: 0s - loss: 5.2320 - nse: 0.3338
8/8 [==============================] - 0s 31ms/step - loss: 5.3785 - nse: 0.1557 - val_loss: 5.0727 - val_nse: 0.2145
Epoch 81/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.7645 - nse: 0.5829
3/8 [==========>...................] - ETA: 0s - loss: 4.6042 - nse: 0.4186
6/8 [=====================>........] - ETA: 0s - loss: 5.5689 - nse: 0.2971
8/8 [==============================] - 0s 32ms/step - loss: 5.3132 - nse: 0.0649 - val_loss: 5.3315 - val_nse: 0.1531
Epoch 82/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.9962 - nse: 0.2141
4/8 [==============>...............] - ETA: 0s - loss: 6.1601 - nse: 0.1868
7/8 [=========================>....] - ETA: 0s - loss: 5.5190 - nse: 0.2398
8/8 [==============================] - 0s 31ms/step - loss: 5.5838 - nse: 0.2693 - val_loss: 5.2473 - val_nse: 0.1902
Epoch 83/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.6943 - nse: 0.2252
4/8 [==============>...............] - ETA: 0s - loss: 4.9049 - nse: 0.2748
7/8 [=========================>....] - ETA: 0s - loss: 5.2952 - nse: 0.3045
8/8 [==============================] - 0s 31ms/step - loss: 5.3096 - nse: 0.1771 - val_loss: 5.5189 - val_nse: 0.1404
Epoch 84/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.9884 - nse: 0.3603
4/8 [==============>...............] - ETA: 0s - loss: 5.7588 - nse: 0.2449
7/8 [=========================>....] - ETA: 0s - loss: 5.5371 - nse: 0.3101
8/8 [==============================] - 0s 31ms/step - loss: 5.5204 - nse: 0.2847 - val_loss: 4.9447 - val_nse: 0.2278
Epoch 85/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2901 - nse: 0.4412
3/8 [==========>...................] - ETA: 0s - loss: 5.3086 - nse: 0.3298
6/8 [=====================>........] - ETA: 0s - loss: 5.2603 - nse: 0.3500
8/8 [==============================] - 0s 32ms/step - loss: 5.1624 - nse: 0.3295 - val_loss: 4.7223 - val_nse: 0.2705
Epoch 86/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.1894 - nse: 0.1996
3/8 [==========>...................] - ETA: 0s - loss: 6.0483 - nse: 0.2928
5/8 [=================>............] - ETA: 0s - loss: 5.2251 - nse: 0.3593
7/8 [=========================>....] - ETA: 0s - loss: 4.8729 - nse: 0.3678
8/8 [==============================] - 0s 32ms/step - loss: 5.0444 - nse: 0.3199 - val_loss: 5.1687 - val_nse: 0.1969
Epoch 87/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0846 - nse: 0.3113
3/8 [==========>...................] - ETA: 0s - loss: 4.9854 - nse: 0.3713
6/8 [=====================>........] - ETA: 0s - loss: 4.9738 - nse: 0.3989
8/8 [==============================] - ETA: 0s - loss: 4.9940 - nse: 0.2812
8/8 [==============================] - 0s 32ms/step - loss: 4.9940 - nse: 0.2812 - val_loss: 5.4128 - val_nse: 0.1597
Epoch 88/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.8719 - nse: 0.1564
3/8 [==========>...................] - ETA: 0s - loss: 4.6635 - nse: 0.2690
5/8 [=================>............] - ETA: 0s - loss: 5.4462 - nse: 0.2811
7/8 [=========================>....] - ETA: 0s - loss: 5.1006 - nse: 0.3540
8/8 [==============================] - 0s 32ms/step - loss: 5.1763 - nse: 0.3274 - val_loss: 4.6530 - val_nse: 0.2799
Epoch 89/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3041 - nse: 0.5629
3/8 [==========>...................] - ETA: 0s - loss: 4.9156 - nse: 0.3356
5/8 [=================>............] - ETA: 0s - loss: 5.0531 - nse: 0.3752
8/8 [==============================] - ETA: 0s - loss: 4.8899 - nse: 0.3719
8/8 [==============================] - 0s 32ms/step - loss: 4.8899 - nse: 0.3719 - val_loss: 6.1753 - val_nse: 0.0152
Epoch 90/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.5536 - nse: 0.3028
3/8 [==========>...................] - ETA: 0s - loss: 6.2682 - nse: 0.3278
5/8 [=================>............] - ETA: 0s - loss: 5.4505 - nse: 0.4151
7/8 [=========================>....] - ETA: 0s - loss: 5.3271 - nse: 0.2794
8/8 [==============================] - 0s 32ms/step - loss: 5.3256 - nse: 0.1520 - val_loss: 4.7985 - val_nse: 0.2470
Epoch 91/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.4599 - nse: 0.6495
3/8 [==========>...................] - ETA: 0s - loss: 4.4147 - nse: 0.5032
5/8 [=================>............] - ETA: 0s - loss: 4.5976 - nse: 0.3692
7/8 [=========================>....] - ETA: 0s - loss: 5.1211 - nse: 0.2966
8/8 [==============================] - 0s 32ms/step - loss: 5.1623 - nse: 0.2668 - val_loss: 4.8267 - val_nse: 0.2586
Epoch 92/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.8806 - nse: 0.3792
3/8 [==========>...................] - ETA: 0s - loss: 4.9002 - nse: 0.3405
5/8 [=================>............] - ETA: 0s - loss: 5.3937 - nse: 0.3617
7/8 [=========================>....] - ETA: 0s - loss: 5.0697 - nse: 0.3781
8/8 [==============================] - 0s 33ms/step - loss: 5.1359 - nse: 0.3164 - val_loss: 5.1109 - val_nse: 0.2198
Epoch 93/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.5349 - nse: 0.2785
3/8 [==========>...................] - ETA: 0s - loss: 5.5887 - nse: 0.2941
5/8 [=================>............] - ETA: 0s - loss: 5.1834 - nse: 0.3628
7/8 [=========================>....] - ETA: 0s - loss: 4.9664 - nse: 0.3686
8/8 [==============================] - 0s 33ms/step - loss: 4.8518 - nse: 0.4190 - val_loss: 5.2018 - val_nse: 0.1785
Epoch 94/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.5812 - nse: 0.6268
3/8 [==========>...................] - ETA: 0s - loss: 3.6362 - nse: 0.5533
5/8 [=================>............] - ETA: 0s - loss: 4.4316 - nse: 0.4246
7/8 [=========================>....] - ETA: 0s - loss: 4.7560 - nse: 0.4036
8/8 [==============================] - 0s 33ms/step - loss: 4.9139 - nse: 0.3040 - val_loss: 5.3238 - val_nse: 0.1792
Epoch 95/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.4202 - nse: 0.4493
3/8 [==========>...................] - ETA: 0s - loss: 5.1745 - nse: 0.4301
5/8 [=================>............] - ETA: 0s - loss: 4.8618 - nse: 0.3949
7/8 [=========================>....] - ETA: 0s - loss: 5.3230 - nse: 0.3396
8/8 [==============================] - 0s 33ms/step - loss: 5.2017 - nse: 0.3896 - val_loss: 7.2677 - val_nse: -0.1231
Epoch 96/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.8858 - nse: 0.1520
3/8 [==========>...................] - ETA: 0s - loss: 5.8001 - nse: 0.1761
5/8 [=================>............] - ETA: 0s - loss: 5.2364 - nse: 0.2594
7/8 [=========================>....] - ETA: 0s - loss: 5.5528 - nse: 0.2819
8/8 [==============================] - 0s 33ms/step - loss: 5.7144 - nse: 0.2593 - val_loss: 4.8409 - val_nse: 0.2373
Epoch 97/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2657 - nse: 0.5355
3/8 [==========>...................] - ETA: 0s - loss: 4.5240 - nse: 0.4223
5/8 [=================>............] - ETA: 0s - loss: 5.1908 - nse: 0.3213
7/8 [=========================>....] - ETA: 0s - loss: 5.1732 - nse: 0.3502
8/8 [==============================] - 0s 32ms/step - loss: 5.4697 - nse: 0.0623 - val_loss: 5.1376 - val_nse: 0.1507
Epoch 98/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.6671 - nse: 0.2339
4/8 [==============>...............] - ETA: 0s - loss: 4.9268 - nse: 0.3404
7/8 [=========================>....] - ETA: 0s - loss: 4.8218 - nse: 0.3707
8/8 [==============================] - 0s 31ms/step - loss: 4.9930 - nse: 0.3650 - val_loss: 5.0799 - val_nse: 0.2239
Epoch 99/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9650 - nse: 0.4876
4/8 [==============>...............] - ETA: 0s - loss: 4.6174 - nse: 0.3751
7/8 [=========================>....] - ETA: 0s - loss: 5.0007 - nse: 0.3725
8/8 [==============================] - 0s 31ms/step - loss: 5.0544 - nse: 0.3836 - val_loss: 5.0686 - val_nse: 0.2084
Epoch 100/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.6466 - nse: -0.1482
4/8 [==============>...............] - ETA: 0s - loss: 5.8961 - nse: 0.1737
7/8 [=========================>....] - ETA: 0s - loss: 5.7919 - nse: 0.2454
8/8 [==============================] - 0s 31ms/step - loss: 5.8198 - nse: 0.1474 - val_loss: 5.1919 - val_nse: 0.1642
Epoch 101/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.3202 - nse: 0.4086
4/8 [==============>...............] - ETA: 0s - loss: 4.1193 - nse: 0.4960
7/8 [=========================>....] - ETA: 0s - loss: 4.4622 - nse: 0.4196
8/8 [==============================] - 0s 31ms/step - loss: 4.6153 - nse: 0.3515 - val_loss: 5.2248 - val_nse: 0.1791
Epoch 102/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.3300 - nse: 0.3029
4/8 [==============>...............] - ETA: 0s - loss: 4.3302 - nse: 0.4760
7/8 [=========================>....] - ETA: 0s - loss: 5.4303 - nse: 0.3115
8/8 [==============================] - 0s 31ms/step - loss: 5.4738 - nse: 0.2845 - val_loss: 6.1007 - val_nse: 0.0502
Epoch 103/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0784 - nse: 0.3783
4/8 [==============>...............] - ETA: 0s - loss: 5.6372 - nse: 0.2890
7/8 [=========================>....] - ETA: 0s - loss: 5.6553 - nse: 0.3094
8/8 [==============================] - 0s 31ms/step - loss: 5.6213 - nse: 0.2791 - val_loss: 6.1895 - val_nse: 0.0276
Epoch 104/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8738 - nse: 0.4056
3/8 [==========>...................] - ETA: 0s - loss: 5.0772 - nse: 0.3008
6/8 [=====================>........] - ETA: 0s - loss: 5.4136 - nse: 0.3269
8/8 [==============================] - 0s 31ms/step - loss: 5.6584 - nse: 0.2011 - val_loss: 4.6685 - val_nse: 0.2683
Epoch 105/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.1929 - nse: 0.5331
4/8 [==============>...............] - ETA: 0s - loss: 4.0200 - nse: 0.4577
7/8 [=========================>....] - ETA: 0s - loss: 5.1080 - nse: 0.3693
8/8 [==============================] - 0s 32ms/step - loss: 5.0027 - nse: 0.3697 - val_loss: 4.7212 - val_nse: 0.2621
Epoch 106/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.8654 - nse: 0.4950
4/8 [==============>...............] - ETA: 0s - loss: 4.7427 - nse: 0.4509
7/8 [=========================>....] - ETA: 0s - loss: 4.9949 - nse: 0.3192
8/8 [==============================] - 0s 31ms/step - loss: 5.0284 - nse: 0.3298 - val_loss: 5.2794 - val_nse: 0.1766
Epoch 107/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.8399 - nse: 0.2396
3/8 [==========>...................] - ETA: 0s - loss: 4.4488 - nse: 0.4175
6/8 [=====================>........] - ETA: 0s - loss: 5.0084 - nse: 0.3797
8/8 [==============================] - 0s 37ms/step - loss: 5.0613 - nse: 0.1656 - val_loss: 4.3249 - val_nse: 0.3247
Epoch 108/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9251 - nse: 0.4593
3/8 [==========>...................] - ETA: 0s - loss: 3.4612 - nse: 0.4560
5/8 [=================>............] - ETA: 0s - loss: 4.5497 - nse: 0.4111
7/8 [=========================>....] - ETA: 0s - loss: 4.6063 - nse: 0.3890
8/8 [==============================] - 0s 46ms/step - loss: 4.6801 - nse: 0.3877 - val_loss: 4.0838 - val_nse: 0.3642
Epoch 109/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0585 - nse: 0.5229
3/8 [==========>...................] - ETA: 0s - loss: 4.7821 - nse: 0.4353
5/8 [=================>............] - ETA: 0s - loss: 4.8926 - nse: 0.3994
7/8 [=========================>....] - ETA: 0s - loss: 4.6258 - nse: 0.3993
8/8 [==============================] - 0s 53ms/step - loss: 4.4975 - nse: 0.4406 - val_loss: 4.8542 - val_nse: 0.2068
Epoch 110/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.7097 - nse: 0.6082
3/8 [==========>...................] - ETA: 0s - loss: 3.9697 - nse: 0.5244
5/8 [=================>............] - ETA: 0s - loss: 4.5376 - nse: 0.4062
7/8 [=========================>....] - ETA: 0s - loss: 4.6750 - nse: 0.4123
8/8 [==============================] - 0s 53ms/step - loss: 4.5742 - nse: 0.4488 - val_loss: 5.2300 - val_nse: 0.1777
Epoch 111/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.9661 - nse: 0.2627
3/8 [==========>...................] - ETA: 0s - loss: 5.3554 - nse: 0.3700
5/8 [=================>............] - ETA: 0s - loss: 4.4556 - nse: 0.4233
7/8 [=========================>....] - ETA: 0s - loss: 4.6459 - nse: 0.4236
8/8 [==============================] - 0s 52ms/step - loss: 4.7257 - nse: 0.2663 - val_loss: 4.2013 - val_nse: 0.3436
Epoch 112/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0687 - nse: 0.3689
3/8 [==========>...................] - ETA: 0s - loss: 4.8674 - nse: 0.3848
5/8 [=================>............] - ETA: 0s - loss: 4.3984 - nse: 0.4372
7/8 [=========================>....] - ETA: 0s - loss: 4.6005 - nse: 0.4140
8/8 [==============================] - 0s 55ms/step - loss: 4.6144 - nse: 0.4247 - val_loss: 4.3511 - val_nse: 0.3238
Epoch 113/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.4851 - nse: 0.4547
3/8 [==========>...................] - ETA: 0s - loss: 4.7909 - nse: 0.4414
5/8 [=================>............] - ETA: 0s - loss: 4.4862 - nse: 0.4588
7/8 [=========================>....] - ETA: 0s - loss: 4.5588 - nse: 0.4372
8/8 [==============================] - 0s 55ms/step - loss: 4.5888 - nse: 0.3972 - val_loss: 4.8576 - val_nse: 0.2267
Epoch 114/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6895 - nse: 0.6566
3/8 [==========>...................] - ETA: 0s - loss: 6.3874 - nse: 0.2349
5/8 [=================>............] - ETA: 0s - loss: 5.4311 - nse: 0.3191
7/8 [=========================>....] - ETA: 0s - loss: 5.1111 - nse: 0.3610
8/8 [==============================] - 0s 61ms/step - loss: 5.1098 - nse: 0.3866 - val_loss: 5.6593 - val_nse: 0.1183
Epoch 115/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.1087 - nse: 0.2537
3/8 [==========>...................] - ETA: 0s - loss: 5.6474 - nse: 0.3068
5/8 [=================>............] - ETA: 0s - loss: 5.2980 - nse: 0.3652
7/8 [=========================>....] - ETA: 0s - loss: 5.0197 - nse: 0.3841
8/8 [==============================] - 0s 52ms/step - loss: 4.9355 - nse: 0.2103 - val_loss: 4.6740 - val_nse: 0.2603
Epoch 116/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0318 - nse: 0.5125
4/8 [==============>...............] - ETA: 0s - loss: 4.3824 - nse: 0.4885
7/8 [=========================>....] - ETA: 0s - loss: 4.6428 - nse: 0.3546
8/8 [==============================] - 0s 31ms/step - loss: 4.6176 - nse: 0.4011 - val_loss: 4.8661 - val_nse: 0.2417
Epoch 117/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9791 - nse: 0.2929
4/8 [==============>...............] - ETA: 0s - loss: 5.0235 - nse: 0.3368
7/8 [=========================>....] - ETA: 0s - loss: 5.0957 - nse: 0.3432
8/8 [==============================] - 0s 31ms/step - loss: 5.1484 - nse: 0.2847 - val_loss: 5.9527 - val_nse: 0.0626
Epoch 118/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.0366 - nse: 0.4166
3/8 [==========>...................] - ETA: 0s - loss: 4.9850 - nse: 0.4006
6/8 [=====================>........] - ETA: 0s - loss: 4.9079 - nse: 0.3587
8/8 [==============================] - 0s 31ms/step - loss: 4.7769 - nse: 0.3389 - val_loss: 4.4038 - val_nse: 0.3117
Epoch 119/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.6133 - nse: 0.3167
3/8 [==========>...................] - ETA: 0s - loss: 4.3531 - nse: 0.3859
5/8 [=================>............] - ETA: 0s - loss: 4.5010 - nse: 0.3926
8/8 [==============================] - ETA: 0s - loss: 4.3866 - nse: 0.4279
8/8 [==============================] - 0s 31ms/step - loss: 4.3866 - nse: 0.4279 - val_loss: 4.3621 - val_nse: 0.3191
Epoch 120/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.4443 - nse: 0.3873
3/8 [==========>...................] - ETA: 0s - loss: 4.9887 - nse: 0.2808
6/8 [=====================>........] - ETA: 0s - loss: 4.8360 - nse: 0.3204
8/8 [==============================] - 0s 31ms/step - loss: 4.7785 - nse: 0.3636 - val_loss: 5.6777 - val_nse: 0.1183
Epoch 121/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6637 - nse: 0.3752
4/8 [==============>...............] - ETA: 0s - loss: 4.2520 - nse: 0.4852
7/8 [=========================>....] - ETA: 0s - loss: 4.8391 - nse: 0.3968
8/8 [==============================] - 0s 31ms/step - loss: 4.8172 - nse: 0.2830 - val_loss: 4.6705 - val_nse: 0.2739
Epoch 122/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.4663 - nse: 0.4659
3/8 [==========>...................] - ETA: 0s - loss: 4.8777 - nse: 0.4190
6/8 [=====================>........] - ETA: 0s - loss: 4.9910 - nse: 0.3485
8/8 [==============================] - 0s 31ms/step - loss: 4.9415 - nse: 0.2766 - val_loss: 4.5893 - val_nse: 0.2777
Epoch 123/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.8343 - nse: 0.3485
4/8 [==============>...............] - ETA: 0s - loss: 4.2878 - nse: 0.4545
7/8 [=========================>....] - ETA: 0s - loss: 4.4177 - nse: 0.4608
8/8 [==============================] - 0s 31ms/step - loss: 4.4142 - nse: 0.4434 - val_loss: 4.7842 - val_nse: 0.2603
Epoch 124/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.2512 - nse: 0.3930
4/8 [==============>...............] - ETA: 0s - loss: 3.7165 - nse: 0.4575
7/8 [=========================>....] - ETA: 0s - loss: 4.2512 - nse: 0.4735
8/8 [==============================] - 0s 32ms/step - loss: 4.2713 - nse: 0.4271 - val_loss: 4.9665 - val_nse: 0.2310
Epoch 125/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8198 - nse: 0.8035
4/8 [==============>...............] - ETA: 0s - loss: 3.9143 - nse: 0.5080
7/8 [=========================>....] - ETA: 0s - loss: 4.3038 - nse: 0.4252
8/8 [==============================] - 0s 31ms/step - loss: 4.3511 - nse: 0.4270 - val_loss: 5.1375 - val_nse: 0.2176
Epoch 126/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.4418 - nse: 0.4798
4/8 [==============>...............] - ETA: 0s - loss: 4.4307 - nse: 0.4041
6/8 [=====================>........] - ETA: 0s - loss: 4.7688 - nse: 0.4046
8/8 [==============================] - 0s 33ms/step - loss: 4.4797 - nse: 0.4632 - val_loss: 4.1358 - val_nse: 0.3602
Epoch 127/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.1514 - nse: 0.4961
3/8 [==========>...................] - ETA: 0s - loss: 4.2096 - nse: 0.4254
6/8 [=====================>........] - ETA: 0s - loss: 4.0672 - nse: 0.4554
8/8 [==============================] - 0s 31ms/step - loss: 4.2943 - nse: 0.3585 - val_loss: 4.3807 - val_nse: 0.3015
Epoch 128/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3900 - nse: 0.8040
4/8 [==============>...............] - ETA: 0s - loss: 4.2003 - nse: 0.4868
7/8 [=========================>....] - ETA: 0s - loss: 4.2946 - nse: 0.4320
8/8 [==============================] - 0s 32ms/step - loss: 4.3046 - nse: 0.1458 - val_loss: 4.8977 - val_nse: 0.2496
Epoch 129/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9869 - nse: 0.4798
3/8 [==========>...................] - ETA: 0s - loss: 4.1592 - nse: 0.4573
6/8 [=====================>........] - ETA: 0s - loss: 4.5048 - nse: 0.4557
8/8 [==============================] - 0s 32ms/step - loss: 4.4467 - nse: 0.4218 - val_loss: 4.5181 - val_nse: 0.2968
Epoch 130/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.8538 - nse: 0.4055
3/8 [==========>...................] - ETA: 0s - loss: 3.2382 - nse: 0.5786
5/8 [=================>............] - ETA: 0s - loss: 4.0635 - nse: 0.4797
8/8 [==============================] - ETA: 0s - loss: 4.2982 - nse: 0.4377
8/8 [==============================] - 0s 31ms/step - loss: 4.2982 - nse: 0.4377 - val_loss: 4.1025 - val_nse: 0.3541
Epoch 131/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0894 - nse: 0.5926
3/8 [==========>...................] - ETA: 0s - loss: 4.1627 - nse: 0.5268
5/8 [=================>............] - ETA: 0s - loss: 4.5852 - nse: 0.3583
7/8 [=========================>....] - ETA: 0s - loss: 4.5340 - nse: 0.3734
8/8 [==============================] - 0s 32ms/step - loss: 4.5285 - nse: 0.4080 - val_loss: 5.4092 - val_nse: 0.1701
Epoch 132/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.4317 - nse: 0.2057
4/8 [==============>...............] - ETA: 0s - loss: 4.8414 - nse: 0.3459
7/8 [=========================>....] - ETA: 0s - loss: 4.6908 - nse: 0.4045
8/8 [==============================] - 0s 31ms/step - loss: 4.6158 - nse: 0.3047 - val_loss: 4.7087 - val_nse: 0.2620
Epoch 133/50000
1/8 [==>...........................] - ETA: 0s - loss: 7.1085 - nse: 0.1571
4/8 [==============>...............] - ETA: 0s - loss: 4.5096 - nse: 0.3653
6/8 [=====================>........] - ETA: 0s - loss: 4.5962 - nse: 0.4026
8/8 [==============================] - 0s 32ms/step - loss: 4.4012 - nse: 0.3118 - val_loss: 4.5630 - val_nse: 0.2795
Epoch 134/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.4654 - nse: 0.1080
3/8 [==========>...................] - ETA: 0s - loss: 4.7700 - nse: 0.3431
5/8 [=================>............] - ETA: 0s - loss: 4.5079 - nse: 0.3583
7/8 [=========================>....] - ETA: 0s - loss: 4.1864 - nse: 0.4318
8/8 [==============================] - 0s 32ms/step - loss: 4.1066 - nse: 0.4591 - val_loss: 4.2876 - val_nse: 0.3379
Epoch 135/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.5357 - nse: 0.4236
3/8 [==========>...................] - ETA: 0s - loss: 4.8838 - nse: 0.4517
5/8 [=================>............] - ETA: 0s - loss: 4.8699 - nse: 0.3959
7/8 [=========================>....] - ETA: 0s - loss: 4.4168 - nse: 0.4356
8/8 [==============================] - 0s 32ms/step - loss: 4.3249 - nse: 0.4049 - val_loss: 5.1206 - val_nse: 0.1811
Epoch 136/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0548 - nse: 0.4270
4/8 [==============>...............] - ETA: 0s - loss: 4.6386 - nse: 0.4325
7/8 [=========================>....] - ETA: 0s - loss: 4.4676 - nse: 0.4530
8/8 [==============================] - 0s 32ms/step - loss: 4.4030 - nse: 0.4737 - val_loss: 5.0565 - val_nse: 0.2050
Epoch 137/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0310 - nse: 0.4634
3/8 [==========>...................] - ETA: 0s - loss: 4.8679 - nse: 0.4782
5/8 [=================>............] - ETA: 0s - loss: 4.5371 - nse: 0.4067
7/8 [=========================>....] - ETA: 0s - loss: 4.2689 - nse: 0.4596
8/8 [==============================] - 0s 32ms/step - loss: 4.2132 - nse: 0.4833 - val_loss: 4.4497 - val_nse: 0.2914
Epoch 138/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2754 - nse: 0.4300
4/8 [==============>...............] - ETA: 0s - loss: 4.1492 - nse: 0.4655
6/8 [=====================>........] - ETA: 0s - loss: 3.8035 - nse: 0.5139
8/8 [==============================] - 0s 32ms/step - loss: 4.0368 - nse: 0.4888 - val_loss: 4.2517 - val_nse: 0.3334
Epoch 139/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.0386 - nse: 0.1039
4/8 [==============>...............] - ETA: 0s - loss: 4.4829 - nse: 0.4122
7/8 [=========================>....] - ETA: 0s - loss: 4.2669 - nse: 0.4583
8/8 [==============================] - 0s 31ms/step - loss: 4.1780 - nse: 0.4885 - val_loss: 4.8626 - val_nse: 0.2342
Epoch 140/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.0922 - nse: 0.3668
3/8 [==========>...................] - ETA: 0s - loss: 4.0694 - nse: 0.5083
6/8 [=====================>........] - ETA: 0s - loss: 3.7536 - nse: 0.5427
8/8 [==============================] - 0s 31ms/step - loss: 4.0725 - nse: 0.4711 - val_loss: 4.9884 - val_nse: 0.2066
Epoch 141/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.7290 - nse: 0.5200
3/8 [==========>...................] - ETA: 0s - loss: 3.5674 - nse: 0.4636
6/8 [=====================>........] - ETA: 0s - loss: 4.1407 - nse: 0.4415
8/8 [==============================] - 0s 36ms/step - loss: 4.1149 - nse: 0.4480 - val_loss: 3.8418 - val_nse: 0.3978
Epoch 142/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2661 - nse: 0.3256
4/8 [==============>...............] - ETA: 0s - loss: 3.8037 - nse: 0.4474
7/8 [=========================>....] - ETA: 0s - loss: 4.0020 - nse: 0.4826
8/8 [==============================] - 0s 31ms/step - loss: 3.9732 - nse: 0.4337 - val_loss: 4.7266 - val_nse: 0.2512
Epoch 143/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.8570 - nse: 0.5533
3/8 [==========>...................] - ETA: 0s - loss: 4.3731 - nse: 0.4000
6/8 [=====================>........] - ETA: 0s - loss: 4.1326 - nse: 0.4752
8/8 [==============================] - 0s 31ms/step - loss: 4.1474 - nse: 0.4365 - val_loss: 4.8005 - val_nse: 0.2401
Epoch 144/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0981 - nse: 0.2917
4/8 [==============>...............] - ETA: 0s - loss: 4.5977 - nse: 0.3384
7/8 [=========================>....] - ETA: 0s - loss: 4.2321 - nse: 0.4458
8/8 [==============================] - 0s 31ms/step - loss: 4.1291 - nse: 0.5019 - val_loss: 4.1684 - val_nse: 0.3463
Epoch 145/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3411 - nse: 0.6175
3/8 [==========>...................] - ETA: 0s - loss: 4.2685 - nse: 0.4918
6/8 [=====================>........] - ETA: 0s - loss: 4.0988 - nse: 0.4802
8/8 [==============================] - 0s 33ms/step - loss: 4.1306 - nse: 0.4580 - val_loss: 4.2594 - val_nse: 0.3305
Epoch 146/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.5807 - nse: 0.5839
3/8 [==========>...................] - ETA: 0s - loss: 3.2604 - nse: 0.5182
6/8 [=====================>........] - ETA: 0s - loss: 3.7723 - nse: 0.5126
8/8 [==============================] - 0s 31ms/step - loss: 3.9178 - nse: -0.5779 - val_loss: 4.7507 - val_nse: 0.2745
Epoch 147/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7089 - nse: 0.3774
4/8 [==============>...............] - ETA: 0s - loss: 5.6711 - nse: 0.3571
7/8 [=========================>....] - ETA: 0s - loss: 4.8858 - nse: 0.3914
8/8 [==============================] - 0s 31ms/step - loss: 4.8407 - nse: 0.4259 - val_loss: 5.5143 - val_nse: 0.1093
Epoch 148/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.9586 - nse: 0.2017
4/8 [==============>...............] - ETA: 0s - loss: 5.6958 - nse: 0.2901
7/8 [=========================>....] - ETA: 0s - loss: 4.8239 - nse: 0.3562
8/8 [==============================] - 0s 31ms/step - loss: 4.9081 - nse: 0.3447 - val_loss: 7.2536 - val_nse: -0.1534
Epoch 149/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.3069 - nse: 0.4141
3/8 [==========>...................] - ETA: 0s - loss: 4.4648 - nse: 0.3866
6/8 [=====================>........] - ETA: 0s - loss: 4.9683 - nse: 0.3055
8/8 [==============================] - 0s 31ms/step - loss: 4.8398 - nse: 0.3501 - val_loss: 4.9455 - val_nse: 0.2306
Epoch 150/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8248 - nse: 0.5184
4/8 [==============>...............] - ETA: 0s - loss: 3.8899 - nse: 0.4881
7/8 [=========================>....] - ETA: 0s - loss: 3.8088 - nse: 0.5066
8/8 [==============================] - 0s 31ms/step - loss: 3.9701 - nse: 0.4769 - val_loss: 4.5697 - val_nse: 0.3045
Epoch 151/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.1668 - nse: 0.0992
4/8 [==============>...............] - ETA: 0s - loss: 4.3262 - nse: 0.4407
7/8 [=========================>....] - ETA: 0s - loss: 4.6343 - nse: 0.4253
8/8 [==============================] - 0s 31ms/step - loss: 4.5396 - nse: 0.4517 - val_loss: 5.4019 - val_nse: 0.1372
Epoch 152/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0991 - nse: 0.3763
4/8 [==============>...............] - ETA: 0s - loss: 4.5138 - nse: 0.3752
7/8 [=========================>....] - ETA: 0s - loss: 4.3139 - nse: 0.3901
8/8 [==============================] - 0s 31ms/step - loss: 4.4287 - nse: 0.1447 - val_loss: 4.6388 - val_nse: 0.2705
Epoch 153/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0602 - nse: 0.3600
3/8 [==========>...................] - ETA: 0s - loss: 5.1210 - nse: 0.3743
6/8 [=====================>........] - ETA: 0s - loss: 4.7986 - nse: 0.4084
8/8 [==============================] - 0s 31ms/step - loss: 4.4264 - nse: 0.3531 - val_loss: 4.1254 - val_nse: 0.3633
Epoch 154/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9142 - nse: 0.3633
3/8 [==========>...................] - ETA: 0s - loss: 3.8557 - nse: 0.4896
6/8 [=====================>........] - ETA: 0s - loss: 4.1452 - nse: 0.4806
8/8 [==============================] - 0s 31ms/step - loss: 4.0917 - nse: 0.4648 - val_loss: 5.0370 - val_nse: 0.2117
Epoch 155/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6309 - nse: 0.4549
3/8 [==========>...................] - ETA: 0s - loss: 4.8418 - nse: 0.3938
5/8 [=================>............] - ETA: 0s - loss: 4.5277 - nse: 0.4352
7/8 [=========================>....] - ETA: 0s - loss: 4.2477 - nse: 0.4607
8/8 [==============================] - 0s 33ms/step - loss: 4.2348 - nse: 0.4901 - val_loss: 4.7811 - val_nse: 0.2364
Epoch 156/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.6910 - nse: 0.3033
3/8 [==========>...................] - ETA: 0s - loss: 4.5417 - nse: 0.4366
5/8 [=================>............] - ETA: 0s - loss: 4.1457 - nse: 0.4457
8/8 [==============================] - ETA: 0s - loss: 4.1337 - nse: 0.3642
8/8 [==============================] - 0s 32ms/step - loss: 4.1337 - nse: 0.3642 - val_loss: 4.8752 - val_nse: 0.2404
Epoch 157/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.2002 - nse: 0.2977
4/8 [==============>...............] - ETA: 0s - loss: 3.9854 - nse: 0.4589
6/8 [=====================>........] - ETA: 0s - loss: 3.9223 - nse: 0.4903
8/8 [==============================] - ETA: 0s - loss: 3.7766 - nse: 0.5316
8/8 [==============================] - 0s 32ms/step - loss: 3.7766 - nse: 0.5316 - val_loss: 4.3384 - val_nse: 0.3221
Epoch 158/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.0746 - nse: 0.4296
4/8 [==============>...............] - ETA: 0s - loss: 4.4901 - nse: 0.4398
7/8 [=========================>....] - ETA: 0s - loss: 3.9142 - nse: 0.5072
8/8 [==============================] - 0s 31ms/step - loss: 3.8628 - nse: 0.5050 - val_loss: 4.4280 - val_nse: 0.3151
Epoch 159/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7376 - nse: 0.4095
3/8 [==========>...................] - ETA: 0s - loss: 4.0629 - nse: 0.5480
5/8 [=================>............] - ETA: 0s - loss: 3.9103 - nse: 0.5433
7/8 [=========================>....] - ETA: 0s - loss: 3.9564 - nse: 0.4891
8/8 [==============================] - 0s 32ms/step - loss: 3.8487 - nse: 0.5418 - val_loss: 5.0440 - val_nse: 0.1953
Epoch 160/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6222 - nse: 0.3994
3/8 [==========>...................] - ETA: 0s - loss: 4.6386 - nse: 0.4408
5/8 [=================>............] - ETA: 0s - loss: 4.1264 - nse: 0.5230
7/8 [=========================>....] - ETA: 0s - loss: 3.9922 - nse: 0.5185
8/8 [==============================] - 0s 32ms/step - loss: 3.9588 - nse: 0.4729 - val_loss: 4.4085 - val_nse: 0.3171
Epoch 161/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.4204 - nse: 0.7081
3/8 [==========>...................] - ETA: 0s - loss: 3.9736 - nse: 0.5533
5/8 [=================>............] - ETA: 0s - loss: 4.0048 - nse: 0.5014
7/8 [=========================>....] - ETA: 0s - loss: 4.0547 - nse: 0.4657
8/8 [==============================] - 0s 32ms/step - loss: 4.0725 - nse: 0.4213 - val_loss: 5.6669 - val_nse: 0.1163
Epoch 162/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0359 - nse: 0.4649
3/8 [==========>...................] - ETA: 0s - loss: 4.9773 - nse: 0.3861
5/8 [=================>............] - ETA: 0s - loss: 5.0727 - nse: 0.3578
8/8 [==============================] - ETA: 0s - loss: 4.6608 - nse: 0.3633
8/8 [==============================] - 0s 32ms/step - loss: 4.6608 - nse: 0.3633 - val_loss: 4.9297 - val_nse: 0.1991
Epoch 163/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3254 - nse: 0.5764
3/8 [==========>...................] - ETA: 0s - loss: 3.7593 - nse: 0.5249
5/8 [=================>............] - ETA: 0s - loss: 3.7479 - nse: 0.5339
7/8 [=========================>....] - ETA: 0s - loss: 4.0658 - nse: 0.4697
8/8 [==============================] - 0s 32ms/step - loss: 4.0066 - nse: 0.4262 - val_loss: 5.6801 - val_nse: 0.1228
Epoch 164/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6813 - nse: 0.4884
3/8 [==========>...................] - ETA: 0s - loss: 5.7968 - nse: 0.3963
5/8 [=================>............] - ETA: 0s - loss: 4.5238 - nse: 0.4686
7/8 [=========================>....] - ETA: 0s - loss: 5.2108 - nse: 0.3257
8/8 [==============================] - 0s 32ms/step - loss: 5.1269 - nse: 0.2291 - val_loss: 5.2019 - val_nse: 0.1876
Epoch 165/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.5079 - nse: 0.4272
3/8 [==========>...................] - ETA: 0s - loss: 5.1579 - nse: 0.3871
5/8 [=================>............] - ETA: 0s - loss: 4.3078 - nse: 0.5017
7/8 [=========================>....] - ETA: 0s - loss: 4.1577 - nse: 0.4791
8/8 [==============================] - 0s 32ms/step - loss: 4.1246 - nse: 0.4418 - val_loss: 4.5625 - val_nse: 0.2858
Epoch 166/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.5560 - nse: 0.4635
3/8 [==========>...................] - ETA: 0s - loss: 4.5003 - nse: 0.5131
5/8 [=================>............] - ETA: 0s - loss: 4.7876 - nse: 0.3771
7/8 [=========================>....] - ETA: 0s - loss: 4.1466 - nse: 0.4518
8/8 [==============================] - 0s 32ms/step - loss: 4.3360 - nse: -0.2946 - val_loss: 5.5800 - val_nse: 0.1383
Epoch 167/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7876 - nse: 0.1936
3/8 [==========>...................] - ETA: 0s - loss: 5.0624 - nse: 0.3533
5/8 [=================>............] - ETA: 0s - loss: 4.5931 - nse: 0.3894
7/8 [=========================>....] - ETA: 0s - loss: 4.5943 - nse: 0.4254
8/8 [==============================] - 0s 32ms/step - loss: 4.5001 - nse: 0.4521 - val_loss: 4.8626 - val_nse: 0.2367
Epoch 168/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7414 - nse: 0.4100
3/8 [==========>...................] - ETA: 0s - loss: 3.5645 - nse: 0.5457
5/8 [=================>............] - ETA: 0s - loss: 3.7379 - nse: 0.5097
7/8 [=========================>....] - ETA: 0s - loss: 3.9970 - nse: 0.4967
8/8 [==============================] - 0s 33ms/step - loss: 3.9849 - nse: 0.5057 - val_loss: 4.7783 - val_nse: 0.2401
Epoch 169/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.5331 - nse: 0.4343
3/8 [==========>...................] - ETA: 0s - loss: 4.5559 - nse: 0.4435
5/8 [=================>............] - ETA: 0s - loss: 4.4049 - nse: 0.4414
7/8 [=========================>....] - ETA: 0s - loss: 3.9326 - nse: 0.5030
8/8 [==============================] - 0s 32ms/step - loss: 3.9134 - nse: 0.5041 - val_loss: 4.4962 - val_nse: 0.2808
Epoch 170/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2452 - nse: 0.4811
3/8 [==========>...................] - ETA: 0s - loss: 3.8752 - nse: 0.5438
5/8 [=================>............] - ETA: 0s - loss: 3.7366 - nse: 0.5278
7/8 [=========================>....] - ETA: 0s - loss: 3.6435 - nse: 0.5293
8/8 [==============================] - 0s 32ms/step - loss: 3.7387 - nse: 0.5172 - val_loss: 4.9829 - val_nse: 0.2224
Epoch 171/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.4805 - nse: 0.8155
3/8 [==========>...................] - ETA: 0s - loss: 2.5203 - nse: 0.6721
5/8 [=================>............] - ETA: 0s - loss: 3.9726 - nse: 0.4997
7/8 [=========================>....] - ETA: 0s - loss: 4.0084 - nse: 0.4997
8/8 [==============================] - 0s 33ms/step - loss: 4.0830 - nse: 0.4614 - val_loss: 5.0210 - val_nse: 0.2093
Epoch 172/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.1033 - nse: 0.3722
3/8 [==========>...................] - ETA: 0s - loss: 4.2278 - nse: 0.4645
5/8 [=================>............] - ETA: 0s - loss: 3.9366 - nse: 0.4956
7/8 [=========================>....] - ETA: 0s - loss: 4.0568 - nse: 0.4786
8/8 [==============================] - 0s 32ms/step - loss: 4.1212 - nse: 0.4593 - val_loss: 4.2413 - val_nse: 0.3373
Epoch 173/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9846 - nse: 0.5617
3/8 [==========>...................] - ETA: 0s - loss: 3.8116 - nse: 0.5423
5/8 [=================>............] - ETA: 0s - loss: 3.6102 - nse: 0.5506
7/8 [=========================>....] - ETA: 0s - loss: 3.6499 - nse: 0.5390
8/8 [==============================] - 0s 32ms/step - loss: 3.8897 - nse: 0.4343 - val_loss: 4.5056 - val_nse: 0.3009
Epoch 174/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.1950 - nse: 0.3171
3/8 [==========>...................] - ETA: 0s - loss: 4.2178 - nse: 0.4307
6/8 [=====================>........] - ETA: 0s - loss: 4.1439 - nse: 0.4743
8/8 [==============================] - 0s 32ms/step - loss: 3.9336 - nse: 0.4821 - val_loss: 4.4923 - val_nse: 0.2861
Epoch 175/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8729 - nse: 0.7119
3/8 [==========>...................] - ETA: 0s - loss: 3.0513 - nse: 0.5964
5/8 [=================>............] - ETA: 0s - loss: 3.3372 - nse: 0.5280
7/8 [=========================>....] - ETA: 0s - loss: 3.9572 - nse: 0.5100
8/8 [==============================] - 0s 32ms/step - loss: 3.9540 - nse: 0.4339 - val_loss: 5.3661 - val_nse: 0.1400
Epoch 176/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.1643 - nse: 0.7382
3/8 [==========>...................] - ETA: 0s - loss: 3.9645 - nse: 0.5165
5/8 [=================>............] - ETA: 0s - loss: 3.6376 - nse: 0.5513
7/8 [=========================>....] - ETA: 0s - loss: 3.6626 - nse: 0.5336
8/8 [==============================] - 0s 32ms/step - loss: 3.7206 - nse: 0.5320 - val_loss: 4.1221 - val_nse: 0.3509
Epoch 177/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.4825 - nse: 0.4351
3/8 [==========>...................] - ETA: 0s - loss: 5.0667 - nse: 0.4982
6/8 [=====================>........] - ETA: 0s - loss: 4.2022 - nse: 0.5141
8/8 [==============================] - 0s 33ms/step - loss: 4.0201 - nse: 0.5048 - val_loss: 5.2768 - val_nse: 0.1784
Epoch 178/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.2399 - nse: 0.1284
3/8 [==========>...................] - ETA: 0s - loss: 4.0363 - nse: 0.4738
6/8 [=====================>........] - ETA: 0s - loss: 4.0696 - nse: 0.4732
8/8 [==============================] - 0s 32ms/step - loss: 4.0918 - nse: 0.3695 - val_loss: 4.4990 - val_nse: 0.2932
Epoch 179/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.7750 - nse: 0.5582
3/8 [==========>...................] - ETA: 0s - loss: 4.1214 - nse: 0.4081
5/8 [=================>............] - ETA: 0s - loss: 4.2353 - nse: 0.4778
7/8 [=========================>....] - ETA: 0s - loss: 4.1529 - nse: 0.4754
8/8 [==============================] - 0s 32ms/step - loss: 4.1256 - nse: 0.2204 - val_loss: 4.3017 - val_nse: 0.3274
Epoch 180/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6480 - nse: 0.7646
3/8 [==========>...................] - ETA: 0s - loss: 3.3009 - nse: 0.5710
5/8 [=================>............] - ETA: 0s - loss: 3.5867 - nse: 0.5390
7/8 [=========================>....] - ETA: 0s - loss: 3.7110 - nse: 0.5125
8/8 [==============================] - 0s 32ms/step - loss: 3.7024 - nse: 0.5110 - val_loss: 4.2800 - val_nse: 0.3215
Epoch 181/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.4930 - nse: 0.6842
3/8 [==========>...................] - ETA: 0s - loss: 3.5044 - nse: 0.5141
5/8 [=================>............] - ETA: 0s - loss: 3.8663 - nse: 0.5020
7/8 [=========================>....] - ETA: 0s - loss: 3.8549 - nse: 0.5248
8/8 [==============================] - 0s 32ms/step - loss: 3.8403 - nse: 0.4470 - val_loss: 4.9712 - val_nse: 0.2196
Epoch 182/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8148 - nse: 0.5304
3/8 [==========>...................] - ETA: 0s - loss: 3.4469 - nse: 0.5421
6/8 [=====================>........] - ETA: 0s - loss: 3.3022 - nse: 0.5844
8/8 [==============================] - 0s 32ms/step - loss: 3.5880 - nse: 0.5451 - val_loss: 4.7238 - val_nse: 0.2380
Epoch 183/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.0836 - nse: 0.6483
3/8 [==========>...................] - ETA: 0s - loss: 2.4768 - nse: 0.6425
5/8 [=================>............] - ETA: 0s - loss: 2.9089 - nse: 0.6276
7/8 [=========================>....] - ETA: 0s - loss: 3.5583 - nse: 0.5232
8/8 [==============================] - 0s 32ms/step - loss: 3.7034 - nse: 0.4917 - val_loss: 4.6307 - val_nse: 0.2771
Epoch 184/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.3483 - nse: 0.5603
3/8 [==========>...................] - ETA: 0s - loss: 3.9265 - nse: 0.6084
5/8 [=================>............] - ETA: 0s - loss: 3.2034 - nse: 0.6269
7/8 [=========================>....] - ETA: 0s - loss: 3.4807 - nse: 0.5893
8/8 [==============================] - 0s 32ms/step - loss: 3.5454 - nse: 0.4049 - val_loss: 4.1003 - val_nse: 0.3606
Epoch 185/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.6224 - nse: 0.6087
3/8 [==========>...................] - ETA: 0s - loss: 3.4633 - nse: 0.5698
5/8 [=================>............] - ETA: 0s - loss: 3.6302 - nse: 0.5690
7/8 [=========================>....] - ETA: 0s - loss: 3.6503 - nse: 0.5172
8/8 [==============================] - 0s 32ms/step - loss: 3.7223 - nse: 0.5145 - val_loss: 4.2585 - val_nse: 0.3339
Epoch 186/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.1642 - nse: 0.6119
4/8 [==============>...............] - ETA: 0s - loss: 3.6204 - nse: 0.5614
6/8 [=====================>........] - ETA: 0s - loss: 3.8242 - nse: 0.4704
8/8 [==============================] - ETA: 0s - loss: 3.9871 - nse: 0.4755
8/8 [==============================] - 0s 32ms/step - loss: 3.9871 - nse: 0.4755 - val_loss: 4.5765 - val_nse: 0.2844
Epoch 187/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3068 - nse: 0.6502
3/8 [==========>...................] - ETA: 0s - loss: 3.6354 - nse: 0.5350
5/8 [=================>............] - ETA: 0s - loss: 4.0351 - nse: 0.5023
7/8 [=========================>....] - ETA: 0s - loss: 3.7572 - nse: 0.5230
8/8 [==============================] - 0s 32ms/step - loss: 3.6910 - nse: 0.5590 - val_loss: 4.4508 - val_nse: 0.2858
Epoch 188/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.8617 - nse: 0.3189
3/8 [==========>...................] - ETA: 0s - loss: 4.0415 - nse: 0.5024
5/8 [=================>............] - ETA: 0s - loss: 3.6165 - nse: 0.5405
7/8 [=========================>....] - ETA: 0s - loss: 3.5301 - nse: 0.5603
8/8 [==============================] - 0s 37ms/step - loss: 3.6868 - nse: 0.3879 - val_loss: 3.7963 - val_nse: 0.4023
Epoch 189/50000
1/8 [==>...........................] - ETA: 0s - loss: 6.2404 - nse: 0.3608
3/8 [==========>...................] - ETA: 0s - loss: 4.1333 - nse: 0.5624
5/8 [=================>............] - ETA: 0s - loss: 3.8563 - nse: 0.4755
7/8 [=========================>....] - ETA: 0s - loss: 3.7628 - nse: 0.5071
8/8 [==============================] - 0s 32ms/step - loss: 3.7050 - nse: 0.5387 - val_loss: 4.3872 - val_nse: 0.3195
Epoch 190/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.2908 - nse: 0.5664
3/8 [==========>...................] - ETA: 0s - loss: 3.2562 - nse: 0.5444
5/8 [=================>............] - ETA: 0s - loss: 3.6439 - nse: 0.5446
7/8 [=========================>....] - ETA: 0s - loss: 3.8052 - nse: 0.5181
8/8 [==============================] - 0s 32ms/step - loss: 3.7716 - nse: 0.5372 - val_loss: 5.5103 - val_nse: 0.1347
Epoch 191/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.2601 - nse: 0.3336
3/8 [==========>...................] - ETA: 0s - loss: 3.3481 - nse: 0.4643
5/8 [=================>............] - ETA: 0s - loss: 3.7064 - nse: 0.5159
7/8 [=========================>....] - ETA: 0s - loss: 4.0113 - nse: 0.4942
8/8 [==============================] - 0s 32ms/step - loss: 3.9964 - nse: 0.5036 - val_loss: 4.9091 - val_nse: 0.2054
Epoch 192/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.1907 - nse: 0.6482
3/8 [==========>...................] - ETA: 0s - loss: 3.8478 - nse: 0.4817
5/8 [=================>............] - ETA: 0s - loss: 3.8797 - nse: 0.4411
7/8 [=========================>....] - ETA: 0s - loss: 3.9997 - nse: 0.4622
8/8 [==============================] - 0s 33ms/step - loss: 3.9843 - nse: 0.4233 - val_loss: 4.6557 - val_nse: 0.2398
Epoch 193/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.5480 - nse: 0.6216
3/8 [==========>...................] - ETA: 0s - loss: 4.6662 - nse: 0.4840
5/8 [=================>............] - ETA: 0s - loss: 4.5827 - nse: 0.4049
7/8 [=========================>....] - ETA: 0s - loss: 3.8507 - nse: 0.4841
8/8 [==============================] - 0s 33ms/step - loss: 4.0025 - nse: 0.4088 - val_loss: 5.3247 - val_nse: 0.1759
Epoch 194/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.6273 - nse: 0.3796
3/8 [==========>...................] - ETA: 0s - loss: 5.4899 - nse: 0.3387
5/8 [=================>............] - ETA: 0s - loss: 4.8197 - nse: 0.4579
7/8 [=========================>....] - ETA: 0s - loss: 4.0580 - nse: 0.4997
8/8 [==============================] - 0s 32ms/step - loss: 4.0216 - nse: 0.4704 - val_loss: 5.7076 - val_nse: 0.0852
Epoch 195/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.7259 - nse: 0.5229
3/8 [==========>...................] - ETA: 0s - loss: 4.5639 - nse: 0.4040
5/8 [=================>............] - ETA: 0s - loss: 4.8108 - nse: 0.3723
8/8 [==============================] - ETA: 0s - loss: 4.6330 - nse: 0.4242
8/8 [==============================] - 0s 32ms/step - loss: 4.6330 - nse: 0.4242 - val_loss: 6.6279 - val_nse: -0.0189
Epoch 196/50000
1/8 [==>...........................] - ETA: 0s - loss: 5.2777 - nse: 0.4406
3/8 [==========>...................] - ETA: 0s - loss: 4.6778 - nse: 0.5310
5/8 [=================>............] - ETA: 0s - loss: 4.2189 - nse: 0.5152
7/8 [=========================>....] - ETA: 0s - loss: 4.1796 - nse: 0.4764
8/8 [==============================] - 0s 33ms/step - loss: 4.4003 - nse: 0.2815 - val_loss: 5.0088 - val_nse: 0.1881
Epoch 197/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.7997 - nse: 0.6712
3/8 [==========>...................] - ETA: 0s - loss: 3.3645 - nse: 0.5850
5/8 [=================>............] - ETA: 0s - loss: 3.4723 - nse: 0.5635
7/8 [=========================>....] - ETA: 0s - loss: 3.4236 - nse: 0.5513
8/8 [==============================] - 0s 32ms/step - loss: 3.4645 - nse: 0.4853 - val_loss: 4.0676 - val_nse: 0.3780
Epoch 198/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0516 - nse: 0.5365
4/8 [==============>...............] - ETA: 0s - loss: 4.5177 - nse: 0.4898
6/8 [=====================>........] - ETA: 0s - loss: 4.1784 - nse: 0.4599
8/8 [==============================] - 0s 32ms/step - loss: 3.8680 - nse: 0.4556 - val_loss: 4.4277 - val_nse: 0.3012
Epoch 199/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6472 - nse: 0.6389
3/8 [==========>...................] - ETA: 0s - loss: 3.9218 - nse: 0.4833
5/8 [=================>............] - ETA: 0s - loss: 3.3703 - nse: 0.5594
7/8 [=========================>....] - ETA: 0s - loss: 3.5293 - nse: 0.5683
8/8 [==============================] - 0s 33ms/step - loss: 3.5379 - nse: 0.5507 - val_loss: 4.5418 - val_nse: 0.2759
Epoch 200/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0528 - nse: 0.6468
3/8 [==========>...................] - ETA: 0s - loss: 3.4682 - nse: 0.6496
5/8 [=================>............] - ETA: 0s - loss: 3.9417 - nse: 0.5389
7/8 [=========================>....] - ETA: 0s - loss: 3.5381 - nse: 0.5526
8/8 [==============================] - 0s 32ms/step - loss: 3.5578 - nse: 0.5260 - val_loss: 4.6982 - val_nse: 0.2600
Epoch 201/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.6771 - nse: 0.4400
3/8 [==========>...................] - ETA: 0s - loss: 3.5841 - nse: 0.5075
5/8 [=================>............] - ETA: 0s - loss: 3.2077 - nse: 0.5720
7/8 [=========================>....] - ETA: 0s - loss: 3.9408 - nse: 0.5103
8/8 [==============================] - 0s 33ms/step - loss: 3.9071 - nse: 0.5138 - val_loss: 4.5687 - val_nse: 0.2988
Epoch 202/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.8343 - nse: 0.5462
3/8 [==========>...................] - ETA: 0s - loss: 3.8543 - nse: 0.5849
5/8 [=================>............] - ETA: 0s - loss: 4.4192 - nse: 0.4605
8/8 [==============================] - ETA: 0s - loss: 3.9614 - nse: 0.5328
8/8 [==============================] - 0s 33ms/step - loss: 3.9614 - nse: 0.5328 - val_loss: 4.5804 - val_nse: 0.2656
Epoch 203/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9974 - nse: 0.4304
3/8 [==========>...................] - ETA: 0s - loss: 2.6731 - nse: 0.6261
5/8 [=================>............] - ETA: 0s - loss: 2.8972 - nse: 0.5962
7/8 [=========================>....] - ETA: 0s - loss: 3.3326 - nse: 0.5590
8/8 [==============================] - 0s 32ms/step - loss: 3.3779 - nse: 0.5275 - val_loss: 6.1446 - val_nse: 0.0433
Epoch 204/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.1977 - nse: 0.4693
3/8 [==========>...................] - ETA: 0s - loss: 4.8113 - nse: 0.4689
5/8 [=================>............] - ETA: 0s - loss: 4.4241 - nse: 0.4681
7/8 [=========================>....] - ETA: 0s - loss: 4.1077 - nse: 0.5009
8/8 [==============================] - 0s 33ms/step - loss: 4.1622 - nse: 0.4320 - val_loss: 4.8945 - val_nse: 0.2179
Epoch 205/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8557 - nse: 0.5668
3/8 [==========>...................] - ETA: 0s - loss: 3.5456 - nse: 0.5734
5/8 [=================>............] - ETA: 0s - loss: 3.2938 - nse: 0.5634
7/8 [=========================>....] - ETA: 0s - loss: 3.7423 - nse: 0.5306
8/8 [==============================] - 0s 32ms/step - loss: 3.9374 - nse: -0.0554 - val_loss: 4.6266 - val_nse: 0.2917
Epoch 206/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.2578 - nse: 0.6970
3/8 [==========>...................] - ETA: 0s - loss: 2.5305 - nse: 0.6970
5/8 [=================>............] - ETA: 0s - loss: 3.7177 - nse: 0.5463
7/8 [=========================>....] - ETA: 0s - loss: 4.0174 - nse: 0.4889
8/8 [==============================] - 0s 32ms/step - loss: 3.9340 - nse: 0.5244 - val_loss: 5.0650 - val_nse: 0.2111
Epoch 207/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3818 - nse: 0.4312
3/8 [==========>...................] - ETA: 0s - loss: 3.5009 - nse: 0.5214
6/8 [=====================>........] - ETA: 0s - loss: 3.8249 - nse: 0.5337
8/8 [==============================] - 0s 32ms/step - loss: 3.6313 - nse: 0.5294 - val_loss: 4.5173 - val_nse: 0.2818
Epoch 208/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.7218 - nse: 0.5738
3/8 [==========>...................] - ETA: 0s - loss: 3.7924 - nse: 0.5684
5/8 [=================>............] - ETA: 0s - loss: 3.6751 - nse: 0.5659
7/8 [=========================>....] - ETA: 0s - loss: 3.5930 - nse: 0.5635
8/8 [==============================] - 0s 32ms/step - loss: 3.5542 - nse: 0.4944 - val_loss: 5.0344 - val_nse: 0.2043
Epoch 209/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.3980 - nse: 0.4563
3/8 [==========>...................] - ETA: 0s - loss: 3.1309 - nse: 0.6040
6/8 [=====================>........] - ETA: 0s - loss: 3.0946 - nse: 0.5984
8/8 [==============================] - 0s 31ms/step - loss: 3.2425 - nse: 0.5510 - val_loss: 4.7495 - val_nse: 0.2438
Epoch 210/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.2737 - nse: 0.6372
4/8 [==============>...............] - ETA: 0s - loss: 3.5848 - nse: 0.5517
7/8 [=========================>....] - ETA: 0s - loss: 3.6606 - nse: 0.5413
8/8 [==============================] - 0s 32ms/step - loss: 3.5951 - nse: 0.5700 - val_loss: 5.0398 - val_nse: 0.2012
Epoch 211/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.4567 - nse: 0.4892
3/8 [==========>...................] - ETA: 0s - loss: 3.2382 - nse: 0.5892
6/8 [=====================>........] - ETA: 0s - loss: 3.4867 - nse: 0.5800
8/8 [==============================] - 0s 31ms/step - loss: 3.4430 - nse: 0.5398 - val_loss: 4.1775 - val_nse: 0.3463
Epoch 212/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.3673 - nse: 0.6432
3/8 [==========>...................] - ETA: 0s - loss: 3.4953 - nse: 0.6227
5/8 [=================>............] - ETA: 0s - loss: 3.3456 - nse: 0.6071
8/8 [==============================] - ETA: 0s - loss: 3.3107 - nse: 0.5508
8/8 [==============================] - 0s 32ms/step - loss: 3.3107 - nse: 0.5508 - val_loss: 4.2430 - val_nse: 0.3264
Epoch 213/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.7389 - nse: 0.6443
3/8 [==========>...................] - ETA: 0s - loss: 3.8242 - nse: 0.5380
5/8 [=================>............] - ETA: 0s - loss: 3.4401 - nse: 0.5972
7/8 [=========================>....] - ETA: 0s - loss: 3.3981 - nse: 0.5908
8/8 [==============================] - 0s 32ms/step - loss: 3.2945 - nse: 0.6289 - val_loss: 4.1501 - val_nse: 0.3394
Epoch 214/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8558 - nse: 0.6163
3/8 [==========>...................] - ETA: 0s - loss: 3.3157 - nse: 0.5319
6/8 [=====================>........] - ETA: 0s - loss: 3.2763 - nse: 0.5894
8/8 [==============================] - 0s 31ms/step - loss: 3.3389 - nse: 0.4844 - val_loss: 4.0428 - val_nse: 0.3541
Epoch 215/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9700 - nse: 0.5705
4/8 [==============>...............] - ETA: 0s - loss: 3.0593 - nse: 0.5331
7/8 [=========================>....] - ETA: 0s - loss: 3.3329 - nse: 0.5643
8/8 [==============================] - 0s 31ms/step - loss: 3.2975 - nse: 0.5790 - val_loss: 4.7555 - val_nse: 0.2621
Epoch 216/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.1278 - nse: 0.5177
3/8 [==========>...................] - ETA: 0s - loss: 3.0672 - nse: 0.6380
6/8 [=====================>........] - ETA: 0s - loss: 3.1868 - nse: 0.5980
8/8 [==============================] - 0s 32ms/step - loss: 3.2858 - nse: 0.5879 - val_loss: 4.5332 - val_nse: 0.2846
Epoch 217/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.5237 - nse: 0.7029
4/8 [==============>...............] - ETA: 0s - loss: 2.6816 - nse: 0.6839
7/8 [=========================>....] - ETA: 0s - loss: 3.0929 - nse: 0.6096
8/8 [==============================] - 0s 32ms/step - loss: 3.1841 - nse: 0.5488 - val_loss: 4.0376 - val_nse: 0.3561
Epoch 218/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9137 - nse: 0.6269
4/8 [==============>...............] - ETA: 0s - loss: 3.8722 - nse: 0.5381
7/8 [=========================>....] - ETA: 0s - loss: 3.7601 - nse: 0.5406
8/8 [==============================] - 0s 31ms/step - loss: 3.7093 - nse: 0.5585 - val_loss: 5.1271 - val_nse: 0.1937
Epoch 219/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9563 - nse: 0.3900
4/8 [==============>...............] - ETA: 0s - loss: 3.1263 - nse: 0.6093
7/8 [=========================>....] - ETA: 0s - loss: 3.5345 - nse: 0.5353
8/8 [==============================] - 0s 31ms/step - loss: 3.4812 - nse: 0.5702 - val_loss: 3.9122 - val_nse: 0.3828
Epoch 220/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.7082 - nse: 0.5317
4/8 [==============>...............] - ETA: 0s - loss: 2.9514 - nse: 0.6506
7/8 [=========================>....] - ETA: 0s - loss: 2.8876 - nse: 0.6337
8/8 [==============================] - 0s 32ms/step - loss: 3.0571 - nse: 0.5775 - val_loss: 3.8543 - val_nse: 0.3912
Epoch 221/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9589 - nse: 0.4387
4/8 [==============>...............] - ETA: 0s - loss: 2.8426 - nse: 0.6264
7/8 [=========================>....] - ETA: 0s - loss: 3.1527 - nse: 0.6194
8/8 [==============================] - 0s 30ms/step - loss: 3.1056 - nse: 0.6200 - val_loss: 4.2110 - val_nse: 0.3341
Epoch 222/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.5072 - nse: 0.5646
3/8 [==========>...................] - ETA: 0s - loss: 2.9731 - nse: 0.6087
5/8 [=================>............] - ETA: 0s - loss: 3.2197 - nse: 0.5797
8/8 [==============================] - ETA: 0s - loss: 2.9772 - nse: 0.6405
8/8 [==============================] - 0s 32ms/step - loss: 2.9772 - nse: 0.6405 - val_loss: 3.9158 - val_nse: 0.3882
Epoch 223/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.5090 - nse: 0.6226
4/8 [==============>...............] - ETA: 0s - loss: 2.9958 - nse: 0.6262
7/8 [=========================>....] - ETA: 0s - loss: 3.4532 - nse: 0.5538
8/8 [==============================] - 0s 31ms/step - loss: 3.4362 - nse: 0.2985 - val_loss: 3.9955 - val_nse: 0.3648
Epoch 224/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.0202 - nse: 0.6271
3/8 [==========>...................] - ETA: 0s - loss: 2.8543 - nse: 0.6152
6/8 [=====================>........] - ETA: 0s - loss: 3.1384 - nse: 0.6025
8/8 [==============================] - 0s 31ms/step - loss: 3.2072 - nse: 0.6052 - val_loss: 4.1023 - val_nse: 0.3459
Epoch 225/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.3932 - nse: 0.5708
4/8 [==============>...............] - ETA: 0s - loss: 3.2340 - nse: 0.5741
7/8 [=========================>....] - ETA: 0s - loss: 3.5013 - nse: 0.5585
8/8 [==============================] - 0s 31ms/step - loss: 3.4560 - nse: 0.5817 - val_loss: 4.8640 - val_nse: 0.2312
Epoch 226/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.2322 - nse: 0.7392
4/8 [==============>...............] - ETA: 0s - loss: 3.6331 - nse: 0.5292
7/8 [=========================>....] - ETA: 0s - loss: 3.2005 - nse: 0.5884
8/8 [==============================] - 0s 32ms/step - loss: 3.1222 - nse: 0.6144 - val_loss: 3.8450 - val_nse: 0.3943
Epoch 227/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.7586 - nse: 0.6714
4/8 [==============>...............] - ETA: 0s - loss: 2.6140 - nse: 0.6320
7/8 [=========================>....] - ETA: 0s - loss: 2.8337 - nse: 0.6434
8/8 [==============================] - 0s 31ms/step - loss: 2.9602 - nse: 0.6090 - val_loss: 4.5341 - val_nse: 0.2699
Epoch 228/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.4657 - nse: 0.7630
3/8 [==========>...................] - ETA: 0s - loss: 2.2775 - nse: 0.6804
6/8 [=====================>........] - ETA: 0s - loss: 2.6790 - nse: 0.6443
8/8 [==============================] - 0s 32ms/step - loss: 3.0293 - nse: 0.5933 - val_loss: 4.1109 - val_nse: 0.3569
Epoch 229/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0087 - nse: 0.4943
4/8 [==============>...............] - ETA: 0s - loss: 3.2970 - nse: 0.6191
6/8 [=====================>........] - ETA: 0s - loss: 2.9767 - nse: 0.6112
8/8 [==============================] - 0s 31ms/step - loss: 2.8990 - nse: 0.6160 - val_loss: 4.0636 - val_nse: 0.3613
Epoch 230/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.2518 - nse: 0.6799
3/8 [==========>...................] - ETA: 0s - loss: 2.4880 - nse: 0.7006
6/8 [=====================>........] - ETA: 0s - loss: 2.7196 - nse: 0.6140
8/8 [==============================] - 0s 33ms/step - loss: 2.8138 - nse: 0.6266 - val_loss: 4.0676 - val_nse: 0.3606
Epoch 231/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0814 - nse: 0.7663
4/8 [==============>...............] - ETA: 0s - loss: 3.2213 - nse: 0.6187
7/8 [=========================>....] - ETA: 0s - loss: 3.2339 - nse: 0.5855
8/8 [==============================] - 0s 31ms/step - loss: 3.1756 - nse: 0.6183 - val_loss: 4.2447 - val_nse: 0.3533
Epoch 232/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6916 - nse: 0.6963
4/8 [==============>...............] - ETA: 0s - loss: 2.6882 - nse: 0.6635
6/8 [=====================>........] - ETA: 0s - loss: 3.0259 - nse: 0.6267
8/8 [==============================] - 0s 32ms/step - loss: 2.9152 - nse: 0.2408 - val_loss: 4.6400 - val_nse: 0.2863
Epoch 233/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6624 - nse: 0.7836
3/8 [==========>...................] - ETA: 0s - loss: 3.3152 - nse: 0.6331
6/8 [=====================>........] - ETA: 0s - loss: 3.2855 - nse: 0.6047
8/8 [==============================] - 0s 31ms/step - loss: 3.2765 - nse: 0.5948 - val_loss: 4.0461 - val_nse: 0.3614
Epoch 234/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6823 - nse: 0.5908
3/8 [==========>...................] - ETA: 0s - loss: 2.7409 - nse: 0.6229
5/8 [=================>............] - ETA: 0s - loss: 2.5322 - nse: 0.6524
8/8 [==============================] - ETA: 0s - loss: 2.8342 - nse: 0.6296
8/8 [==============================] - 0s 32ms/step - loss: 2.8342 - nse: 0.6296 - val_loss: 3.9858 - val_nse: 0.3633
Epoch 235/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.6685 - nse: 0.5341
4/8 [==============>...............] - ETA: 0s - loss: 3.3606 - nse: 0.5827
7/8 [=========================>....] - ETA: 0s - loss: 2.8860 - nse: 0.6478
8/8 [==============================] - 0s 31ms/step - loss: 3.0074 - nse: 0.5608 - val_loss: 4.3327 - val_nse: 0.3277
Epoch 236/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.3145 - nse: 0.7412
4/8 [==============>...............] - ETA: 0s - loss: 2.6585 - nse: 0.7137
7/8 [=========================>....] - ETA: 0s - loss: 2.6366 - nse: 0.6854
8/8 [==============================] - 0s 31ms/step - loss: 2.5821 - nse: 0.6336 - val_loss: 4.1327 - val_nse: 0.3559
Epoch 237/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9591 - nse: 0.6776
4/8 [==============>...............] - ETA: 0s - loss: 3.0785 - nse: 0.6321
7/8 [=========================>....] - ETA: 0s - loss: 2.8159 - nse: 0.6566
8/8 [==============================] - 0s 31ms/step - loss: 2.8333 - nse: 0.5498 - val_loss: 4.6067 - val_nse: 0.3009
Epoch 238/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8886 - nse: 0.7259
3/8 [==========>...................] - ETA: 0s - loss: 2.9942 - nse: 0.6322
6/8 [=====================>........] - ETA: 0s - loss: 3.0200 - nse: 0.6044
8/8 [==============================] - 0s 31ms/step - loss: 3.2149 - nse: 0.5872 - val_loss: 4.6119 - val_nse: 0.2681
Epoch 239/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.7574 - nse: 0.2035
4/8 [==============>...............] - ETA: 0s - loss: 3.1064 - nse: 0.5378
7/8 [=========================>....] - ETA: 0s - loss: 3.0939 - nse: 0.5891
8/8 [==============================] - 0s 31ms/step - loss: 3.0958 - nse: 0.4928 - val_loss: 4.5186 - val_nse: 0.2676
Epoch 240/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.5366 - nse: 0.6170
4/8 [==============>...............] - ETA: 0s - loss: 3.4100 - nse: 0.6120
7/8 [=========================>....] - ETA: 0s - loss: 3.1374 - nse: 0.6161
8/8 [==============================] - 0s 35ms/step - loss: 3.0766 - nse: 0.6374 - val_loss: 3.5891 - val_nse: 0.4327
Epoch 241/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.8643 - nse: 0.6705
3/8 [==========>...................] - ETA: 0s - loss: 2.9379 - nse: 0.6634
5/8 [=================>............] - ETA: 0s - loss: 3.0785 - nse: 0.6424
8/8 [==============================] - ETA: 0s - loss: 3.1084 - nse: 0.5760
8/8 [==============================] - 0s 31ms/step - loss: 3.1084 - nse: 0.5760 - val_loss: 5.4891 - val_nse: 0.1423
Epoch 242/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.2208 - nse: 0.6290
4/8 [==============>...............] - ETA: 0s - loss: 2.6842 - nse: 0.6818
6/8 [=====================>........] - ETA: 0s - loss: 2.8628 - nse: 0.6471
8/8 [==============================] - 0s 31ms/step - loss: 3.0099 - nse: 0.4998 - val_loss: 4.2825 - val_nse: 0.3185
Epoch 243/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6969 - nse: 0.5999
3/8 [==========>...................] - ETA: 0s - loss: 3.2969 - nse: 0.6282
5/8 [=================>............] - ETA: 0s - loss: 3.0259 - nse: 0.6525
7/8 [=========================>....] - ETA: 0s - loss: 2.8169 - nse: 0.6246
8/8 [==============================] - 0s 32ms/step - loss: 2.7904 - nse: 0.6449 - val_loss: 5.1021 - val_nse: 0.2003
Epoch 244/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.5081 - nse: 0.7064
3/8 [==========>...................] - ETA: 0s - loss: 2.5411 - nse: 0.6900
6/8 [=====================>........] - ETA: 0s - loss: 2.8054 - nse: 0.6647
8/8 [==============================] - 0s 33ms/step - loss: 2.7902 - nse: 0.6219 - val_loss: 3.6631 - val_nse: 0.4384
Epoch 245/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.1008 - nse: 0.6290
4/8 [==============>...............] - ETA: 0s - loss: 2.5078 - nse: 0.7182
7/8 [=========================>....] - ETA: 0s - loss: 2.5682 - nse: 0.6794
8/8 [==============================] - 0s 31ms/step - loss: 2.5250 - nse: 0.7032 - val_loss: 4.9745 - val_nse: 0.2247
Epoch 246/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.1170 - nse: 0.7428
4/8 [==============>...............] - ETA: 0s - loss: 2.6205 - nse: 0.6981
7/8 [=========================>....] - ETA: 0s - loss: 2.5811 - nse: 0.6718
8/8 [==============================] - 0s 31ms/step - loss: 2.5594 - nse: 0.6382 - val_loss: 4.0209 - val_nse: 0.3838
Epoch 247/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.1692 - nse: 0.8099
4/8 [==============>...............] - ETA: 0s - loss: 1.9759 - nse: 0.7506
7/8 [=========================>....] - ETA: 0s - loss: 2.3555 - nse: 0.7062
8/8 [==============================] - 0s 31ms/step - loss: 2.3177 - nse: 0.7010 - val_loss: 3.9841 - val_nse: 0.3813
Epoch 248/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6182 - nse: 0.6170
3/8 [==========>...................] - ETA: 0s - loss: 2.5807 - nse: 0.6615
5/8 [=================>............] - ETA: 0s - loss: 2.4935 - nse: 0.6568
7/8 [=========================>....] - ETA: 0s - loss: 2.4148 - nse: 0.6769
8/8 [==============================] - 0s 32ms/step - loss: 2.4565 - nse: 0.6295 - val_loss: 6.4817 - val_nse: 0.0013
Epoch 249/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.4668 - nse: 0.5353
3/8 [==========>...................] - ETA: 0s - loss: 3.0580 - nse: 0.6446
5/8 [=================>............] - ETA: 0s - loss: 2.9230 - nse: 0.6678
8/8 [==============================] - ETA: 0s - loss: 2.6987 - nse: 0.6243
8/8 [==============================] - 0s 32ms/step - loss: 2.6987 - nse: 0.6243 - val_loss: 4.7467 - val_nse: 0.2596
Epoch 250/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.8913 - nse: 0.2794
4/8 [==============>...............] - ETA: 0s - loss: 3.0314 - nse: 0.5519
6/8 [=====================>........] - ETA: 0s - loss: 2.7714 - nse: 0.6229
8/8 [==============================] - ETA: 0s - loss: 2.7109 - nse: 0.6404
8/8 [==============================] - 0s 32ms/step - loss: 2.7109 - nse: 0.6404 - val_loss: 3.9482 - val_nse: 0.3844
Epoch 251/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.5006 - nse: 0.6898
3/8 [==========>...................] - ETA: 0s - loss: 2.8045 - nse: 0.6453
5/8 [=================>............] - ETA: 0s - loss: 2.6363 - nse: 0.6348
7/8 [=========================>....] - ETA: 0s - loss: 2.8890 - nse: 0.6325
8/8 [==============================] - 0s 32ms/step - loss: 2.8116 - nse: 0.6671 - val_loss: 3.7109 - val_nse: 0.4158
Epoch 252/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.5123 - nse: 0.6207
4/8 [==============>...............] - ETA: 0s - loss: 3.2868 - nse: 0.6034
7/8 [=========================>....] - ETA: 0s - loss: 2.9229 - nse: 0.6291
8/8 [==============================] - 0s 31ms/step - loss: 2.8988 - nse: 0.6513 - val_loss: 4.9827 - val_nse: 0.2288
Epoch 253/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9910 - nse: 0.6555
4/8 [==============>...............] - ETA: 0s - loss: 2.4423 - nse: 0.7021
7/8 [=========================>....] - ETA: 0s - loss: 2.6447 - nse: 0.6646
8/8 [==============================] - 0s 31ms/step - loss: 2.5657 - nse: 0.6964 - val_loss: 4.7431 - val_nse: 0.2727
Epoch 254/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.9408 - nse: 0.5646
3/8 [==========>...................] - ETA: 0s - loss: 2.9064 - nse: 0.6191
5/8 [=================>............] - ETA: 0s - loss: 2.6404 - nse: 0.6677
8/8 [==============================] - ETA: 0s - loss: 2.5350 - nse: 0.6221
8/8 [==============================] - 0s 31ms/step - loss: 2.5350 - nse: 0.6221 - val_loss: 4.0082 - val_nse: 0.3854
Epoch 255/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.7450 - nse: 0.7300
4/8 [==============>...............] - ETA: 0s - loss: 2.1964 - nse: 0.6897
7/8 [=========================>....] - ETA: 0s - loss: 2.4567 - nse: 0.6952
8/8 [==============================] - 0s 31ms/step - loss: 2.4829 - nse: 0.6680 - val_loss: 4.7307 - val_nse: 0.2604
Epoch 256/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.2691 - nse: 0.7460
4/8 [==============>...............] - ETA: 0s - loss: 2.0979 - nse: 0.7284
7/8 [=========================>....] - ETA: 0s - loss: 2.3221 - nse: 0.6875
8/8 [==============================] - 0s 31ms/step - loss: 2.3174 - nse: 0.6985 - val_loss: 3.8616 - val_nse: 0.3898
Epoch 257/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.3781 - nse: 0.6663
3/8 [==========>...................] - ETA: 0s - loss: 2.8746 - nse: 0.6835
6/8 [=====================>........] - ETA: 0s - loss: 2.5279 - nse: 0.7076
8/8 [==============================] - 0s 31ms/step - loss: 2.5891 - nse: 0.6479 - val_loss: 4.3058 - val_nse: 0.3320
Epoch 258/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.2427 - nse: 0.6296
3/8 [==========>...................] - ETA: 0s - loss: 2.4733 - nse: 0.5891
6/8 [=====================>........] - ETA: 0s - loss: 3.0213 - nse: 0.6128
8/8 [==============================] - 0s 31ms/step - loss: 2.9399 - nse: 0.4999 - val_loss: 5.8566 - val_nse: 0.1087
Epoch 259/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.9917 - nse: 0.7034
3/8 [==========>...................] - ETA: 0s - loss: 2.2000 - nse: 0.6950
6/8 [=====================>........] - ETA: 0s - loss: 3.3254 - nse: 0.5791
8/8 [==============================] - 0s 31ms/step - loss: 3.2394 - nse: 0.6103 - val_loss: 7.1333 - val_nse: -0.1296
Epoch 260/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.0644 - nse: 0.6604
4/8 [==============>...............] - ETA: 0s - loss: 2.8805 - nse: 0.6271
7/8 [=========================>....] - ETA: 0s - loss: 2.6904 - nse: 0.6452
8/8 [==============================] - 0s 31ms/step - loss: 2.6966 - nse: 0.6570 - val_loss: 3.9847 - val_nse: 0.3683
Epoch 261/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6107 - nse: 0.6544
4/8 [==============>...............] - ETA: 0s - loss: 2.3877 - nse: 0.7025
7/8 [=========================>....] - ETA: 0s - loss: 2.3788 - nse: 0.6966
8/8 [==============================] - 0s 31ms/step - loss: 2.3352 - nse: 0.6612 - val_loss: 4.3276 - val_nse: 0.3389
Epoch 262/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.5957 - nse: 0.7991
4/8 [==============>...............] - ETA: 0s - loss: 2.1390 - nse: 0.7125
7/8 [=========================>....] - ETA: 0s - loss: 2.2683 - nse: 0.7065
8/8 [==============================] - 0s 31ms/step - loss: 2.2587 - nse: 0.7215 - val_loss: 4.9928 - val_nse: 0.2429
Epoch 263/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0492 - nse: 0.7719
3/8 [==========>...................] - ETA: 0s - loss: 1.9071 - nse: 0.7431
5/8 [=================>............] - ETA: 0s - loss: 2.3607 - nse: 0.7070
8/8 [==============================] - ETA: 0s - loss: 2.2321 - nse: 0.6787
8/8 [==============================] - 0s 31ms/step - loss: 2.2321 - nse: 0.6787 - val_loss: 4.5091 - val_nse: 0.2973
Epoch 264/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.5050 - nse: 0.6469
3/8 [==========>...................] - ETA: 0s - loss: 2.5814 - nse: 0.6677
6/8 [=====================>........] - ETA: 0s - loss: 2.4614 - nse: 0.6588
8/8 [==============================] - 0s 31ms/step - loss: 2.4722 - nse: 0.6214 - val_loss: 4.7575 - val_nse: 0.2510
Epoch 265/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9568 - nse: 0.8017
4/8 [==============>...............] - ETA: 0s - loss: 1.7885 - nse: 0.7636
7/8 [=========================>....] - ETA: 0s - loss: 2.5767 - nse: 0.6414
8/8 [==============================] - 0s 31ms/step - loss: 2.5749 - nse: 0.6538 - val_loss: 4.1442 - val_nse: 0.3509
Epoch 266/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.1616 - nse: 0.6855
3/8 [==========>...................] - ETA: 0s - loss: 2.5687 - nse: 0.6836
6/8 [=====================>........] - ETA: 0s - loss: 2.6922 - nse: 0.6635
8/8 [==============================] - 0s 31ms/step - loss: 2.5069 - nse: 0.7016 - val_loss: 4.2070 - val_nse: 0.3279
Epoch 267/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.3463 - nse: 0.4363
4/8 [==============>...............] - ETA: 0s - loss: 2.1729 - nse: 0.6716
7/8 [=========================>....] - ETA: 0s - loss: 2.1619 - nse: 0.7006
8/8 [==============================] - 0s 31ms/step - loss: 2.1529 - nse: 0.7067 - val_loss: 4.7440 - val_nse: 0.2723
Epoch 268/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.7414 - nse: 0.7423
4/8 [==============>...............] - ETA: 0s - loss: 2.0952 - nse: 0.7578
7/8 [=========================>....] - ETA: 0s - loss: 2.0234 - nse: 0.7389
8/8 [==============================] - 0s 31ms/step - loss: 2.0723 - nse: 0.7354 - val_loss: 4.7011 - val_nse: 0.2763
Epoch 269/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3320 - nse: 0.8156
4/8 [==============>...............] - ETA: 0s - loss: 2.1899 - nse: 0.7255
7/8 [=========================>....] - ETA: 0s - loss: 2.2809 - nse: 0.7236
8/8 [==============================] - 0s 31ms/step - loss: 2.2517 - nse: 0.7340 - val_loss: 4.7296 - val_nse: 0.2736
Epoch 270/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3013 - nse: 0.7844
4/8 [==============>...............] - ETA: 0s - loss: 1.9448 - nse: 0.7646
7/8 [=========================>....] - ETA: 0s - loss: 2.1351 - nse: 0.7333
8/8 [==============================] - 0s 31ms/step - loss: 2.0989 - nse: 0.7461 - val_loss: 4.5465 - val_nse: 0.2950
Epoch 271/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6726 - nse: 0.7949
3/8 [==========>...................] - ETA: 0s - loss: 1.9458 - nse: 0.7634
6/8 [=====================>........] - ETA: 0s - loss: 2.2636 - nse: 0.7049
8/8 [==============================] - 0s 31ms/step - loss: 2.3000 - nse: 0.6382 - val_loss: 5.0957 - val_nse: 0.2341
Epoch 272/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.0570 - nse: 0.5499
4/8 [==============>...............] - ETA: 0s - loss: 2.1888 - nse: 0.7024
7/8 [=========================>....] - ETA: 0s - loss: 2.3751 - nse: 0.6937
8/8 [==============================] - 0s 32ms/step - loss: 2.4220 - nse: 0.6823 - val_loss: 5.0821 - val_nse: 0.2212
Epoch 273/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9592 - nse: 0.6739
4/8 [==============>...............] - ETA: 0s - loss: 2.3217 - nse: 0.6500
7/8 [=========================>....] - ETA: 0s - loss: 2.3494 - nse: 0.6835
8/8 [==============================] - 0s 31ms/step - loss: 2.3520 - nse: 0.6729 - val_loss: 4.8577 - val_nse: 0.2079
Epoch 274/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6974 - nse: 0.7259
4/8 [==============>...............] - ETA: 0s - loss: 2.4617 - nse: 0.6090
6/8 [=====================>........] - ETA: 0s - loss: 2.5161 - nse: 0.6525
8/8 [==============================] - 0s 31ms/step - loss: 2.6087 - nse: 0.5954 - val_loss: 4.4860 - val_nse: 0.3039
Epoch 275/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7873 - nse: 0.8901
4/8 [==============>...............] - ETA: 0s - loss: 1.7884 - nse: 0.7226
7/8 [=========================>....] - ETA: 0s - loss: 2.4720 - nse: 0.6767
8/8 [==============================] - 0s 32ms/step - loss: 2.4307 - nse: 0.6925 - val_loss: 7.4446 - val_nse: -0.1423
Epoch 276/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.3223 - nse: 0.3647
4/8 [==============>...............] - ETA: 0s - loss: 3.1730 - nse: 0.6134
7/8 [=========================>....] - ETA: 0s - loss: 2.7811 - nse: 0.6498
8/8 [==============================] - 0s 31ms/step - loss: 2.8000 - nse: 0.6507 - val_loss: 4.3631 - val_nse: 0.3164
Epoch 277/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.5376 - nse: 0.7303
3/8 [==========>...................] - ETA: 0s - loss: 1.8871 - nse: 0.7147
5/8 [=================>............] - ETA: 0s - loss: 2.1716 - nse: 0.7004
7/8 [=========================>....] - ETA: 0s - loss: 2.2970 - nse: 0.7045
8/8 [==============================] - 0s 32ms/step - loss: 2.3056 - nse: 0.7065 - val_loss: 4.0553 - val_nse: 0.3608
Epoch 278/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.3099 - nse: 0.6989
3/8 [==========>...................] - ETA: 0s - loss: 2.7181 - nse: 0.6713
6/8 [=====================>........] - ETA: 0s - loss: 2.4015 - nse: 0.7029
8/8 [==============================] - 0s 31ms/step - loss: 2.2813 - nse: 0.7191 - val_loss: 5.2655 - val_nse: 0.1708
Epoch 279/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0687 - nse: 0.7792
4/8 [==============>...............] - ETA: 0s - loss: 1.6673 - nse: 0.7922
7/8 [=========================>....] - ETA: 0s - loss: 1.9618 - nse: 0.7375
8/8 [==============================] - 0s 31ms/step - loss: 2.0613 - nse: 0.7330 - val_loss: 3.8457 - val_nse: 0.3892
Epoch 280/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0929 - nse: 0.7308
4/8 [==============>...............] - ETA: 0s - loss: 2.1853 - nse: 0.7335
7/8 [=========================>....] - ETA: 0s - loss: 2.2753 - nse: 0.7162
8/8 [==============================] - 0s 34ms/step - loss: 2.3414 - nse: 0.6099 - val_loss: 4.2146 - val_nse: 0.3385
Epoch 281/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9056 - nse: 0.7237
3/8 [==========>...................] - ETA: 0s - loss: 1.7134 - nse: 0.7770
6/8 [=====================>........] - ETA: 0s - loss: 1.8456 - nse: 0.7622
8/8 [==============================] - 0s 31ms/step - loss: 2.1672 - nse: 0.6909 - val_loss: 4.2604 - val_nse: 0.3384
Epoch 282/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.7411 - nse: 0.6269
4/8 [==============>...............] - ETA: 0s - loss: 2.7814 - nse: 0.6123
7/8 [=========================>....] - ETA: 0s - loss: 2.8685 - nse: 0.6201
8/8 [==============================] - 0s 31ms/step - loss: 2.8686 - nse: 0.6094 - val_loss: 5.8069 - val_nse: 0.1178
Epoch 283/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0526 - nse: 0.7596
3/8 [==========>...................] - ETA: 0s - loss: 1.5970 - nse: 0.8109
5/8 [=================>............] - ETA: 0s - loss: 1.9837 - nse: 0.7261
7/8 [=========================>....] - ETA: 0s - loss: 2.2252 - nse: 0.7210
8/8 [==============================] - 0s 33ms/step - loss: 2.2450 - nse: 0.7090 - val_loss: 4.9612 - val_nse: 0.2425
Epoch 284/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9215 - nse: 0.7356
4/8 [==============>...............] - ETA: 0s - loss: 1.7198 - nse: 0.7741
6/8 [=====================>........] - ETA: 0s - loss: 2.2330 - nse: 0.7134
8/8 [==============================] - 0s 31ms/step - loss: 2.1620 - nse: 0.7383 - val_loss: 4.8774 - val_nse: 0.2443
Epoch 285/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9488 - nse: 0.7430
4/8 [==============>...............] - ETA: 0s - loss: 1.9065 - nse: 0.7454
7/8 [=========================>....] - ETA: 0s - loss: 1.9266 - nse: 0.7454
8/8 [==============================] - 0s 31ms/step - loss: 1.9075 - nse: 0.7474 - val_loss: 4.4530 - val_nse: 0.3011
Epoch 286/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6962 - nse: 0.8458
3/8 [==========>...................] - ETA: 0s - loss: 1.4974 - nse: 0.8136
6/8 [=====================>........] - ETA: 0s - loss: 1.9672 - nse: 0.7401
8/8 [==============================] - 0s 31ms/step - loss: 1.9674 - nse: 0.7508 - val_loss: 4.7419 - val_nse: 0.2655
Epoch 287/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0546 - nse: 0.6644
3/8 [==========>...................] - ETA: 0s - loss: 2.2905 - nse: 0.6894
6/8 [=====================>........] - ETA: 0s - loss: 2.0062 - nse: 0.7428
8/8 [==============================] - 0s 32ms/step - loss: 1.9828 - nse: 0.7636 - val_loss: 4.0290 - val_nse: 0.3657
Epoch 288/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.1149 - nse: 0.7161
3/8 [==========>...................] - ETA: 0s - loss: 2.3332 - nse: 0.6933
6/8 [=====================>........] - ETA: 0s - loss: 2.0531 - nse: 0.7273
8/8 [==============================] - 0s 31ms/step - loss: 1.9971 - nse: 0.7475 - val_loss: 5.6573 - val_nse: 0.1104
Epoch 289/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8159 - nse: 0.7981
3/8 [==========>...................] - ETA: 0s - loss: 1.8242 - nse: 0.7694
6/8 [=====================>........] - ETA: 0s - loss: 2.0395 - nse: 0.7326
8/8 [==============================] - 0s 32ms/step - loss: 1.9512 - nse: 0.7184 - val_loss: 5.0423 - val_nse: 0.2370
Epoch 290/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6483 - nse: 0.7296
4/8 [==============>...............] - ETA: 0s - loss: 1.7311 - nse: 0.7712
6/8 [=====================>........] - ETA: 0s - loss: 1.9832 - nse: 0.7617
8/8 [==============================] - 0s 32ms/step - loss: 2.2122 - nse: 0.7154 - val_loss: 6.2912 - val_nse: 0.0475
Epoch 291/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.0177 - nse: 0.6242
3/8 [==========>...................] - ETA: 0s - loss: 2.5320 - nse: 0.6496
5/8 [=================>............] - ETA: 0s - loss: 2.1406 - nse: 0.7037
7/8 [=========================>....] - ETA: 0s - loss: 2.0793 - nse: 0.7152
8/8 [==============================] - 0s 32ms/step - loss: 2.0367 - nse: 0.7024 - val_loss: 4.1543 - val_nse: 0.3289
Epoch 292/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.1201 - nse: 0.7775
3/8 [==========>...................] - ETA: 0s - loss: 1.9263 - nse: 0.7741
6/8 [=====================>........] - ETA: 0s - loss: 2.1477 - nse: 0.7143
8/8 [==============================] - 0s 32ms/step - loss: 2.2058 - nse: 0.7330 - val_loss: 3.9354 - val_nse: 0.3734
Epoch 293/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.1258 - nse: 0.7736
4/8 [==============>...............] - ETA: 0s - loss: 1.7542 - nse: 0.7922
7/8 [=========================>....] - ETA: 0s - loss: 1.9798 - nse: 0.7465
8/8 [==============================] - 0s 31ms/step - loss: 1.9395 - nse: 0.7575 - val_loss: 4.6732 - val_nse: 0.2671
Epoch 294/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8146 - nse: 0.6885
4/8 [==============>...............] - ETA: 0s - loss: 2.0590 - nse: 0.7378
7/8 [=========================>....] - ETA: 0s - loss: 1.8671 - nse: 0.7547
8/8 [==============================] - 0s 31ms/step - loss: 1.8706 - nse: 0.7530 - val_loss: 4.4781 - val_nse: 0.3162
Epoch 295/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.2660 - nse: 0.5499
4/8 [==============>...............] - ETA: 0s - loss: 1.6081 - nse: 0.7362
7/8 [=========================>....] - ETA: 0s - loss: 1.9573 - nse: 0.7301
8/8 [==============================] - 0s 31ms/step - loss: 1.9562 - nse: 0.7256 - val_loss: 5.2118 - val_nse: 0.1869
Epoch 296/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.3383 - nse: 0.7090
4/8 [==============>...............] - ETA: 0s - loss: 2.0692 - nse: 0.7574
7/8 [=========================>....] - ETA: 0s - loss: 2.2811 - nse: 0.6972
8/8 [==============================] - 0s 31ms/step - loss: 2.2298 - nse: 0.7233 - val_loss: 4.7437 - val_nse: 0.2687
Epoch 297/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2225 - nse: 0.8292
4/8 [==============>...............] - ETA: 0s - loss: 1.2681 - nse: 0.8449
7/8 [=========================>....] - ETA: 0s - loss: 1.6220 - nse: 0.8084
8/8 [==============================] - 0s 31ms/step - loss: 1.6118 - nse: 0.8003 - val_loss: 4.1721 - val_nse: 0.3365
Epoch 298/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7958 - nse: 0.8442
4/8 [==============>...............] - ETA: 0s - loss: 1.6029 - nse: 0.7883
7/8 [=========================>....] - ETA: 0s - loss: 2.0542 - nse: 0.7386
8/8 [==============================] - 0s 31ms/step - loss: 2.1628 - nse: 0.6770 - val_loss: 5.1224 - val_nse: 0.2122
Epoch 299/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1566 - nse: 0.8366
4/8 [==============>...............] - ETA: 0s - loss: 2.0294 - nse: 0.6662
6/8 [=====================>........] - ETA: 0s - loss: 2.3773 - nse: 0.6778
8/8 [==============================] - 0s 31ms/step - loss: 2.2852 - nse: 0.6913 - val_loss: 7.9486 - val_nse: -0.2132
Epoch 300/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.6386 - nse: 0.3250
3/8 [==========>...................] - ETA: 0s - loss: 3.0858 - nse: 0.5856
5/8 [=================>............] - ETA: 0s - loss: 2.6200 - nse: 0.6165
8/8 [==============================] - ETA: 0s - loss: 2.8523 - nse: 0.6261
8/8 [==============================] - 0s 32ms/step - loss: 2.8523 - nse: 0.6261 - val_loss: 4.7740 - val_nse: 0.2635
Epoch 301/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.7084 - nse: 0.7706
3/8 [==========>...................] - ETA: 0s - loss: 2.1063 - nse: 0.6900
5/8 [=================>............] - ETA: 0s - loss: 1.9883 - nse: 0.7001
7/8 [=========================>....] - ETA: 0s - loss: 2.0716 - nse: 0.7303
8/8 [==============================] - 0s 32ms/step - loss: 2.1166 - nse: 0.6893 - val_loss: 4.1813 - val_nse: 0.3520
Epoch 302/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3732 - nse: 0.7892
3/8 [==========>...................] - ETA: 0s - loss: 1.7918 - nse: 0.7716
5/8 [=================>............] - ETA: 0s - loss: 2.0296 - nse: 0.7328
7/8 [=========================>....] - ETA: 0s - loss: 2.2294 - nse: 0.6942
8/8 [==============================] - 0s 32ms/step - loss: 2.2672 - nse: 0.6471 - val_loss: 4.6114 - val_nse: 0.2357
Epoch 303/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.2546 - nse: 0.6941
3/8 [==========>...................] - ETA: 0s - loss: 2.0056 - nse: 0.7550
5/8 [=================>............] - ETA: 0s - loss: 1.8282 - nse: 0.7710
7/8 [=========================>....] - ETA: 0s - loss: 2.0565 - nse: 0.7245
8/8 [==============================] - 0s 33ms/step - loss: 2.0355 - nse: 0.7388 - val_loss: 3.9060 - val_nse: 0.3810
Epoch 304/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0150 - nse: 0.6169
3/8 [==========>...................] - ETA: 0s - loss: 2.9414 - nse: 0.6431
5/8 [=================>............] - ETA: 0s - loss: 2.4680 - nse: 0.6845
7/8 [=========================>....] - ETA: 0s - loss: 2.3283 - nse: 0.7066
8/8 [==============================] - 0s 32ms/step - loss: 2.3914 - nse: 0.6973 - val_loss: 6.7861 - val_nse: -0.0558
Epoch 305/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0827 - nse: 0.5972
3/8 [==========>...................] - ETA: 0s - loss: 2.4107 - nse: 0.6882
5/8 [=================>............] - ETA: 0s - loss: 2.5141 - nse: 0.6895
7/8 [=========================>....] - ETA: 0s - loss: 2.2450 - nse: 0.7133
8/8 [==============================] - 0s 32ms/step - loss: 2.2203 - nse: 0.7254 - val_loss: 4.8432 - val_nse: 0.2250
Epoch 306/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8930 - nse: 0.7413
4/8 [==============>...............] - ETA: 0s - loss: 1.9632 - nse: 0.7484
7/8 [=========================>....] - ETA: 0s - loss: 1.8512 - nse: 0.7663
8/8 [==============================] - 0s 31ms/step - loss: 1.8934 - nse: 0.7509 - val_loss: 4.3123 - val_nse: 0.3249
Epoch 307/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.4923 - nse: 0.7446
3/8 [==========>...................] - ETA: 0s - loss: 1.7090 - nse: 0.8002
5/8 [=================>............] - ETA: 0s - loss: 1.5660 - nse: 0.8042
7/8 [=========================>....] - ETA: 0s - loss: 1.7218 - nse: 0.7925
8/8 [==============================] - 0s 32ms/step - loss: 1.7548 - nse: 0.7439 - val_loss: 4.3436 - val_nse: 0.3275
Epoch 308/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0189 - nse: 0.8978
4/8 [==============>...............] - ETA: 0s - loss: 1.5652 - nse: 0.7984
7/8 [=========================>....] - ETA: 0s - loss: 1.7388 - nse: 0.7601
8/8 [==============================] - 0s 31ms/step - loss: 1.7272 - nse: 0.7132 - val_loss: 4.6517 - val_nse: 0.2792
Epoch 309/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3568 - nse: 0.7942
4/8 [==============>...............] - ETA: 0s - loss: 1.2692 - nse: 0.8156
7/8 [=========================>....] - ETA: 0s - loss: 1.5919 - nse: 0.7986
8/8 [==============================] - 0s 31ms/step - loss: 1.6487 - nse: 0.7383 - val_loss: 6.6355 - val_nse: -0.0220
Epoch 310/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8150 - nse: 0.5872
4/8 [==============>...............] - ETA: 0s - loss: 2.9630 - nse: 0.5886
7/8 [=========================>....] - ETA: 0s - loss: 2.4878 - nse: 0.6639
8/8 [==============================] - 0s 31ms/step - loss: 2.4271 - nse: 0.6994 - val_loss: 5.0604 - val_nse: 0.2296
Epoch 311/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.0374 - nse: 0.6761
3/8 [==========>...................] - ETA: 0s - loss: 1.7178 - nse: 0.7649
6/8 [=====================>........] - ETA: 0s - loss: 1.9076 - nse: 0.7465
8/8 [==============================] - 0s 31ms/step - loss: 2.0526 - nse: 0.7271 - val_loss: 4.9819 - val_nse: 0.2112
Epoch 312/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3179 - nse: 0.7366
4/8 [==============>...............] - ETA: 0s - loss: 1.9186 - nse: 0.7380
7/8 [=========================>....] - ETA: 0s - loss: 1.9154 - nse: 0.7591
8/8 [==============================] - 0s 31ms/step - loss: 1.8842 - nse: 0.7600 - val_loss: 4.7799 - val_nse: 0.2691
Epoch 313/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7424 - nse: 0.9076
4/8 [==============>...............] - ETA: 0s - loss: 1.7484 - nse: 0.7576
7/8 [=========================>....] - ETA: 0s - loss: 1.6667 - nse: 0.7632
8/8 [==============================] - 0s 31ms/step - loss: 1.6492 - nse: 0.7821 - val_loss: 5.0980 - val_nse: 0.2033
Epoch 314/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.0874 - nse: 0.6515
4/8 [==============>...............] - ETA: 0s - loss: 1.6383 - nse: 0.7641
7/8 [=========================>....] - ETA: 0s - loss: 1.6633 - nse: 0.7624
8/8 [==============================] - 0s 31ms/step - loss: 1.6776 - nse: 0.7729 - val_loss: 4.0607 - val_nse: 0.3692
Epoch 315/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6365 - nse: 0.7617
4/8 [==============>...............] - ETA: 0s - loss: 1.8224 - nse: 0.7448
7/8 [=========================>....] - ETA: 0s - loss: 1.9941 - nse: 0.7475
8/8 [==============================] - 0s 30ms/step - loss: 2.0193 - nse: 0.7500 - val_loss: 5.6637 - val_nse: 0.1166
Epoch 316/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0983 - nse: 0.8485
3/8 [==========>...................] - ETA: 0s - loss: 1.2734 - nse: 0.8358
6/8 [=====================>........] - ETA: 0s - loss: 2.1653 - nse: 0.7310
8/8 [==============================] - 0s 31ms/step - loss: 2.0694 - nse: 0.7505 - val_loss: 7.4405 - val_nse: -0.1125
Epoch 317/50000
1/8 [==>...........................] - ETA: 0s - loss: 4.0960 - nse: 0.6286
4/8 [==============>...............] - ETA: 0s - loss: 2.2612 - nse: 0.7398
7/8 [=========================>....] - ETA: 0s - loss: 2.1328 - nse: 0.7202
8/8 [==============================] - 0s 30ms/step - loss: 2.1062 - nse: 0.7290 - val_loss: 4.8407 - val_nse: 0.2432
Epoch 318/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9839 - nse: 0.8860
4/8 [==============>...............] - ETA: 0s - loss: 1.3398 - nse: 0.8085
7/8 [=========================>....] - ETA: 0s - loss: 1.6180 - nse: 0.7773
8/8 [==============================] - 0s 31ms/step - loss: 1.5823 - nse: 0.7941 - val_loss: 5.2728 - val_nse: 0.1968
Epoch 319/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2048 - nse: 0.8631
4/8 [==============>...............] - ETA: 0s - loss: 1.4003 - nse: 0.8502
6/8 [=====================>........] - ETA: 0s - loss: 1.7423 - nse: 0.7696
8/8 [==============================] - 0s 31ms/step - loss: 1.6356 - nse: 0.7745 - val_loss: 4.8390 - val_nse: 0.2606
Epoch 320/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9929 - nse: 0.7194
3/8 [==========>...................] - ETA: 0s - loss: 1.2149 - nse: 0.8049
6/8 [=====================>........] - ETA: 0s - loss: 1.5024 - nse: 0.7990
8/8 [==============================] - 0s 31ms/step - loss: 1.5060 - nse: 0.8152 - val_loss: 4.5606 - val_nse: 0.2977
Epoch 321/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9344 - nse: 0.7666
4/8 [==============>...............] - ETA: 0s - loss: 1.4953 - nse: 0.8302
7/8 [=========================>....] - ETA: 0s - loss: 1.3319 - nse: 0.8265
8/8 [==============================] - 0s 31ms/step - loss: 1.4107 - nse: 0.8005 - val_loss: 6.0186 - val_nse: 0.0886
Epoch 322/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9500 - nse: 0.8908
4/8 [==============>...............] - ETA: 0s - loss: 1.7803 - nse: 0.7677
7/8 [=========================>....] - ETA: 0s - loss: 1.5594 - nse: 0.7996
8/8 [==============================] - 0s 32ms/step - loss: 1.5672 - nse: 0.7873 - val_loss: 4.8775 - val_nse: 0.2545
Epoch 323/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8978 - nse: 0.8981
3/8 [==========>...................] - ETA: 0s - loss: 1.3788 - nse: 0.8544
6/8 [=====================>........] - ETA: 0s - loss: 1.6666 - nse: 0.7872
8/8 [==============================] - 0s 31ms/step - loss: 1.6509 - nse: 0.7954 - val_loss: 4.9525 - val_nse: 0.2234
Epoch 324/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2912 - nse: 0.8477
3/8 [==========>...................] - ETA: 0s - loss: 1.2298 - nse: 0.8697
5/8 [=================>............] - ETA: 0s - loss: 1.4452 - nse: 0.7897
7/8 [=========================>....] - ETA: 0s - loss: 1.4257 - nse: 0.8068
8/8 [==============================] - 0s 32ms/step - loss: 1.4203 - nse: 0.8019 - val_loss: 5.9103 - val_nse: 0.0943
Epoch 325/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.8594 - nse: 0.6648
3/8 [==========>...................] - ETA: 0s - loss: 1.5955 - nse: 0.7970
5/8 [=================>............] - ETA: 0s - loss: 1.4352 - nse: 0.8120
8/8 [==============================] - ETA: 0s - loss: 1.4742 - nse: 0.8068
8/8 [==============================] - 0s 32ms/step - loss: 1.4742 - nse: 0.8068 - val_loss: 4.5359 - val_nse: 0.2971
Epoch 326/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8614 - nse: 0.6293
3/8 [==========>...................] - ETA: 0s - loss: 1.5439 - nse: 0.7748
5/8 [=================>............] - ETA: 0s - loss: 1.5063 - nse: 0.8042
7/8 [=========================>....] - ETA: 0s - loss: 1.4659 - nse: 0.8066
8/8 [==============================] - 0s 32ms/step - loss: 1.5138 - nse: 0.8011 - val_loss: 4.3621 - val_nse: 0.3163
Epoch 327/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6400 - nse: 0.7727
3/8 [==========>...................] - ETA: 0s - loss: 1.3213 - nse: 0.8337
5/8 [=================>............] - ETA: 0s - loss: 1.4603 - nse: 0.8123
7/8 [=========================>....] - ETA: 0s - loss: 1.5218 - nse: 0.8037
8/8 [==============================] - 0s 32ms/step - loss: 1.4781 - nse: 0.8231 - val_loss: 4.7014 - val_nse: 0.2709
Epoch 328/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.7589 - nse: 0.7735
3/8 [==========>...................] - ETA: 0s - loss: 1.3430 - nse: 0.8235
5/8 [=================>............] - ETA: 0s - loss: 1.2791 - nse: 0.8317
7/8 [=========================>....] - ETA: 0s - loss: 1.4431 - nse: 0.8146
8/8 [==============================] - 0s 32ms/step - loss: 1.4246 - nse: 0.8225 - val_loss: 4.8258 - val_nse: 0.2418
Epoch 329/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9605 - nse: 0.7161
3/8 [==========>...................] - ETA: 0s - loss: 1.5866 - nse: 0.7049
5/8 [=================>............] - ETA: 0s - loss: 1.6142 - nse: 0.7455
7/8 [=========================>....] - ETA: 0s - loss: 1.4123 - nse: 0.7874
8/8 [==============================] - 0s 32ms/step - loss: 1.4046 - nse: 0.7973 - val_loss: 4.5589 - val_nse: 0.3075
Epoch 330/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9843 - nse: 0.7582
3/8 [==========>...................] - ETA: 0s - loss: 1.8739 - nse: 0.7316
5/8 [=================>............] - ETA: 0s - loss: 1.4237 - nse: 0.7897
7/8 [=========================>....] - ETA: 0s - loss: 1.5225 - nse: 0.8040
8/8 [==============================] - 0s 32ms/step - loss: 1.4923 - nse: 0.8129 - val_loss: 5.5971 - val_nse: 0.1265
Epoch 331/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3530 - nse: 0.8703
3/8 [==========>...................] - ETA: 0s - loss: 1.4221 - nse: 0.8052
5/8 [=================>............] - ETA: 0s - loss: 1.4091 - nse: 0.8226
7/8 [=========================>....] - ETA: 0s - loss: 1.3610 - nse: 0.8276
8/8 [==============================] - 0s 32ms/step - loss: 1.3483 - nse: 0.8358 - val_loss: 5.3248 - val_nse: 0.1855
Epoch 332/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.4370 - nse: 0.2692
3/8 [==========>...................] - ETA: 0s - loss: 2.0114 - nse: 0.6638
5/8 [=================>............] - ETA: 0s - loss: 2.1422 - nse: 0.6776
7/8 [=========================>....] - ETA: 0s - loss: 1.9091 - nse: 0.7269
8/8 [==============================] - 0s 32ms/step - loss: 1.8839 - nse: 0.7167 - val_loss: 4.6785 - val_nse: 0.2406
Epoch 333/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.4447 - nse: 0.6021
3/8 [==========>...................] - ETA: 0s - loss: 2.2164 - nse: 0.6475
5/8 [=================>............] - ETA: 0s - loss: 2.0169 - nse: 0.7189
7/8 [=========================>....] - ETA: 0s - loss: 1.9443 - nse: 0.7337
8/8 [==============================] - 0s 32ms/step - loss: 1.9354 - nse: 0.7264 - val_loss: 4.6737 - val_nse: 0.2564
Epoch 334/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1434 - nse: 0.8717
3/8 [==========>...................] - ETA: 0s - loss: 1.3502 - nse: 0.8175
5/8 [=================>............] - ETA: 0s - loss: 1.8293 - nse: 0.7675
7/8 [=========================>....] - ETA: 0s - loss: 1.7958 - nse: 0.7577
8/8 [==============================] - 0s 32ms/step - loss: 1.8241 - nse: 0.7685 - val_loss: 4.7227 - val_nse: 0.2719
Epoch 335/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.5162 - nse: 0.7445
4/8 [==============>...............] - ETA: 0s - loss: 1.8598 - nse: 0.7506
6/8 [=====================>........] - ETA: 0s - loss: 1.7371 - nse: 0.7601
8/8 [==============================] - 0s 32ms/step - loss: 1.6587 - nse: 0.7890 - val_loss: 5.2937 - val_nse: 0.1844
Epoch 336/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2275 - nse: 0.8002
3/8 [==========>...................] - ETA: 0s - loss: 1.2613 - nse: 0.8250
5/8 [=================>............] - ETA: 0s - loss: 1.5057 - nse: 0.8101
7/8 [=========================>....] - ETA: 0s - loss: 1.4698 - nse: 0.8190
8/8 [==============================] - 0s 32ms/step - loss: 1.5430 - nse: 0.4867 - val_loss: 4.5875 - val_nse: 0.2862
Epoch 337/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7981 - nse: 0.8056
3/8 [==========>...................] - ETA: 0s - loss: 1.0979 - nse: 0.8411
5/8 [=================>............] - ETA: 0s - loss: 1.3656 - nse: 0.8187
7/8 [=========================>....] - ETA: 0s - loss: 1.5342 - nse: 0.8038
8/8 [==============================] - 0s 32ms/step - loss: 1.5501 - nse: 0.7767 - val_loss: 4.1855 - val_nse: 0.3195
Epoch 338/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8214 - nse: 0.8398
3/8 [==========>...................] - ETA: 0s - loss: 1.5660 - nse: 0.7511
5/8 [=================>............] - ETA: 0s - loss: 1.6367 - nse: 0.7854
7/8 [=========================>....] - ETA: 0s - loss: 1.5898 - nse: 0.7711
8/8 [==============================] - 0s 32ms/step - loss: 1.5953 - nse: 0.7758 - val_loss: 4.5765 - val_nse: 0.2732
Epoch 339/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.4908 - nse: 0.8513
3/8 [==========>...................] - ETA: 0s - loss: 1.7159 - nse: 0.7968
6/8 [=====================>........] - ETA: 0s - loss: 1.4963 - nse: 0.7959
8/8 [==============================] - 0s 32ms/step - loss: 1.5038 - nse: 0.7841 - val_loss: 5.5480 - val_nse: 0.1479
Epoch 340/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8856 - nse: 0.8712
3/8 [==========>...................] - ETA: 0s - loss: 1.3180 - nse: 0.8134
5/8 [=================>............] - ETA: 0s - loss: 1.4394 - nse: 0.8115
7/8 [=========================>....] - ETA: 0s - loss: 1.5671 - nse: 0.8027
8/8 [==============================] - 0s 33ms/step - loss: 1.5350 - nse: 0.8190 - val_loss: 4.3229 - val_nse: 0.3088
Epoch 341/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1769 - nse: 0.8534
3/8 [==========>...................] - ETA: 0s - loss: 1.2794 - nse: 0.8353
5/8 [=================>............] - ETA: 0s - loss: 1.3553 - nse: 0.8383
7/8 [=========================>....] - ETA: 0s - loss: 1.3628 - nse: 0.8219
8/8 [==============================] - 0s 33ms/step - loss: 1.4096 - nse: 0.8088 - val_loss: 5.2106 - val_nse: 0.1942
Epoch 342/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0628 - nse: 0.7563
3/8 [==========>...................] - ETA: 0s - loss: 1.1591 - nse: 0.7980
5/8 [=================>............] - ETA: 0s - loss: 1.2271 - nse: 0.8201
7/8 [=========================>....] - ETA: 0s - loss: 1.3217 - nse: 0.8271
8/8 [==============================] - 0s 32ms/step - loss: 1.3273 - nse: 0.6200 - val_loss: 5.4189 - val_nse: 0.1684
Epoch 343/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6737 - nse: 0.9231
3/8 [==========>...................] - ETA: 0s - loss: 1.2821 - nse: 0.8501
5/8 [=================>............] - ETA: 0s - loss: 1.1753 - nse: 0.8454
7/8 [=========================>....] - ETA: 0s - loss: 1.2904 - nse: 0.8346
8/8 [==============================] - 0s 32ms/step - loss: 1.2776 - nse: 0.8445 - val_loss: 4.5744 - val_nse: 0.2786
Epoch 344/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9128 - nse: 0.8648
3/8 [==========>...................] - ETA: 0s - loss: 1.4068 - nse: 0.8469
5/8 [=================>............] - ETA: 0s - loss: 1.1957 - nse: 0.8613
7/8 [=========================>....] - ETA: 0s - loss: 1.1441 - nse: 0.8612
8/8 [==============================] - 0s 33ms/step - loss: 1.1342 - nse: 0.8620 - val_loss: 4.8445 - val_nse: 0.2512
Epoch 345/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.4908 - nse: 0.8304
3/8 [==========>...................] - ETA: 0s - loss: 0.9786 - nse: 0.8834
5/8 [=================>............] - ETA: 0s - loss: 1.0777 - nse: 0.8618
7/8 [=========================>....] - ETA: 0s - loss: 1.2500 - nse: 0.8460
8/8 [==============================] - 0s 33ms/step - loss: 1.2287 - nse: 0.8533 - val_loss: 4.7797 - val_nse: 0.2526
Epoch 346/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8382 - nse: 0.9205
3/8 [==========>...................] - ETA: 0s - loss: 1.2547 - nse: 0.8155
5/8 [=================>............] - ETA: 0s - loss: 1.2116 - nse: 0.8342
7/8 [=========================>....] - ETA: 0s - loss: 1.3157 - nse: 0.8331
8/8 [==============================] - 0s 32ms/step - loss: 1.3527 - nse: 0.8103 - val_loss: 5.6160 - val_nse: 0.1269
Epoch 347/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1884 - nse: 0.8411
3/8 [==========>...................] - ETA: 0s - loss: 1.1172 - nse: 0.8454
5/8 [=================>............] - ETA: 0s - loss: 1.3396 - nse: 0.8011
7/8 [=========================>....] - ETA: 0s - loss: 1.3277 - nse: 0.8137
8/8 [==============================] - 0s 33ms/step - loss: 1.3048 - nse: 0.7933 - val_loss: 5.1815 - val_nse: 0.2050
Epoch 348/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3369 - nse: 0.8747
3/8 [==========>...................] - ETA: 0s - loss: 1.1209 - nse: 0.8681
5/8 [=================>............] - ETA: 0s - loss: 1.2510 - nse: 0.8427
8/8 [==============================] - ETA: 0s - loss: 1.1546 - nse: 0.7759
8/8 [==============================] - 0s 32ms/step - loss: 1.1546 - nse: 0.7759 - val_loss: 5.0529 - val_nse: 0.1849
Epoch 349/50000
1/8 [==>...........................] - ETA: 0s - loss: 2.6403 - nse: 0.7293
3/8 [==========>...................] - ETA: 0s - loss: 1.8095 - nse: 0.7637
6/8 [=====================>........] - ETA: 0s - loss: 1.2835 - nse: 0.8351
8/8 [==============================] - 0s 31ms/step - loss: 1.3005 - nse: 0.8452 - val_loss: 4.5712 - val_nse: 0.2763
Epoch 350/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3731 - nse: 0.7961
4/8 [==============>...............] - ETA: 0s - loss: 1.4157 - nse: 0.8224
6/8 [=====================>........] - ETA: 0s - loss: 1.3070 - nse: 0.8329
8/8 [==============================] - 0s 32ms/step - loss: 1.3028 - nse: 0.8223 - val_loss: 4.4609 - val_nse: 0.3058
Epoch 351/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7081 - nse: 0.8868
4/8 [==============>...............] - ETA: 0s - loss: 1.2118 - nse: 0.8484
7/8 [=========================>....] - ETA: 0s - loss: 1.2819 - nse: 0.8320
8/8 [==============================] - 0s 31ms/step - loss: 1.2425 - nse: 0.8485 - val_loss: 5.0870 - val_nse: 0.2189
Epoch 352/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2264 - nse: 0.8488
3/8 [==========>...................] - ETA: 0s - loss: 1.2385 - nse: 0.8383
6/8 [=====================>........] - ETA: 0s - loss: 1.5826 - nse: 0.8064
8/8 [==============================] - 0s 31ms/step - loss: 1.4613 - nse: 0.8269 - val_loss: 6.1117 - val_nse: 0.0426
Epoch 353/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3564 - nse: 0.8286
4/8 [==============>...............] - ETA: 0s - loss: 1.3556 - nse: 0.8251
7/8 [=========================>....] - ETA: 0s - loss: 1.7349 - nse: 0.7866
8/8 [==============================] - 0s 31ms/step - loss: 1.7005 - nse: 0.7922 - val_loss: 5.7851 - val_nse: 0.1274
Epoch 354/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.6643 - nse: 0.7883
3/8 [==========>...................] - ETA: 0s - loss: 2.0806 - nse: 0.7283
6/8 [=====================>........] - ETA: 0s - loss: 1.9991 - nse: 0.7265
8/8 [==============================] - 0s 31ms/step - loss: 2.0393 - nse: 0.7426 - val_loss: 4.9695 - val_nse: 0.2185
Epoch 355/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9988 - nse: 0.8820
4/8 [==============>...............] - ETA: 0s - loss: 1.5055 - nse: 0.7909
7/8 [=========================>....] - ETA: 0s - loss: 1.7057 - nse: 0.7890
8/8 [==============================] - 0s 31ms/step - loss: 1.7165 - nse: 0.7270 - val_loss: 4.7408 - val_nse: 0.2180
Epoch 356/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.9187 - nse: 0.6417
4/8 [==============>...............] - ETA: 0s - loss: 1.8643 - nse: 0.7433
7/8 [=========================>....] - ETA: 0s - loss: 1.9487 - nse: 0.7392
8/8 [==============================] - 0s 31ms/step - loss: 1.9179 - nse: 0.7623 - val_loss: 4.8510 - val_nse: 0.2281
Epoch 357/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2424 - nse: 0.8544
3/8 [==========>...................] - ETA: 0s - loss: 1.4951 - nse: 0.8289
6/8 [=====================>........] - ETA: 0s - loss: 1.5539 - nse: 0.8120
8/8 [==============================] - 0s 31ms/step - loss: 1.5094 - nse: 0.8122 - val_loss: 4.3288 - val_nse: 0.3257
Epoch 358/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0205 - nse: 0.9037
4/8 [==============>...............] - ETA: 0s - loss: 1.3514 - nse: 0.8128
7/8 [=========================>....] - ETA: 0s - loss: 1.3451 - nse: 0.8219
8/8 [==============================] - 0s 31ms/step - loss: 1.3169 - nse: 0.8323 - val_loss: 4.8673 - val_nse: 0.2454
Epoch 359/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3696 - nse: 0.8320
4/8 [==============>...............] - ETA: 0s - loss: 1.5377 - nse: 0.7838
7/8 [=========================>....] - ETA: 0s - loss: 1.2590 - nse: 0.8335
8/8 [==============================] - 0s 31ms/step - loss: 1.2567 - nse: 0.8364 - val_loss: 4.4058 - val_nse: 0.3230
Epoch 360/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8953 - nse: 0.8958
4/8 [==============>...............] - ETA: 0s - loss: 1.2784 - nse: 0.8511
6/8 [=====================>........] - ETA: 0s - loss: 1.2785 - nse: 0.8497
8/8 [==============================] - 0s 31ms/step - loss: 1.4212 - nse: 0.8179 - val_loss: 6.3155 - val_nse: 0.0246
Epoch 361/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3965 - nse: 0.8585
4/8 [==============>...............] - ETA: 0s - loss: 1.2497 - nse: 0.8248
7/8 [=========================>....] - ETA: 0s - loss: 1.3432 - nse: 0.8250
8/8 [==============================] - 0s 31ms/step - loss: 1.3248 - nse: 0.8339 - val_loss: 5.2381 - val_nse: 0.2047
Epoch 362/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9116 - nse: 0.8988
4/8 [==============>...............] - ETA: 0s - loss: 1.1946 - nse: 0.8347
7/8 [=========================>....] - ETA: 0s - loss: 1.2839 - nse: 0.8340
8/8 [==============================] - 0s 31ms/step - loss: 1.3143 - nse: 0.8217 - val_loss: 4.5289 - val_nse: 0.2950
Epoch 363/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7159 - nse: 0.9117
3/8 [==========>...................] - ETA: 0s - loss: 1.3465 - nse: 0.8492
6/8 [=====================>........] - ETA: 0s - loss: 1.1595 - nse: 0.8528
8/8 [==============================] - 0s 31ms/step - loss: 1.1490 - nse: 0.8578 - val_loss: 4.5555 - val_nse: 0.2929
Epoch 364/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0864 - nse: 0.8604
4/8 [==============>...............] - ETA: 0s - loss: 0.9888 - nse: 0.8733
7/8 [=========================>....] - ETA: 0s - loss: 1.1248 - nse: 0.8642
8/8 [==============================] - 0s 31ms/step - loss: 1.1000 - nse: 0.8743 - val_loss: 4.9537 - val_nse: 0.2125
Epoch 365/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3200 - nse: 0.8023
4/8 [==============>...............] - ETA: 0s - loss: 1.1607 - nse: 0.8402
7/8 [=========================>....] - ETA: 0s - loss: 1.0680 - nse: 0.8627
8/8 [==============================] - 0s 31ms/step - loss: 1.0373 - nse: 0.8741 - val_loss: 5.4571 - val_nse: 0.1639
Epoch 366/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9023 - nse: 0.8856
3/8 [==========>...................] - ETA: 0s - loss: 0.9567 - nse: 0.8556
6/8 [=====================>........] - ETA: 0s - loss: 1.0224 - nse: 0.8685
8/8 [==============================] - 0s 32ms/step - loss: 1.0030 - nse: 0.8501 - val_loss: 5.2331 - val_nse: 0.1805
Epoch 367/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0208 - nse: 0.8734
4/8 [==============>...............] - ETA: 0s - loss: 1.0034 - nse: 0.8778
7/8 [=========================>....] - ETA: 0s - loss: 1.0615 - nse: 0.8677
8/8 [==============================] - 0s 31ms/step - loss: 1.1338 - nse: 0.8474 - val_loss: 4.9089 - val_nse: 0.2427
Epoch 368/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0869 - nse: 0.8449
3/8 [==========>...................] - ETA: 0s - loss: 1.0578 - nse: 0.8395
6/8 [=====================>........] - ETA: 0s - loss: 1.0354 - nse: 0.8610
8/8 [==============================] - 0s 31ms/step - loss: 1.1099 - nse: 0.8609 - val_loss: 5.2196 - val_nse: 0.1891
Epoch 369/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7822 - nse: 0.8948
3/8 [==========>...................] - ETA: 0s - loss: 0.8996 - nse: 0.8923
6/8 [=====================>........] - ETA: 0s - loss: 1.1969 - nse: 0.8458
8/8 [==============================] - 0s 31ms/step - loss: 1.2652 - nse: 0.8112 - val_loss: 5.7463 - val_nse: 0.1239
Epoch 370/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.4473 - nse: 0.8609
3/8 [==========>...................] - ETA: 0s - loss: 1.3224 - nse: 0.8533
6/8 [=====================>........] - ETA: 0s - loss: 1.3492 - nse: 0.8434
8/8 [==============================] - 0s 31ms/step - loss: 1.3560 - nse: 0.8249 - val_loss: 5.6758 - val_nse: 0.1213
Epoch 371/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2957 - nse: 0.8310
3/8 [==========>...................] - ETA: 0s - loss: 1.3517 - nse: 0.8052
6/8 [=====================>........] - ETA: 0s - loss: 1.1026 - nse: 0.8507
8/8 [==============================] - 0s 31ms/step - loss: 1.1512 - nse: 0.8539 - val_loss: 6.0907 - val_nse: 0.0722
Epoch 372/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5047 - nse: 0.9338
3/8 [==========>...................] - ETA: 0s - loss: 1.1228 - nse: 0.8515
5/8 [=================>............] - ETA: 0s - loss: 1.4253 - nse: 0.8200
7/8 [=========================>....] - ETA: 0s - loss: 1.3432 - nse: 0.8238
8/8 [==============================] - 0s 32ms/step - loss: 1.4202 - nse: 0.7626 - val_loss: 5.7074 - val_nse: 0.1276
Epoch 373/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3231 - nse: 0.8646
4/8 [==============>...............] - ETA: 0s - loss: 1.3581 - nse: 0.8304
7/8 [=========================>....] - ETA: 0s - loss: 1.3654 - nse: 0.8270
8/8 [==============================] - 0s 31ms/step - loss: 1.3952 - nse: 0.8250 - val_loss: 5.0122 - val_nse: 0.2233
Epoch 374/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9211 - nse: 0.8927
3/8 [==========>...................] - ETA: 0s - loss: 0.8500 - nse: 0.8941
6/8 [=====================>........] - ETA: 0s - loss: 1.1200 - nse: 0.8448
8/8 [==============================] - 0s 32ms/step - loss: 1.2461 - nse: 0.8388 - val_loss: 4.8036 - val_nse: 0.2460
Epoch 375/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0804 - nse: 0.8968
3/8 [==========>...................] - ETA: 0s - loss: 1.3051 - nse: 0.8577
6/8 [=====================>........] - ETA: 0s - loss: 1.1561 - nse: 0.8419
8/8 [==============================] - 0s 31ms/step - loss: 1.1806 - nse: 0.8156 - val_loss: 5.0578 - val_nse: 0.2031
Epoch 376/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8154 - nse: 0.8962
3/8 [==========>...................] - ETA: 0s - loss: 0.9843 - nse: 0.8778
6/8 [=====================>........] - ETA: 0s - loss: 1.1610 - nse: 0.8589
8/8 [==============================] - 0s 31ms/step - loss: 1.1764 - nse: 0.8498 - val_loss: 5.5591 - val_nse: 0.1209
Epoch 377/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3298 - nse: 0.8397
4/8 [==============>...............] - ETA: 0s - loss: 1.0512 - nse: 0.8664
7/8 [=========================>....] - ETA: 0s - loss: 1.1351 - nse: 0.8586
8/8 [==============================] - 0s 30ms/step - loss: 1.1448 - nse: 0.8613 - val_loss: 5.2815 - val_nse: 0.1713
Epoch 378/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5076 - nse: 0.9205
3/8 [==========>...................] - ETA: 0s - loss: 0.7981 - nse: 0.9107
6/8 [=====================>........] - ETA: 0s - loss: 0.9646 - nse: 0.8833
8/8 [==============================] - 0s 31ms/step - loss: 0.9742 - nse: 0.8773 - val_loss: 5.0423 - val_nse: 0.2100
Epoch 379/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7497 - nse: 0.9266
4/8 [==============>...............] - ETA: 0s - loss: 1.0031 - nse: 0.8697
7/8 [=========================>....] - ETA: 0s - loss: 0.8549 - nse: 0.8846
8/8 [==============================] - 0s 31ms/step - loss: 0.8588 - nse: 0.8864 - val_loss: 4.8704 - val_nse: 0.2499
Epoch 380/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9887 - nse: 0.8909
4/8 [==============>...............] - ETA: 0s - loss: 0.8193 - nse: 0.8877
7/8 [=========================>....] - ETA: 0s - loss: 0.8990 - nse: 0.8837
8/8 [==============================] - 0s 31ms/step - loss: 0.9036 - nse: 0.8796 - val_loss: 5.5557 - val_nse: 0.1460
Epoch 381/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7327 - nse: 0.8747
4/8 [==============>...............] - ETA: 0s - loss: 1.0835 - nse: 0.8600
7/8 [=========================>....] - ETA: 0s - loss: 1.0085 - nse: 0.8698
8/8 [==============================] - 0s 31ms/step - loss: 1.0065 - nse: 0.8663 - val_loss: 5.2774 - val_nse: 0.1988
Epoch 382/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9059 - nse: 0.8677
4/8 [==============>...............] - ETA: 0s - loss: 0.8969 - nse: 0.8814
7/8 [=========================>....] - ETA: 0s - loss: 0.9281 - nse: 0.8841
8/8 [==============================] - 0s 31ms/step - loss: 0.9537 - nse: 0.8770 - val_loss: 5.5541 - val_nse: 0.1459
Epoch 383/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9285 - nse: 0.8694
4/8 [==============>...............] - ETA: 0s - loss: 0.9633 - nse: 0.8703
7/8 [=========================>....] - ETA: 0s - loss: 1.0117 - nse: 0.8659
8/8 [==============================] - 0s 31ms/step - loss: 0.9864 - nse: 0.8753 - val_loss: 4.6843 - val_nse: 0.2738
Epoch 384/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9597 - nse: 0.8625
4/8 [==============>...............] - ETA: 0s - loss: 1.0639 - nse: 0.8470
7/8 [=========================>....] - ETA: 0s - loss: 1.0457 - nse: 0.8575
8/8 [==============================] - 0s 31ms/step - loss: 1.0906 - nse: 0.8489 - val_loss: 5.1935 - val_nse: 0.1886
Epoch 385/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6493 - nse: 0.9276
4/8 [==============>...............] - ETA: 0s - loss: 1.2447 - nse: 0.8269
7/8 [=========================>....] - ETA: 0s - loss: 1.2965 - nse: 0.8296
8/8 [==============================] - 0s 31ms/step - loss: 1.2890 - nse: 0.7945 - val_loss: 5.6206 - val_nse: 0.1293
Epoch 386/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7899 - nse: 0.9065
4/8 [==============>...............] - ETA: 0s - loss: 1.5996 - nse: 0.7888
7/8 [=========================>....] - ETA: 0s - loss: 1.4772 - nse: 0.8114
8/8 [==============================] - 0s 31ms/step - loss: 1.4586 - nse: 0.8169 - val_loss: 4.4823 - val_nse: 0.2920
Epoch 387/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7118 - nse: 0.9151
4/8 [==============>...............] - ETA: 0s - loss: 1.3940 - nse: 0.8169
7/8 [=========================>....] - ETA: 0s - loss: 1.3461 - nse: 0.8307
8/8 [==============================] - 0s 31ms/step - loss: 1.3286 - nse: 0.8313 - val_loss: 4.6980 - val_nse: 0.2273
Epoch 388/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6967 - nse: 0.8777
4/8 [==============>...............] - ETA: 0s - loss: 1.0823 - nse: 0.8585
7/8 [=========================>....] - ETA: 0s - loss: 1.0882 - nse: 0.8593
8/8 [==============================] - 0s 31ms/step - loss: 1.1358 - nse: 0.8403 - val_loss: 4.8486 - val_nse: 0.2257
Epoch 389/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9262 - nse: 0.8803
3/8 [==========>...................] - ETA: 0s - loss: 1.4051 - nse: 0.8212
6/8 [=====================>........] - ETA: 0s - loss: 1.3210 - nse: 0.8319
8/8 [==============================] - 0s 31ms/step - loss: 1.2766 - nse: 0.7827 - val_loss: 5.8949 - val_nse: 0.0995
Epoch 390/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3871 - nse: 0.7762
3/8 [==========>...................] - ETA: 0s - loss: 1.1913 - nse: 0.8411
5/8 [=================>............] - ETA: 0s - loss: 1.0536 - nse: 0.8640
8/8 [==============================] - ETA: 0s - loss: 0.9757 - nse: 0.8287
8/8 [==============================] - 0s 32ms/step - loss: 0.9757 - nse: 0.8287 - val_loss: 4.9314 - val_nse: 0.2345
Epoch 391/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7530 - nse: 0.8860
4/8 [==============>...............] - ETA: 0s - loss: 0.9060 - nse: 0.8634
7/8 [=========================>....] - ETA: 0s - loss: 0.9101 - nse: 0.8780
8/8 [==============================] - 0s 31ms/step - loss: 0.9042 - nse: 0.8727 - val_loss: 4.9396 - val_nse: 0.2316
Epoch 392/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6920 - nse: 0.9150
4/8 [==============>...............] - ETA: 0s - loss: 0.9610 - nse: 0.8683
7/8 [=========================>....] - ETA: 0s - loss: 0.9039 - nse: 0.8831
8/8 [==============================] - 0s 31ms/step - loss: 0.8961 - nse: 0.8791 - val_loss: 4.9636 - val_nse: 0.2307
Epoch 393/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5967 - nse: 0.9301
4/8 [==============>...............] - ETA: 0s - loss: 0.9549 - nse: 0.8532
7/8 [=========================>....] - ETA: 0s - loss: 0.9671 - nse: 0.8608
8/8 [==============================] - 0s 32ms/step - loss: 0.9583 - nse: 0.8206 - val_loss: 5.7285 - val_nse: 0.1217
Epoch 394/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6057 - nse: 0.9171
4/8 [==============>...............] - ETA: 0s - loss: 1.0561 - nse: 0.8709
7/8 [=========================>....] - ETA: 0s - loss: 1.0389 - nse: 0.8708
8/8 [==============================] - 0s 31ms/step - loss: 1.0252 - nse: 0.8747 - val_loss: 6.4016 - val_nse: 0.0115
Epoch 395/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8442 - nse: 0.9203
4/8 [==============>...............] - ETA: 0s - loss: 0.9323 - nse: 0.8648
7/8 [=========================>....] - ETA: 0s - loss: 0.9263 - nse: 0.8762
8/8 [==============================] - 0s 31ms/step - loss: 0.9054 - nse: 0.8811 - val_loss: 5.5461 - val_nse: 0.1379
Epoch 396/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6418 - nse: 0.9188
3/8 [==========>...................] - ETA: 0s - loss: 0.8705 - nse: 0.8687
5/8 [=================>............] - ETA: 0s - loss: 0.9703 - nse: 0.8722
8/8 [==============================] - ETA: 0s - loss: 0.9233 - nse: 0.8891
8/8 [==============================] - 0s 32ms/step - loss: 0.9233 - nse: 0.8891 - val_loss: 5.0608 - val_nse: 0.2108
Epoch 397/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4929 - nse: 0.9189
3/8 [==========>...................] - ETA: 0s - loss: 0.9095 - nse: 0.8915
5/8 [=================>............] - ETA: 0s - loss: 0.9028 - nse: 0.8703
7/8 [=========================>....] - ETA: 0s - loss: 0.8732 - nse: 0.8760
8/8 [==============================] - 0s 32ms/step - loss: 0.8990 - nse: 0.8720 - val_loss: 5.5038 - val_nse: 0.1293
Epoch 398/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4736 - nse: 0.9424
3/8 [==========>...................] - ETA: 0s - loss: 0.6702 - nse: 0.9025
6/8 [=====================>........] - ETA: 0s - loss: 0.8639 - nse: 0.8841
8/8 [==============================] - 0s 32ms/step - loss: 0.9601 - nse: 0.8531 - val_loss: 5.0871 - val_nse: 0.1745
Epoch 399/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.7260 - nse: 0.7497
4/8 [==============>...............] - ETA: 0s - loss: 1.7339 - nse: 0.7610
7/8 [=========================>....] - ETA: 0s - loss: 1.7644 - nse: 0.7804
8/8 [==============================] - 0s 31ms/step - loss: 1.7511 - nse: 0.7816 - val_loss: 6.1752 - val_nse: -0.0255
Epoch 400/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.4356 - nse: 0.7457
4/8 [==============>...............] - ETA: 0s - loss: 1.4496 - nse: 0.8177
6/8 [=====================>........] - ETA: 0s - loss: 1.4300 - nse: 0.8210
8/8 [==============================] - 0s 31ms/step - loss: 1.3837 - nse: 0.8087 - val_loss: 4.5498 - val_nse: 0.2863
Epoch 401/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8491 - nse: 0.7562
4/8 [==============>...............] - ETA: 0s - loss: 1.5978 - nse: 0.8128
6/8 [=====================>........] - ETA: 0s - loss: 1.3274 - nse: 0.8269
8/8 [==============================] - 0s 31ms/step - loss: 1.4633 - nse: 0.8090 - val_loss: 5.1773 - val_nse: 0.1671
Epoch 402/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7853 - nse: 0.9088
4/8 [==============>...............] - ETA: 0s - loss: 2.0748 - nse: 0.7628
7/8 [=========================>....] - ETA: 0s - loss: 1.8498 - nse: 0.7684
8/8 [==============================] - 0s 31ms/step - loss: 1.8166 - nse: 0.7817 - val_loss: 7.4963 - val_nse: -0.1833
Epoch 403/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.8678 - nse: 0.7289
3/8 [==========>...................] - ETA: 0s - loss: 1.4538 - nse: 0.8119
6/8 [=====================>........] - ETA: 0s - loss: 1.4118 - nse: 0.8236
8/8 [==============================] - 0s 31ms/step - loss: 1.4829 - nse: 0.8141 - val_loss: 4.8666 - val_nse: 0.2272
Epoch 404/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9423 - nse: 0.8957
3/8 [==========>...................] - ETA: 0s - loss: 1.1799 - nse: 0.8316
5/8 [=================>............] - ETA: 0s - loss: 1.1668 - nse: 0.8344
8/8 [==============================] - ETA: 0s - loss: 1.1896 - nse: 0.8413
8/8 [==============================] - 0s 32ms/step - loss: 1.1896 - nse: 0.8413 - val_loss: 4.8923 - val_nse: 0.2338
Epoch 405/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6635 - nse: 0.8948
3/8 [==========>...................] - ETA: 0s - loss: 0.9379 - nse: 0.8883
6/8 [=====================>........] - ETA: 0s - loss: 0.8249 - nse: 0.8906
8/8 [==============================] - 0s 31ms/step - loss: 0.8340 - nse: 0.8624 - val_loss: 5.2880 - val_nse: 0.1691
Epoch 406/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2412 - nse: 0.8818
3/8 [==========>...................] - ETA: 0s - loss: 0.8719 - nse: 0.8817
5/8 [=================>............] - ETA: 0s - loss: 0.7492 - nse: 0.9047
7/8 [=========================>....] - ETA: 0s - loss: 0.7948 - nse: 0.8939
8/8 [==============================] - 0s 32ms/step - loss: 0.7890 - nse: 0.8917 - val_loss: 4.8279 - val_nse: 0.2625
Epoch 407/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7019 - nse: 0.9148
3/8 [==========>...................] - ETA: 0s - loss: 0.6829 - nse: 0.9198
5/8 [=================>............] - ETA: 0s - loss: 0.6841 - nse: 0.9076
7/8 [=========================>....] - ETA: 0s - loss: 0.7555 - nse: 0.9005
8/8 [==============================] - 0s 32ms/step - loss: 0.7382 - nse: 0.9083 - val_loss: 5.3716 - val_nse: 0.1607
Epoch 408/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5098 - nse: 0.9462
3/8 [==========>...................] - ETA: 0s - loss: 0.4881 - nse: 0.9355
6/8 [=====================>........] - ETA: 0s - loss: 0.6778 - nse: 0.9190
8/8 [==============================] - 0s 32ms/step - loss: 0.6821 - nse: 0.9033 - val_loss: 5.3052 - val_nse: 0.1833
Epoch 409/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6705 - nse: 0.9240
3/8 [==========>...................] - ETA: 0s - loss: 0.6985 - nse: 0.8953
5/8 [=================>............] - ETA: 0s - loss: 0.7501 - nse: 0.9022
8/8 [==============================] - ETA: 0s - loss: 0.7356 - nse: 0.8857
8/8 [==============================] - 0s 31ms/step - loss: 0.7356 - nse: 0.8857 - val_loss: 5.2992 - val_nse: 0.1700
Epoch 410/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5370 - nse: 0.9214
4/8 [==============>...............] - ETA: 0s - loss: 1.1889 - nse: 0.8370
7/8 [=========================>....] - ETA: 0s - loss: 1.1828 - nse: 0.8480
8/8 [==============================] - 0s 31ms/step - loss: 1.1443 - nse: 0.8656 - val_loss: 5.9590 - val_nse: 0.0781
Epoch 411/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5253 - nse: 0.8852
3/8 [==========>...................] - ETA: 0s - loss: 0.5767 - nse: 0.9075
5/8 [=================>............] - ETA: 0s - loss: 0.6947 - nse: 0.9013
8/8 [==============================] - ETA: 0s - loss: 0.6821 - nse: 0.8873
8/8 [==============================] - 0s 32ms/step - loss: 0.6821 - nse: 0.8873 - val_loss: 5.4114 - val_nse: 0.1586
Epoch 412/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6242 - nse: 0.9128
3/8 [==========>...................] - ETA: 0s - loss: 0.8719 - nse: 0.8912
5/8 [=================>............] - ETA: 0s - loss: 0.8372 - nse: 0.8891
8/8 [==============================] - ETA: 0s - loss: 0.8091 - nse: 0.9021
8/8 [==============================] - 0s 32ms/step - loss: 0.8091 - nse: 0.9021 - val_loss: 6.1219 - val_nse: 0.0493
Epoch 413/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2970 - nse: 0.8726
3/8 [==========>...................] - ETA: 0s - loss: 0.9146 - nse: 0.9028
5/8 [=================>............] - ETA: 0s - loss: 0.7922 - nse: 0.9058
7/8 [=========================>....] - ETA: 0s - loss: 0.7689 - nse: 0.9041
8/8 [==============================] - 0s 32ms/step - loss: 0.7777 - nse: 0.8974 - val_loss: 6.6761 - val_nse: -0.0290
Epoch 414/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0495 - nse: 0.8614
4/8 [==============>...............] - ETA: 0s - loss: 0.7964 - nse: 0.9137
7/8 [=========================>....] - ETA: 0s - loss: 0.7924 - nse: 0.8970
8/8 [==============================] - 0s 31ms/step - loss: 0.8085 - nse: 0.8606 - val_loss: 5.9051 - val_nse: 0.0906
Epoch 415/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3926 - nse: 0.9417
3/8 [==========>...................] - ETA: 0s - loss: 0.7672 - nse: 0.9100
6/8 [=====================>........] - ETA: 0s - loss: 0.8994 - nse: 0.8910
8/8 [==============================] - 0s 31ms/step - loss: 0.9199 - nse: 0.8836 - val_loss: 5.9781 - val_nse: 0.0790
Epoch 416/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7340 - nse: 0.9097
4/8 [==============>...............] - ETA: 0s - loss: 0.9433 - nse: 0.8833
6/8 [=====================>........] - ETA: 0s - loss: 0.8859 - nse: 0.8871
8/8 [==============================] - 0s 33ms/step - loss: 0.9179 - nse: 0.8845 - val_loss: 4.7948 - val_nse: 0.2357
Epoch 417/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.4019 - nse: 0.8777
3/8 [==========>...................] - ETA: 0s - loss: 1.0801 - nse: 0.8673
5/8 [=================>............] - ETA: 0s - loss: 1.1212 - nse: 0.8502
8/8 [==============================] - ETA: 0s - loss: 1.1262 - nse: 0.8194
8/8 [==============================] - 0s 33ms/step - loss: 1.1262 - nse: 0.8194 - val_loss: 5.0996 - val_nse: 0.2069
Epoch 418/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.5782 - nse: 0.8329
4/8 [==============>...............] - ETA: 0s - loss: 0.8445 - nse: 0.9095
7/8 [=========================>....] - ETA: 0s - loss: 0.7683 - nse: 0.8963
8/8 [==============================] - 0s 31ms/step - loss: 0.7570 - nse: 0.8988 - val_loss: 5.7082 - val_nse: 0.1081
Epoch 419/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5780 - nse: 0.9341
4/8 [==============>...............] - ETA: 0s - loss: 0.6556 - nse: 0.9092
7/8 [=========================>....] - ETA: 0s - loss: 0.7549 - nse: 0.9055
8/8 [==============================] - 0s 31ms/step - loss: 0.7412 - nse: 0.9075 - val_loss: 5.1722 - val_nse: 0.1905
Epoch 420/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9937 - nse: 0.8954
4/8 [==============>...............] - ETA: 0s - loss: 0.8132 - nse: 0.9051
7/8 [=========================>....] - ETA: 0s - loss: 0.8308 - nse: 0.8916
8/8 [==============================] - 0s 31ms/step - loss: 0.8288 - nse: 0.8932 - val_loss: 5.6690 - val_nse: 0.1183
Epoch 421/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0005 - nse: 0.8427
3/8 [==========>...................] - ETA: 0s - loss: 0.9013 - nse: 0.8704
6/8 [=====================>........] - ETA: 0s - loss: 0.8262 - nse: 0.8892
8/8 [==============================] - 0s 31ms/step - loss: 0.8253 - nse: 0.8924 - val_loss: 5.9642 - val_nse: 0.0831
Epoch 422/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6861 - nse: 0.8616
4/8 [==============>...............] - ETA: 0s - loss: 0.6587 - nse: 0.9018
7/8 [=========================>....] - ETA: 0s - loss: 0.7820 - nse: 0.8957
8/8 [==============================] - 0s 30ms/step - loss: 0.7891 - nse: 0.8911 - val_loss: 6.2038 - val_nse: 0.0586
Epoch 423/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2855 - nse: 0.9639
4/8 [==============>...............] - ETA: 0s - loss: 0.7534 - nse: 0.9037
7/8 [=========================>....] - ETA: 0s - loss: 0.7391 - nse: 0.9093
8/8 [==============================] - 0s 30ms/step - loss: 0.7332 - nse: 0.9013 - val_loss: 6.1368 - val_nse: 0.0560
Epoch 424/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5016 - nse: 0.9385
4/8 [==============>...............] - ETA: 0s - loss: 0.6238 - nse: 0.9202
7/8 [=========================>....] - ETA: 0s - loss: 0.6291 - nse: 0.9195
8/8 [==============================] - 0s 31ms/step - loss: 0.6257 - nse: 0.9098 - val_loss: 5.4643 - val_nse: 0.1512
Epoch 425/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8793 - nse: 0.9221
4/8 [==============>...............] - ETA: 0s - loss: 0.6558 - nse: 0.9196
7/8 [=========================>....] - ETA: 0s - loss: 0.6900 - nse: 0.9142
8/8 [==============================] - 0s 31ms/step - loss: 0.6947 - nse: 0.9096 - val_loss: 6.0103 - val_nse: 0.0592
Epoch 426/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6978 - nse: 0.9198
4/8 [==============>...............] - ETA: 0s - loss: 0.6086 - nse: 0.9131
7/8 [=========================>....] - ETA: 0s - loss: 0.6743 - nse: 0.9069
8/8 [==============================] - 0s 30ms/step - loss: 0.6790 - nse: 0.9080 - val_loss: 7.3405 - val_nse: -0.1345
Epoch 427/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9781 - nse: 0.8669
4/8 [==============>...............] - ETA: 0s - loss: 1.0998 - nse: 0.8655
7/8 [=========================>....] - ETA: 0s - loss: 1.0004 - nse: 0.8740
8/8 [==============================] - 0s 31ms/step - loss: 0.9882 - nse: 0.8774 - val_loss: 5.1277 - val_nse: 0.1846
Epoch 428/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6140 - nse: 0.9327
3/8 [==========>...................] - ETA: 0s - loss: 0.8346 - nse: 0.8976
6/8 [=====================>........] - ETA: 0s - loss: 0.8282 - nse: 0.8904
8/8 [==============================] - 0s 32ms/step - loss: 0.7681 - nse: 0.9054 - val_loss: 5.0885 - val_nse: 0.1861
Epoch 429/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1415 - nse: 0.8827
4/8 [==============>...............] - ETA: 0s - loss: 0.9868 - nse: 0.8572
7/8 [=========================>....] - ETA: 0s - loss: 0.8900 - nse: 0.8784
8/8 [==============================] - 0s 32ms/step - loss: 0.8999 - nse: 0.8775 - val_loss: 5.5624 - val_nse: 0.1273
Epoch 430/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5023 - nse: 0.9346
4/8 [==============>...............] - ETA: 0s - loss: 0.8130 - nse: 0.8890
7/8 [=========================>....] - ETA: 0s - loss: 0.8625 - nse: 0.8802
8/8 [==============================] - 0s 31ms/step - loss: 0.8774 - nse: 0.8814 - val_loss: 4.7586 - val_nse: 0.2409
Epoch 431/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5951 - nse: 0.9063
4/8 [==============>...............] - ETA: 0s - loss: 0.6738 - nse: 0.9126
7/8 [=========================>....] - ETA: 0s - loss: 0.7533 - nse: 0.9070
8/8 [==============================] - 0s 31ms/step - loss: 0.7401 - nse: 0.9103 - val_loss: 6.8263 - val_nse: -0.0766
Epoch 432/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7491 - nse: 0.9024
4/8 [==============>...............] - ETA: 0s - loss: 1.0466 - nse: 0.8674
7/8 [=========================>....] - ETA: 0s - loss: 1.0542 - nse: 0.8667
8/8 [==============================] - 0s 31ms/step - loss: 1.0260 - nse: 0.8799 - val_loss: 5.8277 - val_nse: 0.0704
Epoch 433/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7807 - nse: 0.8971
4/8 [==============>...............] - ETA: 0s - loss: 0.8951 - nse: 0.8944
7/8 [=========================>....] - ETA: 0s - loss: 0.9399 - nse: 0.8804
8/8 [==============================] - 0s 31ms/step - loss: 0.9616 - nse: 0.8824 - val_loss: 5.9663 - val_nse: 0.0710
Epoch 434/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8436 - nse: 0.8771
4/8 [==============>...............] - ETA: 0s - loss: 1.3042 - nse: 0.8253
7/8 [=========================>....] - ETA: 0s - loss: 1.2759 - nse: 0.8349
8/8 [==============================] - 0s 30ms/step - loss: 1.2907 - nse: 0.8184 - val_loss: 4.9225 - val_nse: 0.2228
Epoch 435/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.5955 - nse: 0.7649
4/8 [==============>...............] - ETA: 0s - loss: 1.0466 - nse: 0.8734
7/8 [=========================>....] - ETA: 0s - loss: 0.9426 - nse: 0.8756
8/8 [==============================] - 0s 30ms/step - loss: 0.9476 - nse: 0.8726 - val_loss: 5.3673 - val_nse: 0.1386
Epoch 436/50000
1/8 [==>...........................] - ETA: 0s - loss: 3.1532 - nse: 0.6251
4/8 [==============>...............] - ETA: 0s - loss: 1.3534 - nse: 0.8342
7/8 [=========================>....] - ETA: 0s - loss: 1.3897 - nse: 0.8202
8/8 [==============================] - 0s 32ms/step - loss: 1.3733 - nse: 0.8277 - val_loss: 5.1654 - val_nse: 0.1625
Epoch 437/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1934 - nse: 0.8523
4/8 [==============>...............] - ETA: 0s - loss: 0.8875 - nse: 0.8506
7/8 [=========================>....] - ETA: 0s - loss: 0.9181 - nse: 0.8721
8/8 [==============================] - 0s 32ms/step - loss: 0.9175 - nse: 0.8775 - val_loss: 5.8200 - val_nse: 0.0951
Epoch 438/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6345 - nse: 0.9034
4/8 [==============>...............] - ETA: 0s - loss: 0.7469 - nse: 0.9012
7/8 [=========================>....] - ETA: 0s - loss: 0.7569 - nse: 0.9056
8/8 [==============================] - 0s 31ms/step - loss: 0.7453 - nse: 0.8987 - val_loss: 5.7400 - val_nse: 0.0997
Epoch 439/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3620 - nse: 0.9548
3/8 [==========>...................] - ETA: 0s - loss: 0.5642 - nse: 0.9275
6/8 [=====================>........] - ETA: 0s - loss: 0.6033 - nse: 0.9264
8/8 [==============================] - 0s 31ms/step - loss: 0.6133 - nse: 0.9228 - val_loss: 4.8780 - val_nse: 0.2373
Epoch 440/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2945 - nse: 0.8732
4/8 [==============>...............] - ETA: 0s - loss: 0.7331 - nse: 0.9012
7/8 [=========================>....] - ETA: 0s - loss: 0.6163 - nse: 0.9186
8/8 [==============================] - 0s 31ms/step - loss: 0.6186 - nse: 0.9212 - val_loss: 5.4981 - val_nse: 0.1483
Epoch 441/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4060 - nse: 0.9466
3/8 [==========>...................] - ETA: 0s - loss: 0.5874 - nse: 0.9165
6/8 [=====================>........] - ETA: 0s - loss: 0.5957 - nse: 0.9161
8/8 [==============================] - 0s 32ms/step - loss: 0.5924 - nse: 0.9250 - val_loss: 5.2094 - val_nse: 0.1877
Epoch 442/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5964 - nse: 0.9216
3/8 [==========>...................] - ETA: 0s - loss: 0.6002 - nse: 0.9197
6/8 [=====================>........] - ETA: 0s - loss: 0.6613 - nse: 0.9103
8/8 [==============================] - 0s 32ms/step - loss: 0.6749 - nse: 0.9129 - val_loss: 6.2128 - val_nse: 0.0186
Epoch 443/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7864 - nse: 0.9258
4/8 [==============>...............] - ETA: 0s - loss: 0.8777 - nse: 0.8860
7/8 [=========================>....] - ETA: 0s - loss: 0.7161 - nse: 0.9065
8/8 [==============================] - 0s 31ms/step - loss: 0.7329 - nse: 0.9009 - val_loss: 6.0310 - val_nse: 0.0485
Epoch 444/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0158 - nse: 0.7743
4/8 [==============>...............] - ETA: 0s - loss: 0.9328 - nse: 0.8536
7/8 [=========================>....] - ETA: 0s - loss: 0.9993 - nse: 0.8675
8/8 [==============================] - 0s 31ms/step - loss: 0.9754 - nse: 0.8807 - val_loss: 6.4078 - val_nse: -0.0095
Epoch 445/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8482 - nse: 0.9113
4/8 [==============>...............] - ETA: 0s - loss: 1.3041 - nse: 0.7735
7/8 [=========================>....] - ETA: 0s - loss: 1.1221 - nse: 0.8290
8/8 [==============================] - 0s 31ms/step - loss: 1.1000 - nse: 0.8336 - val_loss: 5.3104 - val_nse: 0.1807
Epoch 446/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6045 - nse: 0.9423
4/8 [==============>...............] - ETA: 0s - loss: 0.9017 - nse: 0.9002
7/8 [=========================>....] - ETA: 0s - loss: 0.8103 - nse: 0.9007
8/8 [==============================] - 0s 31ms/step - loss: 0.8332 - nse: 0.8425 - val_loss: 4.9388 - val_nse: 0.2037
Epoch 447/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6184 - nse: 0.9129
4/8 [==============>...............] - ETA: 0s - loss: 0.6432 - nse: 0.9218
7/8 [=========================>....] - ETA: 0s - loss: 0.8415 - nse: 0.8864
8/8 [==============================] - 0s 30ms/step - loss: 0.8322 - nse: 0.8782 - val_loss: 5.0642 - val_nse: 0.1909
Epoch 448/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7826 - nse: 0.9108
4/8 [==============>...............] - ETA: 0s - loss: 0.9744 - nse: 0.8686
7/8 [=========================>....] - ETA: 0s - loss: 0.8888 - nse: 0.8847
8/8 [==============================] - 0s 31ms/step - loss: 0.8762 - nse: 0.8635 - val_loss: 5.5359 - val_nse: 0.1346
Epoch 449/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6400 - nse: 0.9441
3/8 [==========>...................] - ETA: 0s - loss: 0.6042 - nse: 0.9276
6/8 [=====================>........] - ETA: 0s - loss: 0.6382 - nse: 0.9186
8/8 [==============================] - 0s 31ms/step - loss: 0.6572 - nse: 0.9144 - val_loss: 5.7279 - val_nse: 0.0918
Epoch 450/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7190 - nse: 0.9258
4/8 [==============>...............] - ETA: 0s - loss: 0.5313 - nse: 0.9363
7/8 [=========================>....] - ETA: 0s - loss: 0.7312 - nse: 0.9014
8/8 [==============================] - 0s 31ms/step - loss: 0.7420 - nse: 0.8840 - val_loss: 5.7733 - val_nse: 0.0967
Epoch 451/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5639 - nse: 0.9438
4/8 [==============>...............] - ETA: 0s - loss: 0.6439 - nse: 0.9126
7/8 [=========================>....] - ETA: 0s - loss: 0.7344 - nse: 0.9056
8/8 [==============================] - 0s 31ms/step - loss: 0.7199 - nse: 0.9131 - val_loss: 5.0293 - val_nse: 0.2186
Epoch 452/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5650 - nse: 0.9319
4/8 [==============>...............] - ETA: 0s - loss: 0.7429 - nse: 0.9053
7/8 [=========================>....] - ETA: 0s - loss: 0.6701 - nse: 0.9153
8/8 [==============================] - 0s 31ms/step - loss: 0.6577 - nse: 0.9220 - val_loss: 5.6672 - val_nse: 0.1156
Epoch 453/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6835 - nse: 0.9154
4/8 [==============>...............] - ETA: 0s - loss: 0.6541 - nse: 0.9160
7/8 [=========================>....] - ETA: 0s - loss: 0.6011 - nse: 0.9225
8/8 [==============================] - 0s 32ms/step - loss: 0.5871 - nse: 0.9259 - val_loss: 5.6659 - val_nse: 0.1195
Epoch 454/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5369 - nse: 0.9495
4/8 [==============>...............] - ETA: 0s - loss: 0.6051 - nse: 0.9203
7/8 [=========================>....] - ETA: 0s - loss: 0.5643 - nse: 0.9301
8/8 [==============================] - 0s 31ms/step - loss: 0.5810 - nse: 0.9116 - val_loss: 5.4401 - val_nse: 0.1560
Epoch 455/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4942 - nse: 0.9283
4/8 [==============>...............] - ETA: 0s - loss: 0.6242 - nse: 0.9257
7/8 [=========================>....] - ETA: 0s - loss: 0.5930 - nse: 0.9274
8/8 [==============================] - 0s 31ms/step - loss: 0.5809 - nse: 0.9242 - val_loss: 4.8770 - val_nse: 0.2334
Epoch 456/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2950 - nse: 0.9552
4/8 [==============>...............] - ETA: 0s - loss: 0.4380 - nse: 0.9424
7/8 [=========================>....] - ETA: 0s - loss: 0.5562 - nse: 0.9329
8/8 [==============================] - 0s 30ms/step - loss: 0.5554 - nse: 0.9332 - val_loss: 5.8491 - val_nse: 0.0820
Epoch 457/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6028 - nse: 0.9197
4/8 [==============>...............] - ETA: 0s - loss: 0.6835 - nse: 0.9095
7/8 [=========================>....] - ETA: 0s - loss: 0.6318 - nse: 0.9200
8/8 [==============================] - 0s 32ms/step - loss: 0.6280 - nse: 0.9236 - val_loss: 5.4961 - val_nse: 0.1291
Epoch 458/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4226 - nse: 0.9449
4/8 [==============>...............] - ETA: 0s - loss: 0.6978 - nse: 0.9116
7/8 [=========================>....] - ETA: 0s - loss: 0.6249 - nse: 0.9205
8/8 [==============================] - 0s 31ms/step - loss: 0.6262 - nse: 0.9173 - val_loss: 5.2685 - val_nse: 0.1618
Epoch 459/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5506 - nse: 0.9391
4/8 [==============>...............] - ETA: 0s - loss: 0.6079 - nse: 0.9203
7/8 [=========================>....] - ETA: 0s - loss: 0.6050 - nse: 0.9230
8/8 [==============================] - 0s 30ms/step - loss: 0.5916 - nse: 0.9281 - val_loss: 5.9864 - val_nse: 0.0747
Epoch 460/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2842 - nse: 0.9769
4/8 [==============>...............] - ETA: 0s - loss: 0.3970 - nse: 0.9460
7/8 [=========================>....] - ETA: 0s - loss: 0.5249 - nse: 0.9305
8/8 [==============================] - 0s 31ms/step - loss: 0.5211 - nse: 0.9331 - val_loss: 5.8871 - val_nse: 0.1019
Epoch 461/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6171 - nse: 0.9214
4/8 [==============>...............] - ETA: 0s - loss: 0.5703 - nse: 0.9262
7/8 [=========================>....] - ETA: 0s - loss: 0.5199 - nse: 0.9339
8/8 [==============================] - 0s 31ms/step - loss: 0.5081 - nse: 0.9389 - val_loss: 5.5069 - val_nse: 0.1488
Epoch 462/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4910 - nse: 0.9301
4/8 [==============>...............] - ETA: 0s - loss: 0.4828 - nse: 0.9390
7/8 [=========================>....] - ETA: 0s - loss: 0.4754 - nse: 0.9402
8/8 [==============================] - 0s 31ms/step - loss: 0.4696 - nse: 0.9423 - val_loss: 5.7796 - val_nse: 0.1077
Epoch 463/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4204 - nse: 0.9359
4/8 [==============>...............] - ETA: 0s - loss: 0.5012 - nse: 0.9323
7/8 [=========================>....] - ETA: 0s - loss: 0.4863 - nse: 0.9338
8/8 [==============================] - 0s 31ms/step - loss: 0.4861 - nse: 0.9376 - val_loss: 6.0394 - val_nse: 0.0642
Epoch 464/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3327 - nse: 0.9633
4/8 [==============>...............] - ETA: 0s - loss: 0.3764 - nse: 0.9548
7/8 [=========================>....] - ETA: 0s - loss: 0.4656 - nse: 0.9369
8/8 [==============================] - 0s 31ms/step - loss: 0.4584 - nse: 0.9310 - val_loss: 5.2237 - val_nse: 0.1856
Epoch 465/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2476 - nse: 0.9707
4/8 [==============>...............] - ETA: 0s - loss: 0.3442 - nse: 0.9519
7/8 [=========================>....] - ETA: 0s - loss: 0.3997 - nse: 0.9482
8/8 [==============================] - 0s 30ms/step - loss: 0.3996 - nse: 0.9450 - val_loss: 6.6568 - val_nse: -0.0318
Epoch 466/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4123 - nse: 0.9441
4/8 [==============>...............] - ETA: 0s - loss: 0.6339 - nse: 0.9207
7/8 [=========================>....] - ETA: 0s - loss: 0.6040 - nse: 0.9234
8/8 [==============================] - 0s 31ms/step - loss: 0.5943 - nse: 0.9294 - val_loss: 5.9103 - val_nse: 0.0838
Epoch 467/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5380 - nse: 0.9387
4/8 [==============>...............] - ETA: 0s - loss: 0.6417 - nse: 0.9188
7/8 [=========================>....] - ETA: 0s - loss: 0.6970 - nse: 0.9079
8/8 [==============================] - 0s 32ms/step - loss: 0.6848 - nse: 0.9151 - val_loss: 6.4686 - val_nse: -0.0124
Epoch 468/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6526 - nse: 0.9002
4/8 [==============>...............] - ETA: 0s - loss: 0.7899 - nse: 0.8994
7/8 [=========================>....] - ETA: 0s - loss: 0.7112 - nse: 0.9136
8/8 [==============================] - 0s 30ms/step - loss: 0.6987 - nse: 0.8864 - val_loss: 5.6381 - val_nse: 0.1165
Epoch 469/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6423 - nse: 0.8867
4/8 [==============>...............] - ETA: 0s - loss: 0.7308 - nse: 0.8901
7/8 [=========================>....] - ETA: 0s - loss: 0.6728 - nse: 0.9065
8/8 [==============================] - 0s 31ms/step - loss: 0.6845 - nse: 0.9072 - val_loss: 5.3723 - val_nse: 0.1580
Epoch 470/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1446 - nse: 0.8754
4/8 [==============>...............] - ETA: 0s - loss: 0.8152 - nse: 0.9043
7/8 [=========================>....] - ETA: 0s - loss: 0.7524 - nse: 0.9002
8/8 [==============================] - 0s 32ms/step - loss: 0.7376 - nse: 0.9072 - val_loss: 5.4799 - val_nse: 0.1462
Epoch 471/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6272 - nse: 0.8945
4/8 [==============>...............] - ETA: 0s - loss: 0.6466 - nse: 0.9156
7/8 [=========================>....] - ETA: 0s - loss: 0.6706 - nse: 0.9089
8/8 [==============================] - 0s 31ms/step - loss: 0.6511 - nse: 0.9192 - val_loss: 5.1302 - val_nse: 0.2052
Epoch 472/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1921 - nse: 0.9779
4/8 [==============>...............] - ETA: 0s - loss: 0.5246 - nse: 0.9355
7/8 [=========================>....] - ETA: 0s - loss: 0.5910 - nse: 0.9237
8/8 [==============================] - 0s 32ms/step - loss: 0.5930 - nse: 0.9279 - val_loss: 4.9185 - val_nse: 0.2366
Epoch 473/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5905 - nse: 0.9135
4/8 [==============>...............] - ETA: 0s - loss: 0.6224 - nse: 0.9175
7/8 [=========================>....] - ETA: 0s - loss: 0.5748 - nse: 0.9240
8/8 [==============================] - 0s 31ms/step - loss: 0.5622 - nse: 0.9276 - val_loss: 6.4283 - val_nse: -0.0217
Epoch 474/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6382 - nse: 0.9241
4/8 [==============>...............] - ETA: 0s - loss: 0.5108 - nse: 0.9301
7/8 [=========================>....] - ETA: 0s - loss: 0.4952 - nse: 0.9346
8/8 [==============================] - 0s 31ms/step - loss: 0.4966 - nse: 0.9310 - val_loss: 5.5467 - val_nse: 0.1455
Epoch 475/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1676 - nse: 0.9713
4/8 [==============>...............] - ETA: 0s - loss: 0.5040 - nse: 0.9305
7/8 [=========================>....] - ETA: 0s - loss: 0.5563 - nse: 0.9249
8/8 [==============================] - 0s 31ms/step - loss: 0.5611 - nse: 0.9288 - val_loss: 6.4981 - val_nse: -0.0076
Epoch 476/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5835 - nse: 0.9002
4/8 [==============>...............] - ETA: 0s - loss: 0.6631 - nse: 0.8987
6/8 [=====================>........] - ETA: 0s - loss: 0.6709 - nse: 0.9014
8/8 [==============================] - 0s 31ms/step - loss: 0.7871 - nse: 0.8990 - val_loss: 4.8229 - val_nse: 0.2564
Epoch 477/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3076 - nse: 0.9569
4/8 [==============>...............] - ETA: 0s - loss: 0.7665 - nse: 0.9080
7/8 [=========================>....] - ETA: 0s - loss: 0.8424 - nse: 0.8964
8/8 [==============================] - 0s 30ms/step - loss: 0.8306 - nse: 0.9029 - val_loss: 4.6564 - val_nse: 0.2747
Epoch 478/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.5706 - nse: 0.7525
4/8 [==============>...............] - ETA: 0s - loss: 0.9722 - nse: 0.8553
7/8 [=========================>....] - ETA: 0s - loss: 0.9982 - nse: 0.8735
8/8 [==============================] - 0s 31ms/step - loss: 0.9930 - nse: 0.8772 - val_loss: 4.7664 - val_nse: 0.2539
Epoch 479/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2817 - nse: 0.9579
4/8 [==============>...............] - ETA: 0s - loss: 0.5600 - nse: 0.9301
7/8 [=========================>....] - ETA: 0s - loss: 0.6291 - nse: 0.9199
8/8 [==============================] - 0s 31ms/step - loss: 0.6282 - nse: 0.8865 - val_loss: 5.0161 - val_nse: 0.2219
Epoch 480/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3584 - nse: 0.9488
4/8 [==============>...............] - ETA: 0s - loss: 0.7240 - nse: 0.9003
7/8 [=========================>....] - ETA: 0s - loss: 0.7324 - nse: 0.9051
8/8 [==============================] - 0s 31ms/step - loss: 0.7195 - nse: 0.9120 - val_loss: 6.1239 - val_nse: 0.0485
Epoch 481/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1638 - nse: 0.8046
4/8 [==============>...............] - ETA: 0s - loss: 0.6788 - nse: 0.9073
7/8 [=========================>....] - ETA: 0s - loss: 0.6121 - nse: 0.9184
8/8 [==============================] - 0s 31ms/step - loss: 0.5942 - nse: 0.9267 - val_loss: 5.6997 - val_nse: 0.1206
Epoch 482/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7160 - nse: 0.9364
3/8 [==========>...................] - ETA: 0s - loss: 0.5094 - nse: 0.9257
5/8 [=================>............] - ETA: 0s - loss: 0.4864 - nse: 0.9287
7/8 [=========================>....] - ETA: 0s - loss: 0.4850 - nse: 0.9301
8/8 [==============================] - 0s 32ms/step - loss: 0.5226 - nse: 0.9141 - val_loss: 5.2783 - val_nse: 0.1638
Epoch 483/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6052 - nse: 0.9273
3/8 [==========>...................] - ETA: 0s - loss: 0.5273 - nse: 0.9376
6/8 [=====================>........] - ETA: 0s - loss: 0.7954 - nse: 0.8797
8/8 [==============================] - 0s 31ms/step - loss: 0.8690 - nse: 0.8566 - val_loss: 5.3554 - val_nse: 0.1635
Epoch 484/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2516 - nse: 0.8565
4/8 [==============>...............] - ETA: 0s - loss: 0.8577 - nse: 0.8935
7/8 [=========================>....] - ETA: 0s - loss: 0.9054 - nse: 0.8924
8/8 [==============================] - 0s 31ms/step - loss: 0.8985 - nse: 0.8686 - val_loss: 4.5302 - val_nse: 0.2860
Epoch 485/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0836 - nse: 0.8781
4/8 [==============>...............] - ETA: 0s - loss: 0.9322 - nse: 0.8875
7/8 [=========================>....] - ETA: 0s - loss: 0.9124 - nse: 0.8818
8/8 [==============================] - 0s 30ms/step - loss: 0.8847 - nse: 0.8941 - val_loss: 5.4580 - val_nse: 0.1505
Epoch 486/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9627 - nse: 0.8373
4/8 [==============>...............] - ETA: 0s - loss: 0.7754 - nse: 0.9029
7/8 [=========================>....] - ETA: 0s - loss: 0.7331 - nse: 0.9059
8/8 [==============================] - 0s 31ms/step - loss: 0.7340 - nse: 0.9028 - val_loss: 4.8874 - val_nse: 0.2498
Epoch 487/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.2424 - nse: 0.8803
4/8 [==============>...............] - ETA: 0s - loss: 0.8432 - nse: 0.9058
7/8 [=========================>....] - ETA: 0s - loss: 0.7461 - nse: 0.9079
8/8 [==============================] - 0s 32ms/step - loss: 0.7520 - nse: 0.8922 - val_loss: 5.7745 - val_nse: 0.1059
Epoch 488/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6111 - nse: 0.9056
4/8 [==============>...............] - ETA: 0s - loss: 0.6142 - nse: 0.9200
7/8 [=========================>....] - ETA: 0s - loss: 0.6843 - nse: 0.9100
8/8 [==============================] - 0s 31ms/step - loss: 0.6780 - nse: 0.9146 - val_loss: 4.8029 - val_nse: 0.2573
Epoch 489/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1535 - nse: 0.8725
3/8 [==========>...................] - ETA: 0s - loss: 0.6473 - nse: 0.9226
6/8 [=====================>........] - ETA: 0s - loss: 0.6142 - nse: 0.9217
8/8 [==============================] - 0s 32ms/step - loss: 0.6109 - nse: 0.9195 - val_loss: 5.0664 - val_nse: 0.2083
Epoch 490/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4881 - nse: 0.9090
4/8 [==============>...............] - ETA: 0s - loss: 0.4357 - nse: 0.9309
7/8 [=========================>....] - ETA: 0s - loss: 0.4496 - nse: 0.9391
8/8 [==============================] - 0s 31ms/step - loss: 0.4647 - nse: 0.9301 - val_loss: 5.1224 - val_nse: 0.1820
Epoch 491/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3955 - nse: 0.9282
4/8 [==============>...............] - ETA: 0s - loss: 0.3962 - nse: 0.9484
7/8 [=========================>....] - ETA: 0s - loss: 0.4090 - nse: 0.9454
8/8 [==============================] - 0s 31ms/step - loss: 0.4179 - nse: 0.9412 - val_loss: 5.4758 - val_nse: 0.1430
Epoch 492/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5590 - nse: 0.8919
4/8 [==============>...............] - ETA: 0s - loss: 0.5105 - nse: 0.9326
7/8 [=========================>....] - ETA: 0s - loss: 0.4481 - nse: 0.9421
8/8 [==============================] - 0s 31ms/step - loss: 0.4495 - nse: 0.9431 - val_loss: 5.5429 - val_nse: 0.1388
Epoch 493/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3773 - nse: 0.9162
4/8 [==============>...............] - ETA: 0s - loss: 0.4999 - nse: 0.9263
7/8 [=========================>....] - ETA: 0s - loss: 0.4404 - nse: 0.9399
8/8 [==============================] - 0s 31ms/step - loss: 0.4497 - nse: 0.9363 - val_loss: 6.1717 - val_nse: 0.0301
Epoch 494/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3553 - nse: 0.9597
4/8 [==============>...............] - ETA: 0s - loss: 0.3718 - nse: 0.9470
6/8 [=====================>........] - ETA: 0s - loss: 0.3837 - nse: 0.9477
8/8 [==============================] - 0s 32ms/step - loss: 0.4125 - nse: 0.9505 - val_loss: 5.6150 - val_nse: 0.1336
Epoch 495/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6591 - nse: 0.9334
3/8 [==========>...................] - ETA: 0s - loss: 0.4131 - nse: 0.9583
6/8 [=====================>........] - ETA: 0s - loss: 0.4032 - nse: 0.9528
8/8 [==============================] - 0s 32ms/step - loss: 0.4081 - nse: 0.9501 - val_loss: 5.8604 - val_nse: 0.0948
Epoch 496/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2449 - nse: 0.9741
3/8 [==========>...................] - ETA: 0s - loss: 0.4985 - nse: 0.9269
6/8 [=====================>........] - ETA: 0s - loss: 0.5349 - nse: 0.9267
8/8 [==============================] - 0s 31ms/step - loss: 0.5216 - nse: 0.9297 - val_loss: 5.9029 - val_nse: 0.0880
Epoch 497/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6215 - nse: 0.9304
4/8 [==============>...............] - ETA: 0s - loss: 0.4781 - nse: 0.9341
7/8 [=========================>....] - ETA: 0s - loss: 0.5063 - nse: 0.9341
8/8 [==============================] - 0s 31ms/step - loss: 0.5151 - nse: 0.9263 - val_loss: 5.6293 - val_nse: 0.1257
Epoch 498/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3417 - nse: 0.9663
4/8 [==============>...............] - ETA: 0s - loss: 0.5624 - nse: 0.9176
7/8 [=========================>....] - ETA: 0s - loss: 0.5608 - nse: 0.9284
8/8 [==============================] - 0s 31ms/step - loss: 0.5921 - nse: 0.9002 - val_loss: 5.2287 - val_nse: 0.1923
Epoch 499/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4536 - nse: 0.9302
3/8 [==========>...................] - ETA: 0s - loss: 0.7013 - nse: 0.9213
5/8 [=================>............] - ETA: 0s - loss: 0.6767 - nse: 0.9026
8/8 [==============================] - ETA: 0s - loss: 0.7203 - nse: 0.8912
8/8 [==============================] - 0s 32ms/step - loss: 0.7203 - nse: 0.8912 - val_loss: 4.8383 - val_nse: 0.2479
Epoch 500/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5796 - nse: 0.9059
4/8 [==============>...............] - ETA: 0s - loss: 0.6891 - nse: 0.9079
7/8 [=========================>....] - ETA: 0s - loss: 0.5846 - nse: 0.9258
8/8 [==============================] - 0s 31ms/step - loss: 0.5678 - nse: 0.9293 - val_loss: 5.3030 - val_nse: 0.1666
Epoch 501/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3434 - nse: 0.9573
3/8 [==========>...................] - ETA: 0s - loss: 0.5760 - nse: 0.9334
6/8 [=====================>........] - ETA: 0s - loss: 0.5738 - nse: 0.9268
8/8 [==============================] - 0s 31ms/step - loss: 0.5536 - nse: 0.9286 - val_loss: 4.9050 - val_nse: 0.2442
Epoch 502/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7361 - nse: 0.9282
4/8 [==============>...............] - ETA: 0s - loss: 0.4612 - nse: 0.9476
7/8 [=========================>....] - ETA: 0s - loss: 0.5048 - nse: 0.9401
8/8 [==============================] - 0s 31ms/step - loss: 0.4960 - nse: 0.9419 - val_loss: 6.1089 - val_nse: 0.0502
Epoch 503/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3387 - nse: 0.9367
3/8 [==========>...................] - ETA: 0s - loss: 0.4490 - nse: 0.9321
6/8 [=====================>........] - ETA: 0s - loss: 0.4799 - nse: 0.9302
8/8 [==============================] - 0s 31ms/step - loss: 0.4541 - nse: 0.9332 - val_loss: 5.3250 - val_nse: 0.1874
Epoch 504/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3680 - nse: 0.9692
4/8 [==============>...............] - ETA: 0s - loss: 0.4136 - nse: 0.9538
7/8 [=========================>....] - ETA: 0s - loss: 0.4115 - nse: 0.9476
8/8 [==============================] - 0s 31ms/step - loss: 0.4124 - nse: 0.9440 - val_loss: 5.9593 - val_nse: 0.0696
Epoch 505/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2513 - nse: 0.9527
3/8 [==========>...................] - ETA: 0s - loss: 0.4493 - nse: 0.9465
5/8 [=================>............] - ETA: 0s - loss: 0.5100 - nse: 0.9392
7/8 [=========================>....] - ETA: 0s - loss: 0.5298 - nse: 0.9357
8/8 [==============================] - 0s 32ms/step - loss: 0.5320 - nse: 0.9154 - val_loss: 5.1230 - val_nse: 0.1994
Epoch 506/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2974 - nse: 0.9720
3/8 [==========>...................] - ETA: 0s - loss: 0.5629 - nse: 0.9332
5/8 [=================>............] - ETA: 0s - loss: 0.4715 - nse: 0.9418
7/8 [=========================>....] - ETA: 0s - loss: 0.4943 - nse: 0.9364
8/8 [==============================] - 0s 33ms/step - loss: 0.5069 - nse: 0.9035 - val_loss: 5.5597 - val_nse: 0.1289
Epoch 507/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3420 - nse: 0.9596
3/8 [==========>...................] - ETA: 0s - loss: 0.6611 - nse: 0.9038
5/8 [=================>............] - ETA: 0s - loss: 0.6054 - nse: 0.9189
7/8 [=========================>....] - ETA: 0s - loss: 0.6362 - nse: 0.9147
8/8 [==============================] - 0s 32ms/step - loss: 0.6286 - nse: 0.9194 - val_loss: 4.9655 - val_nse: 0.2118
Epoch 508/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3693 - nse: 0.9561
3/8 [==========>...................] - ETA: 0s - loss: 0.6031 - nse: 0.8903
5/8 [=================>............] - ETA: 0s - loss: 0.5962 - nse: 0.9028
7/8 [=========================>....] - ETA: 0s - loss: 0.5742 - nse: 0.9138
8/8 [==============================] - 0s 32ms/step - loss: 0.5599 - nse: 0.9188 - val_loss: 4.6929 - val_nse: 0.2720
Epoch 509/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5312 - nse: 0.9334
3/8 [==========>...................] - ETA: 0s - loss: 0.4595 - nse: 0.9418
5/8 [=================>............] - ETA: 0s - loss: 0.6632 - nse: 0.9135
8/8 [==============================] - ETA: 0s - loss: 0.6074 - nse: 0.9253
8/8 [==============================] - 0s 33ms/step - loss: 0.6074 - nse: 0.9253 - val_loss: 5.2262 - val_nse: 0.2001
Epoch 510/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2679 - nse: 0.9593
3/8 [==========>...................] - ETA: 0s - loss: 0.3211 - nse: 0.9600
6/8 [=====================>........] - ETA: 0s - loss: 0.4540 - nse: 0.9464
8/8 [==============================] - 0s 32ms/step - loss: 0.5007 - nse: 0.9295 - val_loss: 4.6547 - val_nse: 0.2724
Epoch 511/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6252 - nse: 0.9285
3/8 [==========>...................] - ETA: 0s - loss: 0.5913 - nse: 0.9313
6/8 [=====================>........] - ETA: 0s - loss: 0.6508 - nse: 0.9055
8/8 [==============================] - 0s 32ms/step - loss: 0.6397 - nse: 0.9181 - val_loss: 5.7492 - val_nse: 0.1062
Epoch 512/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6900 - nse: 0.9161
3/8 [==========>...................] - ETA: 0s - loss: 0.7160 - nse: 0.9004
5/8 [=================>............] - ETA: 0s - loss: 0.6143 - nse: 0.9179
8/8 [==============================] - ETA: 0s - loss: 0.6628 - nse: 0.9150
8/8 [==============================] - 0s 31ms/step - loss: 0.6628 - nse: 0.9150 - val_loss: 4.8329 - val_nse: 0.2534
Epoch 513/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7508 - nse: 0.8715
4/8 [==============>...............] - ETA: 0s - loss: 0.8343 - nse: 0.8846
7/8 [=========================>....] - ETA: 0s - loss: 0.9005 - nse: 0.8829
8/8 [==============================] - 0s 31ms/step - loss: 0.9435 - nse: 0.8732 - val_loss: 5.2040 - val_nse: 0.2164
Epoch 514/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3074 - nse: 0.9496
3/8 [==========>...................] - ETA: 0s - loss: 1.0365 - nse: 0.8677
6/8 [=====================>........] - ETA: 0s - loss: 1.1956 - nse: 0.8422
8/8 [==============================] - 0s 31ms/step - loss: 1.2445 - nse: 0.8399 - val_loss: 7.0939 - val_nse: -0.0981
Epoch 515/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1742 - nse: 0.8613
3/8 [==========>...................] - ETA: 0s - loss: 0.7900 - nse: 0.9003
5/8 [=================>............] - ETA: 0s - loss: 1.0475 - nse: 0.8711
7/8 [=========================>....] - ETA: 0s - loss: 0.9843 - nse: 0.8784
8/8 [==============================] - 0s 32ms/step - loss: 0.9766 - nse: 0.8778 - val_loss: 6.2833 - val_nse: 0.0140
Epoch 516/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0299 - nse: 0.8784
3/8 [==========>...................] - ETA: 0s - loss: 0.8194 - nse: 0.9073
6/8 [=====================>........] - ETA: 0s - loss: 0.9342 - nse: 0.8877
8/8 [==============================] - 0s 32ms/step - loss: 0.8945 - nse: 0.8753 - val_loss: 5.2298 - val_nse: 0.1651
Epoch 517/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8015 - nse: 0.9151
3/8 [==========>...................] - ETA: 0s - loss: 0.8645 - nse: 0.9055
6/8 [=====================>........] - ETA: 0s - loss: 0.8032 - nse: 0.9004
8/8 [==============================] - 0s 32ms/step - loss: 0.7407 - nse: 0.8999 - val_loss: 5.3319 - val_nse: 0.1777
Epoch 518/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5102 - nse: 0.9380
4/8 [==============>...............] - ETA: 0s - loss: 0.6991 - nse: 0.9104
7/8 [=========================>....] - ETA: 0s - loss: 0.5990 - nse: 0.9237
8/8 [==============================] - 0s 31ms/step - loss: 0.5830 - nse: 0.9300 - val_loss: 4.6680 - val_nse: 0.2857
Epoch 519/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3858 - nse: 0.9674
3/8 [==========>...................] - ETA: 0s - loss: 0.3836 - nse: 0.9479
5/8 [=================>............] - ETA: 0s - loss: 0.5230 - nse: 0.9288
8/8 [==============================] - ETA: 0s - loss: 0.5141 - nse: 0.9219
8/8 [==============================] - 0s 32ms/step - loss: 0.5141 - nse: 0.9219 - val_loss: 5.2729 - val_nse: 0.1814
Epoch 520/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4968 - nse: 0.9395
3/8 [==========>...................] - ETA: 0s - loss: 0.5048 - nse: 0.9480
6/8 [=====================>........] - ETA: 0s - loss: 0.5120 - nse: 0.9325
8/8 [==============================] - 0s 31ms/step - loss: 0.5482 - nse: 0.9220 - val_loss: 5.2725 - val_nse: 0.1918
Epoch 521/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4452 - nse: 0.9440
4/8 [==============>...............] - ETA: 0s - loss: 0.4098 - nse: 0.9387
7/8 [=========================>....] - ETA: 0s - loss: 0.4619 - nse: 0.9366
8/8 [==============================] - 0s 31ms/step - loss: 0.4613 - nse: 0.9407 - val_loss: 5.6498 - val_nse: 0.1131
Epoch 522/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1951 - nse: 0.9771
3/8 [==========>...................] - ETA: 0s - loss: 0.3022 - nse: 0.9662
6/8 [=====================>........] - ETA: 0s - loss: 0.4322 - nse: 0.9445
8/8 [==============================] - 0s 32ms/step - loss: 0.4640 - nse: 0.9286 - val_loss: 4.9902 - val_nse: 0.2285
Epoch 523/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4667 - nse: 0.9495
4/8 [==============>...............] - ETA: 0s - loss: 0.3959 - nse: 0.9508
7/8 [=========================>....] - ETA: 0s - loss: 0.4100 - nse: 0.9469
8/8 [==============================] - 0s 31ms/step - loss: 0.4189 - nse: 0.9281 - val_loss: 5.8190 - val_nse: 0.0945
Epoch 524/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5561 - nse: 0.9492
3/8 [==========>...................] - ETA: 0s - loss: 0.4317 - nse: 0.9521
5/8 [=================>............] - ETA: 0s - loss: 0.3884 - nse: 0.9552
7/8 [=========================>....] - ETA: 0s - loss: 0.3503 - nse: 0.9564
8/8 [==============================] - 0s 35ms/step - loss: 0.3428 - nse: 0.9592 - val_loss: 5.3281 - val_nse: 0.1705
Epoch 525/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1210 - nse: 0.9895
3/8 [==========>...................] - ETA: 0s - loss: 0.2957 - nse: 0.9678
6/8 [=====================>........] - ETA: 0s - loss: 0.3426 - nse: 0.9521
8/8 [==============================] - 0s 31ms/step - loss: 0.3230 - nse: 0.9575 - val_loss: 5.4592 - val_nse: 0.1544
Epoch 526/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3631 - nse: 0.9388
4/8 [==============>...............] - ETA: 0s - loss: 0.3841 - nse: 0.9493
7/8 [=========================>....] - ETA: 0s - loss: 0.3489 - nse: 0.9543
8/8 [==============================] - 0s 31ms/step - loss: 0.3502 - nse: 0.9520 - val_loss: 5.4706 - val_nse: 0.1524
Epoch 527/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3213 - nse: 0.9418
3/8 [==========>...................] - ETA: 0s - loss: 0.3300 - nse: 0.9534
6/8 [=====================>........] - ETA: 0s - loss: 0.3331 - nse: 0.9555
8/8 [==============================] - 0s 33ms/step - loss: 0.3370 - nse: 0.9595 - val_loss: 5.2154 - val_nse: 0.1930
Epoch 528/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2059 - nse: 0.9805
4/8 [==============>...............] - ETA: 0s - loss: 0.3106 - nse: 0.9460
7/8 [=========================>....] - ETA: 0s - loss: 0.3439 - nse: 0.9512
8/8 [==============================] - 0s 31ms/step - loss: 0.3464 - nse: 0.9543 - val_loss: 5.2918 - val_nse: 0.1845
Epoch 529/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2598 - nse: 0.9581
3/8 [==========>...................] - ETA: 0s - loss: 0.2314 - nse: 0.9703
6/8 [=====================>........] - ETA: 0s - loss: 0.2995 - nse: 0.9624
8/8 [==============================] - 0s 31ms/step - loss: 0.3107 - nse: 0.9458 - val_loss: 5.7956 - val_nse: 0.1024
Epoch 530/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2896 - nse: 0.9624
3/8 [==========>...................] - ETA: 0s - loss: 0.3573 - nse: 0.9608
6/8 [=====================>........] - ETA: 0s - loss: 0.3831 - nse: 0.9529
8/8 [==============================] - 0s 31ms/step - loss: 0.3650 - nse: 0.9576 - val_loss: 5.2042 - val_nse: 0.1906
Epoch 531/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3172 - nse: 0.9384
4/8 [==============>...............] - ETA: 0s - loss: 0.3403 - nse: 0.9558
6/8 [=====================>........] - ETA: 0s - loss: 0.3430 - nse: 0.9530
8/8 [==============================] - 0s 31ms/step - loss: 0.3501 - nse: 0.9484 - val_loss: 5.3564 - val_nse: 0.1691
Epoch 532/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3369 - nse: 0.9197
3/8 [==========>...................] - ETA: 0s - loss: 0.3896 - nse: 0.9310
6/8 [=====================>........] - ETA: 0s - loss: 0.4306 - nse: 0.9360
8/8 [==============================] - 0s 31ms/step - loss: 0.4271 - nse: 0.9440 - val_loss: 5.2523 - val_nse: 0.1989
Epoch 533/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3970 - nse: 0.9213
3/8 [==========>...................] - ETA: 0s - loss: 0.4403 - nse: 0.9398
6/8 [=====================>........] - ETA: 0s - loss: 0.3988 - nse: 0.9454
8/8 [==============================] - 0s 31ms/step - loss: 0.4060 - nse: 0.9497 - val_loss: 5.7320 - val_nse: 0.1059
Epoch 534/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3289 - nse: 0.9711
4/8 [==============>...............] - ETA: 0s - loss: 0.3608 - nse: 0.9614
7/8 [=========================>....] - ETA: 0s - loss: 0.3883 - nse: 0.9465
8/8 [==============================] - 0s 31ms/step - loss: 0.3825 - nse: 0.9494 - val_loss: 5.1868 - val_nse: 0.1909
Epoch 535/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4186 - nse: 0.9569
4/8 [==============>...............] - ETA: 0s - loss: 0.3352 - nse: 0.9590
7/8 [=========================>....] - ETA: 0s - loss: 0.3551 - nse: 0.9563
8/8 [==============================] - 0s 32ms/step - loss: 0.3497 - nse: 0.9567 - val_loss: 5.0892 - val_nse: 0.2023
Epoch 536/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3631 - nse: 0.9584
4/8 [==============>...............] - ETA: 0s - loss: 0.3302 - nse: 0.9652
7/8 [=========================>....] - ETA: 0s - loss: 0.3125 - nse: 0.9611
8/8 [==============================] - 0s 31ms/step - loss: 0.3144 - nse: 0.9407 - val_loss: 5.2708 - val_nse: 0.1795
Epoch 537/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2150 - nse: 0.9730
4/8 [==============>...............] - ETA: 0s - loss: 0.2891 - nse: 0.9632
7/8 [=========================>....] - ETA: 0s - loss: 0.3021 - nse: 0.9636
8/8 [==============================] - 0s 31ms/step - loss: 0.2972 - nse: 0.9610 - val_loss: 5.0249 - val_nse: 0.2284
Epoch 538/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2590 - nse: 0.9565
4/8 [==============>...............] - ETA: 0s - loss: 0.3070 - nse: 0.9610
7/8 [=========================>....] - ETA: 0s - loss: 0.3140 - nse: 0.9602
8/8 [==============================] - 0s 31ms/step - loss: 0.3075 - nse: 0.9586 - val_loss: 5.7824 - val_nse: 0.0953
Epoch 539/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3886 - nse: 0.9446
4/8 [==============>...............] - ETA: 0s - loss: 0.3094 - nse: 0.9597
6/8 [=====================>........] - ETA: 0s - loss: 0.3040 - nse: 0.9622
8/8 [==============================] - 0s 33ms/step - loss: 0.3010 - nse: 0.9578 - val_loss: 5.7076 - val_nse: 0.1258
Epoch 540/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4238 - nse: 0.9413
4/8 [==============>...............] - ETA: 0s - loss: 0.2817 - nse: 0.9599
7/8 [=========================>....] - ETA: 0s - loss: 0.3161 - nse: 0.9567
8/8 [==============================] - 0s 31ms/step - loss: 0.3180 - nse: 0.9548 - val_loss: 5.9068 - val_nse: 0.0846
Epoch 541/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1247 - nse: 0.9850
4/8 [==============>...............] - ETA: 0s - loss: 0.2887 - nse: 0.9637
7/8 [=========================>....] - ETA: 0s - loss: 0.2787 - nse: 0.9643
8/8 [==============================] - 0s 31ms/step - loss: 0.2936 - nse: 0.9559 - val_loss: 5.4970 - val_nse: 0.1581
Epoch 542/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3272 - nse: 0.9541
4/8 [==============>...............] - ETA: 0s - loss: 0.3961 - nse: 0.9343
7/8 [=========================>....] - ETA: 0s - loss: 0.4235 - nse: 0.9403
8/8 [==============================] - 0s 32ms/step - loss: 0.4218 - nse: 0.9396 - val_loss: 5.5939 - val_nse: 0.1242
Epoch 543/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2281 - nse: 0.9751
4/8 [==============>...............] - ETA: 0s - loss: 0.4132 - nse: 0.9431
7/8 [=========================>....] - ETA: 0s - loss: 0.3679 - nse: 0.9509
8/8 [==============================] - 0s 31ms/step - loss: 0.3674 - nse: 0.9383 - val_loss: 5.3188 - val_nse: 0.1805
Epoch 544/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2374 - nse: 0.9593
3/8 [==========>...................] - ETA: 0s - loss: 0.3577 - nse: 0.9512
6/8 [=====================>........] - ETA: 0s - loss: 0.3978 - nse: 0.9504
8/8 [==============================] - 0s 34ms/step - loss: 0.3569 - nse: 0.9511 - val_loss: 5.7783 - val_nse: 0.1034
Epoch 545/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1538 - nse: 0.9796
4/8 [==============>...............] - ETA: 0s - loss: 0.2177 - nse: 0.9752
7/8 [=========================>....] - ETA: 0s - loss: 0.3860 - nse: 0.9468
8/8 [==============================] - 0s 31ms/step - loss: 0.3805 - nse: 0.9411 - val_loss: 5.0866 - val_nse: 0.2265
Epoch 546/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4205 - nse: 0.9429
4/8 [==============>...............] - ETA: 0s - loss: 0.5425 - nse: 0.9256
7/8 [=========================>....] - ETA: 0s - loss: 0.5784 - nse: 0.9264
8/8 [==============================] - 0s 32ms/step - loss: 0.5824 - nse: 0.9299 - val_loss: 6.5254 - val_nse: -0.0295
Epoch 547/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2901 - nse: 0.9725
3/8 [==========>...................] - ETA: 0s - loss: 0.5233 - nse: 0.9412
5/8 [=================>............] - ETA: 0s - loss: 0.7124 - nse: 0.9028
7/8 [=========================>....] - ETA: 0s - loss: 0.6244 - nse: 0.9150
8/8 [==============================] - 0s 32ms/step - loss: 0.6119 - nse: 0.9215 - val_loss: 4.8488 - val_nse: 0.2522
Epoch 548/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4787 - nse: 0.9384
3/8 [==========>...................] - ETA: 0s - loss: 0.6951 - nse: 0.9185
6/8 [=====================>........] - ETA: 0s - loss: 0.7423 - nse: 0.9079
8/8 [==============================] - 0s 32ms/step - loss: 0.7175 - nse: 0.9077 - val_loss: 4.8152 - val_nse: 0.2462
Epoch 549/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6166 - nse: 0.9159
4/8 [==============>...............] - ETA: 0s - loss: 0.5731 - nse: 0.9269
7/8 [=========================>....] - ETA: 0s - loss: 0.5808 - nse: 0.9263
8/8 [==============================] - 0s 31ms/step - loss: 0.5663 - nse: 0.9308 - val_loss: 5.5094 - val_nse: 0.1676
Epoch 550/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3794 - nse: 0.9589
4/8 [==============>...............] - ETA: 0s - loss: 0.6158 - nse: 0.9251
7/8 [=========================>....] - ETA: 0s - loss: 0.5608 - nse: 0.9192
8/8 [==============================] - 0s 31ms/step - loss: 0.5633 - nse: 0.9230 - val_loss: 5.3692 - val_nse: 0.1663
Epoch 551/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3191 - nse: 0.9598
4/8 [==============>...............] - ETA: 0s - loss: 0.5095 - nse: 0.9366
7/8 [=========================>....] - ETA: 0s - loss: 0.5837 - nse: 0.9265
8/8 [==============================] - 0s 31ms/step - loss: 0.5683 - nse: 0.9284 - val_loss: 5.5713 - val_nse: 0.1538
Epoch 552/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4630 - nse: 0.9407
3/8 [==========>...................] - ETA: 0s - loss: 0.6329 - nse: 0.9196
6/8 [=====================>........] - ETA: 0s - loss: 0.5267 - nse: 0.9349
8/8 [==============================] - 0s 31ms/step - loss: 0.5126 - nse: 0.9337 - val_loss: 5.0553 - val_nse: 0.2263
Epoch 553/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.0866 - nse: 0.8388
4/8 [==============>...............] - ETA: 0s - loss: 0.7487 - nse: 0.8991
7/8 [=========================>....] - ETA: 0s - loss: 0.5981 - nse: 0.9235
8/8 [==============================] - 0s 31ms/step - loss: 0.5919 - nse: 0.9181 - val_loss: 5.3467 - val_nse: 0.1945
Epoch 554/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.1161 - nse: 0.8998
4/8 [==============>...............] - ETA: 0s - loss: 0.5749 - nse: 0.9273
6/8 [=====================>........] - ETA: 0s - loss: 0.5390 - nse: 0.9337
8/8 [==============================] - 0s 31ms/step - loss: 0.5299 - nse: 0.9390 - val_loss: 5.9490 - val_nse: 0.0979
Epoch 555/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3721 - nse: 0.9358
3/8 [==========>...................] - ETA: 0s - loss: 0.4218 - nse: 0.9392
6/8 [=====================>........] - ETA: 0s - loss: 0.4398 - nse: 0.9421
8/8 [==============================] - 0s 31ms/step - loss: 0.4327 - nse: 0.9458 - val_loss: 5.7932 - val_nse: 0.1256
Epoch 556/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2905 - nse: 0.9636
4/8 [==============>...............] - ETA: 0s - loss: 0.2771 - nse: 0.9647
7/8 [=========================>....] - ETA: 0s - loss: 0.3068 - nse: 0.9608
8/8 [==============================] - 0s 31ms/step - loss: 0.3236 - nse: 0.9527 - val_loss: 5.3512 - val_nse: 0.1848
Epoch 557/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2892 - nse: 0.9616
4/8 [==============>...............] - ETA: 0s - loss: 0.3681 - nse: 0.9529
7/8 [=========================>....] - ETA: 0s - loss: 0.4058 - nse: 0.9494
8/8 [==============================] - 0s 32ms/step - loss: 0.3961 - nse: 0.9538 - val_loss: 5.1601 - val_nse: 0.2004
Epoch 558/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2859 - nse: 0.9489
4/8 [==============>...............] - ETA: 0s - loss: 0.3837 - nse: 0.9498
7/8 [=========================>....] - ETA: 0s - loss: 0.3536 - nse: 0.9552
8/8 [==============================] - 0s 31ms/step - loss: 0.3505 - nse: 0.9542 - val_loss: 5.5141 - val_nse: 0.1567
Epoch 559/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1306 - nse: 0.9875
4/8 [==============>...............] - ETA: 0s - loss: 0.3672 - nse: 0.9558
7/8 [=========================>....] - ETA: 0s - loss: 0.4412 - nse: 0.9347
8/8 [==============================] - 0s 31ms/step - loss: 0.4286 - nse: 0.9415 - val_loss: 4.8791 - val_nse: 0.2516
Epoch 560/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4581 - nse: 0.9308
4/8 [==============>...............] - ETA: 0s - loss: 0.4607 - nse: 0.9340
7/8 [=========================>....] - ETA: 0s - loss: 0.5364 - nse: 0.9316
8/8 [==============================] - 0s 31ms/step - loss: 0.5300 - nse: 0.9217 - val_loss: 5.7122 - val_nse: 0.1169
Epoch 561/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8592 - nse: 0.9053
4/8 [==============>...............] - ETA: 0s - loss: 0.6494 - nse: 0.9255
7/8 [=========================>....] - ETA: 0s - loss: 0.5308 - nse: 0.9356
8/8 [==============================] - 0s 31ms/step - loss: 0.5281 - nse: 0.9359 - val_loss: 4.7979 - val_nse: 0.2497
Epoch 562/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3917 - nse: 0.9540
4/8 [==============>...............] - ETA: 0s - loss: 0.4749 - nse: 0.9355
7/8 [=========================>....] - ETA: 0s - loss: 0.3776 - nse: 0.9452
8/8 [==============================] - 0s 31ms/step - loss: 0.3707 - nse: 0.9501 - val_loss: 5.4874 - val_nse: 0.1526
Epoch 563/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3698 - nse: 0.9367
4/8 [==============>...............] - ETA: 0s - loss: 0.3821 - nse: 0.9536
7/8 [=========================>....] - ETA: 0s - loss: 0.3384 - nse: 0.9554
8/8 [==============================] - 0s 31ms/step - loss: 0.3426 - nse: 0.9511 - val_loss: 5.4547 - val_nse: 0.1716
Epoch 564/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2464 - nse: 0.9714
3/8 [==========>...................] - ETA: 0s - loss: 0.4097 - nse: 0.9488
6/8 [=====================>........] - ETA: 0s - loss: 0.3202 - nse: 0.9590
8/8 [==============================] - 0s 33ms/step - loss: 0.3253 - nse: 0.9506 - val_loss: 5.6985 - val_nse: 0.1192
Epoch 565/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2217 - nse: 0.9473
4/8 [==============>...............] - ETA: 0s - loss: 0.3168 - nse: 0.9585
7/8 [=========================>....] - ETA: 0s - loss: 0.3413 - nse: 0.9571
8/8 [==============================] - 0s 31ms/step - loss: 0.3454 - nse: 0.9536 - val_loss: 5.2927 - val_nse: 0.1817
Epoch 566/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3551 - nse: 0.9654
4/8 [==============>...............] - ETA: 0s - loss: 0.2238 - nse: 0.9690
7/8 [=========================>....] - ETA: 0s - loss: 0.2360 - nse: 0.9695
8/8 [==============================] - 0s 31ms/step - loss: 0.2444 - nse: 0.9618 - val_loss: 5.7341 - val_nse: 0.1045
Epoch 567/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2171 - nse: 0.9748
3/8 [==========>...................] - ETA: 0s - loss: 0.3000 - nse: 0.9596
6/8 [=====================>........] - ETA: 0s - loss: 0.2942 - nse: 0.9643
8/8 [==============================] - 0s 31ms/step - loss: 0.2932 - nse: 0.9634 - val_loss: 6.0456 - val_nse: 0.0656
Epoch 568/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3119 - nse: 0.9536
4/8 [==============>...............] - ETA: 0s - loss: 0.2948 - nse: 0.9605
6/8 [=====================>........] - ETA: 0s - loss: 0.3015 - nse: 0.9610
8/8 [==============================] - 0s 31ms/step - loss: 0.2924 - nse: 0.9652 - val_loss: 5.7870 - val_nse: 0.0996
Epoch 569/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3144 - nse: 0.9603
4/8 [==============>...............] - ETA: 0s - loss: 0.4562 - nse: 0.9365
7/8 [=========================>....] - ETA: 0s - loss: 0.3824 - nse: 0.9517
8/8 [==============================] - 0s 31ms/step - loss: 0.3819 - nse: 0.9331 - val_loss: 6.3454 - val_nse: 0.0086
Epoch 570/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4862 - nse: 0.9426
4/8 [==============>...............] - ETA: 0s - loss: 0.3097 - nse: 0.9624
7/8 [=========================>....] - ETA: 0s - loss: 0.3603 - nse: 0.9549
8/8 [==============================] - 0s 31ms/step - loss: 0.3505 - nse: 0.9590 - val_loss: 5.7065 - val_nse: 0.1163
Epoch 571/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4341 - nse: 0.9526
4/8 [==============>...............] - ETA: 0s - loss: 0.2951 - nse: 0.9652
7/8 [=========================>....] - ETA: 0s - loss: 0.3317 - nse: 0.9567
8/8 [==============================] - 0s 31ms/step - loss: 0.3370 - nse: 0.9478 - val_loss: 6.3031 - val_nse: 0.0226
Epoch 572/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6511 - nse: 0.9348
4/8 [==============>...............] - ETA: 0s - loss: 0.5914 - nse: 0.9254
7/8 [=========================>....] - ETA: 0s - loss: 0.4845 - nse: 0.9392
8/8 [==============================] - 0s 31ms/step - loss: 0.4721 - nse: 0.9450 - val_loss: 5.7397 - val_nse: 0.1061
Epoch 573/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2465 - nse: 0.9671
3/8 [==========>...................] - ETA: 0s - loss: 0.3200 - nse: 0.9547
6/8 [=====================>........] - ETA: 0s - loss: 0.3937 - nse: 0.9439
8/8 [==============================] - 0s 31ms/step - loss: 0.3706 - nse: 0.9504 - val_loss: 6.3129 - val_nse: 0.0237
Epoch 574/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4663 - nse: 0.9401
4/8 [==============>...............] - ETA: 0s - loss: 0.4265 - nse: 0.9482
7/8 [=========================>....] - ETA: 0s - loss: 0.3798 - nse: 0.9521
8/8 [==============================] - 0s 31ms/step - loss: 0.3712 - nse: 0.9565 - val_loss: 5.9780 - val_nse: 0.0690
Epoch 575/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1854 - nse: 0.9565
4/8 [==============>...............] - ETA: 0s - loss: 0.3218 - nse: 0.9614
7/8 [=========================>....] - ETA: 0s - loss: 0.3366 - nse: 0.9562
8/8 [==============================] - 0s 31ms/step - loss: 0.3364 - nse: 0.9413 - val_loss: 5.6130 - val_nse: 0.1433
Epoch 576/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5079 - nse: 0.9072
3/8 [==========>...................] - ETA: 0s - loss: 0.3484 - nse: 0.9441
5/8 [=================>............] - ETA: 0s - loss: 0.3643 - nse: 0.9486
7/8 [=========================>....] - ETA: 0s - loss: 0.3576 - nse: 0.9533
8/8 [==============================] - 0s 33ms/step - loss: 0.3637 - nse: 0.9525 - val_loss: 5.4363 - val_nse: 0.1557
Epoch 577/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3483 - nse: 0.9512
4/8 [==============>...............] - ETA: 0s - loss: 0.3617 - nse: 0.9445
7/8 [=========================>....] - ETA: 0s - loss: 0.3161 - nse: 0.9555
8/8 [==============================] - 0s 31ms/step - loss: 0.3150 - nse: 0.9554 - val_loss: 5.3679 - val_nse: 0.1864
Epoch 578/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2767 - nse: 0.9738
4/8 [==============>...............] - ETA: 0s - loss: 0.2653 - nse: 0.9671
7/8 [=========================>....] - ETA: 0s - loss: 0.2380 - nse: 0.9704
8/8 [==============================] - 0s 31ms/step - loss: 0.2403 - nse: 0.9704 - val_loss: 5.3906 - val_nse: 0.1670
Epoch 579/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2514 - nse: 0.9762
4/8 [==============>...............] - ETA: 0s - loss: 0.2465 - nse: 0.9694
7/8 [=========================>....] - ETA: 0s - loss: 0.2584 - nse: 0.9611
8/8 [==============================] - 0s 31ms/step - loss: 0.2609 - nse: 0.9624 - val_loss: 5.0953 - val_nse: 0.2162
Epoch 580/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1782 - nse: 0.9685
4/8 [==============>...............] - ETA: 0s - loss: 0.1914 - nse: 0.9768
7/8 [=========================>....] - ETA: 0s - loss: 0.2382 - nse: 0.9695
8/8 [==============================] - 0s 31ms/step - loss: 0.2417 - nse: 0.9661 - val_loss: 5.4356 - val_nse: 0.1608
Epoch 581/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3165 - nse: 0.9580
4/8 [==============>...............] - ETA: 0s - loss: 0.2758 - nse: 0.9657
7/8 [=========================>....] - ETA: 0s - loss: 0.2584 - nse: 0.9682
8/8 [==============================] - 0s 30ms/step - loss: 0.2545 - nse: 0.9687 - val_loss: 6.0393 - val_nse: 0.0755
Epoch 582/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4495 - nse: 0.9364
4/8 [==============>...............] - ETA: 0s - loss: 0.2905 - nse: 0.9602
6/8 [=====================>........] - ETA: 0s - loss: 0.3186 - nse: 0.9595
8/8 [==============================] - 0s 32ms/step - loss: 0.3111 - nse: 0.9632 - val_loss: 6.6525 - val_nse: -0.0187
Epoch 583/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4271 - nse: 0.9393
4/8 [==============>...............] - ETA: 0s - loss: 0.3560 - nse: 0.9511
7/8 [=========================>....] - ETA: 0s - loss: 0.3794 - nse: 0.9503
8/8 [==============================] - 0s 31ms/step - loss: 0.3799 - nse: 0.9490 - val_loss: 6.4720 - val_nse: 0.0110
Epoch 584/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4698 - nse: 0.9635
4/8 [==============>...............] - ETA: 0s - loss: 0.3264 - nse: 0.9610
6/8 [=====================>........] - ETA: 0s - loss: 0.3596 - nse: 0.9532
8/8 [==============================] - 0s 31ms/step - loss: 0.4283 - nse: 0.9211 - val_loss: 5.6053 - val_nse: 0.1343
Epoch 585/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1991 - nse: 0.9712
4/8 [==============>...............] - ETA: 0s - loss: 0.3970 - nse: 0.9493
7/8 [=========================>....] - ETA: 0s - loss: 0.5283 - nse: 0.9333
8/8 [==============================] - 0s 32ms/step - loss: 0.5171 - nse: 0.9342 - val_loss: 5.3348 - val_nse: 0.1663
Epoch 586/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9785 - nse: 0.8754
4/8 [==============>...............] - ETA: 0s - loss: 0.6663 - nse: 0.9023
7/8 [=========================>....] - ETA: 0s - loss: 0.6100 - nse: 0.9151
8/8 [==============================] - 0s 31ms/step - loss: 0.5963 - nse: 0.8946 - val_loss: 5.6140 - val_nse: 0.1243
Epoch 587/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6900 - nse: 0.8742
4/8 [==============>...............] - ETA: 0s - loss: 0.5236 - nse: 0.9255
7/8 [=========================>....] - ETA: 0s - loss: 0.6050 - nse: 0.9216
8/8 [==============================] - 0s 31ms/step - loss: 0.5890 - nse: 0.9286 - val_loss: 5.2102 - val_nse: 0.1991
Epoch 588/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2205 - nse: 0.9735
4/8 [==============>...............] - ETA: 0s - loss: 0.4128 - nse: 0.9448
6/8 [=====================>........] - ETA: 0s - loss: 0.4163 - nse: 0.9480
8/8 [==============================] - 0s 31ms/step - loss: 0.4310 - nse: 0.9343 - val_loss: 5.6924 - val_nse: 0.1298
Epoch 589/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1894 - nse: 0.9658
4/8 [==============>...............] - ETA: 0s - loss: 0.4844 - nse: 0.9345
7/8 [=========================>....] - ETA: 0s - loss: 0.5409 - nse: 0.9292
8/8 [==============================] - 0s 32ms/step - loss: 0.5533 - nse: 0.9265 - val_loss: 5.6151 - val_nse: 0.1437
Epoch 590/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4212 - nse: 0.9455
4/8 [==============>...............] - ETA: 0s - loss: 0.7151 - nse: 0.9138
7/8 [=========================>....] - ETA: 0s - loss: 0.7266 - nse: 0.8988
8/8 [==============================] - 0s 31ms/step - loss: 0.7276 - nse: 0.9025 - val_loss: 4.5452 - val_nse: 0.3027
Epoch 591/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7968 - nse: 0.8958
3/8 [==========>...................] - ETA: 0s - loss: 1.2270 - nse: 0.8756
6/8 [=====================>........] - ETA: 0s - loss: 0.9848 - nse: 0.8792
8/8 [==============================] - 0s 31ms/step - loss: 0.9167 - nse: 0.8911 - val_loss: 7.0419 - val_nse: -0.0515
Epoch 592/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6982 - nse: 0.9186
4/8 [==============>...............] - ETA: 0s - loss: 0.9450 - nse: 0.8775
7/8 [=========================>....] - ETA: 0s - loss: 0.7465 - nse: 0.9024
8/8 [==============================] - 0s 31ms/step - loss: 0.7454 - nse: 0.8965 - val_loss: 5.1329 - val_nse: 0.2100
Epoch 593/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4973 - nse: 0.9223
3/8 [==========>...................] - ETA: 0s - loss: 0.5938 - nse: 0.9255
6/8 [=====================>........] - ETA: 0s - loss: 0.6814 - nse: 0.9154
8/8 [==============================] - 0s 31ms/step - loss: 0.6779 - nse: 0.9054 - val_loss: 5.3701 - val_nse: 0.1751
Epoch 594/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4704 - nse: 0.9498
4/8 [==============>...............] - ETA: 0s - loss: 0.6761 - nse: 0.9175
7/8 [=========================>....] - ETA: 0s - loss: 0.6064 - nse: 0.9198
8/8 [==============================] - 0s 31ms/step - loss: 0.6018 - nse: 0.9232 - val_loss: 5.6440 - val_nse: 0.1286
Epoch 595/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6106 - nse: 0.8825
4/8 [==============>...............] - ETA: 0s - loss: 0.7842 - nse: 0.8936
7/8 [=========================>....] - ETA: 0s - loss: 0.7590 - nse: 0.8989
8/8 [==============================] - 0s 31ms/step - loss: 0.7445 - nse: 0.9049 - val_loss: 5.6521 - val_nse: 0.1319
Epoch 596/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3682 - nse: 0.9534
4/8 [==============>...............] - ETA: 0s - loss: 0.6058 - nse: 0.9333
7/8 [=========================>....] - ETA: 0s - loss: 0.5491 - nse: 0.9320
8/8 [==============================] - 0s 33ms/step - loss: 0.5419 - nse: 0.9355 - val_loss: 5.4043 - val_nse: 0.1501
Epoch 597/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6285 - nse: 0.8672
3/8 [==========>...................] - ETA: 0s - loss: 0.8021 - nse: 0.8738
5/8 [=================>............] - ETA: 0s - loss: 0.7416 - nse: 0.8963
8/8 [==============================] - ETA: 0s - loss: 0.6639 - nse: 0.9060
8/8 [==============================] - 0s 31ms/step - loss: 0.6639 - nse: 0.9060 - val_loss: 5.3347 - val_nse: 0.1651
Epoch 598/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3291 - nse: 0.9633
4/8 [==============>...............] - ETA: 0s - loss: 0.3881 - nse: 0.9482
7/8 [=========================>....] - ETA: 0s - loss: 0.5466 - nse: 0.9304
8/8 [==============================] - 0s 31ms/step - loss: 0.5505 - nse: 0.9156 - val_loss: 4.4661 - val_nse: 0.3048
Epoch 599/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3499 - nse: 0.9500
3/8 [==========>...................] - ETA: 0s - loss: 0.4114 - nse: 0.9472
6/8 [=====================>........] - ETA: 0s - loss: 0.4734 - nse: 0.9378
8/8 [==============================] - 0s 32ms/step - loss: 0.4619 - nse: 0.9409 - val_loss: 4.8692 - val_nse: 0.2417
Epoch 600/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5112 - nse: 0.9458
3/8 [==========>...................] - ETA: 0s - loss: 0.4260 - nse: 0.9400
5/8 [=================>............] - ETA: 0s - loss: 0.3972 - nse: 0.9496
7/8 [=========================>....] - ETA: 0s - loss: 0.3938 - nse: 0.9494
8/8 [==============================] - 0s 32ms/step - loss: 0.3928 - nse: 0.9476 - val_loss: 5.2583 - val_nse: 0.1697
Epoch 601/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4218 - nse: 0.9439
3/8 [==========>...................] - ETA: 0s - loss: 0.3154 - nse: 0.9653
5/8 [=================>............] - ETA: 0s - loss: 0.2813 - nse: 0.9677
8/8 [==============================] - ETA: 0s - loss: 0.2800 - nse: 0.9575
8/8 [==============================] - 0s 33ms/step - loss: 0.2800 - nse: 0.9575 - val_loss: 5.1901 - val_nse: 0.2052
Epoch 602/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1232 - nse: 0.9840
3/8 [==========>...................] - ETA: 0s - loss: 0.1885 - nse: 0.9768
6/8 [=====================>........] - ETA: 0s - loss: 0.2374 - nse: 0.9711
8/8 [==============================] - 0s 32ms/step - loss: 0.2819 - nse: 0.9620 - val_loss: 5.1510 - val_nse: 0.2066
Epoch 603/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3045 - nse: 0.9399
3/8 [==========>...................] - ETA: 0s - loss: 0.2023 - nse: 0.9651
5/8 [=================>............] - ETA: 0s - loss: 0.2474 - nse: 0.9686
8/8 [==============================] - ETA: 0s - loss: 0.2374 - nse: 0.9692
8/8 [==============================] - 0s 31ms/step - loss: 0.2374 - nse: 0.9692 - val_loss: 5.5506 - val_nse: 0.1413
Epoch 604/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2024 - nse: 0.9698
4/8 [==============>...............] - ETA: 0s - loss: 0.2545 - nse: 0.9662
7/8 [=========================>....] - ETA: 0s - loss: 0.2171 - nse: 0.9717
8/8 [==============================] - 0s 31ms/step - loss: 0.2211 - nse: 0.9696 - val_loss: 5.6729 - val_nse: 0.1181
Epoch 605/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1698 - nse: 0.9816
3/8 [==========>...................] - ETA: 0s - loss: 0.3883 - nse: 0.9566
6/8 [=====================>........] - ETA: 0s - loss: 0.3194 - nse: 0.9620
8/8 [==============================] - 0s 33ms/step - loss: 0.3341 - nse: 0.9559 - val_loss: 5.3623 - val_nse: 0.1681
Epoch 606/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2336 - nse: 0.9728
4/8 [==============>...............] - ETA: 0s - loss: 0.2232 - nse: 0.9664
7/8 [=========================>....] - ETA: 0s - loss: 0.2320 - nse: 0.9693
8/8 [==============================] - 0s 32ms/step - loss: 0.2469 - nse: 0.9653 - val_loss: 5.2010 - val_nse: 0.1904
Epoch 607/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2305 - nse: 0.9698
4/8 [==============>...............] - ETA: 0s - loss: 0.2406 - nse: 0.9693
7/8 [=========================>....] - ETA: 0s - loss: 0.2455 - nse: 0.9704
8/8 [==============================] - 0s 31ms/step - loss: 0.2524 - nse: 0.9425 - val_loss: 4.8973 - val_nse: 0.2408
Epoch 608/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2417 - nse: 0.9718
3/8 [==========>...................] - ETA: 0s - loss: 0.2670 - nse: 0.9699
5/8 [=================>............] - ETA: 0s - loss: 0.2787 - nse: 0.9662
8/8 [==============================] - ETA: 0s - loss: 0.3026 - nse: 0.9591
8/8 [==============================] - 0s 31ms/step - loss: 0.3026 - nse: 0.9591 - val_loss: 5.1178 - val_nse: 0.2104
Epoch 609/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2384 - nse: 0.9700
3/8 [==========>...................] - ETA: 0s - loss: 0.2867 - nse: 0.9651
6/8 [=====================>........] - ETA: 0s - loss: 0.2860 - nse: 0.9623
8/8 [==============================] - 0s 31ms/step - loss: 0.2967 - nse: 0.9580 - val_loss: 5.4813 - val_nse: 0.1483
Epoch 610/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2364 - nse: 0.9602
4/8 [==============>...............] - ETA: 0s - loss: 0.3380 - nse: 0.9600
7/8 [=========================>....] - ETA: 0s - loss: 0.2601 - nse: 0.9684
8/8 [==============================] - 0s 31ms/step - loss: 0.2563 - nse: 0.9679 - val_loss: 5.9820 - val_nse: 0.0624
Epoch 611/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4184 - nse: 0.9540
4/8 [==============>...............] - ETA: 0s - loss: 0.2960 - nse: 0.9640
6/8 [=====================>........] - ETA: 0s - loss: 0.3135 - nse: 0.9588
8/8 [==============================] - 0s 31ms/step - loss: 0.2843 - nse: 0.9641 - val_loss: 5.4231 - val_nse: 0.1600
Epoch 612/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1701 - nse: 0.9765
4/8 [==============>...............] - ETA: 0s - loss: 0.2743 - nse: 0.9588
7/8 [=========================>....] - ETA: 0s - loss: 0.2681 - nse: 0.9657
8/8 [==============================] - 0s 31ms/step - loss: 0.2715 - nse: 0.9569 - val_loss: 7.2096 - val_nse: -0.1145
Epoch 613/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4267 - nse: 0.9497
3/8 [==========>...................] - ETA: 0s - loss: 0.7847 - nse: 0.8910
6/8 [=====================>........] - ETA: 0s - loss: 0.7035 - nse: 0.9024
8/8 [==============================] - 0s 31ms/step - loss: 0.6803 - nse: 0.9122 - val_loss: 5.1908 - val_nse: 0.2048
Epoch 614/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6234 - nse: 0.9186
4/8 [==============>...............] - ETA: 0s - loss: 0.7521 - nse: 0.9060
7/8 [=========================>....] - ETA: 0s - loss: 0.6494 - nse: 0.9128
8/8 [==============================] - 0s 31ms/step - loss: 0.6624 - nse: 0.9108 - val_loss: 5.4870 - val_nse: 0.1493
Epoch 615/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6939 - nse: 0.9311
4/8 [==============>...............] - ETA: 0s - loss: 0.6860 - nse: 0.9193
7/8 [=========================>....] - ETA: 0s - loss: 0.6376 - nse: 0.9175
8/8 [==============================] - 0s 31ms/step - loss: 0.6357 - nse: 0.8910 - val_loss: 4.3580 - val_nse: 0.3251
Epoch 616/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.5108 - nse: 0.7518
4/8 [==============>...............] - ETA: 0s - loss: 0.9867 - nse: 0.8717
7/8 [=========================>....] - ETA: 0s - loss: 0.9472 - nse: 0.8742
8/8 [==============================] - 0s 32ms/step - loss: 0.9387 - nse: 0.8690 - val_loss: 5.6387 - val_nse: 0.1384
Epoch 617/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8005 - nse: 0.8860
3/8 [==========>...................] - ETA: 0s - loss: 0.6106 - nse: 0.9253
6/8 [=====================>........] - ETA: 0s - loss: 0.5489 - nse: 0.9328
8/8 [==============================] - 0s 32ms/step - loss: 0.5339 - nse: 0.9331 - val_loss: 4.9006 - val_nse: 0.2400
Epoch 618/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6102 - nse: 0.9286
4/8 [==============>...............] - ETA: 0s - loss: 0.4396 - nse: 0.9442
7/8 [=========================>....] - ETA: 0s - loss: 0.4420 - nse: 0.9423
8/8 [==============================] - 0s 31ms/step - loss: 0.4306 - nse: 0.9454 - val_loss: 5.3946 - val_nse: 0.1640
Epoch 619/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4222 - nse: 0.8921
4/8 [==============>...............] - ETA: 0s - loss: 0.3790 - nse: 0.9394
7/8 [=========================>....] - ETA: 0s - loss: 0.3444 - nse: 0.9506
8/8 [==============================] - 0s 32ms/step - loss: 0.3575 - nse: 0.9471 - val_loss: 5.2170 - val_nse: 0.2097
Epoch 620/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1912 - nse: 0.9786
4/8 [==============>...............] - ETA: 0s - loss: 0.1891 - nse: 0.9746
7/8 [=========================>....] - ETA: 0s - loss: 0.3053 - nse: 0.9595
8/8 [==============================] - 0s 32ms/step - loss: 0.3079 - nse: 0.9579 - val_loss: 5.5072 - val_nse: 0.1427
Epoch 621/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2682 - nse: 0.9712
4/8 [==============>...............] - ETA: 0s - loss: 0.3046 - nse: 0.9631
7/8 [=========================>....] - ETA: 0s - loss: 0.2782 - nse: 0.9648
8/8 [==============================] - 0s 31ms/step - loss: 0.2847 - nse: 0.9570 - val_loss: 5.1437 - val_nse: 0.1918
Epoch 622/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3800 - nse: 0.9587
4/8 [==============>...............] - ETA: 0s - loss: 0.3280 - nse: 0.9511
7/8 [=========================>....] - ETA: 0s - loss: 0.3396 - nse: 0.9531
8/8 [==============================] - 0s 31ms/step - loss: 0.3392 - nse: 0.9500 - val_loss: 5.3059 - val_nse: 0.1770
Epoch 623/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2103 - nse: 0.9589
4/8 [==============>...............] - ETA: 0s - loss: 0.2653 - nse: 0.9621
7/8 [=========================>....] - ETA: 0s - loss: 0.2381 - nse: 0.9684
8/8 [==============================] - 0s 31ms/step - loss: 0.2444 - nse: 0.9668 - val_loss: 4.8904 - val_nse: 0.2482
Epoch 624/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1487 - nse: 0.9845
3/8 [==========>...................] - ETA: 0s - loss: 0.3470 - nse: 0.9547
6/8 [=====================>........] - ETA: 0s - loss: 0.2711 - nse: 0.9618
8/8 [==============================] - 0s 31ms/step - loss: 0.2480 - nse: 0.9682 - val_loss: 5.3411 - val_nse: 0.1743
Epoch 625/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2510 - nse: 0.9671
4/8 [==============>...............] - ETA: 0s - loss: 0.2763 - nse: 0.9682
7/8 [=========================>....] - ETA: 0s - loss: 0.2438 - nse: 0.9664
8/8 [==============================] - 0s 31ms/step - loss: 0.2376 - nse: 0.9699 - val_loss: 5.2572 - val_nse: 0.1882
Epoch 626/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2104 - nse: 0.9734
4/8 [==============>...............] - ETA: 0s - loss: 0.2796 - nse: 0.9670
7/8 [=========================>....] - ETA: 0s - loss: 0.2636 - nse: 0.9669
8/8 [==============================] - 0s 31ms/step - loss: 0.2761 - nse: 0.9453 - val_loss: 5.9129 - val_nse: 0.0805
Epoch 627/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3304 - nse: 0.9608
4/8 [==============>...............] - ETA: 0s - loss: 0.2640 - nse: 0.9628
7/8 [=========================>....] - ETA: 0s - loss: 0.2332 - nse: 0.9674
8/8 [==============================] - 0s 30ms/step - loss: 0.2271 - nse: 0.9694 - val_loss: 4.9862 - val_nse: 0.2224
Epoch 628/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5174 - nse: 0.9546
4/8 [==============>...............] - ETA: 0s - loss: 0.3296 - nse: 0.9617
7/8 [=========================>....] - ETA: 0s - loss: 0.3298 - nse: 0.9569
8/8 [==============================] - 0s 31ms/step - loss: 0.3265 - nse: 0.9580 - val_loss: 5.7878 - val_nse: 0.1017
Epoch 629/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3795 - nse: 0.9271
4/8 [==============>...............] - ETA: 0s - loss: 0.3129 - nse: 0.9564
6/8 [=====================>........] - ETA: 0s - loss: 0.3223 - nse: 0.9572
8/8 [==============================] - 0s 32ms/step - loss: 0.3150 - nse: 0.9424 - val_loss: 5.2044 - val_nse: 0.1999
Epoch 630/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2696 - nse: 0.9711
3/8 [==========>...................] - ETA: 0s - loss: 0.2325 - nse: 0.9700
6/8 [=====================>........] - ETA: 0s - loss: 0.2506 - nse: 0.9683
8/8 [==============================] - 0s 31ms/step - loss: 0.2819 - nse: 0.9651 - val_loss: 5.8656 - val_nse: 0.0749
Epoch 631/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2264 - nse: 0.9472
4/8 [==============>...............] - ETA: 0s - loss: 0.2992 - nse: 0.9588
6/8 [=====================>........] - ETA: 0s - loss: 0.2671 - nse: 0.9629
8/8 [==============================] - 0s 31ms/step - loss: 0.2784 - nse: 0.9635 - val_loss: 5.5712 - val_nse: 0.1377
Epoch 632/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2583 - nse: 0.9590
4/8 [==============>...............] - ETA: 0s - loss: 0.4479 - nse: 0.9343
6/8 [=====================>........] - ETA: 0s - loss: 0.4402 - nse: 0.9402
8/8 [==============================] - 0s 33ms/step - loss: 0.4265 - nse: 0.9491 - val_loss: 5.4846 - val_nse: 0.1517
Epoch 633/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2727 - nse: 0.9646
3/8 [==========>...................] - ETA: 0s - loss: 0.3197 - nse: 0.9586
5/8 [=================>............] - ETA: 0s - loss: 0.2709 - nse: 0.9645
7/8 [=========================>....] - ETA: 0s - loss: 0.2887 - nse: 0.9584
8/8 [==============================] - 0s 32ms/step - loss: 0.2793 - nse: 0.9628 - val_loss: 5.0531 - val_nse: 0.2280
Epoch 634/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2223 - nse: 0.9768
3/8 [==========>...................] - ETA: 0s - loss: 0.2453 - nse: 0.9705
5/8 [=================>............] - ETA: 0s - loss: 0.2461 - nse: 0.9675
7/8 [=========================>....] - ETA: 0s - loss: 0.2287 - nse: 0.9701
8/8 [==============================] - 0s 32ms/step - loss: 0.2251 - nse: 0.9723 - val_loss: 5.1948 - val_nse: 0.1993
Epoch 635/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2163 - nse: 0.9721
3/8 [==========>...................] - ETA: 0s - loss: 0.1583 - nse: 0.9801
5/8 [=================>............] - ETA: 0s - loss: 0.2508 - nse: 0.9688
7/8 [=========================>....] - ETA: 0s - loss: 0.2561 - nse: 0.9669
8/8 [==============================] - 0s 32ms/step - loss: 0.2622 - nse: 0.9669 - val_loss: 5.1437 - val_nse: 0.1988
Epoch 636/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1365 - nse: 0.9827
3/8 [==========>...................] - ETA: 0s - loss: 0.2185 - nse: 0.9741
6/8 [=====================>........] - ETA: 0s - loss: 0.2509 - nse: 0.9664
8/8 [==============================] - 0s 32ms/step - loss: 0.2476 - nse: 0.9649 - val_loss: 5.3262 - val_nse: 0.1708
Epoch 637/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2641 - nse: 0.9690
3/8 [==========>...................] - ETA: 0s - loss: 0.2362 - nse: 0.9680
5/8 [=================>............] - ETA: 0s - loss: 0.3368 - nse: 0.9570
7/8 [=========================>....] - ETA: 0s - loss: 0.3290 - nse: 0.9554
8/8 [==============================] - 0s 32ms/step - loss: 0.3327 - nse: 0.9497 - val_loss: 5.0234 - val_nse: 0.2059
Epoch 638/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5457 - nse: 0.9407
3/8 [==========>...................] - ETA: 0s - loss: 0.5115 - nse: 0.9380
5/8 [=================>............] - ETA: 0s - loss: 0.4840 - nse: 0.9331
8/8 [==============================] - ETA: 0s - loss: 0.5603 - nse: 0.9210
8/8 [==============================] - 0s 32ms/step - loss: 0.5603 - nse: 0.9210 - val_loss: 5.2281 - val_nse: 0.2004
Epoch 639/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2180 - nse: 0.9580
4/8 [==============>...............] - ETA: 0s - loss: 0.3681 - nse: 0.9476
6/8 [=====================>........] - ETA: 0s - loss: 0.4994 - nse: 0.9391
8/8 [==============================] - 0s 32ms/step - loss: 0.5010 - nse: 0.9416 - val_loss: 5.6626 - val_nse: 0.1206
Epoch 640/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2121 - nse: 0.9746
3/8 [==========>...................] - ETA: 0s - loss: 0.3557 - nse: 0.9535
5/8 [=================>............] - ETA: 0s - loss: 0.3440 - nse: 0.9586
7/8 [=========================>....] - ETA: 0s - loss: 0.3675 - nse: 0.9540
8/8 [==============================] - 0s 33ms/step - loss: 0.3666 - nse: 0.9387 - val_loss: 5.1077 - val_nse: 0.2160
Epoch 641/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3739 - nse: 0.9561
3/8 [==========>...................] - ETA: 0s - loss: 0.3293 - nse: 0.9555
5/8 [=================>............] - ETA: 0s - loss: 0.3498 - nse: 0.9589
7/8 [=========================>....] - ETA: 0s - loss: 0.3748 - nse: 0.9545
8/8 [==============================] - 0s 33ms/step - loss: 0.3708 - nse: 0.9416 - val_loss: 5.6546 - val_nse: 0.1245
Epoch 642/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4130 - nse: 0.9553
3/8 [==========>...................] - ETA: 0s - loss: 0.3277 - nse: 0.9555
5/8 [=================>............] - ETA: 0s - loss: 0.3467 - nse: 0.9578
7/8 [=========================>....] - ETA: 0s - loss: 0.3651 - nse: 0.9504
8/8 [==============================] - 0s 32ms/step - loss: 0.3648 - nse: 0.9538 - val_loss: 5.3844 - val_nse: 0.1871
Epoch 643/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3541 - nse: 0.9631
3/8 [==========>...................] - ETA: 0s - loss: 0.4453 - nse: 0.9457
6/8 [=====================>........] - ETA: 0s - loss: 0.3910 - nse: 0.9464
8/8 [==============================] - 0s 32ms/step - loss: 0.3893 - nse: 0.9380 - val_loss: 6.0240 - val_nse: 0.0566
Epoch 644/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1961 - nse: 0.9785
3/8 [==========>...................] - ETA: 0s - loss: 0.2620 - nse: 0.9687
6/8 [=====================>........] - ETA: 0s - loss: 0.3128 - nse: 0.9567
8/8 [==============================] - 0s 32ms/step - loss: 0.3148 - nse: 0.9570 - val_loss: 5.4487 - val_nse: 0.1618
Epoch 645/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2935 - nse: 0.9652
3/8 [==========>...................] - ETA: 0s - loss: 0.4054 - nse: 0.9518
5/8 [=================>............] - ETA: 0s - loss: 0.4058 - nse: 0.9507
7/8 [=========================>....] - ETA: 0s - loss: 0.3832 - nse: 0.9514
8/8 [==============================] - 0s 32ms/step - loss: 0.3724 - nse: 0.9556 - val_loss: 5.3263 - val_nse: 0.1830
Epoch 646/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2211 - nse: 0.9690
3/8 [==========>...................] - ETA: 0s - loss: 0.2314 - nse: 0.9710
5/8 [=================>............] - ETA: 0s - loss: 0.3167 - nse: 0.9491
7/8 [=========================>....] - ETA: 0s - loss: 0.3156 - nse: 0.9539
8/8 [==============================] - 0s 32ms/step - loss: 0.3215 - nse: 0.9509 - val_loss: 5.5208 - val_nse: 0.1513
Epoch 647/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2916 - nse: 0.9610
4/8 [==============>...............] - ETA: 0s - loss: 0.3414 - nse: 0.9496
6/8 [=====================>........] - ETA: 0s - loss: 0.3005 - nse: 0.9578
8/8 [==============================] - 0s 32ms/step - loss: 0.3067 - nse: 0.9600 - val_loss: 5.3781 - val_nse: 0.1616
Epoch 648/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1995 - nse: 0.9569
3/8 [==========>...................] - ETA: 0s - loss: 0.1917 - nse: 0.9687
5/8 [=================>............] - ETA: 0s - loss: 0.2218 - nse: 0.9687
7/8 [=========================>....] - ETA: 0s - loss: 0.2226 - nse: 0.9699
8/8 [==============================] - 0s 33ms/step - loss: 0.2212 - nse: 0.9718 - val_loss: 5.1897 - val_nse: 0.2048
Epoch 649/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1882 - nse: 0.9747
3/8 [==========>...................] - ETA: 0s - loss: 0.2092 - nse: 0.9732
5/8 [=================>............] - ETA: 0s - loss: 0.2589 - nse: 0.9691
7/8 [=========================>....] - ETA: 0s - loss: 0.2411 - nse: 0.9688
8/8 [==============================] - 0s 32ms/step - loss: 0.2440 - nse: 0.9662 - val_loss: 5.5080 - val_nse: 0.1480
Epoch 650/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2365 - nse: 0.9720
3/8 [==========>...................] - ETA: 0s - loss: 0.3049 - nse: 0.9578
5/8 [=================>............] - ETA: 0s - loss: 0.3753 - nse: 0.9534
7/8 [=========================>....] - ETA: 0s - loss: 0.3452 - nse: 0.9553
8/8 [==============================] - 0s 32ms/step - loss: 0.3387 - nse: 0.9595 - val_loss: 4.8912 - val_nse: 0.2472
Epoch 651/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3250 - nse: 0.9596
3/8 [==========>...................] - ETA: 0s - loss: 0.3279 - nse: 0.9578
6/8 [=====================>........] - ETA: 0s - loss: 0.4250 - nse: 0.9404
8/8 [==============================] - 0s 32ms/step - loss: 0.4005 - nse: 0.9486 - val_loss: 5.6350 - val_nse: 0.1374
Epoch 652/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4589 - nse: 0.9485
3/8 [==========>...................] - ETA: 0s - loss: 0.3639 - nse: 0.9533
6/8 [=====================>........] - ETA: 0s - loss: 0.4448 - nse: 0.9394
8/8 [==============================] - 0s 32ms/step - loss: 0.4281 - nse: 0.9444 - val_loss: 5.3870 - val_nse: 0.1680
Epoch 653/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4717 - nse: 0.9451
3/8 [==========>...................] - ETA: 0s - loss: 0.4696 - nse: 0.9430
5/8 [=================>............] - ETA: 0s - loss: 0.5003 - nse: 0.9416
7/8 [=========================>....] - ETA: 0s - loss: 0.4544 - nse: 0.9417
8/8 [==============================] - 0s 32ms/step - loss: 0.4488 - nse: 0.9444 - val_loss: 5.5955 - val_nse: 0.1340
Epoch 654/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6546 - nse: 0.9393
3/8 [==========>...................] - ETA: 0s - loss: 0.4536 - nse: 0.9485
5/8 [=================>............] - ETA: 0s - loss: 0.4912 - nse: 0.9348
7/8 [=========================>....] - ETA: 0s - loss: 0.3924 - nse: 0.9477
8/8 [==============================] - 0s 32ms/step - loss: 0.3949 - nse: 0.9506 - val_loss: 4.8351 - val_nse: 0.2445
Epoch 655/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3585 - nse: 0.9652
3/8 [==========>...................] - ETA: 0s - loss: 0.3585 - nse: 0.9588
5/8 [=================>............] - ETA: 0s - loss: 0.3666 - nse: 0.9475
8/8 [==============================] - ETA: 0s - loss: 0.3438 - nse: 0.9562
8/8 [==============================] - 0s 33ms/step - loss: 0.3438 - nse: 0.9562 - val_loss: 5.9095 - val_nse: 0.1026
Epoch 656/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3156 - nse: 0.9597
3/8 [==========>...................] - ETA: 0s - loss: 0.3538 - nse: 0.9603
6/8 [=====================>........] - ETA: 0s - loss: 0.4486 - nse: 0.9454
8/8 [==============================] - 0s 32ms/step - loss: 0.4049 - nse: 0.9471 - val_loss: 5.3383 - val_nse: 0.1814
Epoch 657/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5210 - nse: 0.9548
3/8 [==========>...................] - ETA: 0s - loss: 0.6760 - nse: 0.9270
5/8 [=================>............] - ETA: 0s - loss: 0.6232 - nse: 0.9229
7/8 [=========================>....] - ETA: 0s - loss: 0.5717 - nse: 0.9263
8/8 [==============================] - 0s 33ms/step - loss: 0.5818 - nse: 0.9123 - val_loss: 5.4814 - val_nse: 0.1654
Epoch 658/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3090 - nse: 0.9668
4/8 [==============>...............] - ETA: 0s - loss: 0.5673 - nse: 0.9315
7/8 [=========================>....] - ETA: 0s - loss: 0.5743 - nse: 0.9255
8/8 [==============================] - 0s 31ms/step - loss: 0.5677 - nse: 0.9302 - val_loss: 4.9192 - val_nse: 0.2344
Epoch 659/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6555 - nse: 0.9292
4/8 [==============>...............] - ETA: 0s - loss: 0.4940 - nse: 0.9345
6/8 [=====================>........] - ETA: 0s - loss: 0.5469 - nse: 0.9280
8/8 [==============================] - 0s 32ms/step - loss: 0.5372 - nse: 0.9306 - val_loss: 5.2605 - val_nse: 0.1961
Epoch 660/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3741 - nse: 0.9509
4/8 [==============>...............] - ETA: 0s - loss: 0.3746 - nse: 0.9536
6/8 [=====================>........] - ETA: 0s - loss: 0.4586 - nse: 0.9398
8/8 [==============================] - 0s 32ms/step - loss: 0.6014 - nse: 0.8838 - val_loss: 4.9586 - val_nse: 0.2467
Epoch 661/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5685 - nse: 0.9285
3/8 [==========>...................] - ETA: 0s - loss: 0.9589 - nse: 0.8914
5/8 [=================>............] - ETA: 0s - loss: 1.0828 - nse: 0.8636
7/8 [=========================>....] - ETA: 0s - loss: 1.0994 - nse: 0.8636
8/8 [==============================] - 0s 33ms/step - loss: 1.0850 - nse: 0.8434 - val_loss: 5.3020 - val_nse: 0.1640
Epoch 662/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4806 - nse: 0.9122
4/8 [==============>...............] - ETA: 0s - loss: 1.0132 - nse: 0.8696
6/8 [=====================>........] - ETA: 0s - loss: 1.0521 - nse: 0.8721
8/8 [==============================] - 0s 32ms/step - loss: 0.9533 - nse: 0.8902 - val_loss: 4.5148 - val_nse: 0.3000
Epoch 663/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4581 - nse: 0.9359
3/8 [==========>...................] - ETA: 0s - loss: 0.3682 - nse: 0.9481
5/8 [=================>............] - ETA: 0s - loss: 0.3898 - nse: 0.9474
8/8 [==============================] - ETA: 0s - loss: 0.4325 - nse: 0.9470
8/8 [==============================] - 0s 32ms/step - loss: 0.4325 - nse: 0.9470 - val_loss: 5.2846 - val_nse: 0.1839
Epoch 664/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3926 - nse: 0.9419
3/8 [==========>...................] - ETA: 0s - loss: 0.3407 - nse: 0.9568
6/8 [=====================>........] - ETA: 0s - loss: 0.4546 - nse: 0.9388
8/8 [==============================] - 0s 32ms/step - loss: 0.4815 - nse: 0.9194 - val_loss: 4.8252 - val_nse: 0.2572
Epoch 665/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4781 - nse: 0.9572
3/8 [==========>...................] - ETA: 0s - loss: 0.3688 - nse: 0.9496
5/8 [=================>............] - ETA: 0s - loss: 0.3181 - nse: 0.9574
8/8 [==============================] - ETA: 0s - loss: 0.4504 - nse: 0.9322
8/8 [==============================] - 0s 32ms/step - loss: 0.4504 - nse: 0.9322 - val_loss: 4.6547 - val_nse: 0.2648
Epoch 666/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6796 - nse: 0.9428
3/8 [==========>...................] - ETA: 0s - loss: 0.5110 - nse: 0.9467
6/8 [=====================>........] - ETA: 0s - loss: 0.5181 - nse: 0.9377
8/8 [==============================] - 0s 32ms/step - loss: 0.4853 - nse: 0.9387 - val_loss: 4.3646 - val_nse: 0.3324
Epoch 667/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4351 - nse: 0.9262
4/8 [==============>...............] - ETA: 0s - loss: 0.3634 - nse: 0.9491
7/8 [=========================>....] - ETA: 0s - loss: 0.3371 - nse: 0.9562
8/8 [==============================] - 0s 31ms/step - loss: 0.3371 - nse: 0.9508 - val_loss: 5.2136 - val_nse: 0.1827
Epoch 668/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2195 - nse: 0.9671
4/8 [==============>...............] - ETA: 0s - loss: 0.2497 - nse: 0.9627
7/8 [=========================>....] - ETA: 0s - loss: 0.2741 - nse: 0.9605
8/8 [==============================] - 0s 32ms/step - loss: 0.2713 - nse: 0.9610 - val_loss: 5.0796 - val_nse: 0.1996
Epoch 669/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3392 - nse: 0.9567
3/8 [==========>...................] - ETA: 0s - loss: 0.3641 - nse: 0.9607
5/8 [=================>............] - ETA: 0s - loss: 0.3123 - nse: 0.9600
8/8 [==============================] - ETA: 0s - loss: 0.2696 - nse: 0.9659
8/8 [==============================] - 0s 32ms/step - loss: 0.2696 - nse: 0.9659 - val_loss: 5.1356 - val_nse: 0.1950
Epoch 670/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3552 - nse: 0.9596
4/8 [==============>...............] - ETA: 0s - loss: 0.3089 - nse: 0.9578
7/8 [=========================>....] - ETA: 0s - loss: 0.2871 - nse: 0.9628
8/8 [==============================] - 0s 31ms/step - loss: 0.2848 - nse: 0.9650 - val_loss: 5.1532 - val_nse: 0.2021
Epoch 671/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2246 - nse: 0.9663
4/8 [==============>...............] - ETA: 0s - loss: 0.2548 - nse: 0.9710
7/8 [=========================>....] - ETA: 0s - loss: 0.2377 - nse: 0.9698
8/8 [==============================] - 0s 31ms/step - loss: 0.2313 - nse: 0.9729 - val_loss: 5.5758 - val_nse: 0.1320
Epoch 672/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2502 - nse: 0.9609
3/8 [==========>...................] - ETA: 0s - loss: 0.2524 - nse: 0.9656
5/8 [=================>............] - ETA: 0s - loss: 0.2303 - nse: 0.9720
8/8 [==============================] - ETA: 0s - loss: 0.2489 - nse: 0.9655
8/8 [==============================] - 0s 31ms/step - loss: 0.2489 - nse: 0.9655 - val_loss: 5.3749 - val_nse: 0.1719
Epoch 673/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4177 - nse: 0.9587
3/8 [==========>...................] - ETA: 0s - loss: 0.2847 - nse: 0.9692
5/8 [=================>............] - ETA: 0s - loss: 0.2459 - nse: 0.9693
7/8 [=========================>....] - ETA: 0s - loss: 0.2489 - nse: 0.9665
8/8 [==============================] - 0s 33ms/step - loss: 0.2570 - nse: 0.9668 - val_loss: 5.7788 - val_nse: 0.1139
Epoch 674/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1516 - nse: 0.9781
4/8 [==============>...............] - ETA: 0s - loss: 0.1927 - nse: 0.9778
7/8 [=========================>....] - ETA: 0s - loss: 0.2341 - nse: 0.9708
8/8 [==============================] - 0s 31ms/step - loss: 0.2285 - nse: 0.9684 - val_loss: 5.5471 - val_nse: 0.1370
Epoch 675/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5126 - nse: 0.9128
4/8 [==============>...............] - ETA: 0s - loss: 0.4712 - nse: 0.9412
7/8 [=========================>....] - ETA: 0s - loss: 0.4515 - nse: 0.9424
8/8 [==============================] - 0s 32ms/step - loss: 0.4454 - nse: 0.9408 - val_loss: 5.5575 - val_nse: 0.1409
Epoch 676/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6059 - nse: 0.9069
4/8 [==============>...............] - ETA: 0s - loss: 0.2890 - nse: 0.9601
7/8 [=========================>....] - ETA: 0s - loss: 0.2846 - nse: 0.9634
8/8 [==============================] - 0s 31ms/step - loss: 0.2884 - nse: 0.9610 - val_loss: 5.1918 - val_nse: 0.1888
Epoch 677/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3400 - nse: 0.9486
4/8 [==============>...............] - ETA: 0s - loss: 0.2504 - nse: 0.9684
6/8 [=====================>........] - ETA: 0s - loss: 0.2387 - nse: 0.9679
8/8 [==============================] - 0s 31ms/step - loss: 0.2298 - nse: 0.9709 - val_loss: 5.4022 - val_nse: 0.1699
Epoch 678/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2027 - nse: 0.9774
4/8 [==============>...............] - ETA: 0s - loss: 0.1926 - nse: 0.9741
7/8 [=========================>....] - ETA: 0s - loss: 0.1904 - nse: 0.9761
8/8 [==============================] - 0s 31ms/step - loss: 0.1937 - nse: 0.9731 - val_loss: 5.4212 - val_nse: 0.1640
Epoch 679/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0693 - nse: 0.9897
4/8 [==============>...............] - ETA: 0s - loss: 0.1581 - nse: 0.9788
7/8 [=========================>....] - ETA: 0s - loss: 0.1613 - nse: 0.9788
8/8 [==============================] - 0s 32ms/step - loss: 0.1708 - nse: 0.9758 - val_loss: 5.3036 - val_nse: 0.1830
Epoch 680/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1426 - nse: 0.9762
4/8 [==============>...............] - ETA: 0s - loss: 0.2711 - nse: 0.9647
7/8 [=========================>....] - ETA: 0s - loss: 0.3054 - nse: 0.9606
8/8 [==============================] - 0s 31ms/step - loss: 0.3016 - nse: 0.9636 - val_loss: 5.7518 - val_nse: 0.1100
Epoch 681/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2487 - nse: 0.9729
3/8 [==========>...................] - ETA: 0s - loss: 0.2251 - nse: 0.9717
6/8 [=====================>........] - ETA: 0s - loss: 0.2344 - nse: 0.9717
8/8 [==============================] - 0s 32ms/step - loss: 0.2226 - nse: 0.9705 - val_loss: 5.4307 - val_nse: 0.1589
Epoch 682/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1054 - nse: 0.9873
4/8 [==============>...............] - ETA: 0s - loss: 0.1734 - nse: 0.9766
7/8 [=========================>....] - ETA: 0s - loss: 0.1652 - nse: 0.9775
8/8 [==============================] - 0s 31ms/step - loss: 0.1706 - nse: 0.9764 - val_loss: 5.4329 - val_nse: 0.1641
Epoch 683/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1869 - nse: 0.9755
4/8 [==============>...............] - ETA: 0s - loss: 0.1924 - nse: 0.9760
7/8 [=========================>....] - ETA: 0s - loss: 0.1727 - nse: 0.9768
8/8 [==============================] - 0s 31ms/step - loss: 0.1738 - nse: 0.9767 - val_loss: 6.1444 - val_nse: 0.0536
Epoch 684/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1139 - nse: 0.9870
4/8 [==============>...............] - ETA: 0s - loss: 0.2169 - nse: 0.9728
7/8 [=========================>....] - ETA: 0s - loss: 0.2372 - nse: 0.9707
8/8 [==============================] - 0s 31ms/step - loss: 0.2348 - nse: 0.9707 - val_loss: 5.4169 - val_nse: 0.1734
Epoch 685/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1514 - nse: 0.9834
3/8 [==========>...................] - ETA: 0s - loss: 0.3189 - nse: 0.9696
5/8 [=================>............] - ETA: 0s - loss: 0.3054 - nse: 0.9572
7/8 [=========================>....] - ETA: 0s - loss: 0.2809 - nse: 0.9621
8/8 [==============================] - 0s 33ms/step - loss: 0.2770 - nse: 0.9638 - val_loss: 5.5038 - val_nse: 0.1505
Epoch 686/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1608 - nse: 0.9851
4/8 [==============>...............] - ETA: 0s - loss: 0.2491 - nse: 0.9695
7/8 [=========================>....] - ETA: 0s - loss: 0.2300 - nse: 0.9711
8/8 [==============================] - 0s 31ms/step - loss: 0.2354 - nse: 0.9642 - val_loss: 5.3817 - val_nse: 0.1785
Epoch 687/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1695 - nse: 0.9829
4/8 [==============>...............] - ETA: 0s - loss: 0.2533 - nse: 0.9666
7/8 [=========================>....] - ETA: 0s - loss: 0.3146 - nse: 0.9617
8/8 [==============================] - 0s 31ms/step - loss: 0.3112 - nse: 0.9617 - val_loss: 5.3252 - val_nse: 0.1793
Epoch 688/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1961 - nse: 0.9720
4/8 [==============>...............] - ETA: 0s - loss: 0.2101 - nse: 0.9712
7/8 [=========================>....] - ETA: 0s - loss: 0.2505 - nse: 0.9690
8/8 [==============================] - 0s 31ms/step - loss: 0.2490 - nse: 0.9639 - val_loss: 5.6333 - val_nse: 0.1221
Epoch 689/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2212 - nse: 0.9626
3/8 [==========>...................] - ETA: 0s - loss: 0.3268 - nse: 0.9556
5/8 [=================>............] - ETA: 0s - loss: 0.3576 - nse: 0.9503
8/8 [==============================] - ETA: 0s - loss: 0.3343 - nse: 0.9584
8/8 [==============================] - 0s 32ms/step - loss: 0.3343 - nse: 0.9584 - val_loss: 5.2610 - val_nse: 0.1792
Epoch 690/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2013 - nse: 0.9792
3/8 [==========>...................] - ETA: 0s - loss: 0.3010 - nse: 0.9618
6/8 [=====================>........] - ETA: 0s - loss: 0.2801 - nse: 0.9653
8/8 [==============================] - 0s 32ms/step - loss: 0.3108 - nse: 0.9584 - val_loss: 5.7065 - val_nse: 0.1243
Epoch 691/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1990 - nse: 0.9645
3/8 [==========>...................] - ETA: 0s - loss: 0.1896 - nse: 0.9697
6/8 [=====================>........] - ETA: 0s - loss: 0.2290 - nse: 0.9696
8/8 [==============================] - 0s 31ms/step - loss: 0.2267 - nse: 0.9652 - val_loss: 5.9662 - val_nse: 0.0795
Epoch 692/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1554 - nse: 0.9752
3/8 [==========>...................] - ETA: 0s - loss: 0.2366 - nse: 0.9716
5/8 [=================>............] - ETA: 0s - loss: 0.2304 - nse: 0.9715
7/8 [=========================>....] - ETA: 0s - loss: 0.2310 - nse: 0.9715
8/8 [==============================] - 0s 32ms/step - loss: 0.2262 - nse: 0.9741 - val_loss: 5.4763 - val_nse: 0.1595
Epoch 693/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1692 - nse: 0.9860
3/8 [==========>...................] - ETA: 0s - loss: 0.2161 - nse: 0.9778
5/8 [=================>............] - ETA: 0s - loss: 0.2557 - nse: 0.9663
7/8 [=========================>....] - ETA: 0s - loss: 0.2549 - nse: 0.9671
8/8 [==============================] - 0s 32ms/step - loss: 0.2530 - nse: 0.9662 - val_loss: 5.6601 - val_nse: 0.1256
Epoch 694/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2668 - nse: 0.9719
3/8 [==========>...................] - ETA: 0s - loss: 0.4065 - nse: 0.9547
6/8 [=====================>........] - ETA: 0s - loss: 0.2737 - nse: 0.9686
8/8 [==============================] - 0s 32ms/step - loss: 0.2627 - nse: 0.9631 - val_loss: 5.3327 - val_nse: 0.1728
Epoch 695/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1928 - nse: 0.9792
3/8 [==========>...................] - ETA: 0s - loss: 0.2543 - nse: 0.9691
6/8 [=====================>........] - ETA: 0s - loss: 0.2203 - nse: 0.9740
8/8 [==============================] - 0s 31ms/step - loss: 0.2138 - nse: 0.9731 - val_loss: 5.5926 - val_nse: 0.1270
Epoch 696/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3934 - nse: 0.9407
4/8 [==============>...............] - ETA: 0s - loss: 0.2366 - nse: 0.9607
7/8 [=========================>....] - ETA: 0s - loss: 0.2134 - nse: 0.9688
8/8 [==============================] - 0s 31ms/step - loss: 0.2230 - nse: 0.9677 - val_loss: 5.1972 - val_nse: 0.1955
Epoch 697/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2499 - nse: 0.9599
4/8 [==============>...............] - ETA: 0s - loss: 0.1925 - nse: 0.9737
6/8 [=====================>........] - ETA: 0s - loss: 0.2025 - nse: 0.9736
8/8 [==============================] - 0s 31ms/step - loss: 0.1981 - nse: 0.9687 - val_loss: 5.2638 - val_nse: 0.1893
Epoch 698/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1856 - nse: 0.9790
4/8 [==============>...............] - ETA: 0s - loss: 0.2825 - nse: 0.9675
7/8 [=========================>....] - ETA: 0s - loss: 0.3022 - nse: 0.9583
8/8 [==============================] - 0s 31ms/step - loss: 0.2990 - nse: 0.9475 - val_loss: 5.2980 - val_nse: 0.1754
Epoch 699/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1857 - nse: 0.9686
4/8 [==============>...............] - ETA: 0s - loss: 0.4452 - nse: 0.9301
7/8 [=========================>....] - ETA: 0s - loss: 0.4503 - nse: 0.9395
8/8 [==============================] - 0s 31ms/step - loss: 0.4462 - nse: 0.9428 - val_loss: 5.5979 - val_nse: 0.1269
Epoch 700/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5601 - nse: 0.9292
4/8 [==============>...............] - ETA: 0s - loss: 0.4303 - nse: 0.9431
7/8 [=========================>....] - ETA: 0s - loss: 0.4557 - nse: 0.9449
8/8 [==============================] - 0s 31ms/step - loss: 0.4419 - nse: 0.9482 - val_loss: 5.0921 - val_nse: 0.2150
Epoch 701/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2931 - nse: 0.9542
4/8 [==============>...............] - ETA: 0s - loss: 0.2638 - nse: 0.9625
7/8 [=========================>....] - ETA: 0s - loss: 0.2947 - nse: 0.9625
8/8 [==============================] - 0s 31ms/step - loss: 0.2993 - nse: 0.9622 - val_loss: 5.2073 - val_nse: 0.1796
Epoch 702/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3100 - nse: 0.9608
4/8 [==============>...............] - ETA: 0s - loss: 0.2617 - nse: 0.9680
7/8 [=========================>....] - ETA: 0s - loss: 0.2504 - nse: 0.9663
8/8 [==============================] - 0s 32ms/step - loss: 0.2555 - nse: 0.9642 - val_loss: 4.9412 - val_nse: 0.2432
Epoch 703/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2411 - nse: 0.9718
3/8 [==========>...................] - ETA: 0s - loss: 0.3363 - nse: 0.9646
6/8 [=====================>........] - ETA: 0s - loss: 0.3374 - nse: 0.9587
8/8 [==============================] - 0s 31ms/step - loss: 0.3215 - nse: 0.9446 - val_loss: 5.1445 - val_nse: 0.2031
Epoch 704/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5113 - nse: 0.9417
4/8 [==============>...............] - ETA: 0s - loss: 0.3875 - nse: 0.9533
7/8 [=========================>....] - ETA: 0s - loss: 0.3447 - nse: 0.9566
8/8 [==============================] - 0s 33ms/step - loss: 0.3406 - nse: 0.9591 - val_loss: 5.0912 - val_nse: 0.2166
Epoch 705/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2846 - nse: 0.9573
4/8 [==============>...............] - ETA: 0s - loss: 0.2282 - nse: 0.9724
7/8 [=========================>....] - ETA: 0s - loss: 0.2627 - nse: 0.9631
8/8 [==============================] - 0s 32ms/step - loss: 0.2636 - nse: 0.9424 - val_loss: 5.2504 - val_nse: 0.1772
Epoch 706/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1533 - nse: 0.9769
4/8 [==============>...............] - ETA: 0s - loss: 0.3028 - nse: 0.9624
7/8 [=========================>....] - ETA: 0s - loss: 0.2910 - nse: 0.9639
8/8 [==============================] - 0s 31ms/step - loss: 0.2946 - nse: 0.9588 - val_loss: 5.2407 - val_nse: 0.1935
Epoch 707/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3218 - nse: 0.9645
4/8 [==============>...............] - ETA: 0s - loss: 0.3529 - nse: 0.9548
7/8 [=========================>....] - ETA: 0s - loss: 0.3149 - nse: 0.9577
8/8 [==============================] - 0s 31ms/step - loss: 0.3121 - nse: 0.9603 - val_loss: 5.9344 - val_nse: 0.0832
Epoch 708/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3048 - nse: 0.9636
4/8 [==============>...............] - ETA: 0s - loss: 0.2673 - nse: 0.9661
7/8 [=========================>....] - ETA: 0s - loss: 0.2305 - nse: 0.9696
8/8 [==============================] - 0s 31ms/step - loss: 0.2344 - nse: 0.9693 - val_loss: 5.2464 - val_nse: 0.1942
Epoch 709/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1590 - nse: 0.9821
3/8 [==========>...................] - ETA: 0s - loss: 0.1731 - nse: 0.9770
5/8 [=================>............] - ETA: 0s - loss: 0.1886 - nse: 0.9756
7/8 [=========================>....] - ETA: 0s - loss: 0.2017 - nse: 0.9749
8/8 [==============================] - 0s 33ms/step - loss: 0.2039 - nse: 0.9742 - val_loss: 5.4645 - val_nse: 0.1486
Epoch 710/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1791 - nse: 0.9750
3/8 [==========>...................] - ETA: 0s - loss: 0.1889 - nse: 0.9782
6/8 [=====================>........] - ETA: 0s - loss: 0.2036 - nse: 0.9749
8/8 [==============================] - 0s 31ms/step - loss: 0.2226 - nse: 0.9684 - val_loss: 5.3907 - val_nse: 0.1668
Epoch 711/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1823 - nse: 0.9821
4/8 [==============>...............] - ETA: 0s - loss: 0.1771 - nse: 0.9738
7/8 [=========================>....] - ETA: 0s - loss: 0.2282 - nse: 0.9689
8/8 [==============================] - 0s 31ms/step - loss: 0.2250 - nse: 0.9717 - val_loss: 5.6835 - val_nse: 0.1183
Epoch 712/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2541 - nse: 0.9646
4/8 [==============>...............] - ETA: 0s - loss: 0.2004 - nse: 0.9743
7/8 [=========================>....] - ETA: 0s - loss: 0.2345 - nse: 0.9672
8/8 [==============================] - 0s 31ms/step - loss: 0.2433 - nse: 0.9669 - val_loss: 5.8652 - val_nse: 0.0964
Epoch 713/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2677 - nse: 0.9587
4/8 [==============>...............] - ETA: 0s - loss: 0.2864 - nse: 0.9609
7/8 [=========================>....] - ETA: 0s - loss: 0.2977 - nse: 0.9617
8/8 [==============================] - 0s 31ms/step - loss: 0.2940 - nse: 0.9621 - val_loss: 5.4765 - val_nse: 0.1512
Epoch 714/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1348 - nse: 0.9835
3/8 [==========>...................] - ETA: 0s - loss: 0.2581 - nse: 0.9681
5/8 [=================>............] - ETA: 0s - loss: 0.2376 - nse: 0.9689
7/8 [=========================>....] - ETA: 0s - loss: 0.2250 - nse: 0.9701
8/8 [==============================] - 0s 32ms/step - loss: 0.2232 - nse: 0.9721 - val_loss: 5.4503 - val_nse: 0.1578
Epoch 715/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3034 - nse: 0.9333
4/8 [==============>...............] - ETA: 0s - loss: 0.2365 - nse: 0.9643
7/8 [=========================>....] - ETA: 0s - loss: 0.2360 - nse: 0.9690
8/8 [==============================] - 0s 31ms/step - loss: 0.2340 - nse: 0.9683 - val_loss: 5.2507 - val_nse: 0.1934
Epoch 716/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1379 - nse: 0.9765
4/8 [==============>...............] - ETA: 0s - loss: 0.1841 - nse: 0.9747
7/8 [=========================>....] - ETA: 0s - loss: 0.2045 - nse: 0.9736
8/8 [==============================] - 0s 31ms/step - loss: 0.2050 - nse: 0.9732 - val_loss: 5.1509 - val_nse: 0.2090
Epoch 717/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1375 - nse: 0.9802
4/8 [==============>...............] - ETA: 0s - loss: 0.1825 - nse: 0.9768
7/8 [=========================>....] - ETA: 0s - loss: 0.2203 - nse: 0.9715
8/8 [==============================] - 0s 31ms/step - loss: 0.2195 - nse: 0.9729 - val_loss: 5.2970 - val_nse: 0.1792
Epoch 718/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2140 - nse: 0.9723
4/8 [==============>...............] - ETA: 0s - loss: 0.2359 - nse: 0.9693
7/8 [=========================>....] - ETA: 0s - loss: 0.3384 - nse: 0.9564
8/8 [==============================] - 0s 31ms/step - loss: 0.3324 - nse: 0.9589 - val_loss: 5.0105 - val_nse: 0.2265
Epoch 719/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2755 - nse: 0.9577
3/8 [==========>...................] - ETA: 0s - loss: 0.2847 - nse: 0.9586
6/8 [=====================>........] - ETA: 0s - loss: 0.3400 - nse: 0.9530
8/8 [==============================] - 0s 31ms/step - loss: 0.3191 - nse: 0.9599 - val_loss: 5.5696 - val_nse: 0.1231
Epoch 720/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2823 - nse: 0.9570
3/8 [==========>...................] - ETA: 0s - loss: 0.2554 - nse: 0.9649
6/8 [=====================>........] - ETA: 0s - loss: 0.3698 - nse: 0.9440
8/8 [==============================] - 0s 31ms/step - loss: 0.3536 - nse: 0.9478 - val_loss: 5.4372 - val_nse: 0.1559
Epoch 721/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4219 - nse: 0.9530
4/8 [==============>...............] - ETA: 0s - loss: 0.3194 - nse: 0.9568
7/8 [=========================>....] - ETA: 0s - loss: 0.4239 - nse: 0.9435
8/8 [==============================] - 0s 31ms/step - loss: 0.4168 - nse: 0.9466 - val_loss: 5.2663 - val_nse: 0.1806
Epoch 722/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.9556 - nse: 0.9043
4/8 [==============>...............] - ETA: 0s - loss: 0.4494 - nse: 0.9486
6/8 [=====================>........] - ETA: 0s - loss: 0.4926 - nse: 0.9363
8/8 [==============================] - 0s 32ms/step - loss: 0.4760 - nse: 0.9396 - val_loss: 5.2623 - val_nse: 0.1843
Epoch 723/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2377 - nse: 0.9760
3/8 [==========>...................] - ETA: 0s - loss: 0.2969 - nse: 0.9649
6/8 [=====================>........] - ETA: 0s - loss: 0.4554 - nse: 0.9450
8/8 [==============================] - 0s 31ms/step - loss: 0.4403 - nse: 0.9436 - val_loss: 5.1059 - val_nse: 0.2196
Epoch 724/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7620 - nse: 0.9053
3/8 [==========>...................] - ETA: 0s - loss: 0.5520 - nse: 0.9325
6/8 [=====================>........] - ETA: 0s - loss: 0.5513 - nse: 0.9297
8/8 [==============================] - 0s 32ms/step - loss: 0.4930 - nse: 0.9394 - val_loss: 4.9342 - val_nse: 0.2495
Epoch 725/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4887 - nse: 0.9443
4/8 [==============>...............] - ETA: 0s - loss: 0.5376 - nse: 0.9282
7/8 [=========================>....] - ETA: 0s - loss: 0.5759 - nse: 0.9256
8/8 [==============================] - 0s 31ms/step - loss: 0.5705 - nse: 0.9281 - val_loss: 4.9354 - val_nse: 0.2274
Epoch 726/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3520 - nse: 0.9528
3/8 [==========>...................] - ETA: 0s - loss: 0.5735 - nse: 0.9318
6/8 [=====================>........] - ETA: 0s - loss: 0.4489 - nse: 0.9409
8/8 [==============================] - 0s 31ms/step - loss: 0.5224 - nse: 0.9410 - val_loss: 5.4683 - val_nse: 0.1637
Epoch 727/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3613 - nse: 0.9669
4/8 [==============>...............] - ETA: 0s - loss: 0.5822 - nse: 0.9086
7/8 [=========================>....] - ETA: 0s - loss: 0.5739 - nse: 0.9181
8/8 [==============================] - 0s 31ms/step - loss: 0.5683 - nse: 0.9156 - val_loss: 5.1643 - val_nse: 0.1978
Epoch 728/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2313 - nse: 0.9745
3/8 [==========>...................] - ETA: 0s - loss: 0.4893 - nse: 0.9298
6/8 [=====================>........] - ETA: 0s - loss: 0.4456 - nse: 0.9404
8/8 [==============================] - 0s 31ms/step - loss: 0.5463 - nse: 0.9068 - val_loss: 5.3651 - val_nse: 0.1791
Epoch 729/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4377 - nse: 0.9481
4/8 [==============>...............] - ETA: 0s - loss: 1.0975 - nse: 0.8824
7/8 [=========================>....] - ETA: 0s - loss: 1.0563 - nse: 0.8584
8/8 [==============================] - 0s 31ms/step - loss: 1.0450 - nse: 0.8401 - val_loss: 5.4347 - val_nse: 0.1741
Epoch 730/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2956 - nse: 0.9586
3/8 [==========>...................] - ETA: 0s - loss: 0.9054 - nse: 0.8970
6/8 [=====================>........] - ETA: 0s - loss: 1.0908 - nse: 0.8635
8/8 [==============================] - 0s 31ms/step - loss: 1.1430 - nse: 0.8459 - val_loss: 5.8989 - val_nse: 0.1094
Epoch 731/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5213 - nse: 0.9297
3/8 [==========>...................] - ETA: 0s - loss: 0.6935 - nse: 0.9120
6/8 [=====================>........] - ETA: 0s - loss: 0.8322 - nse: 0.9035
8/8 [==============================] - 0s 33ms/step - loss: 0.8164 - nse: 0.8910 - val_loss: 5.0577 - val_nse: 0.2546
Epoch 732/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7738 - nse: 0.8980
3/8 [==========>...................] - ETA: 0s - loss: 0.5490 - nse: 0.9146
6/8 [=====================>........] - ETA: 0s - loss: 0.7708 - nse: 0.8988
8/8 [==============================] - 0s 31ms/step - loss: 0.8254 - nse: 0.8992 - val_loss: 7.5774 - val_nse: -0.1534
Epoch 733/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2883 - nse: 0.9592
4/8 [==============>...............] - ETA: 0s - loss: 0.5100 - nse: 0.9282
7/8 [=========================>....] - ETA: 0s - loss: 0.7867 - nse: 0.8992
8/8 [==============================] - 0s 31ms/step - loss: 0.7919 - nse: 0.9048 - val_loss: 6.2364 - val_nse: 0.0623
Epoch 734/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7705 - nse: 0.8907
4/8 [==============>...............] - ETA: 0s - loss: 0.7467 - nse: 0.9129
7/8 [=========================>....] - ETA: 0s - loss: 0.6696 - nse: 0.9163
8/8 [==============================] - 0s 31ms/step - loss: 0.6921 - nse: 0.8658 - val_loss: 4.7387 - val_nse: 0.2715
Epoch 735/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3055 - nse: 0.9657
3/8 [==========>...................] - ETA: 0s - loss: 0.4095 - nse: 0.9514
5/8 [=================>............] - ETA: 0s - loss: 0.7853 - nse: 0.8898
7/8 [=========================>....] - ETA: 0s - loss: 0.7771 - nse: 0.8929
8/8 [==============================] - 0s 32ms/step - loss: 0.7669 - nse: 0.8952 - val_loss: 5.3185 - val_nse: 0.1855
Epoch 736/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4051 - nse: 0.9278
4/8 [==============>...............] - ETA: 0s - loss: 0.4547 - nse: 0.9386
7/8 [=========================>....] - ETA: 0s - loss: 0.5863 - nse: 0.9160
8/8 [==============================] - 0s 32ms/step - loss: 0.5752 - nse: 0.9231 - val_loss: 4.6898 - val_nse: 0.2748
Epoch 737/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5873 - nse: 0.9257
3/8 [==========>...................] - ETA: 0s - loss: 0.5564 - nse: 0.9388
6/8 [=====================>........] - ETA: 0s - loss: 0.4320 - nse: 0.9486
8/8 [==============================] - 0s 31ms/step - loss: 0.5273 - nse: 0.9182 - val_loss: 5.7048 - val_nse: 0.1089
Epoch 738/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5294 - nse: 0.9332
3/8 [==========>...................] - ETA: 0s - loss: 0.4172 - nse: 0.9434
5/8 [=================>............] - ETA: 0s - loss: 0.3622 - nse: 0.9531
7/8 [=========================>....] - ETA: 0s - loss: 0.4088 - nse: 0.9495
8/8 [==============================] - 0s 32ms/step - loss: 0.4037 - nse: 0.9530 - val_loss: 4.7517 - val_nse: 0.2821
Epoch 739/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3278 - nse: 0.9551
3/8 [==========>...................] - ETA: 0s - loss: 0.3494 - nse: 0.9595
5/8 [=================>............] - ETA: 0s - loss: 0.3451 - nse: 0.9543
8/8 [==============================] - ETA: 0s - loss: 0.3868 - nse: 0.9536
8/8 [==============================] - 0s 33ms/step - loss: 0.3868 - nse: 0.9536 - val_loss: 6.3662 - val_nse: 0.0214
Epoch 740/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3974 - nse: 0.9599
4/8 [==============>...............] - ETA: 0s - loss: 0.2878 - nse: 0.9648
7/8 [=========================>....] - ETA: 0s - loss: 0.4803 - nse: 0.9391
8/8 [==============================] - 0s 32ms/step - loss: 0.4850 - nse: 0.9261 - val_loss: 5.3278 - val_nse: 0.1846
Epoch 741/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1638 - nse: 0.9825
4/8 [==============>...............] - ETA: 0s - loss: 0.2063 - nse: 0.9770
7/8 [=========================>....] - ETA: 0s - loss: 0.2803 - nse: 0.9625
8/8 [==============================] - 0s 30ms/step - loss: 0.2916 - nse: 0.9548 - val_loss: 5.9527 - val_nse: 0.0833
Epoch 742/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2921 - nse: 0.9571
4/8 [==============>...............] - ETA: 0s - loss: 0.2629 - nse: 0.9608
6/8 [=====================>........] - ETA: 0s - loss: 0.2789 - nse: 0.9609
8/8 [==============================] - 0s 31ms/step - loss: 0.2861 - nse: 0.9608 - val_loss: 6.3485 - val_nse: -0.0013
Epoch 743/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1980 - nse: 0.9712
4/8 [==============>...............] - ETA: 0s - loss: 0.2434 - nse: 0.9689
7/8 [=========================>....] - ETA: 0s - loss: 0.3171 - nse: 0.9602
8/8 [==============================] - 0s 32ms/step - loss: 0.3234 - nse: 0.9577 - val_loss: 5.7361 - val_nse: 0.1190
Epoch 744/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1436 - nse: 0.9839
4/8 [==============>...............] - ETA: 0s - loss: 0.2634 - nse: 0.9566
7/8 [=========================>....] - ETA: 0s - loss: 0.2323 - nse: 0.9665
8/8 [==============================] - 0s 31ms/step - loss: 0.2398 - nse: 0.9628 - val_loss: 6.3555 - val_nse: 0.0260
Epoch 745/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1253 - nse: 0.9852
4/8 [==============>...............] - ETA: 0s - loss: 0.1903 - nse: 0.9749
7/8 [=========================>....] - ETA: 0s - loss: 0.2115 - nse: 0.9726
8/8 [==============================] - 0s 30ms/step - loss: 0.2087 - nse: 0.9737 - val_loss: 6.0303 - val_nse: 0.0776
Epoch 746/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0878 - nse: 0.9866
4/8 [==============>...............] - ETA: 0s - loss: 0.2062 - nse: 0.9700
7/8 [=========================>....] - ETA: 0s - loss: 0.2077 - nse: 0.9729
8/8 [==============================] - 0s 31ms/step - loss: 0.2110 - nse: 0.9647 - val_loss: 6.2776 - val_nse: 0.0370
Epoch 747/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1514 - nse: 0.9789
4/8 [==============>...............] - ETA: 0s - loss: 0.1629 - nse: 0.9786
7/8 [=========================>....] - ETA: 0s - loss: 0.1721 - nse: 0.9749
8/8 [==============================] - 0s 31ms/step - loss: 0.1717 - nse: 0.9761 - val_loss: 5.7639 - val_nse: 0.1125
Epoch 748/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1353 - nse: 0.9824
4/8 [==============>...............] - ETA: 0s - loss: 0.1497 - nse: 0.9810
7/8 [=========================>....] - ETA: 0s - loss: 0.1543 - nse: 0.9792
8/8 [==============================] - 0s 31ms/step - loss: 0.1550 - nse: 0.9789 - val_loss: 5.9714 - val_nse: 0.0852
Epoch 749/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1535 - nse: 0.9749
4/8 [==============>...............] - ETA: 0s - loss: 0.1390 - nse: 0.9814
7/8 [=========================>....] - ETA: 0s - loss: 0.1492 - nse: 0.9795
8/8 [==============================] - 0s 31ms/step - loss: 0.1540 - nse: 0.9782 - val_loss: 5.6134 - val_nse: 0.1356
Epoch 750/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1571 - nse: 0.9772
3/8 [==========>...................] - ETA: 0s - loss: 0.1568 - nse: 0.9773
6/8 [=====================>........] - ETA: 0s - loss: 0.1638 - nse: 0.9780
8/8 [==============================] - 0s 31ms/step - loss: 0.1800 - nse: 0.9750 - val_loss: 6.4972 - val_nse: 0.0195
Epoch 751/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1888 - nse: 0.9791
4/8 [==============>...............] - ETA: 0s - loss: 0.2634 - nse: 0.9674
7/8 [=========================>....] - ETA: 0s - loss: 0.2363 - nse: 0.9709
8/8 [==============================] - 0s 32ms/step - loss: 0.2343 - nse: 0.9702 - val_loss: 6.3533 - val_nse: 0.0177
Epoch 752/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1517 - nse: 0.9813
4/8 [==============>...............] - ETA: 0s - loss: 0.1650 - nse: 0.9805
7/8 [=========================>....] - ETA: 0s - loss: 0.1973 - nse: 0.9716
8/8 [==============================] - 0s 31ms/step - loss: 0.1964 - nse: 0.9729 - val_loss: 5.6470 - val_nse: 0.1358
Epoch 753/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2344 - nse: 0.9696
4/8 [==============>...............] - ETA: 0s - loss: 0.2193 - nse: 0.9744
7/8 [=========================>....] - ETA: 0s - loss: 0.2473 - nse: 0.9652
8/8 [==============================] - 0s 31ms/step - loss: 0.2459 - nse: 0.9625 - val_loss: 5.5662 - val_nse: 0.1339
Epoch 754/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2215 - nse: 0.9691
4/8 [==============>...............] - ETA: 0s - loss: 0.2569 - nse: 0.9635
7/8 [=========================>....] - ETA: 0s - loss: 0.2683 - nse: 0.9656
8/8 [==============================] - 0s 31ms/step - loss: 0.2651 - nse: 0.9664 - val_loss: 5.7110 - val_nse: 0.1196
Epoch 755/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1378 - nse: 0.9818
4/8 [==============>...............] - ETA: 0s - loss: 0.2523 - nse: 0.9643
7/8 [=========================>....] - ETA: 0s - loss: 0.2558 - nse: 0.9661
8/8 [==============================] - 0s 31ms/step - loss: 0.2549 - nse: 0.9681 - val_loss: 6.0400 - val_nse: 0.0721
Epoch 756/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2030 - nse: 0.9836
4/8 [==============>...............] - ETA: 0s - loss: 0.1808 - nse: 0.9776
7/8 [=========================>....] - ETA: 0s - loss: 0.1919 - nse: 0.9740
8/8 [==============================] - 0s 31ms/step - loss: 0.1941 - nse: 0.9749 - val_loss: 6.3356 - val_nse: 0.0217
Epoch 757/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1927 - nse: 0.9850
4/8 [==============>...............] - ETA: 0s - loss: 0.1865 - nse: 0.9748
7/8 [=========================>....] - ETA: 0s - loss: 0.1860 - nse: 0.9749
8/8 [==============================] - 0s 31ms/step - loss: 0.1815 - nse: 0.9765 - val_loss: 6.2325 - val_nse: 0.0427
Epoch 758/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1770 - nse: 0.9842
4/8 [==============>...............] - ETA: 0s - loss: 0.1699 - nse: 0.9785
7/8 [=========================>....] - ETA: 0s - loss: 0.1520 - nse: 0.9804
8/8 [==============================] - 0s 32ms/step - loss: 0.1529 - nse: 0.9774 - val_loss: 5.9024 - val_nse: 0.0873
Epoch 759/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1315 - nse: 0.9767
4/8 [==============>...............] - ETA: 0s - loss: 0.1656 - nse: 0.9788
7/8 [=========================>....] - ETA: 0s - loss: 0.1708 - nse: 0.9770
8/8 [==============================] - 0s 31ms/step - loss: 0.1679 - nse: 0.9789 - val_loss: 5.9300 - val_nse: 0.0931
Epoch 760/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1780 - nse: 0.9705
4/8 [==============>...............] - ETA: 0s - loss: 0.1770 - nse: 0.9744
6/8 [=====================>........] - ETA: 0s - loss: 0.1725 - nse: 0.9766
8/8 [==============================] - 0s 31ms/step - loss: 0.1627 - nse: 0.9774 - val_loss: 5.5997 - val_nse: 0.1308
Epoch 761/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1544 - nse: 0.9809
4/8 [==============>...............] - ETA: 0s - loss: 0.1710 - nse: 0.9775
7/8 [=========================>....] - ETA: 0s - loss: 0.1854 - nse: 0.9772
8/8 [==============================] - 0s 31ms/step - loss: 0.1850 - nse: 0.9750 - val_loss: 5.5616 - val_nse: 0.1509
Epoch 762/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1910 - nse: 0.9775
4/8 [==============>...............] - ETA: 0s - loss: 0.1712 - nse: 0.9755
7/8 [=========================>....] - ETA: 0s - loss: 0.1717 - nse: 0.9769
8/8 [==============================] - 0s 31ms/step - loss: 0.1762 - nse: 0.9724 - val_loss: 5.9661 - val_nse: 0.0744
Epoch 763/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1053 - nse: 0.9858
3/8 [==========>...................] - ETA: 0s - loss: 0.1241 - nse: 0.9857
6/8 [=====================>........] - ETA: 0s - loss: 0.1460 - nse: 0.9826
8/8 [==============================] - 0s 31ms/step - loss: 0.1545 - nse: 0.9744 - val_loss: 6.0988 - val_nse: 0.0630
Epoch 764/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1109 - nse: 0.9835
4/8 [==============>...............] - ETA: 0s - loss: 0.1173 - nse: 0.9851
7/8 [=========================>....] - ETA: 0s - loss: 0.1410 - nse: 0.9820
8/8 [==============================] - 0s 31ms/step - loss: 0.1381 - nse: 0.9831 - val_loss: 6.8015 - val_nse: -0.0573
Epoch 765/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1873 - nse: 0.9817
4/8 [==============>...............] - ETA: 0s - loss: 0.1618 - nse: 0.9822
7/8 [=========================>....] - ETA: 0s - loss: 0.1351 - nse: 0.9822
8/8 [==============================] - 0s 31ms/step - loss: 0.1344 - nse: 0.9831 - val_loss: 6.1626 - val_nse: 0.0641
Epoch 766/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2099 - nse: 0.9752
3/8 [==========>...................] - ETA: 0s - loss: 0.2419 - nse: 0.9740
6/8 [=====================>........] - ETA: 0s - loss: 0.1662 - nse: 0.9809
8/8 [==============================] - 0s 31ms/step - loss: 0.1701 - nse: 0.9752 - val_loss: 5.9031 - val_nse: 0.0848
Epoch 767/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0854 - nse: 0.9862
3/8 [==========>...................] - ETA: 0s - loss: 0.1593 - nse: 0.9786
5/8 [=================>............] - ETA: 0s - loss: 0.1484 - nse: 0.9818
7/8 [=========================>....] - ETA: 0s - loss: 0.1836 - nse: 0.9761
8/8 [==============================] - 0s 35ms/step - loss: 0.1836 - nse: 0.9767 - val_loss: 6.1653 - val_nse: 0.0495
Epoch 768/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0574 - nse: 0.9939
3/8 [==========>...................] - ETA: 0s - loss: 0.2261 - nse: 0.9705
5/8 [=================>............] - ETA: 0s - loss: 0.2126 - nse: 0.9722
8/8 [==============================] - ETA: 0s - loss: 0.2686 - nse: 0.9653
8/8 [==============================] - 0s 33ms/step - loss: 0.2686 - nse: 0.9653 - val_loss: 6.1919 - val_nse: 0.0467
Epoch 769/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2157 - nse: 0.9653
4/8 [==============>...............] - ETA: 0s - loss: 0.3508 - nse: 0.9500
7/8 [=========================>....] - ETA: 0s - loss: 0.3328 - nse: 0.9547
8/8 [==============================] - 0s 31ms/step - loss: 0.3236 - nse: 0.9587 - val_loss: 5.8439 - val_nse: 0.1076
Epoch 770/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1927 - nse: 0.9724
4/8 [==============>...............] - ETA: 0s - loss: 0.2379 - nse: 0.9699
7/8 [=========================>....] - ETA: 0s - loss: 0.2072 - nse: 0.9749
8/8 [==============================] - 0s 32ms/step - loss: 0.2060 - nse: 0.9749 - val_loss: 5.9841 - val_nse: 0.0682
Epoch 771/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1557 - nse: 0.9854
3/8 [==========>...................] - ETA: 0s - loss: 0.2538 - nse: 0.9709
6/8 [=====================>........] - ETA: 0s - loss: 0.2176 - nse: 0.9737
8/8 [==============================] - 0s 31ms/step - loss: 0.2319 - nse: 0.9693 - val_loss: 5.6486 - val_nse: 0.1366
Epoch 772/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2332 - nse: 0.9657
3/8 [==========>...................] - ETA: 0s - loss: 0.3255 - nse: 0.9566
6/8 [=====================>........] - ETA: 0s - loss: 0.4084 - nse: 0.9459
8/8 [==============================] - 0s 31ms/step - loss: 0.3998 - nse: 0.9404 - val_loss: 6.3338 - val_nse: 0.0203
Epoch 773/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1283 - nse: 0.9840
3/8 [==========>...................] - ETA: 0s - loss: 0.2533 - nse: 0.9650
5/8 [=================>............] - ETA: 0s - loss: 0.2655 - nse: 0.9640
8/8 [==============================] - ETA: 0s - loss: 0.2754 - nse: 0.9672
8/8 [==============================] - 0s 32ms/step - loss: 0.2754 - nse: 0.9672 - val_loss: 5.7567 - val_nse: 0.1232
Epoch 774/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7022 - nse: 0.8916
4/8 [==============>...............] - ETA: 0s - loss: 0.4027 - nse: 0.9406
7/8 [=========================>....] - ETA: 0s - loss: 0.3286 - nse: 0.9553
8/8 [==============================] - 0s 32ms/step - loss: 0.3226 - nse: 0.9516 - val_loss: 6.2359 - val_nse: 0.0396
Epoch 775/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1736 - nse: 0.9792
4/8 [==============>...............] - ETA: 0s - loss: 0.2330 - nse: 0.9702
7/8 [=========================>....] - ETA: 0s - loss: 0.2668 - nse: 0.9670
8/8 [==============================] - 0s 31ms/step - loss: 0.2669 - nse: 0.9646 - val_loss: 5.7381 - val_nse: 0.1269
Epoch 776/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1635 - nse: 0.9819
3/8 [==========>...................] - ETA: 0s - loss: 0.1927 - nse: 0.9758
5/8 [=================>............] - ETA: 0s - loss: 0.1934 - nse: 0.9765
8/8 [==============================] - ETA: 0s - loss: 0.1962 - nse: 0.9769
8/8 [==============================] - 0s 31ms/step - loss: 0.1962 - nse: 0.9769 - val_loss: 6.1435 - val_nse: 0.0413
Epoch 777/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1942 - nse: 0.9628
3/8 [==========>...................] - ETA: 0s - loss: 0.1780 - nse: 0.9715
6/8 [=====================>........] - ETA: 0s - loss: 0.1627 - nse: 0.9777
8/8 [==============================] - 0s 31ms/step - loss: 0.1606 - nse: 0.9767 - val_loss: 5.6265 - val_nse: 0.1328
Epoch 778/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1521 - nse: 0.9858
4/8 [==============>...............] - ETA: 0s - loss: 0.1623 - nse: 0.9813
7/8 [=========================>....] - ETA: 0s - loss: 0.1744 - nse: 0.9777
8/8 [==============================] - 0s 33ms/step - loss: 0.1741 - nse: 0.9782 - val_loss: 6.3497 - val_nse: 0.0099
Epoch 779/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1264 - nse: 0.9861
3/8 [==========>...................] - ETA: 0s - loss: 0.1392 - nse: 0.9841
6/8 [=====================>........] - ETA: 0s - loss: 0.1207 - nse: 0.9851
8/8 [==============================] - 0s 31ms/step - loss: 0.1411 - nse: 0.9808 - val_loss: 5.8297 - val_nse: 0.1070
Epoch 780/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1176 - nse: 0.9780
4/8 [==============>...............] - ETA: 0s - loss: 0.1452 - nse: 0.9813
7/8 [=========================>....] - ETA: 0s - loss: 0.1510 - nse: 0.9806
8/8 [==============================] - 0s 31ms/step - loss: 0.1497 - nse: 0.9790 - val_loss: 5.9279 - val_nse: 0.0842
Epoch 781/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0914 - nse: 0.9899
4/8 [==============>...............] - ETA: 0s - loss: 0.1549 - nse: 0.9808
6/8 [=====================>........] - ETA: 0s - loss: 0.1697 - nse: 0.9794
8/8 [==============================] - 0s 33ms/step - loss: 0.1719 - nse: 0.9780 - val_loss: 5.5223 - val_nse: 0.1529
Epoch 782/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2349 - nse: 0.9676
3/8 [==========>...................] - ETA: 0s - loss: 0.2875 - nse: 0.9610
5/8 [=================>............] - ETA: 0s - loss: 0.2469 - nse: 0.9635
8/8 [==============================] - ETA: 0s - loss: 0.2529 - nse: 0.9587
8/8 [==============================] - 0s 32ms/step - loss: 0.2529 - nse: 0.9587 - val_loss: 5.5365 - val_nse: 0.1354
Epoch 783/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1582 - nse: 0.9799
3/8 [==========>...................] - ETA: 0s - loss: 0.1522 - nse: 0.9818
5/8 [=================>............] - ETA: 0s - loss: 0.2072 - nse: 0.9722
7/8 [=========================>....] - ETA: 0s - loss: 0.2138 - nse: 0.9727
8/8 [==============================] - 0s 32ms/step - loss: 0.2220 - nse: 0.9706 - val_loss: 5.6065 - val_nse: 0.1486
Epoch 784/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2294 - nse: 0.9734
3/8 [==========>...................] - ETA: 0s - loss: 0.2240 - nse: 0.9712
6/8 [=====================>........] - ETA: 0s - loss: 0.2500 - nse: 0.9627
8/8 [==============================] - 0s 32ms/step - loss: 0.2382 - nse: 0.9675 - val_loss: 5.3945 - val_nse: 0.1720
Epoch 785/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1901 - nse: 0.9747
3/8 [==========>...................] - ETA: 0s - loss: 0.1990 - nse: 0.9728
5/8 [=================>............] - ETA: 0s - loss: 0.1863 - nse: 0.9767
7/8 [=========================>....] - ETA: 0s - loss: 0.1952 - nse: 0.9756
8/8 [==============================] - 0s 32ms/step - loss: 0.1931 - nse: 0.9734 - val_loss: 5.6539 - val_nse: 0.1345
Epoch 786/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1900 - nse: 0.9834
3/8 [==========>...................] - ETA: 0s - loss: 0.2207 - nse: 0.9724
5/8 [=================>............] - ETA: 0s - loss: 0.2210 - nse: 0.9735
8/8 [==============================] - ETA: 0s - loss: 0.1929 - nse: 0.9772
8/8 [==============================] - 0s 32ms/step - loss: 0.1929 - nse: 0.9772 - val_loss: 5.5803 - val_nse: 0.1448
Epoch 787/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0971 - nse: 0.9867
3/8 [==========>...................] - ETA: 0s - loss: 0.1401 - nse: 0.9837
5/8 [=================>............] - ETA: 0s - loss: 0.1477 - nse: 0.9798
8/8 [==============================] - ETA: 0s - loss: 0.1362 - nse: 0.9810
8/8 [==============================] - 0s 32ms/step - loss: 0.1362 - nse: 0.9810 - val_loss: 5.6325 - val_nse: 0.1309
Epoch 788/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0789 - nse: 0.9928
3/8 [==========>...................] - ETA: 0s - loss: 0.1012 - nse: 0.9864
6/8 [=====================>........] - ETA: 0s - loss: 0.1609 - nse: 0.9793
8/8 [==============================] - 0s 32ms/step - loss: 0.1663 - nse: 0.9787 - val_loss: 5.9031 - val_nse: 0.0866
Epoch 789/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1404 - nse: 0.9808
3/8 [==========>...................] - ETA: 0s - loss: 0.1350 - nse: 0.9828
5/8 [=================>............] - ETA: 0s - loss: 0.1751 - nse: 0.9791
7/8 [=========================>....] - ETA: 0s - loss: 0.1684 - nse: 0.9798
8/8 [==============================] - 0s 32ms/step - loss: 0.1661 - nse: 0.9796 - val_loss: 5.2944 - val_nse: 0.1840
Epoch 790/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1266 - nse: 0.9849
3/8 [==========>...................] - ETA: 0s - loss: 0.1851 - nse: 0.9759
5/8 [=================>............] - ETA: 0s - loss: 0.1482 - nse: 0.9808
7/8 [=========================>....] - ETA: 0s - loss: 0.1618 - nse: 0.9781
8/8 [==============================] - 0s 32ms/step - loss: 0.1608 - nse: 0.9784 - val_loss: 5.8369 - val_nse: 0.1061
Epoch 791/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0866 - nse: 0.9807
3/8 [==========>...................] - ETA: 0s - loss: 0.1162 - nse: 0.9832
5/8 [=================>............] - ETA: 0s - loss: 0.1466 - nse: 0.9816
7/8 [=========================>....] - ETA: 0s - loss: 0.1398 - nse: 0.9823
8/8 [==============================] - 0s 32ms/step - loss: 0.1394 - nse: 0.9819 - val_loss: 5.3593 - val_nse: 0.1772
Epoch 792/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1626 - nse: 0.9675
3/8 [==========>...................] - ETA: 0s - loss: 0.1902 - nse: 0.9686
5/8 [=================>............] - ETA: 0s - loss: 0.1778 - nse: 0.9735
7/8 [=========================>....] - ETA: 0s - loss: 0.1685 - nse: 0.9756
8/8 [==============================] - 0s 32ms/step - loss: 0.1646 - nse: 0.9779 - val_loss: 5.9478 - val_nse: 0.0847
Epoch 793/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2030 - nse: 0.9770
3/8 [==========>...................] - ETA: 0s - loss: 0.1743 - nse: 0.9798
5/8 [=================>............] - ETA: 0s - loss: 0.1849 - nse: 0.9786
7/8 [=========================>....] - ETA: 0s - loss: 0.1642 - nse: 0.9792
8/8 [==============================] - 0s 32ms/step - loss: 0.1644 - nse: 0.9793 - val_loss: 5.9114 - val_nse: 0.0898
Epoch 794/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2510 - nse: 0.9693
4/8 [==============>...............] - ETA: 0s - loss: 0.1735 - nse: 0.9738
6/8 [=====================>........] - ETA: 0s - loss: 0.1538 - nse: 0.9763
8/8 [==============================] - 0s 32ms/step - loss: 0.1442 - nse: 0.9798 - val_loss: 5.8878 - val_nse: 0.0901
Epoch 795/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0938 - nse: 0.9855
3/8 [==========>...................] - ETA: 0s - loss: 0.1314 - nse: 0.9823
5/8 [=================>............] - ETA: 0s - loss: 0.1482 - nse: 0.9822
7/8 [=========================>....] - ETA: 0s - loss: 0.1305 - nse: 0.9839
8/8 [==============================] - 0s 33ms/step - loss: 0.1323 - nse: 0.9793 - val_loss: 6.0344 - val_nse: 0.0612
Epoch 796/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0891 - nse: 0.9878
3/8 [==========>...................] - ETA: 0s - loss: 0.1285 - nse: 0.9834
5/8 [=================>............] - ETA: 0s - loss: 0.1172 - nse: 0.9851
7/8 [=========================>....] - ETA: 0s - loss: 0.1223 - nse: 0.9848
8/8 [==============================] - 0s 32ms/step - loss: 0.1195 - nse: 0.9833 - val_loss: 6.1522 - val_nse: 0.0534
Epoch 797/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1237 - nse: 0.9853
3/8 [==========>...................] - ETA: 0s - loss: 0.1207 - nse: 0.9854
6/8 [=====================>........] - ETA: 0s - loss: 0.1010 - nse: 0.9872
8/8 [==============================] - 0s 32ms/step - loss: 0.1089 - nse: 0.9869 - val_loss: 6.1965 - val_nse: 0.0443
Epoch 798/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0943 - nse: 0.9906
4/8 [==============>...............] - ETA: 0s - loss: 0.0953 - nse: 0.9887
7/8 [=========================>....] - ETA: 0s - loss: 0.1062 - nse: 0.9839
8/8 [==============================] - 0s 32ms/step - loss: 0.1165 - nse: 0.9774 - val_loss: 6.1131 - val_nse: 0.0549
Epoch 799/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0557 - nse: 0.9916
4/8 [==============>...............] - ETA: 0s - loss: 0.0851 - nse: 0.9892
7/8 [=========================>....] - ETA: 0s - loss: 0.0937 - nse: 0.9880
8/8 [==============================] - 0s 31ms/step - loss: 0.0944 - nse: 0.9842 - val_loss: 6.1867 - val_nse: 0.0474
Epoch 800/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0529 - nse: 0.9931
4/8 [==============>...............] - ETA: 0s - loss: 0.0862 - nse: 0.9871
7/8 [=========================>....] - ETA: 0s - loss: 0.1317 - nse: 0.9828
8/8 [==============================] - 0s 31ms/step - loss: 0.1285 - nse: 0.9842 - val_loss: 5.9965 - val_nse: 0.0694
Epoch 801/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1406 - nse: 0.9816
4/8 [==============>...............] - ETA: 0s - loss: 0.1388 - nse: 0.9825
7/8 [=========================>....] - ETA: 0s - loss: 0.1435 - nse: 0.9816
8/8 [==============================] - 0s 31ms/step - loss: 0.1453 - nse: 0.9822 - val_loss: 5.7346 - val_nse: 0.1154
Epoch 802/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1194 - nse: 0.9824
4/8 [==============>...............] - ETA: 0s - loss: 0.1249 - nse: 0.9839
7/8 [=========================>....] - ETA: 0s - loss: 0.1281 - nse: 0.9835
8/8 [==============================] - 0s 31ms/step - loss: 0.1249 - nse: 0.9850 - val_loss: 5.9273 - val_nse: 0.0888
Epoch 803/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1266 - nse: 0.9824
3/8 [==========>...................] - ETA: 0s - loss: 0.1156 - nse: 0.9846
6/8 [=====================>........] - ETA: 0s - loss: 0.1139 - nse: 0.9852
8/8 [==============================] - 0s 31ms/step - loss: 0.1071 - nse: 0.9867 - val_loss: 5.8674 - val_nse: 0.1046
Epoch 804/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0794 - nse: 0.9882
3/8 [==========>...................] - ETA: 0s - loss: 0.0974 - nse: 0.9850
6/8 [=====================>........] - ETA: 0s - loss: 0.0936 - nse: 0.9878
8/8 [==============================] - 0s 31ms/step - loss: 0.0945 - nse: 0.9880 - val_loss: 6.2515 - val_nse: 0.0343
Epoch 805/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1488 - nse: 0.9847
4/8 [==============>...............] - ETA: 0s - loss: 0.1036 - nse: 0.9872
7/8 [=========================>....] - ETA: 0s - loss: 0.0951 - nse: 0.9885
8/8 [==============================] - 0s 31ms/step - loss: 0.0974 - nse: 0.9860 - val_loss: 5.5567 - val_nse: 0.1482
Epoch 806/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1081 - nse: 0.9871
4/8 [==============>...............] - ETA: 0s - loss: 0.1035 - nse: 0.9861
7/8 [=========================>....] - ETA: 0s - loss: 0.1246 - nse: 0.9830
8/8 [==============================] - 0s 31ms/step - loss: 0.1225 - nse: 0.9841 - val_loss: 5.8858 - val_nse: 0.0894
Epoch 807/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0564 - nse: 0.9948
4/8 [==============>...............] - ETA: 0s - loss: 0.0912 - nse: 0.9888
7/8 [=========================>....] - ETA: 0s - loss: 0.0886 - nse: 0.9882
8/8 [==============================] - 0s 31ms/step - loss: 0.0875 - nse: 0.9884 - val_loss: 5.5766 - val_nse: 0.1403
Epoch 808/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1046 - nse: 0.9909
4/8 [==============>...............] - ETA: 0s - loss: 0.0860 - nse: 0.9881
7/8 [=========================>....] - ETA: 0s - loss: 0.1016 - nse: 0.9871
8/8 [==============================] - 0s 31ms/step - loss: 0.1070 - nse: 0.9813 - val_loss: 5.6552 - val_nse: 0.1329
Epoch 809/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1283 - nse: 0.9728
3/8 [==========>...................] - ETA: 0s - loss: 0.0926 - nse: 0.9850
5/8 [=================>............] - ETA: 0s - loss: 0.1211 - nse: 0.9813
8/8 [==============================] - ETA: 0s - loss: 0.1103 - nse: 0.9816
8/8 [==============================] - 0s 31ms/step - loss: 0.1103 - nse: 0.9816 - val_loss: 5.5963 - val_nse: 0.1429
Epoch 810/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0710 - nse: 0.9932
3/8 [==========>...................] - ETA: 0s - loss: 0.1020 - nse: 0.9866
6/8 [=====================>........] - ETA: 0s - loss: 0.0950 - nse: 0.9870
8/8 [==============================] - 0s 31ms/step - loss: 0.1055 - nse: 0.9853 - val_loss: 5.8231 - val_nse: 0.1064
Epoch 811/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1227 - nse: 0.9756
3/8 [==========>...................] - ETA: 0s - loss: 0.1209 - nse: 0.9825
5/8 [=================>............] - ETA: 0s - loss: 0.1303 - nse: 0.9796
8/8 [==============================] - ETA: 0s - loss: 0.1405 - nse: 0.9818
8/8 [==============================] - 0s 32ms/step - loss: 0.1405 - nse: 0.9818 - val_loss: 5.7553 - val_nse: 0.1167
Epoch 812/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0830 - nse: 0.9893
3/8 [==========>...................] - ETA: 0s - loss: 0.1286 - nse: 0.9827
6/8 [=====================>........] - ETA: 0s - loss: 0.1579 - nse: 0.9789
8/8 [==============================] - 0s 31ms/step - loss: 0.1588 - nse: 0.9775 - val_loss: 6.2175 - val_nse: 0.0508
Epoch 813/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1361 - nse: 0.9876
4/8 [==============>...............] - ETA: 0s - loss: 0.1821 - nse: 0.9787
7/8 [=========================>....] - ETA: 0s - loss: 0.2055 - nse: 0.9725
8/8 [==============================] - 0s 32ms/step - loss: 0.1992 - nse: 0.9756 - val_loss: 6.1677 - val_nse: 0.0609
Epoch 814/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0889 - nse: 0.9896
3/8 [==========>...................] - ETA: 0s - loss: 0.1793 - nse: 0.9749
5/8 [=================>............] - ETA: 0s - loss: 0.2916 - nse: 0.9656
8/8 [==============================] - ETA: 0s - loss: 0.2512 - nse: 0.9649
8/8 [==============================] - 0s 31ms/step - loss: 0.2512 - nse: 0.9649 - val_loss: 5.8647 - val_nse: 0.1006
Epoch 815/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2853 - nse: 0.9640
4/8 [==============>...............] - ETA: 0s - loss: 0.8885 - nse: 0.9075
7/8 [=========================>....] - ETA: 0s - loss: 0.7329 - nse: 0.9155
8/8 [==============================] - 0s 31ms/step - loss: 0.7406 - nse: 0.9080 - val_loss: 7.6226 - val_nse: -0.1817
Epoch 816/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.8798 - nse: 0.9242
4/8 [==============>...............] - ETA: 0s - loss: 0.8189 - nse: 0.8817
7/8 [=========================>....] - ETA: 0s - loss: 1.0456 - nse: 0.8665
8/8 [==============================] - 0s 31ms/step - loss: 1.0395 - nse: 0.8672 - val_loss: 5.7255 - val_nse: 0.1396
Epoch 817/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5489 - nse: 0.9327
4/8 [==============>...............] - ETA: 0s - loss: 0.8734 - nse: 0.8766
7/8 [=========================>....] - ETA: 0s - loss: 1.0538 - nse: 0.8554
8/8 [==============================] - 0s 31ms/step - loss: 1.0254 - nse: 0.8617 - val_loss: 5.5021 - val_nse: 0.1360
Epoch 818/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5928 - nse: 0.8840
4/8 [==============>...............] - ETA: 0s - loss: 1.0219 - nse: 0.8741
7/8 [=========================>....] - ETA: 0s - loss: 1.1748 - nse: 0.8513
8/8 [==============================] - 0s 31ms/step - loss: 1.1591 - nse: 0.8333 - val_loss: 5.2434 - val_nse: 0.1857
Epoch 819/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7120 - nse: 0.9360
3/8 [==========>...................] - ETA: 0s - loss: 1.2556 - nse: 0.8193
6/8 [=====================>........] - ETA: 0s - loss: 1.0092 - nse: 0.8604
8/8 [==============================] - 0s 31ms/step - loss: 0.9922 - nse: 0.8705 - val_loss: 4.7462 - val_nse: 0.2677
Epoch 820/50000
1/8 [==>...........................] - ETA: 0s - loss: 1.3570 - nse: 0.8528
4/8 [==============>...............] - ETA: 0s - loss: 1.0773 - nse: 0.8719
7/8 [=========================>....] - ETA: 0s - loss: 1.0501 - nse: 0.8639
8/8 [==============================] - 0s 31ms/step - loss: 1.0225 - nse: 0.8774 - val_loss: 5.2879 - val_nse: 0.1865
Epoch 821/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4404 - nse: 0.9070
4/8 [==============>...............] - ETA: 0s - loss: 0.5191 - nse: 0.9256
7/8 [=========================>....] - ETA: 0s - loss: 0.5653 - nse: 0.9265
8/8 [==============================] - 0s 31ms/step - loss: 0.5729 - nse: 0.9263 - val_loss: 5.5807 - val_nse: 0.1537
Epoch 822/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3326 - nse: 0.9735
4/8 [==============>...............] - ETA: 0s - loss: 0.4360 - nse: 0.9421
7/8 [=========================>....] - ETA: 0s - loss: 0.3391 - nse: 0.9536
8/8 [==============================] - 0s 31ms/step - loss: 0.3375 - nse: 0.9562 - val_loss: 6.7988 - val_nse: -0.0412
Epoch 823/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5204 - nse: 0.9012
4/8 [==============>...............] - ETA: 0s - loss: 0.5339 - nse: 0.9310
6/8 [=====================>........] - ETA: 0s - loss: 0.5194 - nse: 0.9317
8/8 [==============================] - 0s 31ms/step - loss: 0.4770 - nse: 0.9160 - val_loss: 4.8330 - val_nse: 0.2570
Epoch 824/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2856 - nse: 0.9732
4/8 [==============>...............] - ETA: 0s - loss: 0.6382 - nse: 0.9171
7/8 [=========================>....] - ETA: 0s - loss: 0.5603 - nse: 0.9234
8/8 [==============================] - 0s 31ms/step - loss: 0.5517 - nse: 0.9306 - val_loss: 5.5235 - val_nse: 0.1525
Epoch 825/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3262 - nse: 0.9675
3/8 [==========>...................] - ETA: 0s - loss: 0.3422 - nse: 0.9498
6/8 [=====================>........] - ETA: 0s - loss: 0.2912 - nse: 0.9589
8/8 [==============================] - 0s 31ms/step - loss: 0.3092 - nse: 0.9580 - val_loss: 5.6411 - val_nse: 0.1437
Epoch 826/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1683 - nse: 0.9770
4/8 [==============>...............] - ETA: 0s - loss: 0.3015 - nse: 0.9615
7/8 [=========================>....] - ETA: 0s - loss: 0.2785 - nse: 0.9645
8/8 [==============================] - 0s 32ms/step - loss: 0.2779 - nse: 0.9605 - val_loss: 6.5126 - val_nse: 0.0100
Epoch 827/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2946 - nse: 0.9541
4/8 [==============>...............] - ETA: 0s - loss: 0.2831 - nse: 0.9574
7/8 [=========================>....] - ETA: 0s - loss: 0.2555 - nse: 0.9645
8/8 [==============================] - 0s 31ms/step - loss: 0.2575 - nse: 0.9658 - val_loss: 5.6890 - val_nse: 0.1276
Epoch 828/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1436 - nse: 0.9848
4/8 [==============>...............] - ETA: 0s - loss: 0.2014 - nse: 0.9744
7/8 [=========================>....] - ETA: 0s - loss: 0.2240 - nse: 0.9720
8/8 [==============================] - 0s 31ms/step - loss: 0.2206 - nse: 0.9723 - val_loss: 5.7085 - val_nse: 0.1229
Epoch 829/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1358 - nse: 0.9786
3/8 [==========>...................] - ETA: 0s - loss: 0.2059 - nse: 0.9741
6/8 [=====================>........] - ETA: 0s - loss: 0.2076 - nse: 0.9733
8/8 [==============================] - 0s 31ms/step - loss: 0.1999 - nse: 0.9735 - val_loss: 5.8001 - val_nse: 0.1285
Epoch 830/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1515 - nse: 0.9804
4/8 [==============>...............] - ETA: 0s - loss: 0.1759 - nse: 0.9773
7/8 [=========================>....] - ETA: 0s - loss: 0.1475 - nse: 0.9809
8/8 [==============================] - 0s 32ms/step - loss: 0.1474 - nse: 0.9769 - val_loss: 5.5586 - val_nse: 0.1489
Epoch 831/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0958 - nse: 0.9863
3/8 [==========>...................] - ETA: 0s - loss: 0.1674 - nse: 0.9746
6/8 [=====================>........] - ETA: 0s - loss: 0.1324 - nse: 0.9815
8/8 [==============================] - 0s 31ms/step - loss: 0.1317 - nse: 0.9826 - val_loss: 5.5225 - val_nse: 0.1641
Epoch 832/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0702 - nse: 0.9853
4/8 [==============>...............] - ETA: 0s - loss: 0.1530 - nse: 0.9792
7/8 [=========================>....] - ETA: 0s - loss: 0.1965 - nse: 0.9738
8/8 [==============================] - 0s 31ms/step - loss: 0.1933 - nse: 0.9754 - val_loss: 5.7267 - val_nse: 0.1199
Epoch 833/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1985 - nse: 0.9748
3/8 [==========>...................] - ETA: 0s - loss: 0.2810 - nse: 0.9694
6/8 [=====================>........] - ETA: 0s - loss: 0.2406 - nse: 0.9718
8/8 [==============================] - 0s 33ms/step - loss: 0.2457 - nse: 0.9688 - val_loss: 5.9101 - val_nse: 0.0949
Epoch 834/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1846 - nse: 0.9750
4/8 [==============>...............] - ETA: 0s - loss: 0.2164 - nse: 0.9703
7/8 [=========================>....] - ETA: 0s - loss: 0.2036 - nse: 0.9741
8/8 [==============================] - 0s 31ms/step - loss: 0.2091 - nse: 0.9696 - val_loss: 5.7603 - val_nse: 0.1074
Epoch 835/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1116 - nse: 0.9890
3/8 [==========>...................] - ETA: 0s - loss: 0.1556 - nse: 0.9792
6/8 [=====================>........] - ETA: 0s - loss: 0.1926 - nse: 0.9737
8/8 [==============================] - 0s 31ms/step - loss: 0.1881 - nse: 0.9738 - val_loss: 6.3000 - val_nse: 0.0361
Epoch 836/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2401 - nse: 0.9685
4/8 [==============>...............] - ETA: 0s - loss: 0.2179 - nse: 0.9719
7/8 [=========================>....] - ETA: 0s - loss: 0.2185 - nse: 0.9740
8/8 [==============================] - 0s 31ms/step - loss: 0.2182 - nse: 0.9417 - val_loss: 6.6686 - val_nse: -0.0289
Epoch 837/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2757 - nse: 0.9769
4/8 [==============>...............] - ETA: 0s - loss: 0.2662 - nse: 0.9681
7/8 [=========================>....] - ETA: 0s - loss: 0.2943 - nse: 0.9636
8/8 [==============================] - 0s 31ms/step - loss: 0.2923 - nse: 0.9542 - val_loss: 5.4652 - val_nse: 0.1580
Epoch 838/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1597 - nse: 0.9818
4/8 [==============>...............] - ETA: 0s - loss: 0.1879 - nse: 0.9790
7/8 [=========================>....] - ETA: 0s - loss: 0.1892 - nse: 0.9750
8/8 [==============================] - 0s 32ms/step - loss: 0.2060 - nse: 0.9616 - val_loss: 5.5534 - val_nse: 0.1422
Epoch 839/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1064 - nse: 0.9896
3/8 [==========>...................] - ETA: 0s - loss: 0.1547 - nse: 0.9807
6/8 [=====================>........] - ETA: 0s - loss: 0.1649 - nse: 0.9786
8/8 [==============================] - 0s 31ms/step - loss: 0.1813 - nse: 0.9586 - val_loss: 5.5900 - val_nse: 0.1434
Epoch 840/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2852 - nse: 0.9623
4/8 [==============>...............] - ETA: 0s - loss: 0.3247 - nse: 0.9608
7/8 [=========================>....] - ETA: 0s - loss: 0.2797 - nse: 0.9648
8/8 [==============================] - 0s 31ms/step - loss: 0.2782 - nse: 0.9646 - val_loss: 5.7522 - val_nse: 0.1085
Epoch 841/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1149 - nse: 0.9865
3/8 [==========>...................] - ETA: 0s - loss: 0.2486 - nse: 0.9702
6/8 [=====================>........] - ETA: 0s - loss: 0.2779 - nse: 0.9637
8/8 [==============================] - 0s 31ms/step - loss: 0.2707 - nse: 0.9649 - val_loss: 5.5917 - val_nse: 0.1321
Epoch 842/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2257 - nse: 0.9758
3/8 [==========>...................] - ETA: 0s - loss: 0.3116 - nse: 0.9585
6/8 [=====================>........] - ETA: 0s - loss: 0.3049 - nse: 0.9586
8/8 [==============================] - 0s 32ms/step - loss: 0.3012 - nse: 0.9596 - val_loss: 6.4069 - val_nse: -0.0088
Epoch 843/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2535 - nse: 0.9701
3/8 [==========>...................] - ETA: 0s - loss: 0.3119 - nse: 0.9636
5/8 [=================>............] - ETA: 0s - loss: 0.2911 - nse: 0.9606
7/8 [=========================>....] - ETA: 0s - loss: 0.3134 - nse: 0.9553
8/8 [==============================] - 0s 33ms/step - loss: 0.3167 - nse: 0.9546 - val_loss: 5.8121 - val_nse: 0.1050
Epoch 844/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1726 - nse: 0.9717
3/8 [==========>...................] - ETA: 0s - loss: 0.1737 - nse: 0.9767
5/8 [=================>............] - ETA: 0s - loss: 0.1792 - nse: 0.9758
7/8 [=========================>....] - ETA: 0s - loss: 0.1996 - nse: 0.9744
8/8 [==============================] - 0s 32ms/step - loss: 0.1962 - nse: 0.9755 - val_loss: 6.1672 - val_nse: 0.0447
Epoch 845/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1146 - nse: 0.9861
4/8 [==============>...............] - ETA: 0s - loss: 0.1115 - nse: 0.9863
7/8 [=========================>....] - ETA: 0s - loss: 0.1489 - nse: 0.9799
8/8 [==============================] - 0s 31ms/step - loss: 0.1492 - nse: 0.9703 - val_loss: 5.8070 - val_nse: 0.1089
Epoch 846/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1586 - nse: 0.9711
3/8 [==========>...................] - ETA: 0s - loss: 0.1296 - nse: 0.9785
5/8 [=================>............] - ETA: 0s - loss: 0.1740 - nse: 0.9775
7/8 [=========================>....] - ETA: 0s - loss: 0.1744 - nse: 0.9782
8/8 [==============================] - 0s 32ms/step - loss: 0.1809 - nse: 0.9766 - val_loss: 5.5546 - val_nse: 0.1433
Epoch 847/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1772 - nse: 0.9744
3/8 [==========>...................] - ETA: 0s - loss: 0.1897 - nse: 0.9756
5/8 [=================>............] - ETA: 0s - loss: 0.2556 - nse: 0.9668
7/8 [=========================>....] - ETA: 0s - loss: 0.2667 - nse: 0.9658
8/8 [==============================] - 0s 32ms/step - loss: 0.2602 - nse: 0.9683 - val_loss: 6.2683 - val_nse: 0.0430
Epoch 848/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1438 - nse: 0.9839
3/8 [==========>...................] - ETA: 0s - loss: 0.2173 - nse: 0.9692
6/8 [=====================>........] - ETA: 0s - loss: 0.2773 - nse: 0.9652
8/8 [==============================] - 0s 31ms/step - loss: 0.2483 - nse: 0.9633 - val_loss: 5.1754 - val_nse: 0.2121
Epoch 849/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2545 - nse: 0.9612
3/8 [==========>...................] - ETA: 0s - loss: 0.2366 - nse: 0.9640
6/8 [=====================>........] - ETA: 0s - loss: 0.2128 - nse: 0.9713
8/8 [==============================] - 0s 33ms/step - loss: 0.2054 - nse: 0.9728 - val_loss: 6.4340 - val_nse: 6.8825e-04
Epoch 850/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2133 - nse: 0.9819
4/8 [==============>...............] - ETA: 0s - loss: 0.2176 - nse: 0.9717
7/8 [=========================>....] - ETA: 0s - loss: 0.1912 - nse: 0.9755
8/8 [==============================] - 0s 31ms/step - loss: 0.1878 - nse: 0.9771 - val_loss: 5.3748 - val_nse: 0.1777
Epoch 851/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2634 - nse: 0.9706
4/8 [==============>...............] - ETA: 0s - loss: 0.2521 - nse: 0.9651
7/8 [=========================>....] - ETA: 0s - loss: 0.2124 - nse: 0.9721
8/8 [==============================] - 0s 31ms/step - loss: 0.2084 - nse: 0.9741 - val_loss: 6.1631 - val_nse: 0.0494
Epoch 852/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0959 - nse: 0.9895
4/8 [==============>...............] - ETA: 0s - loss: 0.3077 - nse: 0.9552
7/8 [=========================>....] - ETA: 0s - loss: 0.2447 - nse: 0.9648
8/8 [==============================] - 0s 31ms/step - loss: 0.2475 - nse: 0.9567 - val_loss: 5.8413 - val_nse: 0.0999
Epoch 853/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1782 - nse: 0.9775
4/8 [==============>...............] - ETA: 0s - loss: 0.2107 - nse: 0.9729
7/8 [=========================>....] - ETA: 0s - loss: 0.2220 - nse: 0.9728
8/8 [==============================] - 0s 31ms/step - loss: 0.2161 - nse: 0.9756 - val_loss: 6.9024 - val_nse: -0.0598
Epoch 854/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3835 - nse: 0.9566
3/8 [==========>...................] - ETA: 0s - loss: 0.2821 - nse: 0.9647
6/8 [=====================>........] - ETA: 0s - loss: 0.2131 - nse: 0.9732
8/8 [==============================] - 0s 31ms/step - loss: 0.2204 - nse: 0.9737 - val_loss: 6.1004 - val_nse: 0.0657
Epoch 855/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1647 - nse: 0.9797
4/8 [==============>...............] - ETA: 0s - loss: 0.1290 - nse: 0.9821
7/8 [=========================>....] - ETA: 0s - loss: 0.1315 - nse: 0.9838
8/8 [==============================] - 0s 31ms/step - loss: 0.1350 - nse: 0.9733 - val_loss: 5.8023 - val_nse: 0.1058
Epoch 856/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0818 - nse: 0.9897
4/8 [==============>...............] - ETA: 0s - loss: 0.1194 - nse: 0.9844
7/8 [=========================>....] - ETA: 0s - loss: 0.1326 - nse: 0.9822
8/8 [==============================] - 0s 31ms/step - loss: 0.1406 - nse: 0.9802 - val_loss: 6.0467 - val_nse: 0.0603
Epoch 857/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0955 - nse: 0.9822
3/8 [==========>...................] - ETA: 0s - loss: 0.1435 - nse: 0.9803
5/8 [=================>............] - ETA: 0s - loss: 0.1847 - nse: 0.9758
8/8 [==============================] - ETA: 0s - loss: 0.1807 - nse: 0.9793
8/8 [==============================] - 0s 31ms/step - loss: 0.1807 - nse: 0.9793 - val_loss: 5.9468 - val_nse: 0.0921
Epoch 858/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0668 - nse: 0.9909
4/8 [==============>...............] - ETA: 0s - loss: 0.1469 - nse: 0.9820
7/8 [=========================>....] - ETA: 0s - loss: 0.1270 - nse: 0.9846
8/8 [==============================] - 0s 31ms/step - loss: 0.1292 - nse: 0.9819 - val_loss: 6.0547 - val_nse: 0.0684
Epoch 859/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1577 - nse: 0.9811
3/8 [==========>...................] - ETA: 0s - loss: 0.1356 - nse: 0.9832
5/8 [=================>............] - ETA: 0s - loss: 0.2202 - nse: 0.9680
7/8 [=========================>....] - ETA: 0s - loss: 0.2191 - nse: 0.9675
8/8 [==============================] - 0s 32ms/step - loss: 0.2215 - nse: 0.9671 - val_loss: 5.6820 - val_nse: 0.1341
Epoch 860/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1105 - nse: 0.9900
3/8 [==========>...................] - ETA: 0s - loss: 0.1614 - nse: 0.9823
6/8 [=====================>........] - ETA: 0s - loss: 0.1906 - nse: 0.9757
8/8 [==============================] - 0s 31ms/step - loss: 0.2008 - nse: 0.9753 - val_loss: 5.6804 - val_nse: 0.1193
Epoch 861/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0988 - nse: 0.9894
4/8 [==============>...............] - ETA: 0s - loss: 0.1631 - nse: 0.9799
7/8 [=========================>....] - ETA: 0s - loss: 0.1595 - nse: 0.9794
8/8 [==============================] - 0s 31ms/step - loss: 0.1591 - nse: 0.9770 - val_loss: 5.5807 - val_nse: 0.1461
Epoch 862/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1309 - nse: 0.9875
4/8 [==============>...............] - ETA: 0s - loss: 0.1674 - nse: 0.9782
7/8 [=========================>....] - ETA: 0s - loss: 0.1506 - nse: 0.9798
8/8 [==============================] - 0s 31ms/step - loss: 0.1485 - nse: 0.9806 - val_loss: 5.4638 - val_nse: 0.1570
Epoch 863/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1048 - nse: 0.9855
3/8 [==========>...................] - ETA: 0s - loss: 0.1126 - nse: 0.9864
6/8 [=====================>........] - ETA: 0s - loss: 0.1186 - nse: 0.9851
8/8 [==============================] - 0s 31ms/step - loss: 0.1239 - nse: 0.9837 - val_loss: 5.6241 - val_nse: 0.1409
Epoch 864/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0918 - nse: 0.9877
3/8 [==========>...................] - ETA: 0s - loss: 0.1359 - nse: 0.9857
6/8 [=====================>........] - ETA: 0s - loss: 0.1350 - nse: 0.9831
8/8 [==============================] - 0s 31ms/step - loss: 0.1275 - nse: 0.9806 - val_loss: 6.1152 - val_nse: 0.0663
Epoch 865/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1159 - nse: 0.9907
3/8 [==========>...................] - ETA: 0s - loss: 0.1414 - nse: 0.9822
6/8 [=====================>........] - ETA: 0s - loss: 0.1966 - nse: 0.9726
8/8 [==============================] - 0s 31ms/step - loss: 0.1902 - nse: 0.9747 - val_loss: 5.5131 - val_nse: 0.1500
Epoch 866/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1683 - nse: 0.9701
4/8 [==============>...............] - ETA: 0s - loss: 0.1731 - nse: 0.9751
7/8 [=========================>....] - ETA: 0s - loss: 0.2346 - nse: 0.9692
8/8 [==============================] - 0s 31ms/step - loss: 0.2290 - nse: 0.9679 - val_loss: 6.1414 - val_nse: 0.0599
Epoch 867/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1615 - nse: 0.9829
4/8 [==============>...............] - ETA: 0s - loss: 0.1938 - nse: 0.9743
7/8 [=========================>....] - ETA: 0s - loss: 0.2129 - nse: 0.9709
8/8 [==============================] - 0s 31ms/step - loss: 0.2125 - nse: 0.9719 - val_loss: 5.9502 - val_nse: 0.0800
Epoch 868/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4406 - nse: 0.9618
3/8 [==========>...................] - ETA: 0s - loss: 0.2718 - nse: 0.9719
6/8 [=====================>........] - ETA: 0s - loss: 0.1924 - nse: 0.9771
8/8 [==============================] - 0s 32ms/step - loss: 0.1841 - nse: 0.9793 - val_loss: 6.4011 - val_nse: 0.0247
Epoch 869/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1781 - nse: 0.9723
4/8 [==============>...............] - ETA: 0s - loss: 0.1583 - nse: 0.9768
7/8 [=========================>....] - ETA: 0s - loss: 0.1485 - nse: 0.9800
8/8 [==============================] - 0s 31ms/step - loss: 0.1608 - nse: 0.9760 - val_loss: 5.8736 - val_nse: 0.1030
Epoch 870/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2049 - nse: 0.9781
4/8 [==============>...............] - ETA: 0s - loss: 0.1740 - nse: 0.9795
7/8 [=========================>....] - ETA: 0s - loss: 0.1818 - nse: 0.9767
8/8 [==============================] - 0s 31ms/step - loss: 0.1771 - nse: 0.9787 - val_loss: 5.7413 - val_nse: 0.1195
Epoch 871/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1843 - nse: 0.9809
4/8 [==============>...............] - ETA: 0s - loss: 0.1468 - nse: 0.9811
7/8 [=========================>....] - ETA: 0s - loss: 0.1494 - nse: 0.9796
8/8 [==============================] - 0s 31ms/step - loss: 0.1493 - nse: 0.9738 - val_loss: 5.7114 - val_nse: 0.1206
Epoch 872/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1269 - nse: 0.9788
4/8 [==============>...............] - ETA: 0s - loss: 0.1569 - nse: 0.9814
7/8 [=========================>....] - ETA: 0s - loss: 0.1575 - nse: 0.9800
8/8 [==============================] - 0s 31ms/step - loss: 0.1590 - nse: 0.9802 - val_loss: 5.8717 - val_nse: 0.1054
Epoch 873/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0577 - nse: 0.9903
4/8 [==============>...............] - ETA: 0s - loss: 0.1589 - nse: 0.9757
7/8 [=========================>....] - ETA: 0s - loss: 0.1854 - nse: 0.9740
8/8 [==============================] - 0s 31ms/step - loss: 0.1815 - nse: 0.9758 - val_loss: 6.0461 - val_nse: 0.0688
Epoch 874/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0872 - nse: 0.9904
3/8 [==========>...................] - ETA: 0s - loss: 0.1368 - nse: 0.9842
6/8 [=====================>........] - ETA: 0s - loss: 0.1167 - nse: 0.9854
8/8 [==============================] - 0s 31ms/step - loss: 0.1081 - nse: 0.9867 - val_loss: 5.5108 - val_nse: 0.1579
Epoch 875/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0427 - nse: 0.9948
4/8 [==============>...............] - ETA: 0s - loss: 0.1041 - nse: 0.9853
7/8 [=========================>....] - ETA: 0s - loss: 0.1092 - nse: 0.9857
8/8 [==============================] - 0s 31ms/step - loss: 0.1071 - nse: 0.9861 - val_loss: 5.9623 - val_nse: 0.0912
Epoch 876/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0868 - nse: 0.9855
3/8 [==========>...................] - ETA: 0s - loss: 0.1588 - nse: 0.9769
5/8 [=================>............] - ETA: 0s - loss: 0.1327 - nse: 0.9815
8/8 [==============================] - ETA: 0s - loss: 0.1098 - nse: 0.9839
8/8 [==============================] - 0s 33ms/step - loss: 0.1098 - nse: 0.9839 - val_loss: 6.1227 - val_nse: 0.0618
Epoch 877/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1113 - nse: 0.9841
3/8 [==========>...................] - ETA: 0s - loss: 0.1049 - nse: 0.9877
6/8 [=====================>........] - ETA: 0s - loss: 0.1099 - nse: 0.9864
8/8 [==============================] - 0s 31ms/step - loss: 0.1026 - nse: 0.9879 - val_loss: 6.1141 - val_nse: 0.0532
Epoch 878/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1306 - nse: 0.9853
4/8 [==============>...............] - ETA: 0s - loss: 0.0803 - nse: 0.9881
6/8 [=====================>........] - ETA: 0s - loss: 0.0796 - nse: 0.9891
8/8 [==============================] - 0s 33ms/step - loss: 0.0787 - nse: 0.9904 - val_loss: 5.8759 - val_nse: 0.0994
Epoch 879/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0487 - nse: 0.9931
4/8 [==============>...............] - ETA: 0s - loss: 0.0597 - nse: 0.9922
6/8 [=====================>........] - ETA: 0s - loss: 0.0650 - nse: 0.9919
8/8 [==============================] - 0s 31ms/step - loss: 0.0656 - nse: 0.9923 - val_loss: 6.1470 - val_nse: 0.0552
Epoch 880/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0924 - nse: 0.9876
4/8 [==============>...............] - ETA: 0s - loss: 0.0813 - nse: 0.9892
7/8 [=========================>....] - ETA: 0s - loss: 0.0910 - nse: 0.9887
8/8 [==============================] - 0s 31ms/step - loss: 0.0913 - nse: 0.9869 - val_loss: 6.2627 - val_nse: 0.0405
Epoch 881/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1117 - nse: 0.9859
4/8 [==============>...............] - ETA: 0s - loss: 0.0963 - nse: 0.9880
7/8 [=========================>....] - ETA: 0s - loss: 0.0883 - nse: 0.9895
8/8 [==============================] - 0s 31ms/step - loss: 0.0872 - nse: 0.9886 - val_loss: 6.1675 - val_nse: 0.0573
Epoch 882/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0913 - nse: 0.9867
3/8 [==========>...................] - ETA: 0s - loss: 0.1034 - nse: 0.9853
5/8 [=================>............] - ETA: 0s - loss: 0.0862 - nse: 0.9881
7/8 [=========================>....] - ETA: 0s - loss: 0.0863 - nse: 0.9888
8/8 [==============================] - 0s 32ms/step - loss: 0.0844 - nse: 0.9895 - val_loss: 5.8944 - val_nse: 0.0850
Epoch 883/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0900 - nse: 0.9888
3/8 [==========>...................] - ETA: 0s - loss: 0.0616 - nse: 0.9920
5/8 [=================>............] - ETA: 0s - loss: 0.0672 - nse: 0.9917
7/8 [=========================>....] - ETA: 0s - loss: 0.0622 - nse: 0.9923
8/8 [==============================] - 0s 33ms/step - loss: 0.0611 - nse: 0.9928 - val_loss: 5.8782 - val_nse: 0.0929
Epoch 884/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0412 - nse: 0.9957
3/8 [==========>...................] - ETA: 0s - loss: 0.0507 - nse: 0.9934
5/8 [=================>............] - ETA: 0s - loss: 0.0635 - nse: 0.9916
8/8 [==============================] - ETA: 0s - loss: 0.0632 - nse: 0.9898
8/8 [==============================] - 0s 32ms/step - loss: 0.0632 - nse: 0.9898 - val_loss: 6.1205 - val_nse: 0.0622
Epoch 885/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0501 - nse: 0.9938
4/8 [==============>...............] - ETA: 0s - loss: 0.0810 - nse: 0.9899
7/8 [=========================>....] - ETA: 0s - loss: 0.0807 - nse: 0.9900
8/8 [==============================] - 0s 31ms/step - loss: 0.0905 - nse: 0.9818 - val_loss: 6.3959 - val_nse: 0.0179
Epoch 886/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0998 - nse: 0.9888
3/8 [==========>...................] - ETA: 0s - loss: 0.1571 - nse: 0.9808
5/8 [=================>............] - ETA: 0s - loss: 0.1596 - nse: 0.9799
7/8 [=========================>....] - ETA: 0s - loss: 0.2033 - nse: 0.9738
8/8 [==============================] - 0s 32ms/step - loss: 0.2161 - nse: 0.9516 - val_loss: 5.9923 - val_nse: 0.0837
Epoch 887/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1536 - nse: 0.9813
3/8 [==========>...................] - ETA: 0s - loss: 0.2358 - nse: 0.9747
6/8 [=====================>........] - ETA: 0s - loss: 0.2893 - nse: 0.9643
8/8 [==============================] - 0s 32ms/step - loss: 0.2896 - nse: 0.9574 - val_loss: 6.2666 - val_nse: 0.0323
Epoch 888/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2169 - nse: 0.9634
3/8 [==========>...................] - ETA: 0s - loss: 0.2984 - nse: 0.9595
5/8 [=================>............] - ETA: 0s - loss: 0.2810 - nse: 0.9643
8/8 [==============================] - ETA: 0s - loss: 0.3359 - nse: 0.9580
8/8 [==============================] - 0s 32ms/step - loss: 0.3359 - nse: 0.9580 - val_loss: 6.8882 - val_nse: -0.0449
Epoch 889/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2118 - nse: 0.9810
3/8 [==========>...................] - ETA: 0s - loss: 0.3663 - nse: 0.9506
5/8 [=================>............] - ETA: 0s - loss: 0.3037 - nse: 0.9602
7/8 [=========================>....] - ETA: 0s - loss: 0.3512 - nse: 0.9547
8/8 [==============================] - 0s 32ms/step - loss: 0.3407 - nse: 0.9591 - val_loss: 6.2917 - val_nse: 0.0338
Epoch 890/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1290 - nse: 0.9825
3/8 [==========>...................] - ETA: 0s - loss: 0.1784 - nse: 0.9810
5/8 [=================>............] - ETA: 0s - loss: 0.1708 - nse: 0.9781
7/8 [=========================>....] - ETA: 0s - loss: 0.1840 - nse: 0.9756
8/8 [==============================] - 0s 32ms/step - loss: 0.1864 - nse: 0.9749 - val_loss: 5.5817 - val_nse: 0.1389
Epoch 891/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0985 - nse: 0.9809
3/8 [==========>...................] - ETA: 0s - loss: 0.1403 - nse: 0.9821
6/8 [=====================>........] - ETA: 0s - loss: 0.2321 - nse: 0.9732
8/8 [==============================] - 0s 32ms/step - loss: 0.2416 - nse: 0.9692 - val_loss: 5.7583 - val_nse: 0.1203
Epoch 892/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2971 - nse: 0.9583
3/8 [==========>...................] - ETA: 0s - loss: 0.2613 - nse: 0.9675
5/8 [=================>............] - ETA: 0s - loss: 0.3258 - nse: 0.9594
7/8 [=========================>....] - ETA: 0s - loss: 0.2876 - nse: 0.9645
8/8 [==============================] - 0s 32ms/step - loss: 0.2838 - nse: 0.9539 - val_loss: 5.1827 - val_nse: 0.2032
Epoch 893/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2163 - nse: 0.9801
3/8 [==========>...................] - ETA: 0s - loss: 0.2901 - nse: 0.9665
5/8 [=================>............] - ETA: 0s - loss: 0.2605 - nse: 0.9685
8/8 [==============================] - ETA: 0s - loss: 0.2668 - nse: 0.9600
8/8 [==============================] - 0s 33ms/step - loss: 0.2668 - nse: 0.9600 - val_loss: 5.5923 - val_nse: 0.1458
Epoch 894/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1982 - nse: 0.9744
3/8 [==========>...................] - ETA: 0s - loss: 0.2862 - nse: 0.9721
5/8 [=================>............] - ETA: 0s - loss: 0.2845 - nse: 0.9674
7/8 [=========================>....] - ETA: 0s - loss: 0.3091 - nse: 0.9581
8/8 [==============================] - 0s 32ms/step - loss: 0.3149 - nse: 0.9564 - val_loss: 5.6753 - val_nse: 0.1243
Epoch 895/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3238 - nse: 0.9624
3/8 [==========>...................] - ETA: 0s - loss: 0.2985 - nse: 0.9648
5/8 [=================>............] - ETA: 0s - loss: 0.2927 - nse: 0.9630
8/8 [==============================] - ETA: 0s - loss: 0.3299 - nse: 0.9582
8/8 [==============================] - 0s 32ms/step - loss: 0.3299 - nse: 0.9582 - val_loss: 5.8808 - val_nse: 0.0945
Epoch 896/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2096 - nse: 0.9744
4/8 [==============>...............] - ETA: 0s - loss: 0.2312 - nse: 0.9681
7/8 [=========================>....] - ETA: 0s - loss: 0.2298 - nse: 0.9692
8/8 [==============================] - 0s 31ms/step - loss: 0.2283 - nse: 0.9694 - val_loss: 4.6020 - val_nse: 0.2910
Epoch 897/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4010 - nse: 0.9150
3/8 [==========>...................] - ETA: 0s - loss: 0.3193 - nse: 0.9498
6/8 [=====================>........] - ETA: 0s - loss: 0.3150 - nse: 0.9532
8/8 [==============================] - 0s 32ms/step - loss: 0.2822 - nse: 0.9615 - val_loss: 5.6562 - val_nse: 0.1162
Epoch 898/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2355 - nse: 0.9717
3/8 [==========>...................] - ETA: 0s - loss: 0.3014 - nse: 0.9596
5/8 [=================>............] - ETA: 0s - loss: 0.2840 - nse: 0.9573
8/8 [==============================] - ETA: 0s - loss: 0.2534 - nse: 0.9667
8/8 [==============================] - 0s 31ms/step - loss: 0.2534 - nse: 0.9667 - val_loss: 5.1122 - val_nse: 0.2186
Epoch 899/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4244 - nse: 0.9523
3/8 [==========>...................] - ETA: 0s - loss: 0.2452 - nse: 0.9701
6/8 [=====================>........] - ETA: 0s - loss: 0.1973 - nse: 0.9740
8/8 [==============================] - 0s 33ms/step - loss: 0.1798 - nse: 0.9785 - val_loss: 5.7928 - val_nse: 0.1175
Epoch 900/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2661 - nse: 0.9783
3/8 [==========>...................] - ETA: 0s - loss: 0.1663 - nse: 0.9803
5/8 [=================>............] - ETA: 0s - loss: 0.1786 - nse: 0.9793
8/8 [==============================] - ETA: 0s - loss: 0.1607 - nse: 0.9780
8/8 [==============================] - 0s 32ms/step - loss: 0.1607 - nse: 0.9780 - val_loss: 5.3071 - val_nse: 0.1827
Epoch 901/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1140 - nse: 0.9818
4/8 [==============>...............] - ETA: 0s - loss: 0.2402 - nse: 0.9715
7/8 [=========================>....] - ETA: 0s - loss: 0.1835 - nse: 0.9777
8/8 [==============================] - 0s 31ms/step - loss: 0.1840 - nse: 0.9783 - val_loss: 5.6679 - val_nse: 0.1314
Epoch 902/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3560 - nse: 0.9636
4/8 [==============>...............] - ETA: 0s - loss: 0.2310 - nse: 0.9711
7/8 [=========================>....] - ETA: 0s - loss: 0.1976 - nse: 0.9754
8/8 [==============================] - 0s 32ms/step - loss: 0.2029 - nse: 0.9735 - val_loss: 5.5595 - val_nse: 0.1498
Epoch 903/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2931 - nse: 0.9569
4/8 [==============>...............] - ETA: 0s - loss: 0.1763 - nse: 0.9731
6/8 [=====================>........] - ETA: 0s - loss: 0.1718 - nse: 0.9760
8/8 [==============================] - 0s 31ms/step - loss: 0.2095 - nse: 0.9671 - val_loss: 6.0745 - val_nse: 0.0728
Epoch 904/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0937 - nse: 0.9907
4/8 [==============>...............] - ETA: 0s - loss: 0.1476 - nse: 0.9812
6/8 [=====================>........] - ETA: 0s - loss: 0.1698 - nse: 0.9784
8/8 [==============================] - 0s 31ms/step - loss: 0.1687 - nse: 0.9791 - val_loss: 5.8830 - val_nse: 0.1010
Epoch 905/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1275 - nse: 0.9858
4/8 [==============>...............] - ETA: 0s - loss: 0.1363 - nse: 0.9840
6/8 [=====================>........] - ETA: 0s - loss: 0.1528 - nse: 0.9817
8/8 [==============================] - 0s 31ms/step - loss: 0.1552 - nse: 0.9800 - val_loss: 5.9263 - val_nse: 0.0907
Epoch 906/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0703 - nse: 0.9909
3/8 [==========>...................] - ETA: 0s - loss: 0.1436 - nse: 0.9800
6/8 [=====================>........] - ETA: 0s - loss: 0.1327 - nse: 0.9831
8/8 [==============================] - 0s 32ms/step - loss: 0.1622 - nse: 0.9764 - val_loss: 5.5661 - val_nse: 0.1509
Epoch 907/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1660 - nse: 0.9770
3/8 [==========>...................] - ETA: 0s - loss: 0.1364 - nse: 0.9796
6/8 [=====================>........] - ETA: 0s - loss: 0.1597 - nse: 0.9801
8/8 [==============================] - 0s 31ms/step - loss: 0.1563 - nse: 0.9786 - val_loss: 5.5636 - val_nse: 0.1455
Epoch 908/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2211 - nse: 0.9679
3/8 [==========>...................] - ETA: 0s - loss: 0.1499 - nse: 0.9802
5/8 [=================>............] - ETA: 0s - loss: 0.1328 - nse: 0.9837
7/8 [=========================>....] - ETA: 0s - loss: 0.1319 - nse: 0.9828
8/8 [==============================] - 0s 32ms/step - loss: 0.1351 - nse: 0.9815 - val_loss: 5.5402 - val_nse: 0.1452
Epoch 909/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0879 - nse: 0.9913
3/8 [==========>...................] - ETA: 0s - loss: 0.0786 - nse: 0.9904
6/8 [=====================>........] - ETA: 0s - loss: 0.0860 - nse: 0.9868
8/8 [==============================] - 0s 31ms/step - loss: 0.0998 - nse: 0.9867 - val_loss: 5.6947 - val_nse: 0.1203
Epoch 910/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0909 - nse: 0.9893
3/8 [==========>...................] - ETA: 0s - loss: 0.1107 - nse: 0.9857
6/8 [=====================>........] - ETA: 0s - loss: 0.1379 - nse: 0.9820
8/8 [==============================] - 0s 31ms/step - loss: 0.1267 - nse: 0.9835 - val_loss: 5.9037 - val_nse: 0.0923
Epoch 911/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0670 - nse: 0.9924
4/8 [==============>...............] - ETA: 0s - loss: 0.1170 - nse: 0.9813
7/8 [=========================>....] - ETA: 0s - loss: 0.0946 - nse: 0.9859
8/8 [==============================] - 0s 31ms/step - loss: 0.0935 - nse: 0.9868 - val_loss: 5.6925 - val_nse: 0.1247
Epoch 912/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0846 - nse: 0.9836
4/8 [==============>...............] - ETA: 0s - loss: 0.1587 - nse: 0.9796
6/8 [=====================>........] - ETA: 0s - loss: 0.1438 - nse: 0.9818
8/8 [==============================] - 0s 31ms/step - loss: 0.1414 - nse: 0.9831 - val_loss: 6.0383 - val_nse: 0.0660
Epoch 913/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1285 - nse: 0.9786
3/8 [==========>...................] - ETA: 0s - loss: 0.1584 - nse: 0.9771
6/8 [=====================>........] - ETA: 0s - loss: 0.1231 - nse: 0.9833
8/8 [==============================] - 0s 31ms/step - loss: 0.1169 - nse: 0.9853 - val_loss: 5.6180 - val_nse: 0.1445
Epoch 914/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0722 - nse: 0.9905
3/8 [==========>...................] - ETA: 0s - loss: 0.1287 - nse: 0.9827
6/8 [=====================>........] - ETA: 0s - loss: 0.1026 - nse: 0.9861
8/8 [==============================] - 0s 32ms/step - loss: 0.1103 - nse: 0.9850 - val_loss: 5.9837 - val_nse: 0.0683
Epoch 915/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0857 - nse: 0.9896
3/8 [==========>...................] - ETA: 0s - loss: 0.1161 - nse: 0.9863
6/8 [=====================>........] - ETA: 0s - loss: 0.1320 - nse: 0.9838
8/8 [==============================] - 0s 33ms/step - loss: 0.1219 - nse: 0.9851 - val_loss: 5.5034 - val_nse: 0.1562
Epoch 916/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2511 - nse: 0.9693
4/8 [==============>...............] - ETA: 0s - loss: 0.1609 - nse: 0.9798
7/8 [=========================>....] - ETA: 0s - loss: 0.1297 - nse: 0.9836
8/8 [==============================] - 0s 31ms/step - loss: 0.1299 - nse: 0.9840 - val_loss: 5.8692 - val_nse: 0.0935
Epoch 917/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0646 - nse: 0.9938
4/8 [==============>...............] - ETA: 0s - loss: 0.0832 - nse: 0.9891
7/8 [=========================>....] - ETA: 0s - loss: 0.0831 - nse: 0.9890
8/8 [==============================] - 0s 31ms/step - loss: 0.0818 - nse: 0.9893 - val_loss: 5.7213 - val_nse: 0.1244
Epoch 918/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0495 - nse: 0.9956
3/8 [==========>...................] - ETA: 0s - loss: 0.0651 - nse: 0.9932
6/8 [=====================>........] - ETA: 0s - loss: 0.0654 - nse: 0.9912
8/8 [==============================] - 0s 32ms/step - loss: 0.0654 - nse: 0.9916 - val_loss: 5.9450 - val_nse: 0.0762
Epoch 919/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0382 - nse: 0.9948
4/8 [==============>...............] - ETA: 0s - loss: 0.0514 - nse: 0.9933
7/8 [=========================>....] - ETA: 0s - loss: 0.0580 - nse: 0.9926
8/8 [==============================] - 0s 31ms/step - loss: 0.0612 - nse: 0.9912 - val_loss: 5.6403 - val_nse: 0.1350
Epoch 920/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0497 - nse: 0.9948
3/8 [==========>...................] - ETA: 0s - loss: 0.0669 - nse: 0.9915
6/8 [=====================>........] - ETA: 0s - loss: 0.0572 - nse: 0.9920
8/8 [==============================] - 0s 32ms/step - loss: 0.0600 - nse: 0.9926 - val_loss: 6.3722 - val_nse: 0.0105
Epoch 921/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0874 - nse: 0.9836
4/8 [==============>...............] - ETA: 0s - loss: 0.0751 - nse: 0.9895
7/8 [=========================>....] - ETA: 0s - loss: 0.0872 - nse: 0.9892
8/8 [==============================] - 0s 32ms/step - loss: 0.0863 - nse: 0.9891 - val_loss: 6.0841 - val_nse: 0.0652
Epoch 922/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1029 - nse: 0.9862
3/8 [==========>...................] - ETA: 0s - loss: 0.0681 - nse: 0.9918
5/8 [=================>............] - ETA: 0s - loss: 0.0739 - nse: 0.9909
7/8 [=========================>....] - ETA: 0s - loss: 0.0853 - nse: 0.9888
8/8 [==============================] - 0s 32ms/step - loss: 0.0830 - nse: 0.9898 - val_loss: 6.1113 - val_nse: 0.0598
Epoch 923/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0667 - nse: 0.9932
3/8 [==========>...................] - ETA: 0s - loss: 0.0836 - nse: 0.9899
6/8 [=====================>........] - ETA: 0s - loss: 0.0890 - nse: 0.9886
8/8 [==============================] - 0s 31ms/step - loss: 0.0873 - nse: 0.9882 - val_loss: 5.8447 - val_nse: 0.1055
Epoch 924/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0797 - nse: 0.9851
4/8 [==============>...............] - ETA: 0s - loss: 0.1596 - nse: 0.9782
7/8 [=========================>....] - ETA: 0s - loss: 0.1406 - nse: 0.9817
8/8 [==============================] - 0s 31ms/step - loss: 0.1381 - nse: 0.9833 - val_loss: 6.1516 - val_nse: 0.0552
Epoch 925/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1573 - nse: 0.9813
3/8 [==========>...................] - ETA: 0s - loss: 0.1454 - nse: 0.9840
6/8 [=====================>........] - ETA: 0s - loss: 0.1234 - nse: 0.9843
8/8 [==============================] - 0s 31ms/step - loss: 0.1242 - nse: 0.9838 - val_loss: 5.8205 - val_nse: 0.1250
Epoch 926/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1597 - nse: 0.9833
3/8 [==========>...................] - ETA: 0s - loss: 0.1224 - nse: 0.9858
6/8 [=====================>........] - ETA: 0s - loss: 0.1070 - nse: 0.9872
8/8 [==============================] - 0s 31ms/step - loss: 0.1002 - nse: 0.9871 - val_loss: 6.0200 - val_nse: 0.0673
Epoch 927/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0579 - nse: 0.9909
3/8 [==========>...................] - ETA: 0s - loss: 0.1003 - nse: 0.9868
6/8 [=====================>........] - ETA: 0s - loss: 0.1227 - nse: 0.9846
8/8 [==============================] - 0s 31ms/step - loss: 0.1212 - nse: 0.9860 - val_loss: 5.6407 - val_nse: 0.1376
Epoch 928/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1119 - nse: 0.9865
3/8 [==========>...................] - ETA: 0s - loss: 0.1312 - nse: 0.9818
6/8 [=====================>........] - ETA: 0s - loss: 0.1099 - nse: 0.9848
8/8 [==============================] - 0s 33ms/step - loss: 0.1100 - nse: 0.9852 - val_loss: 6.0549 - val_nse: 0.0508
Epoch 929/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1771 - nse: 0.9736
4/8 [==============>...............] - ETA: 0s - loss: 0.1307 - nse: 0.9813
7/8 [=========================>....] - ETA: 0s - loss: 0.1454 - nse: 0.9811
8/8 [==============================] - 0s 31ms/step - loss: 0.1476 - nse: 0.9797 - val_loss: 6.4400 - val_nse: 0.0174
Epoch 930/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1651 - nse: 0.9772
3/8 [==========>...................] - ETA: 0s - loss: 0.1497 - nse: 0.9777
6/8 [=====================>........] - ETA: 0s - loss: 0.1410 - nse: 0.9808
8/8 [==============================] - 0s 31ms/step - loss: 0.1266 - nse: 0.9829 - val_loss: 6.4243 - val_nse: 0.0157
Epoch 931/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0467 - nse: 0.9924
4/8 [==============>...............] - ETA: 0s - loss: 0.1203 - nse: 0.9860
6/8 [=====================>........] - ETA: 0s - loss: 0.1021 - nse: 0.9875
8/8 [==============================] - 0s 32ms/step - loss: 0.1017 - nse: 0.9874 - val_loss: 6.1947 - val_nse: 0.0628
Epoch 932/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0868 - nse: 0.9855
3/8 [==========>...................] - ETA: 0s - loss: 0.0846 - nse: 0.9884
5/8 [=================>............] - ETA: 0s - loss: 0.1122 - nse: 0.9869
8/8 [==============================] - ETA: 0s - loss: 0.1022 - nse: 0.9826
8/8 [==============================] - 0s 32ms/step - loss: 0.1022 - nse: 0.9826 - val_loss: 6.1742 - val_nse: 0.0526
Epoch 933/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1848 - nse: 0.9812
3/8 [==========>...................] - ETA: 0s - loss: 0.1156 - nse: 0.9859
6/8 [=====================>........] - ETA: 0s - loss: 0.1556 - nse: 0.9790
8/8 [==============================] - 0s 32ms/step - loss: 0.1496 - nse: 0.9788 - val_loss: 6.1955 - val_nse: 0.0588
Epoch 934/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2154 - nse: 0.9613
3/8 [==========>...................] - ETA: 0s - loss: 0.1995 - nse: 0.9714
5/8 [=================>............] - ETA: 0s - loss: 0.2176 - nse: 0.9717
8/8 [==============================] - ETA: 0s - loss: 0.2116 - nse: 0.9716
8/8 [==============================] - 0s 33ms/step - loss: 0.2116 - nse: 0.9716 - val_loss: 6.1198 - val_nse: 0.0472
Epoch 935/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2403 - nse: 0.9629
3/8 [==========>...................] - ETA: 0s - loss: 0.2417 - nse: 0.9690
6/8 [=====================>........] - ETA: 0s - loss: 0.2150 - nse: 0.9700
8/8 [==============================] - 0s 31ms/step - loss: 0.2214 - nse: 0.9713 - val_loss: 5.9682 - val_nse: 0.0909
Epoch 936/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1686 - nse: 0.9803
4/8 [==============>...............] - ETA: 0s - loss: 0.1429 - nse: 0.9832
7/8 [=========================>....] - ETA: 0s - loss: 0.1536 - nse: 0.9804
8/8 [==============================] - 0s 31ms/step - loss: 0.1572 - nse: 0.9799 - val_loss: 5.7284 - val_nse: 0.1104
Epoch 937/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1115 - nse: 0.9919
3/8 [==========>...................] - ETA: 0s - loss: 0.2032 - nse: 0.9737
5/8 [=================>............] - ETA: 0s - loss: 0.1830 - nse: 0.9751
8/8 [==============================] - ETA: 0s - loss: 0.1879 - nse: 0.9749
8/8 [==============================] - 0s 31ms/step - loss: 0.1879 - nse: 0.9749 - val_loss: 5.9335 - val_nse: 0.0956
Epoch 938/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1594 - nse: 0.9809
3/8 [==========>...................] - ETA: 0s - loss: 0.1716 - nse: 0.9801
6/8 [=====================>........] - ETA: 0s - loss: 0.1997 - nse: 0.9748
8/8 [==============================] - 0s 31ms/step - loss: 0.1994 - nse: 0.9734 - val_loss: 5.6610 - val_nse: 0.1342
Epoch 939/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3151 - nse: 0.9433
4/8 [==============>...............] - ETA: 0s - loss: 0.2329 - nse: 0.9646
7/8 [=========================>....] - ETA: 0s - loss: 0.2886 - nse: 0.9616
8/8 [==============================] - 0s 31ms/step - loss: 0.2836 - nse: 0.9644 - val_loss: 5.6274 - val_nse: 0.1363
Epoch 940/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2036 - nse: 0.9783
3/8 [==========>...................] - ETA: 0s - loss: 0.2161 - nse: 0.9741
6/8 [=====================>........] - ETA: 0s - loss: 0.2603 - nse: 0.9675
8/8 [==============================] - 0s 31ms/step - loss: 0.2581 - nse: 0.9671 - val_loss: 5.0703 - val_nse: 0.2279
Epoch 941/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2725 - nse: 0.9600
4/8 [==============>...............] - ETA: 0s - loss: 0.2588 - nse: 0.9665
7/8 [=========================>....] - ETA: 0s - loss: 0.2605 - nse: 0.9658
8/8 [==============================] - 0s 31ms/step - loss: 0.2536 - nse: 0.9692 - val_loss: 5.2819 - val_nse: 0.1989
Epoch 942/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1659 - nse: 0.9778
4/8 [==============>...............] - ETA: 0s - loss: 0.1886 - nse: 0.9735
6/8 [=====================>........] - ETA: 0s - loss: 0.2631 - nse: 0.9575
8/8 [==============================] - 0s 31ms/step - loss: 0.2563 - nse: 0.9626 - val_loss: 5.5061 - val_nse: 0.1624
Epoch 943/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1506 - nse: 0.9802
4/8 [==============>...............] - ETA: 0s - loss: 0.3490 - nse: 0.9551
6/8 [=====================>........] - ETA: 0s - loss: 0.3266 - nse: 0.9569
8/8 [==============================] - 0s 31ms/step - loss: 0.3022 - nse: 0.9481 - val_loss: 5.3107 - val_nse: 0.1710
Epoch 944/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5673 - nse: 0.9075
4/8 [==============>...............] - ETA: 0s - loss: 0.5770 - nse: 0.9165
7/8 [=========================>....] - ETA: 0s - loss: 0.5704 - nse: 0.9253
8/8 [==============================] - 0s 31ms/step - loss: 0.5660 - nse: 0.9255 - val_loss: 5.5652 - val_nse: 0.1450
Epoch 945/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4405 - nse: 0.9478
4/8 [==============>...............] - ETA: 0s - loss: 0.3586 - nse: 0.9519
7/8 [=========================>....] - ETA: 0s - loss: 0.3317 - nse: 0.9579
8/8 [==============================] - 0s 31ms/step - loss: 0.3264 - nse: 0.9605 - val_loss: 5.4955 - val_nse: 0.1528
Epoch 946/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1461 - nse: 0.9821
4/8 [==============>...............] - ETA: 0s - loss: 0.1618 - nse: 0.9809
7/8 [=========================>....] - ETA: 0s - loss: 0.1456 - nse: 0.9804
8/8 [==============================] - 0s 31ms/step - loss: 0.1429 - nse: 0.9819 - val_loss: 5.6778 - val_nse: 0.1278
Epoch 947/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1094 - nse: 0.9895
3/8 [==========>...................] - ETA: 0s - loss: 0.1177 - nse: 0.9835
6/8 [=====================>........] - ETA: 0s - loss: 0.1258 - nse: 0.9835
8/8 [==============================] - 0s 31ms/step - loss: 0.1241 - nse: 0.9833 - val_loss: 5.8624 - val_nse: 0.1007
Epoch 948/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1267 - nse: 0.9872
3/8 [==========>...................] - ETA: 0s - loss: 0.0898 - nse: 0.9889
6/8 [=====================>........] - ETA: 0s - loss: 0.0939 - nse: 0.9885
8/8 [==============================] - 0s 31ms/step - loss: 0.0953 - nse: 0.9859 - val_loss: 6.1325 - val_nse: 0.0659
Epoch 949/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0576 - nse: 0.9937
4/8 [==============>...............] - ETA: 0s - loss: 0.0645 - nse: 0.9925
7/8 [=========================>....] - ETA: 0s - loss: 0.0839 - nse: 0.9893
8/8 [==============================] - 0s 31ms/step - loss: 0.0834 - nse: 0.9884 - val_loss: 6.1401 - val_nse: 0.0583
Epoch 950/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0731 - nse: 0.9806
4/8 [==============>...............] - ETA: 0s - loss: 0.1277 - nse: 0.9800
7/8 [=========================>....] - ETA: 0s - loss: 0.1072 - nse: 0.9850
8/8 [==============================] - 0s 32ms/step - loss: 0.1065 - nse: 0.9862 - val_loss: 6.1432 - val_nse: 0.0651
Epoch 951/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1702 - nse: 0.9747
4/8 [==============>...............] - ETA: 0s - loss: 0.0955 - nse: 0.9863
7/8 [=========================>....] - ETA: 0s - loss: 0.0957 - nse: 0.9878
8/8 [==============================] - 0s 31ms/step - loss: 0.0958 - nse: 0.9869 - val_loss: 5.9896 - val_nse: 0.0802
Epoch 952/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1071 - nse: 0.9894
4/8 [==============>...............] - ETA: 0s - loss: 0.0844 - nse: 0.9898
7/8 [=========================>....] - ETA: 0s - loss: 0.0796 - nse: 0.9902
8/8 [==============================] - 0s 31ms/step - loss: 0.0833 - nse: 0.9821 - val_loss: 5.9365 - val_nse: 0.0990
Epoch 953/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1129 - nse: 0.9853
4/8 [==============>...............] - ETA: 0s - loss: 0.1055 - nse: 0.9867
7/8 [=========================>....] - ETA: 0s - loss: 0.1101 - nse: 0.9852
8/8 [==============================] - 0s 31ms/step - loss: 0.1101 - nse: 0.9857 - val_loss: 6.0061 - val_nse: 0.0856
Epoch 954/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1212 - nse: 0.9848
4/8 [==============>...............] - ETA: 0s - loss: 0.1028 - nse: 0.9863
7/8 [=========================>....] - ETA: 0s - loss: 0.0938 - nse: 0.9880
8/8 [==============================] - 0s 31ms/step - loss: 0.0926 - nse: 0.9865 - val_loss: 5.8207 - val_nse: 0.1056
Epoch 955/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0688 - nse: 0.9910
4/8 [==============>...............] - ETA: 0s - loss: 0.0675 - nse: 0.9916
7/8 [=========================>....] - ETA: 0s - loss: 0.0741 - nse: 0.9904
8/8 [==============================] - 0s 31ms/step - loss: 0.0718 - nse: 0.9913 - val_loss: 6.1138 - val_nse: 0.0656
Epoch 956/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0714 - nse: 0.9899
4/8 [==============>...............] - ETA: 0s - loss: 0.0842 - nse: 0.9881
7/8 [=========================>....] - ETA: 0s - loss: 0.0767 - nse: 0.9901
8/8 [==============================] - 0s 31ms/step - loss: 0.0771 - nse: 0.9878 - val_loss: 5.9211 - val_nse: 0.0962
Epoch 957/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1385 - nse: 0.9823
4/8 [==============>...............] - ETA: 0s - loss: 0.1005 - nse: 0.9886
7/8 [=========================>....] - ETA: 0s - loss: 0.0966 - nse: 0.9875
8/8 [==============================] - 0s 31ms/step - loss: 0.0965 - nse: 0.9875 - val_loss: 6.1453 - val_nse: 0.0530
Epoch 958/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0798 - nse: 0.9896
4/8 [==============>...............] - ETA: 0s - loss: 0.0884 - nse: 0.9886
7/8 [=========================>....] - ETA: 0s - loss: 0.0844 - nse: 0.9892
8/8 [==============================] - 0s 31ms/step - loss: 0.0850 - nse: 0.9884 - val_loss: 5.7704 - val_nse: 0.1199
Epoch 959/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0933 - nse: 0.9833
4/8 [==============>...............] - ETA: 0s - loss: 0.1121 - nse: 0.9862
6/8 [=====================>........] - ETA: 0s - loss: 0.0878 - nse: 0.9890
8/8 [==============================] - 0s 32ms/step - loss: 0.0822 - nse: 0.9903 - val_loss: 5.8648 - val_nse: 0.0933
Epoch 960/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0488 - nse: 0.9950
4/8 [==============>...............] - ETA: 0s - loss: 0.0773 - nse: 0.9900
7/8 [=========================>....] - ETA: 0s - loss: 0.0811 - nse: 0.9893
8/8 [==============================] - 0s 31ms/step - loss: 0.0826 - nse: 0.9880 - val_loss: 5.9119 - val_nse: 0.0987
Epoch 961/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0975 - nse: 0.9878
4/8 [==============>...............] - ETA: 0s - loss: 0.0827 - nse: 0.9883
7/8 [=========================>....] - ETA: 0s - loss: 0.0729 - nse: 0.9905
8/8 [==============================] - 0s 31ms/step - loss: 0.0743 - nse: 0.9905 - val_loss: 5.9575 - val_nse: 0.0801
Epoch 962/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0504 - nse: 0.9949
4/8 [==============>...............] - ETA: 0s - loss: 0.0743 - nse: 0.9908
7/8 [=========================>....] - ETA: 0s - loss: 0.0667 - nse: 0.9915
8/8 [==============================] - 0s 31ms/step - loss: 0.0652 - nse: 0.9922 - val_loss: 5.7863 - val_nse: 0.1217
Epoch 963/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0650 - nse: 0.9917
4/8 [==============>...............] - ETA: 0s - loss: 0.0594 - nse: 0.9925
7/8 [=========================>....] - ETA: 0s - loss: 0.0600 - nse: 0.9923
8/8 [==============================] - 0s 32ms/step - loss: 0.0592 - nse: 0.9917 - val_loss: 6.2561 - val_nse: 0.0373
Epoch 964/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0633 - nse: 0.9914
4/8 [==============>...............] - ETA: 0s - loss: 0.0533 - nse: 0.9930
7/8 [=========================>....] - ETA: 0s - loss: 0.0540 - nse: 0.9931
8/8 [==============================] - 0s 31ms/step - loss: 0.0529 - nse: 0.9935 - val_loss: 5.8470 - val_nse: 0.1092
Epoch 965/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0300 - nse: 0.9961
4/8 [==============>...............] - ETA: 0s - loss: 0.0475 - nse: 0.9933
7/8 [=========================>....] - ETA: 0s - loss: 0.0637 - nse: 0.9920
8/8 [==============================] - 0s 31ms/step - loss: 0.0635 - nse: 0.9922 - val_loss: 5.9093 - val_nse: 0.0974
Epoch 966/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0447 - nse: 0.9926
4/8 [==============>...............] - ETA: 0s - loss: 0.0764 - nse: 0.9891
7/8 [=========================>....] - ETA: 0s - loss: 0.0702 - nse: 0.9897
8/8 [==============================] - 0s 31ms/step - loss: 0.0711 - nse: 0.9868 - val_loss: 5.9253 - val_nse: 0.0919
Epoch 967/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0889 - nse: 0.9888
4/8 [==============>...............] - ETA: 0s - loss: 0.1213 - nse: 0.9838
7/8 [=========================>....] - ETA: 0s - loss: 0.1377 - nse: 0.9835
8/8 [==============================] - 0s 31ms/step - loss: 0.1342 - nse: 0.9846 - val_loss: 6.1142 - val_nse: 0.0523
Epoch 968/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0909 - nse: 0.9907
4/8 [==============>...............] - ETA: 0s - loss: 0.1083 - nse: 0.9855
7/8 [=========================>....] - ETA: 0s - loss: 0.0994 - nse: 0.9872
8/8 [==============================] - 0s 31ms/step - loss: 0.0978 - nse: 0.9877 - val_loss: 5.4264 - val_nse: 0.1772
Epoch 969/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1792 - nse: 0.9740
4/8 [==============>...............] - ETA: 0s - loss: 0.1270 - nse: 0.9838
7/8 [=========================>....] - ETA: 0s - loss: 0.0974 - nse: 0.9876
8/8 [==============================] - 0s 31ms/step - loss: 0.0963 - nse: 0.9852 - val_loss: 6.2289 - val_nse: 0.0498
Epoch 970/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0750 - nse: 0.9918
4/8 [==============>...............] - ETA: 0s - loss: 0.0631 - nse: 0.9913
7/8 [=========================>....] - ETA: 0s - loss: 0.0612 - nse: 0.9918
8/8 [==============================] - 0s 31ms/step - loss: 0.0604 - nse: 0.9923 - val_loss: 6.1811 - val_nse: 0.0544
Epoch 971/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0624 - nse: 0.9929
4/8 [==============>...............] - ETA: 0s - loss: 0.0697 - nse: 0.9921
7/8 [=========================>....] - ETA: 0s - loss: 0.0660 - nse: 0.9918
8/8 [==============================] - 0s 31ms/step - loss: 0.0688 - nse: 0.9900 - val_loss: 6.2426 - val_nse: 0.0348
Epoch 972/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0703 - nse: 0.9902
3/8 [==========>...................] - ETA: 0s - loss: 0.0798 - nse: 0.9885
6/8 [=====================>........] - ETA: 0s - loss: 0.0795 - nse: 0.9900
8/8 [==============================] - 0s 32ms/step - loss: 0.0768 - nse: 0.9906 - val_loss: 5.6386 - val_nse: 0.1358
Epoch 973/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1583 - nse: 0.9813
4/8 [==============>...............] - ETA: 0s - loss: 0.0979 - nse: 0.9889
7/8 [=========================>....] - ETA: 0s - loss: 0.1041 - nse: 0.9867
8/8 [==============================] - 0s 31ms/step - loss: 0.1039 - nse: 0.9846 - val_loss: 6.0273 - val_nse: 0.0653
Epoch 974/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0630 - nse: 0.9906
4/8 [==============>...............] - ETA: 0s - loss: 0.0811 - nse: 0.9892
7/8 [=========================>....] - ETA: 0s - loss: 0.0748 - nse: 0.9906
8/8 [==============================] - 0s 31ms/step - loss: 0.0750 - nse: 0.9902 - val_loss: 5.9723 - val_nse: 0.0901
Epoch 975/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0854 - nse: 0.9867
4/8 [==============>...............] - ETA: 0s - loss: 0.0932 - nse: 0.9894
7/8 [=========================>....] - ETA: 0s - loss: 0.0854 - nse: 0.9893
8/8 [==============================] - 0s 31ms/step - loss: 0.0833 - nse: 0.9902 - val_loss: 6.2388 - val_nse: 0.0408
Epoch 976/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0947 - nse: 0.9787
4/8 [==============>...............] - ETA: 0s - loss: 0.0998 - nse: 0.9873
7/8 [=========================>....] - ETA: 0s - loss: 0.0902 - nse: 0.9880
8/8 [==============================] - 0s 31ms/step - loss: 0.0936 - nse: 0.9855 - val_loss: 5.8890 - val_nse: 0.1015
Epoch 977/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1087 - nse: 0.9787
3/8 [==========>...................] - ETA: 0s - loss: 0.1213 - nse: 0.9843
6/8 [=====================>........] - ETA: 0s - loss: 0.1045 - nse: 0.9863
8/8 [==============================] - 0s 31ms/step - loss: 0.1019 - nse: 0.9871 - val_loss: 6.1602 - val_nse: 0.0589
Epoch 978/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0651 - nse: 0.9930
4/8 [==============>...............] - ETA: 0s - loss: 0.0710 - nse: 0.9905
7/8 [=========================>....] - ETA: 0s - loss: 0.0767 - nse: 0.9904
8/8 [==============================] - 0s 31ms/step - loss: 0.0766 - nse: 0.9895 - val_loss: 5.9725 - val_nse: 0.0807
Epoch 979/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0312 - nse: 0.9942
3/8 [==========>...................] - ETA: 0s - loss: 0.0466 - nse: 0.9934
6/8 [=====================>........] - ETA: 0s - loss: 0.0661 - nse: 0.9918
8/8 [==============================] - 0s 31ms/step - loss: 0.0655 - nse: 0.9911 - val_loss: 6.0120 - val_nse: 0.0778
Epoch 980/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0726 - nse: 0.9924
4/8 [==============>...............] - ETA: 0s - loss: 0.1052 - nse: 0.9872
6/8 [=====================>........] - ETA: 0s - loss: 0.1068 - nse: 0.9868
8/8 [==============================] - 0s 31ms/step - loss: 0.1035 - nse: 0.9865 - val_loss: 6.4330 - val_nse: 0.0026
Epoch 981/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0577 - nse: 0.9915
3/8 [==========>...................] - ETA: 0s - loss: 0.1241 - nse: 0.9832
6/8 [=====================>........] - ETA: 0s - loss: 0.1449 - nse: 0.9815
8/8 [==============================] - 0s 31ms/step - loss: 0.1464 - nse: 0.9802 - val_loss: 6.0527 - val_nse: 0.0770
Epoch 982/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2481 - nse: 0.9697
4/8 [==============>...............] - ETA: 0s - loss: 0.2071 - nse: 0.9734
7/8 [=========================>....] - ETA: 0s - loss: 0.1998 - nse: 0.9745
8/8 [==============================] - 0s 31ms/step - loss: 0.1996 - nse: 0.9720 - val_loss: 6.2030 - val_nse: 0.0446
Epoch 983/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1586 - nse: 0.9778
4/8 [==============>...............] - ETA: 0s - loss: 0.2415 - nse: 0.9676
7/8 [=========================>....] - ETA: 0s - loss: 0.2396 - nse: 0.9691
8/8 [==============================] - 0s 31ms/step - loss: 0.2391 - nse: 0.9711 - val_loss: 5.8314 - val_nse: 0.1263
Epoch 984/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1015 - nse: 0.9857
3/8 [==========>...................] - ETA: 0s - loss: 0.2963 - nse: 0.9637
6/8 [=====================>........] - ETA: 0s - loss: 0.2662 - nse: 0.9650
8/8 [==============================] - 0s 31ms/step - loss: 0.2764 - nse: 0.9611 - val_loss: 6.1254 - val_nse: 0.0524
Epoch 985/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1840 - nse: 0.9809
4/8 [==============>...............] - ETA: 0s - loss: 0.2540 - nse: 0.9684
7/8 [=========================>....] - ETA: 0s - loss: 0.2909 - nse: 0.9604
8/8 [==============================] - 0s 31ms/step - loss: 0.2939 - nse: 0.9586 - val_loss: 5.9743 - val_nse: 0.1111
Epoch 986/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2217 - nse: 0.9748
4/8 [==============>...............] - ETA: 0s - loss: 0.3115 - nse: 0.9547
7/8 [=========================>....] - ETA: 0s - loss: 0.2982 - nse: 0.9600
8/8 [==============================] - 0s 31ms/step - loss: 0.2951 - nse: 0.9600 - val_loss: 5.5551 - val_nse: 0.1444
Epoch 987/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3396 - nse: 0.9393
3/8 [==========>...................] - ETA: 0s - loss: 0.3201 - nse: 0.9597
6/8 [=====================>........] - ETA: 0s - loss: 0.3157 - nse: 0.9572
8/8 [==============================] - 0s 32ms/step - loss: 0.3224 - nse: 0.9536 - val_loss: 5.4473 - val_nse: 0.1777
Epoch 988/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1359 - nse: 0.9789
4/8 [==============>...............] - ETA: 0s - loss: 0.2015 - nse: 0.9738
7/8 [=========================>....] - ETA: 0s - loss: 0.2187 - nse: 0.9722
8/8 [==============================] - 0s 32ms/step - loss: 0.2197 - nse: 0.9724 - val_loss: 6.0474 - val_nse: 0.0732
Epoch 989/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2028 - nse: 0.9708
3/8 [==========>...................] - ETA: 0s - loss: 0.1832 - nse: 0.9760
6/8 [=====================>........] - ETA: 0s - loss: 0.1997 - nse: 0.9749
8/8 [==============================] - 0s 32ms/step - loss: 0.1874 - nse: 0.9773 - val_loss: 5.6913 - val_nse: 0.1294
Epoch 990/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1084 - nse: 0.9872
4/8 [==============>...............] - ETA: 0s - loss: 0.1280 - nse: 0.9835
7/8 [=========================>....] - ETA: 0s - loss: 0.1305 - nse: 0.9839
8/8 [==============================] - 0s 31ms/step - loss: 0.1282 - nse: 0.9842 - val_loss: 6.0891 - val_nse: 0.0617
Epoch 991/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1138 - nse: 0.9893
4/8 [==============>...............] - ETA: 0s - loss: 0.1479 - nse: 0.9800
7/8 [=========================>....] - ETA: 0s - loss: 0.1298 - nse: 0.9822
8/8 [==============================] - 0s 31ms/step - loss: 0.1264 - nse: 0.9838 - val_loss: 5.9113 - val_nse: 0.1051
Epoch 992/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1458 - nse: 0.9804
3/8 [==========>...................] - ETA: 0s - loss: 0.1714 - nse: 0.9799
6/8 [=====================>........] - ETA: 0s - loss: 0.1432 - nse: 0.9827
8/8 [==============================] - 0s 31ms/step - loss: 0.1400 - nse: 0.9832 - val_loss: 5.9812 - val_nse: 0.0721
Epoch 993/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1846 - nse: 0.9815
4/8 [==============>...............] - ETA: 0s - loss: 0.1713 - nse: 0.9810
6/8 [=====================>........] - ETA: 0s - loss: 0.1525 - nse: 0.9819
8/8 [==============================] - 0s 32ms/step - loss: 0.1370 - nse: 0.9820 - val_loss: 5.1642 - val_nse: 0.2279
Epoch 994/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1389 - nse: 0.9865
3/8 [==========>...................] - ETA: 0s - loss: 0.1214 - nse: 0.9863
6/8 [=====================>........] - ETA: 0s - loss: 0.1051 - nse: 0.9871
8/8 [==============================] - 0s 33ms/step - loss: 0.1002 - nse: 0.9860 - val_loss: 5.9873 - val_nse: 0.0792
Epoch 995/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0672 - nse: 0.9891
3/8 [==========>...................] - ETA: 0s - loss: 0.1165 - nse: 0.9843
5/8 [=================>............] - ETA: 0s - loss: 0.1024 - nse: 0.9871
8/8 [==============================] - ETA: 0s - loss: 0.1024 - nse: 0.9855
8/8 [==============================] - 0s 32ms/step - loss: 0.1024 - nse: 0.9855 - val_loss: 5.8840 - val_nse: 0.1079
Epoch 996/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0790 - nse: 0.9900
4/8 [==============>...............] - ETA: 0s - loss: 0.0926 - nse: 0.9868
7/8 [=========================>....] - ETA: 0s - loss: 0.0826 - nse: 0.9879
8/8 [==============================] - 0s 31ms/step - loss: 0.0934 - nse: 0.9868 - val_loss: 5.7105 - val_nse: 0.1179
Epoch 997/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0462 - nse: 0.9933
3/8 [==========>...................] - ETA: 0s - loss: 0.1941 - nse: 0.9757
6/8 [=====================>........] - ETA: 0s - loss: 0.2012 - nse: 0.9745
8/8 [==============================] - 0s 31ms/step - loss: 0.1954 - nse: 0.9759 - val_loss: 5.5464 - val_nse: 0.1349
Epoch 998/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2381 - nse: 0.9708
4/8 [==============>...............] - ETA: 0s - loss: 0.2746 - nse: 0.9616
7/8 [=========================>....] - ETA: 0s - loss: 0.3206 - nse: 0.9581
8/8 [==============================] - 0s 31ms/step - loss: 0.3193 - nse: 0.9576 - val_loss: 5.1371 - val_nse: 0.2130
Epoch 999/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2924 - nse: 0.9599
4/8 [==============>...............] - ETA: 0s - loss: 0.2902 - nse: 0.9626
7/8 [=========================>....] - ETA: 0s - loss: 0.2828 - nse: 0.9641
8/8 [==============================] - 0s 31ms/step - loss: 0.2809 - nse: 0.9640 - val_loss: 5.5215 - val_nse: 0.1466
Epoch 1000/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2237 - nse: 0.9621
3/8 [==========>...................] - ETA: 0s - loss: 0.2590 - nse: 0.9629
6/8 [=====================>........] - ETA: 0s - loss: 0.2630 - nse: 0.9647
8/8 [==============================] - 0s 31ms/step - loss: 0.2508 - nse: 0.9673 - val_loss: 5.5155 - val_nse: 0.1499
Epoch 1001/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3525 - nse: 0.9303
3/8 [==========>...................] - ETA: 0s - loss: 0.2715 - nse: 0.9527
6/8 [=====================>........] - ETA: 0s - loss: 0.2107 - nse: 0.9691
8/8 [==============================] - 0s 31ms/step - loss: 0.1931 - nse: 0.9714 - val_loss: 5.9066 - val_nse: 0.0812
Epoch 1002/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1879 - nse: 0.9841
3/8 [==========>...................] - ETA: 0s - loss: 0.1911 - nse: 0.9760
6/8 [=====================>........] - ETA: 0s - loss: 0.1961 - nse: 0.9724
8/8 [==============================] - 0s 31ms/step - loss: 0.1913 - nse: 0.9749 - val_loss: 5.5339 - val_nse: 0.1609
Epoch 1003/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0772 - nse: 0.9897
4/8 [==============>...............] - ETA: 0s - loss: 0.2494 - nse: 0.9698
6/8 [=====================>........] - ETA: 0s - loss: 0.2737 - nse: 0.9688
8/8 [==============================] - 0s 33ms/step - loss: 0.2663 - nse: 0.9663 - val_loss: 5.9865 - val_nse: 0.0801
Epoch 1004/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1614 - nse: 0.9786
3/8 [==========>...................] - ETA: 0s - loss: 0.2329 - nse: 0.9731
6/8 [=====================>........] - ETA: 0s - loss: 0.2028 - nse: 0.9697
8/8 [==============================] - 0s 31ms/step - loss: 0.1913 - nse: 0.9732 - val_loss: 5.5309 - val_nse: 0.1630
Epoch 1005/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1618 - nse: 0.9810
3/8 [==========>...................] - ETA: 0s - loss: 0.1903 - nse: 0.9725
5/8 [=================>............] - ETA: 0s - loss: 0.2476 - nse: 0.9704
8/8 [==============================] - ETA: 0s - loss: 0.2252 - nse: 0.9690
8/8 [==============================] - 0s 33ms/step - loss: 0.2252 - nse: 0.9690 - val_loss: 6.2943 - val_nse: 0.0408
Epoch 1006/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2699 - nse: 0.9700
4/8 [==============>...............] - ETA: 0s - loss: 0.2858 - nse: 0.9651
7/8 [=========================>....] - ETA: 0s - loss: 0.2364 - nse: 0.9707
8/8 [==============================] - 0s 31ms/step - loss: 0.2689 - nse: 0.9440 - val_loss: 5.9142 - val_nse: 0.0903
Epoch 1007/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2597 - nse: 0.9620
4/8 [==============>...............] - ETA: 0s - loss: 0.3291 - nse: 0.9631
7/8 [=========================>....] - ETA: 0s - loss: 0.4286 - nse: 0.9454
8/8 [==============================] - 0s 31ms/step - loss: 0.4277 - nse: 0.9435 - val_loss: 5.6401 - val_nse: 0.1398
Epoch 1008/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2758 - nse: 0.9699
3/8 [==========>...................] - ETA: 0s - loss: 0.2645 - nse: 0.9695
6/8 [=====================>........] - ETA: 0s - loss: 0.3037 - nse: 0.9578
8/8 [==============================] - 0s 32ms/step - loss: 0.3201 - nse: 0.9606 - val_loss: 5.3381 - val_nse: 0.1950
Epoch 1009/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2964 - nse: 0.9645
3/8 [==========>...................] - ETA: 0s - loss: 0.2649 - nse: 0.9658
5/8 [=================>............] - ETA: 0s - loss: 0.2135 - nse: 0.9727
7/8 [=========================>....] - ETA: 0s - loss: 0.2014 - nse: 0.9731
8/8 [==============================] - 0s 32ms/step - loss: 0.2035 - nse: 0.9721 - val_loss: 6.6563 - val_nse: -0.0233
Epoch 1010/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1939 - nse: 0.9601
3/8 [==========>...................] - ETA: 0s - loss: 0.2489 - nse: 0.9626
5/8 [=================>............] - ETA: 0s - loss: 0.2899 - nse: 0.9613
7/8 [=========================>....] - ETA: 0s - loss: 0.2616 - nse: 0.9659
8/8 [==============================] - 0s 33ms/step - loss: 0.2554 - nse: 0.9694 - val_loss: 6.3642 - val_nse: 0.0144
Epoch 1011/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2289 - nse: 0.9661
4/8 [==============>...............] - ETA: 0s - loss: 0.1981 - nse: 0.9758
6/8 [=====================>........] - ETA: 0s - loss: 0.1853 - nse: 0.9761
8/8 [==============================] - 0s 31ms/step - loss: 0.1862 - nse: 0.9728 - val_loss: 5.5921 - val_nse: 0.1397
Epoch 1012/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1257 - nse: 0.9782
4/8 [==============>...............] - ETA: 0s - loss: 0.1069 - nse: 0.9816
7/8 [=========================>....] - ETA: 0s - loss: 0.0986 - nse: 0.9851
8/8 [==============================] - 0s 33ms/step - loss: 0.0995 - nse: 0.9855 - val_loss: 5.5784 - val_nse: 0.1441
Epoch 1013/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0763 - nse: 0.9901
4/8 [==============>...............] - ETA: 0s - loss: 0.1378 - nse: 0.9827
7/8 [=========================>....] - ETA: 0s - loss: 0.1174 - nse: 0.9852
8/8 [==============================] - 0s 31ms/step - loss: 0.1182 - nse: 0.9840 - val_loss: 6.2089 - val_nse: 0.0560
Epoch 1014/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0631 - nse: 0.9910
4/8 [==============>...............] - ETA: 0s - loss: 0.0763 - nse: 0.9912
7/8 [=========================>....] - ETA: 0s - loss: 0.0839 - nse: 0.9887
8/8 [==============================] - 0s 31ms/step - loss: 0.0821 - nse: 0.9898 - val_loss: 5.7164 - val_nse: 0.1242
Epoch 1015/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0508 - nse: 0.9923
4/8 [==============>...............] - ETA: 0s - loss: 0.0975 - nse: 0.9860
7/8 [=========================>....] - ETA: 0s - loss: 0.1010 - nse: 0.9863
8/8 [==============================] - 0s 31ms/step - loss: 0.1014 - nse: 0.9852 - val_loss: 6.1020 - val_nse: 0.0648
Epoch 1016/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1232 - nse: 0.9831
3/8 [==========>...................] - ETA: 0s - loss: 0.1268 - nse: 0.9817
6/8 [=====================>........] - ETA: 0s - loss: 0.1236 - nse: 0.9829
8/8 [==============================] - 0s 31ms/step - loss: 0.1171 - nse: 0.9845 - val_loss: 5.9324 - val_nse: 0.0792
Epoch 1017/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0940 - nse: 0.9901
4/8 [==============>...............] - ETA: 0s - loss: 0.1077 - nse: 0.9858
7/8 [=========================>....] - ETA: 0s - loss: 0.1062 - nse: 0.9861
8/8 [==============================] - 0s 31ms/step - loss: 0.1034 - nse: 0.9875 - val_loss: 5.7205 - val_nse: 0.1227
Epoch 1018/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1118 - nse: 0.9873
3/8 [==========>...................] - ETA: 0s - loss: 0.1526 - nse: 0.9842
6/8 [=====================>........] - ETA: 0s - loss: 0.1443 - nse: 0.9823
8/8 [==============================] - 0s 31ms/step - loss: 0.1419 - nse: 0.9822 - val_loss: 5.7169 - val_nse: 0.1194
Epoch 1019/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1234 - nse: 0.9840
3/8 [==========>...................] - ETA: 0s - loss: 0.1263 - nse: 0.9847
6/8 [=====================>........] - ETA: 0s - loss: 0.0990 - nse: 0.9877
8/8 [==============================] - 0s 31ms/step - loss: 0.0958 - nse: 0.9869 - val_loss: 5.6904 - val_nse: 0.1250
Epoch 1020/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0432 - nse: 0.9951
3/8 [==========>...................] - ETA: 0s - loss: 0.1129 - nse: 0.9856
6/8 [=====================>........] - ETA: 0s - loss: 0.1058 - nse: 0.9858
8/8 [==============================] - 0s 31ms/step - loss: 0.1004 - nse: 0.9880 - val_loss: 5.6743 - val_nse: 0.1349
Epoch 1021/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1947 - nse: 0.9783
4/8 [==============>...............] - ETA: 0s - loss: 0.1330 - nse: 0.9839
6/8 [=====================>........] - ETA: 0s - loss: 0.1101 - nse: 0.9870
8/8 [==============================] - 0s 31ms/step - loss: 0.1102 - nse: 0.9833 - val_loss: 6.0742 - val_nse: 0.0601
Epoch 1022/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0832 - nse: 0.9831
3/8 [==========>...................] - ETA: 0s - loss: 0.0954 - nse: 0.9857
6/8 [=====================>........] - ETA: 0s - loss: 0.0778 - nse: 0.9898
8/8 [==============================] - 0s 32ms/step - loss: 0.0732 - nse: 0.9911 - val_loss: 5.7288 - val_nse: 0.1222
Epoch 1023/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0690 - nse: 0.9931
3/8 [==========>...................] - ETA: 0s - loss: 0.0668 - nse: 0.9921
5/8 [=================>............] - ETA: 0s - loss: 0.0746 - nse: 0.9909
7/8 [=========================>....] - ETA: 0s - loss: 0.0647 - nse: 0.9918
8/8 [==============================] - 0s 32ms/step - loss: 0.0643 - nse: 0.9918 - val_loss: 5.9178 - val_nse: 0.0886
Epoch 1024/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0459 - nse: 0.9937
3/8 [==========>...................] - ETA: 0s - loss: 0.0597 - nse: 0.9924
6/8 [=====================>........] - ETA: 0s - loss: 0.0792 - nse: 0.9896
8/8 [==============================] - 0s 32ms/step - loss: 0.0864 - nse: 0.9867 - val_loss: 5.8741 - val_nse: 0.1023
Epoch 1025/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0883 - nse: 0.9889
3/8 [==========>...................] - ETA: 0s - loss: 0.0665 - nse: 0.9921
6/8 [=====================>........] - ETA: 0s - loss: 0.0715 - nse: 0.9903
8/8 [==============================] - 0s 31ms/step - loss: 0.0879 - nse: 0.9706 - val_loss: 5.5939 - val_nse: 0.1432
Epoch 1026/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0592 - nse: 0.9924
3/8 [==========>...................] - ETA: 0s - loss: 0.1341 - nse: 0.9851
6/8 [=====================>........] - ETA: 0s - loss: 0.1665 - nse: 0.9796
8/8 [==============================] - 0s 32ms/step - loss: 0.1515 - nse: 0.9793 - val_loss: 5.6255 - val_nse: 0.1280
Epoch 1027/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1557 - nse: 0.9816
3/8 [==========>...................] - ETA: 0s - loss: 0.1936 - nse: 0.9751
5/8 [=================>............] - ETA: 0s - loss: 0.1904 - nse: 0.9760
7/8 [=========================>....] - ETA: 0s - loss: 0.1771 - nse: 0.9772
8/8 [==============================] - 0s 32ms/step - loss: 0.1778 - nse: 0.9776 - val_loss: 5.5418 - val_nse: 0.1435
Epoch 1028/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0842 - nse: 0.9882
3/8 [==========>...................] - ETA: 0s - loss: 0.1755 - nse: 0.9817
5/8 [=================>............] - ETA: 0s - loss: 0.1736 - nse: 0.9795
7/8 [=========================>....] - ETA: 0s - loss: 0.1644 - nse: 0.9803
8/8 [==============================] - 0s 32ms/step - loss: 0.1615 - nse: 0.9706 - val_loss: 5.7623 - val_nse: 0.1078
Epoch 1029/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0950 - nse: 0.9875
3/8 [==========>...................] - ETA: 0s - loss: 0.1297 - nse: 0.9829
5/8 [=================>............] - ETA: 0s - loss: 0.1420 - nse: 0.9824
7/8 [=========================>....] - ETA: 0s - loss: 0.1407 - nse: 0.9815
8/8 [==============================] - 0s 34ms/step - loss: 0.1390 - nse: 0.9824 - val_loss: 5.9531 - val_nse: 0.0831
Epoch 1030/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0653 - nse: 0.9932
3/8 [==========>...................] - ETA: 0s - loss: 0.0757 - nse: 0.9912
6/8 [=====================>........] - ETA: 0s - loss: 0.0699 - nse: 0.9912
8/8 [==============================] - 0s 31ms/step - loss: 0.0755 - nse: 0.9899 - val_loss: 6.2278 - val_nse: 0.0469
Epoch 1031/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0872 - nse: 0.9889
4/8 [==============>...............] - ETA: 0s - loss: 0.0941 - nse: 0.9881
7/8 [=========================>....] - ETA: 0s - loss: 0.1298 - nse: 0.9838
8/8 [==============================] - 0s 31ms/step - loss: 0.1301 - nse: 0.9819 - val_loss: 6.1350 - val_nse: 0.0623
Epoch 1032/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1200 - nse: 0.9815
3/8 [==========>...................] - ETA: 0s - loss: 0.0940 - nse: 0.9864
5/8 [=================>............] - ETA: 0s - loss: 0.1198 - nse: 0.9839
8/8 [==============================] - ETA: 0s - loss: 0.1330 - nse: 0.9822
8/8 [==============================] - 0s 32ms/step - loss: 0.1330 - nse: 0.9822 - val_loss: 6.0371 - val_nse: 0.0629
Epoch 1033/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0609 - nse: 0.9927
3/8 [==========>...................] - ETA: 0s - loss: 0.0787 - nse: 0.9913
5/8 [=================>............] - ETA: 0s - loss: 0.0768 - nse: 0.9914
8/8 [==============================] - ETA: 0s - loss: 0.0806 - nse: 0.9888
8/8 [==============================] - 0s 32ms/step - loss: 0.0806 - nse: 0.9888 - val_loss: 6.0252 - val_nse: 0.0748
Epoch 1034/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0983 - nse: 0.9830
3/8 [==========>...................] - ETA: 0s - loss: 0.0776 - nse: 0.9888
5/8 [=================>............] - ETA: 0s - loss: 0.0838 - nse: 0.9889
7/8 [=========================>....] - ETA: 0s - loss: 0.0832 - nse: 0.9887
8/8 [==============================] - 0s 33ms/step - loss: 0.0863 - nse: 0.9887 - val_loss: 6.1946 - val_nse: 0.0477
Epoch 1035/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0865 - nse: 0.9927
4/8 [==============>...............] - ETA: 0s - loss: 0.1081 - nse: 0.9860
6/8 [=====================>........] - ETA: 0s - loss: 0.1237 - nse: 0.9847
8/8 [==============================] - 0s 31ms/step - loss: 0.1299 - nse: 0.9829 - val_loss: 6.0443 - val_nse: 0.0788
Epoch 1036/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0413 - nse: 0.9944
3/8 [==========>...................] - ETA: 0s - loss: 0.0722 - nse: 0.9918
6/8 [=====================>........] - ETA: 0s - loss: 0.0897 - nse: 0.9878
8/8 [==============================] - 0s 32ms/step - loss: 0.0902 - nse: 0.9873 - val_loss: 5.7579 - val_nse: 0.1229
Epoch 1037/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0259 - nse: 0.9967
3/8 [==========>...................] - ETA: 0s - loss: 0.0612 - nse: 0.9921
5/8 [=================>............] - ETA: 0s - loss: 0.0936 - nse: 0.9875
8/8 [==============================] - ETA: 0s - loss: 0.0928 - nse: 0.9883
8/8 [==============================] - 0s 32ms/step - loss: 0.0928 - nse: 0.9883 - val_loss: 5.6545 - val_nse: 0.1242
Epoch 1038/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1184 - nse: 0.9892
3/8 [==========>...................] - ETA: 0s - loss: 0.1107 - nse: 0.9859
6/8 [=====================>........] - ETA: 0s - loss: 0.1318 - nse: 0.9830
8/8 [==============================] - 0s 32ms/step - loss: 0.1241 - nse: 0.9844 - val_loss: 5.7319 - val_nse: 0.1213
Epoch 1039/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1084 - nse: 0.9859
4/8 [==============>...............] - ETA: 0s - loss: 0.1138 - nse: 0.9858
7/8 [=========================>....] - ETA: 0s - loss: 0.1270 - nse: 0.9844
8/8 [==============================] - 0s 32ms/step - loss: 0.1264 - nse: 0.9837 - val_loss: 5.6709 - val_nse: 0.1238
Epoch 1040/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0618 - nse: 0.9899
3/8 [==========>...................] - ETA: 0s - loss: 0.0942 - nse: 0.9893
5/8 [=================>............] - ETA: 0s - loss: 0.1136 - nse: 0.9869
7/8 [=========================>....] - ETA: 0s - loss: 0.1145 - nse: 0.9860
8/8 [==============================] - 0s 32ms/step - loss: 0.1211 - nse: 0.9798 - val_loss: 5.9480 - val_nse: 0.0860
Epoch 1041/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0527 - nse: 0.9932
3/8 [==========>...................] - ETA: 0s - loss: 0.1428 - nse: 0.9799
5/8 [=================>............] - ETA: 0s - loss: 0.1947 - nse: 0.9776
8/8 [==============================] - ETA: 0s - loss: 0.1662 - nse: 0.9813
8/8 [==============================] - 0s 32ms/step - loss: 0.1662 - nse: 0.9813 - val_loss: 5.5452 - val_nse: 0.1449
Epoch 1042/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0691 - nse: 0.9901
3/8 [==========>...................] - ETA: 0s - loss: 0.1040 - nse: 0.9804
6/8 [=====================>........] - ETA: 0s - loss: 0.1286 - nse: 0.9823
8/8 [==============================] - 0s 33ms/step - loss: 0.1189 - nse: 0.9852 - val_loss: 5.8407 - val_nse: 0.0878
Epoch 1043/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0912 - nse: 0.9848
3/8 [==========>...................] - ETA: 0s - loss: 0.1195 - nse: 0.9859
6/8 [=====================>........] - ETA: 0s - loss: 0.1460 - nse: 0.9829
8/8 [==============================] - 0s 32ms/step - loss: 0.1352 - nse: 0.9836 - val_loss: 6.0489 - val_nse: 0.0732
Epoch 1044/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1477 - nse: 0.9816
3/8 [==========>...................] - ETA: 0s - loss: 0.1476 - nse: 0.9807
6/8 [=====================>........] - ETA: 0s - loss: 0.1302 - nse: 0.9832
8/8 [==============================] - 0s 31ms/step - loss: 0.1300 - nse: 0.9810 - val_loss: 6.2959 - val_nse: 0.0309
Epoch 1045/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1320 - nse: 0.9830
4/8 [==============>...............] - ETA: 0s - loss: 0.1602 - nse: 0.9722
7/8 [=========================>....] - ETA: 0s - loss: 0.1481 - nse: 0.9776
8/8 [==============================] - 0s 32ms/step - loss: 0.1541 - nse: 0.9743 - val_loss: 5.5714 - val_nse: 0.1407
Epoch 1046/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1011 - nse: 0.9817
3/8 [==========>...................] - ETA: 0s - loss: 0.2467 - nse: 0.9727
5/8 [=================>............] - ETA: 0s - loss: 0.2359 - nse: 0.9736
7/8 [=========================>....] - ETA: 0s - loss: 0.2299 - nse: 0.9710
8/8 [==============================] - 0s 32ms/step - loss: 0.2233 - nse: 0.9737 - val_loss: 5.5163 - val_nse: 0.1496
Epoch 1047/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1916 - nse: 0.9754
3/8 [==========>...................] - ETA: 0s - loss: 0.2895 - nse: 0.9644
5/8 [=================>............] - ETA: 0s - loss: 0.2387 - nse: 0.9701
7/8 [=========================>....] - ETA: 0s - loss: 0.2357 - nse: 0.9702
8/8 [==============================] - 0s 32ms/step - loss: 0.2296 - nse: 0.9725 - val_loss: 5.3928 - val_nse: 0.1856
Epoch 1048/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1308 - nse: 0.9835
3/8 [==========>...................] - ETA: 0s - loss: 0.1300 - nse: 0.9831
5/8 [=================>............] - ETA: 0s - loss: 0.1202 - nse: 0.9848
7/8 [=========================>....] - ETA: 0s - loss: 0.1209 - nse: 0.9848
8/8 [==============================] - 0s 32ms/step - loss: 0.1195 - nse: 0.9852 - val_loss: 5.2640 - val_nse: 0.1844
Epoch 1049/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1860 - nse: 0.9778
3/8 [==========>...................] - ETA: 0s - loss: 0.1351 - nse: 0.9849
5/8 [=================>............] - ETA: 0s - loss: 0.1200 - nse: 0.9850
7/8 [=========================>....] - ETA: 0s - loss: 0.1284 - nse: 0.9841
8/8 [==============================] - 0s 32ms/step - loss: 0.1252 - nse: 0.9855 - val_loss: 5.6160 - val_nse: 0.1470
Epoch 1050/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1009 - nse: 0.9872
3/8 [==========>...................] - ETA: 0s - loss: 0.0947 - nse: 0.9881
5/8 [=================>............] - ETA: 0s - loss: 0.0852 - nse: 0.9887
7/8 [=========================>....] - ETA: 0s - loss: 0.0804 - nse: 0.9890
8/8 [==============================] - 0s 32ms/step - loss: 0.0793 - nse: 0.9898 - val_loss: 5.8472 - val_nse: 0.0987
Epoch 1051/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1075 - nse: 0.9835
3/8 [==========>...................] - ETA: 0s - loss: 0.0757 - nse: 0.9893
5/8 [=================>............] - ETA: 0s - loss: 0.0754 - nse: 0.9903
7/8 [=========================>....] - ETA: 0s - loss: 0.0738 - nse: 0.9906
8/8 [==============================] - 0s 33ms/step - loss: 0.0755 - nse: 0.9900 - val_loss: 5.5379 - val_nse: 0.1564
Epoch 1052/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0416 - nse: 0.9952
3/8 [==========>...................] - ETA: 0s - loss: 0.0703 - nse: 0.9912
5/8 [=================>............] - ETA: 0s - loss: 0.0580 - nse: 0.9929
7/8 [=========================>....] - ETA: 0s - loss: 0.0560 - nse: 0.9929
8/8 [==============================] - 0s 32ms/step - loss: 0.0579 - nse: 0.9919 - val_loss: 5.6296 - val_nse: 0.1402
Epoch 1053/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0567 - nse: 0.9946
3/8 [==========>...................] - ETA: 0s - loss: 0.0444 - nse: 0.9935
5/8 [=================>............] - ETA: 0s - loss: 0.0977 - nse: 0.9880
7/8 [=========================>....] - ETA: 0s - loss: 0.0970 - nse: 0.9882
8/8 [==============================] - 0s 32ms/step - loss: 0.0967 - nse: 0.9886 - val_loss: 5.5555 - val_nse: 0.1579
Epoch 1054/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0356 - nse: 0.9951
3/8 [==========>...................] - ETA: 0s - loss: 0.0999 - nse: 0.9850
5/8 [=================>............] - ETA: 0s - loss: 0.0877 - nse: 0.9870
7/8 [=========================>....] - ETA: 0s - loss: 0.1023 - nse: 0.9866
8/8 [==============================] - 0s 32ms/step - loss: 0.1021 - nse: 0.9866 - val_loss: 6.1866 - val_nse: 0.0435
Epoch 1055/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1129 - nse: 0.9822
3/8 [==========>...................] - ETA: 0s - loss: 0.1373 - nse: 0.9814
5/8 [=================>............] - ETA: 0s - loss: 0.1176 - nse: 0.9846
7/8 [=========================>....] - ETA: 0s - loss: 0.1140 - nse: 0.9853
8/8 [==============================] - 0s 32ms/step - loss: 0.1112 - nse: 0.9863 - val_loss: 5.5981 - val_nse: 0.1460
Epoch 1056/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1369 - nse: 0.9844
3/8 [==========>...................] - ETA: 0s - loss: 0.1382 - nse: 0.9831
5/8 [=================>............] - ETA: 0s - loss: 0.1141 - nse: 0.9861
7/8 [=========================>....] - ETA: 0s - loss: 0.0989 - nse: 0.9873
8/8 [==============================] - 0s 32ms/step - loss: 0.1026 - nse: 0.9855 - val_loss: 6.0938 - val_nse: 0.0684
Epoch 1057/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0715 - nse: 0.9890
3/8 [==========>...................] - ETA: 0s - loss: 0.0819 - nse: 0.9894
5/8 [=================>............] - ETA: 0s - loss: 0.1218 - nse: 0.9851
7/8 [=========================>....] - ETA: 0s - loss: 0.1161 - nse: 0.9857
8/8 [==============================] - 0s 32ms/step - loss: 0.1181 - nse: 0.9848 - val_loss: 6.4174 - val_nse: 0.0245
Epoch 1058/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1419 - nse: 0.9786
3/8 [==========>...................] - ETA: 0s - loss: 0.1188 - nse: 0.9835
5/8 [=================>............] - ETA: 0s - loss: 0.1370 - nse: 0.9813
7/8 [=========================>....] - ETA: 0s - loss: 0.1240 - nse: 0.9834
8/8 [==============================] - 0s 34ms/step - loss: 0.1219 - nse: 0.9847 - val_loss: 5.6103 - val_nse: 0.1401
Epoch 1059/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0857 - nse: 0.9894
3/8 [==========>...................] - ETA: 0s - loss: 0.0897 - nse: 0.9882
5/8 [=================>............] - ETA: 0s - loss: 0.0946 - nse: 0.9881
7/8 [=========================>....] - ETA: 0s - loss: 0.1024 - nse: 0.9866
8/8 [==============================] - 0s 32ms/step - loss: 0.1027 - nse: 0.9867 - val_loss: 5.7292 - val_nse: 0.1140
Epoch 1060/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0699 - nse: 0.9912
3/8 [==========>...................] - ETA: 0s - loss: 0.1544 - nse: 0.9752
6/8 [=====================>........] - ETA: 0s - loss: 0.1411 - nse: 0.9799
8/8 [==============================] - 0s 32ms/step - loss: 0.1353 - nse: 0.9822 - val_loss: 5.7531 - val_nse: 0.1216
Epoch 1061/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0369 - nse: 0.9908
3/8 [==========>...................] - ETA: 0s - loss: 0.0651 - nse: 0.9890
5/8 [=================>............] - ETA: 0s - loss: 0.0898 - nse: 0.9877
7/8 [=========================>....] - ETA: 0s - loss: 0.0962 - nse: 0.9877
8/8 [==============================] - 0s 32ms/step - loss: 0.0951 - nse: 0.9883 - val_loss: 5.8698 - val_nse: 0.1007
Epoch 1062/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0298 - nse: 0.9955
4/8 [==============>...............] - ETA: 0s - loss: 0.0900 - nse: 0.9886
6/8 [=====================>........] - ETA: 0s - loss: 0.0793 - nse: 0.9899
8/8 [==============================] - 0s 32ms/step - loss: 0.0854 - nse: 0.9840 - val_loss: 5.9369 - val_nse: 0.0995
Epoch 1063/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1251 - nse: 0.9850
4/8 [==============>...............] - ETA: 0s - loss: 0.1087 - nse: 0.9854
7/8 [=========================>....] - ETA: 0s - loss: 0.1007 - nse: 0.9868
8/8 [==============================] - 0s 32ms/step - loss: 0.1024 - nse: 0.9863 - val_loss: 5.8024 - val_nse: 0.1227
Epoch 1064/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0552 - nse: 0.9942
3/8 [==========>...................] - ETA: 0s - loss: 0.0730 - nse: 0.9909
6/8 [=====================>........] - ETA: 0s - loss: 0.0690 - nse: 0.9906
8/8 [==============================] - 0s 32ms/step - loss: 0.0661 - nse: 0.9905 - val_loss: 5.8369 - val_nse: 0.1096
Epoch 1065/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0265 - nse: 0.9969
3/8 [==========>...................] - ETA: 0s - loss: 0.0573 - nse: 0.9932
6/8 [=====================>........] - ETA: 0s - loss: 0.0630 - nse: 0.9917
8/8 [==============================] - 0s 32ms/step - loss: 0.0614 - nse: 0.9920 - val_loss: 5.8317 - val_nse: 0.1029
Epoch 1066/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0874 - nse: 0.9886
3/8 [==========>...................] - ETA: 0s - loss: 0.0588 - nse: 0.9922
5/8 [=================>............] - ETA: 0s - loss: 0.0603 - nse: 0.9931
7/8 [=========================>....] - ETA: 0s - loss: 0.0634 - nse: 0.9917
8/8 [==============================] - 0s 32ms/step - loss: 0.0642 - nse: 0.9905 - val_loss: 5.8375 - val_nse: 0.1068
Epoch 1067/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0275 - nse: 0.9958
3/8 [==========>...................] - ETA: 0s - loss: 0.0575 - nse: 0.9926
5/8 [=================>............] - ETA: 0s - loss: 0.0763 - nse: 0.9868
7/8 [=========================>....] - ETA: 0s - loss: 0.0693 - nse: 0.9890
8/8 [==============================] - 0s 32ms/step - loss: 0.0696 - nse: 0.9893 - val_loss: 5.6055 - val_nse: 0.1484
Epoch 1068/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0200 - nse: 0.9976
3/8 [==========>...................] - ETA: 0s - loss: 0.0367 - nse: 0.9949
5/8 [=================>............] - ETA: 0s - loss: 0.0444 - nse: 0.9940
7/8 [=========================>....] - ETA: 0s - loss: 0.0565 - nse: 0.9930
8/8 [==============================] - 0s 32ms/step - loss: 0.0563 - nse: 0.9922 - val_loss: 5.5701 - val_nse: 0.1468
Epoch 1069/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0493 - nse: 0.9917
3/8 [==========>...................] - ETA: 0s - loss: 0.0445 - nse: 0.9943
5/8 [=================>............] - ETA: 0s - loss: 0.0479 - nse: 0.9930
7/8 [=========================>....] - ETA: 0s - loss: 0.0501 - nse: 0.9928
8/8 [==============================] - 0s 34ms/step - loss: 0.0500 - nse: 0.9932 - val_loss: 5.6469 - val_nse: 0.1281
Epoch 1070/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0590 - nse: 0.9916
3/8 [==========>...................] - ETA: 0s - loss: 0.0663 - nse: 0.9909
5/8 [=================>............] - ETA: 0s - loss: 0.0735 - nse: 0.9905
7/8 [=========================>....] - ETA: 0s - loss: 0.0663 - nse: 0.9915
8/8 [==============================] - 0s 32ms/step - loss: 0.0651 - nse: 0.9922 - val_loss: 5.5864 - val_nse: 0.1441
Epoch 1071/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0581 - nse: 0.9947
3/8 [==========>...................] - ETA: 0s - loss: 0.0378 - nse: 0.9951
5/8 [=================>............] - ETA: 0s - loss: 0.0490 - nse: 0.9940
7/8 [=========================>....] - ETA: 0s - loss: 0.0414 - nse: 0.9949
8/8 [==============================] - 0s 33ms/step - loss: 0.0423 - nse: 0.9905 - val_loss: 5.8249 - val_nse: 0.1036
Epoch 1072/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0326 - nse: 0.9963
3/8 [==========>...................] - ETA: 0s - loss: 0.0412 - nse: 0.9933
5/8 [=================>............] - ETA: 0s - loss: 0.0484 - nse: 0.9937
7/8 [=========================>....] - ETA: 0s - loss: 0.0481 - nse: 0.9937
8/8 [==============================] - 0s 32ms/step - loss: 0.0492 - nse: 0.9935 - val_loss: 5.7236 - val_nse: 0.1235
Epoch 1073/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0238 - nse: 0.9973
3/8 [==========>...................] - ETA: 0s - loss: 0.0493 - nse: 0.9929
6/8 [=====================>........] - ETA: 0s - loss: 0.0452 - nse: 0.9939
8/8 [==============================] - 0s 32ms/step - loss: 0.0524 - nse: 0.9921 - val_loss: 5.5702 - val_nse: 0.1441
Epoch 1074/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0442 - nse: 0.9942
4/8 [==============>...............] - ETA: 0s - loss: 0.0894 - nse: 0.9862
7/8 [=========================>....] - ETA: 0s - loss: 0.1024 - nse: 0.9861
8/8 [==============================] - 0s 31ms/step - loss: 0.1004 - nse: 0.9874 - val_loss: 5.5122 - val_nse: 0.1524
Epoch 1075/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0744 - nse: 0.9933
4/8 [==============>...............] - ETA: 0s - loss: 0.0912 - nse: 0.9866
7/8 [=========================>....] - ETA: 0s - loss: 0.1150 - nse: 0.9841
8/8 [==============================] - 0s 32ms/step - loss: 0.1119 - nse: 0.9854 - val_loss: 5.3202 - val_nse: 0.1885
Epoch 1076/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1377 - nse: 0.9830
3/8 [==========>...................] - ETA: 0s - loss: 0.1068 - nse: 0.9858
6/8 [=====================>........] - ETA: 0s - loss: 0.1227 - nse: 0.9840
8/8 [==============================] - 0s 32ms/step - loss: 0.1321 - nse: 0.9834 - val_loss: 5.4120 - val_nse: 0.1533
Epoch 1077/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.5056 - nse: 0.9448
3/8 [==========>...................] - ETA: 0s - loss: 0.3006 - nse: 0.9608
6/8 [=====================>........] - ETA: 0s - loss: 0.4716 - nse: 0.9307
8/8 [==============================] - 0s 33ms/step - loss: 0.4372 - nse: 0.9285 - val_loss: 5.9221 - val_nse: 0.0885
Epoch 1078/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2430 - nse: 0.9766
4/8 [==============>...............] - ETA: 0s - loss: 0.1888 - nse: 0.9768
7/8 [=========================>....] - ETA: 0s - loss: 0.2370 - nse: 0.9708
8/8 [==============================] - 0s 31ms/step - loss: 0.2330 - nse: 0.9715 - val_loss: 6.0153 - val_nse: 0.0725
Epoch 1079/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0802 - nse: 0.9864
4/8 [==============>...............] - ETA: 0s - loss: 0.1584 - nse: 0.9782
7/8 [=========================>....] - ETA: 0s - loss: 0.1913 - nse: 0.9755
8/8 [==============================] - 0s 33ms/step - loss: 0.1887 - nse: 0.9768 - val_loss: 5.6489 - val_nse: 0.1310
Epoch 1080/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1908 - nse: 0.9832
3/8 [==========>...................] - ETA: 0s - loss: 0.2887 - nse: 0.9648
5/8 [=================>............] - ETA: 0s - loss: 0.2661 - nse: 0.9656
8/8 [==============================] - ETA: 0s - loss: 0.2523 - nse: 0.9657
8/8 [==============================] - 0s 32ms/step - loss: 0.2523 - nse: 0.9657 - val_loss: 5.5929 - val_nse: 0.1578
Epoch 1081/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1279 - nse: 0.9782
4/8 [==============>...............] - ETA: 0s - loss: 0.2494 - nse: 0.9648
7/8 [=========================>....] - ETA: 0s - loss: 0.2276 - nse: 0.9679
8/8 [==============================] - 0s 31ms/step - loss: 0.2221 - nse: 0.9714 - val_loss: 5.9348 - val_nse: 0.0919
Epoch 1082/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1179 - nse: 0.9655
3/8 [==========>...................] - ETA: 0s - loss: 0.1072 - nse: 0.9810
6/8 [=====================>........] - ETA: 0s - loss: 0.1213 - nse: 0.9812
8/8 [==============================] - 0s 31ms/step - loss: 0.1320 - nse: 0.9787 - val_loss: 5.9158 - val_nse: 0.0966
Epoch 1083/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0809 - nse: 0.9896
4/8 [==============>...............] - ETA: 0s - loss: 0.2084 - nse: 0.9743
6/8 [=====================>........] - ETA: 0s - loss: 0.2224 - nse: 0.9717
8/8 [==============================] - 0s 33ms/step - loss: 0.2275 - nse: 0.9713 - val_loss: 5.8970 - val_nse: 0.0890
Epoch 1084/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0512 - nse: 0.9938
4/8 [==============>...............] - ETA: 0s - loss: 0.1780 - nse: 0.9740
7/8 [=========================>....] - ETA: 0s - loss: 0.1545 - nse: 0.9783
8/8 [==============================] - 0s 31ms/step - loss: 0.1534 - nse: 0.9768 - val_loss: 5.1276 - val_nse: 0.2150
Epoch 1085/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0919 - nse: 0.9858
3/8 [==========>...................] - ETA: 0s - loss: 0.1594 - nse: 0.9743
6/8 [=====================>........] - ETA: 0s - loss: 0.1765 - nse: 0.9760
8/8 [==============================] - 0s 31ms/step - loss: 0.1761 - nse: 0.9770 - val_loss: 5.6673 - val_nse: 0.1336
Epoch 1086/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1184 - nse: 0.9874
4/8 [==============>...............] - ETA: 0s - loss: 0.1219 - nse: 0.9874
7/8 [=========================>....] - ETA: 0s - loss: 0.1323 - nse: 0.9835
8/8 [==============================] - 0s 31ms/step - loss: 0.1337 - nse: 0.9798 - val_loss: 5.9956 - val_nse: 0.0829
Epoch 1087/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1012 - nse: 0.9866
3/8 [==========>...................] - ETA: 0s - loss: 0.1016 - nse: 0.9858
5/8 [=================>............] - ETA: 0s - loss: 0.1380 - nse: 0.9806
8/8 [==============================] - ETA: 0s - loss: 0.1212 - nse: 0.9852
8/8 [==============================] - 0s 32ms/step - loss: 0.1212 - nse: 0.9852 - val_loss: 5.7858 - val_nse: 0.1246
Epoch 1088/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0578 - nse: 0.9935
4/8 [==============>...............] - ETA: 0s - loss: 0.1034 - nse: 0.9874
6/8 [=====================>........] - ETA: 0s - loss: 0.0967 - nse: 0.9877
8/8 [==============================] - 0s 32ms/step - loss: 0.0930 - nse: 0.9888 - val_loss: 5.9405 - val_nse: 0.0827
Epoch 1089/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0631 - nse: 0.9915
3/8 [==========>...................] - ETA: 0s - loss: 0.0728 - nse: 0.9889
5/8 [=================>............] - ETA: 0s - loss: 0.0963 - nse: 0.9862
7/8 [=========================>....] - ETA: 0s - loss: 0.0985 - nse: 0.9868
8/8 [==============================] - 0s 32ms/step - loss: 0.0965 - nse: 0.9874 - val_loss: 5.5505 - val_nse: 0.1627
Epoch 1090/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0995 - nse: 0.9876
3/8 [==========>...................] - ETA: 0s - loss: 0.1606 - nse: 0.9792
5/8 [=================>............] - ETA: 0s - loss: 0.1321 - nse: 0.9834
7/8 [=========================>....] - ETA: 0s - loss: 0.1152 - nse: 0.9848
8/8 [==============================] - 0s 32ms/step - loss: 0.1134 - nse: 0.9857 - val_loss: 6.1261 - val_nse: 0.0496
Epoch 1091/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2008 - nse: 0.9697
3/8 [==========>...................] - ETA: 0s - loss: 0.1093 - nse: 0.9821
5/8 [=================>............] - ETA: 0s - loss: 0.0928 - nse: 0.9859
7/8 [=========================>....] - ETA: 0s - loss: 0.0919 - nse: 0.9876
8/8 [==============================] - 0s 33ms/step - loss: 0.0925 - nse: 0.9867 - val_loss: 6.0148 - val_nse: 0.0827
Epoch 1092/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1626 - nse: 0.9832
3/8 [==========>...................] - ETA: 0s - loss: 0.1278 - nse: 0.9838
5/8 [=================>............] - ETA: 0s - loss: 0.1392 - nse: 0.9822
7/8 [=========================>....] - ETA: 0s - loss: 0.1230 - nse: 0.9839
8/8 [==============================] - 0s 33ms/step - loss: 0.1281 - nse: 0.9779 - val_loss: 5.7377 - val_nse: 0.1257
Epoch 1093/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0636 - nse: 0.9878
3/8 [==========>...................] - ETA: 0s - loss: 0.1496 - nse: 0.9806
5/8 [=================>............] - ETA: 0s - loss: 0.1877 - nse: 0.9762
7/8 [=========================>....] - ETA: 0s - loss: 0.2267 - nse: 0.9730
8/8 [==============================] - 0s 33ms/step - loss: 0.2358 - nse: 0.9462 - val_loss: 5.3956 - val_nse: 0.1785
Epoch 1094/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1176 - nse: 0.9865
3/8 [==========>...................] - ETA: 0s - loss: 0.1676 - nse: 0.9818
5/8 [=================>............] - ETA: 0s - loss: 0.1809 - nse: 0.9775
7/8 [=========================>....] - ETA: 0s - loss: 0.1978 - nse: 0.9732
8/8 [==============================] - 0s 33ms/step - loss: 0.1923 - nse: 0.9761 - val_loss: 5.4634 - val_nse: 0.1520
Epoch 1095/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1919 - nse: 0.9741
3/8 [==========>...................] - ETA: 0s - loss: 0.1819 - nse: 0.9677
5/8 [=================>............] - ETA: 0s - loss: 0.1745 - nse: 0.9715
7/8 [=========================>....] - ETA: 0s - loss: 0.1648 - nse: 0.9759
8/8 [==============================] - 0s 33ms/step - loss: 0.1612 - nse: 0.9784 - val_loss: 5.6732 - val_nse: 0.1369
Epoch 1096/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1106 - nse: 0.9831
3/8 [==========>...................] - ETA: 0s - loss: 0.1476 - nse: 0.9820
5/8 [=================>............] - ETA: 0s - loss: 0.1435 - nse: 0.9822
7/8 [=========================>....] - ETA: 0s - loss: 0.1348 - nse: 0.9827
8/8 [==============================] - 0s 33ms/step - loss: 0.1327 - nse: 0.9830 - val_loss: 6.0554 - val_nse: 0.0728
Epoch 1097/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3087 - nse: 0.9583
3/8 [==========>...................] - ETA: 0s - loss: 0.2182 - nse: 0.9676
5/8 [=================>............] - ETA: 0s - loss: 0.1648 - nse: 0.9774
7/8 [=========================>....] - ETA: 0s - loss: 0.1554 - nse: 0.9790
8/8 [==============================] - 0s 33ms/step - loss: 0.1573 - nse: 0.9785 - val_loss: 6.1877 - val_nse: 0.0602
Epoch 1098/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1251 - nse: 0.9807
3/8 [==========>...................] - ETA: 0s - loss: 0.1358 - nse: 0.9812
5/8 [=================>............] - ETA: 0s - loss: 0.1557 - nse: 0.9803
7/8 [=========================>....] - ETA: 0s - loss: 0.1428 - nse: 0.9822
8/8 [==============================] - 0s 33ms/step - loss: 0.1386 - nse: 0.9842 - val_loss: 5.6407 - val_nse: 0.1150
Epoch 1099/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2208 - nse: 0.9613
3/8 [==========>...................] - ETA: 0s - loss: 0.1677 - nse: 0.9771
5/8 [=================>............] - ETA: 0s - loss: 0.1442 - nse: 0.9794
7/8 [=========================>....] - ETA: 0s - loss: 0.1449 - nse: 0.9802
8/8 [==============================] - 0s 33ms/step - loss: 0.1450 - nse: 0.9813 - val_loss: 5.8131 - val_nse: 0.0984
Epoch 1100/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1251 - nse: 0.9845
3/8 [==========>...................] - ETA: 0s - loss: 0.1376 - nse: 0.9832
5/8 [=================>............] - ETA: 0s - loss: 0.1185 - nse: 0.9846
7/8 [=========================>....] - ETA: 0s - loss: 0.1195 - nse: 0.9848
8/8 [==============================] - 0s 33ms/step - loss: 0.1175 - nse: 0.9838 - val_loss: 5.3445 - val_nse: 0.1843
Epoch 1101/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1694 - nse: 0.9688
3/8 [==========>...................] - ETA: 0s - loss: 0.1312 - nse: 0.9801
5/8 [=================>............] - ETA: 0s - loss: 0.1617 - nse: 0.9794
7/8 [=========================>....] - ETA: 0s - loss: 0.1489 - nse: 0.9802
8/8 [==============================] - 0s 33ms/step - loss: 0.1450 - nse: 0.9813 - val_loss: 5.5322 - val_nse: 0.1556
Epoch 1102/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1544 - nse: 0.9738
3/8 [==========>...................] - ETA: 0s - loss: 0.1665 - nse: 0.9783
5/8 [=================>............] - ETA: 0s - loss: 0.1536 - nse: 0.9779
7/8 [=========================>....] - ETA: 0s - loss: 0.1337 - nse: 0.9819
8/8 [==============================] - 0s 33ms/step - loss: 0.1298 - nse: 0.9794 - val_loss: 5.4477 - val_nse: 0.1570
Epoch 1103/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1892 - nse: 0.9793
3/8 [==========>...................] - ETA: 0s - loss: 0.1476 - nse: 0.9839
5/8 [=================>............] - ETA: 0s - loss: 0.1554 - nse: 0.9818
7/8 [=========================>....] - ETA: 0s - loss: 0.1500 - nse: 0.9802
8/8 [==============================] - 0s 34ms/step - loss: 0.1473 - nse: 0.9810 - val_loss: 5.4685 - val_nse: 0.1588
Epoch 1104/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1213 - nse: 0.9868
3/8 [==========>...................] - ETA: 0s - loss: 0.1539 - nse: 0.9794
5/8 [=================>............] - ETA: 0s - loss: 0.1602 - nse: 0.9785
7/8 [=========================>....] - ETA: 0s - loss: 0.1391 - nse: 0.9810
8/8 [==============================] - 0s 32ms/step - loss: 0.1375 - nse: 0.9790 - val_loss: 5.8573 - val_nse: 0.1053
Epoch 1105/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1334 - nse: 0.9822
3/8 [==========>...................] - ETA: 0s - loss: 0.1159 - nse: 0.9839
5/8 [=================>............] - ETA: 0s - loss: 0.1494 - nse: 0.9816
7/8 [=========================>....] - ETA: 0s - loss: 0.1261 - nse: 0.9843
8/8 [==============================] - 0s 33ms/step - loss: 0.1221 - nse: 0.9850 - val_loss: 6.0277 - val_nse: 0.0815
Epoch 1106/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1494 - nse: 0.9788
3/8 [==========>...................] - ETA: 0s - loss: 0.1350 - nse: 0.9818
6/8 [=====================>........] - ETA: 0s - loss: 0.1283 - nse: 0.9830
8/8 [==============================] - ETA: 0s - loss: 0.1168 - nse: 0.9849
8/8 [==============================] - 0s 32ms/step - loss: 0.1168 - nse: 0.9849 - val_loss: 6.5505 - val_nse: -0.0018
Epoch 1107/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1493 - nse: 0.9776
3/8 [==========>...................] - ETA: 0s - loss: 0.1049 - nse: 0.9856
5/8 [=================>............] - ETA: 0s - loss: 0.0952 - nse: 0.9875
7/8 [=========================>....] - ETA: 0s - loss: 0.1102 - nse: 0.9864
8/8 [==============================] - 0s 33ms/step - loss: 0.1108 - nse: 0.9853 - val_loss: 6.0473 - val_nse: 0.0729
Epoch 1108/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2006 - nse: 0.9712
3/8 [==========>...................] - ETA: 0s - loss: 0.1636 - nse: 0.9762
5/8 [=================>............] - ETA: 0s - loss: 0.1607 - nse: 0.9780
7/8 [=========================>....] - ETA: 0s - loss: 0.1356 - nse: 0.9819
8/8 [==============================] - 0s 33ms/step - loss: 0.1386 - nse: 0.9801 - val_loss: 6.1691 - val_nse: 0.0533
Epoch 1109/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1328 - nse: 0.9794
3/8 [==========>...................] - ETA: 0s - loss: 0.1067 - nse: 0.9857
5/8 [=================>............] - ETA: 0s - loss: 0.0993 - nse: 0.9860
7/8 [=========================>....] - ETA: 0s - loss: 0.0964 - nse: 0.9873
8/8 [==============================] - 0s 33ms/step - loss: 0.0969 - nse: 0.9875 - val_loss: 5.7482 - val_nse: 0.1218
Epoch 1110/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0871 - nse: 0.9869
3/8 [==========>...................] - ETA: 0s - loss: 0.1219 - nse: 0.9852
5/8 [=================>............] - ETA: 0s - loss: 0.1070 - nse: 0.9873
7/8 [=========================>....] - ETA: 0s - loss: 0.0959 - nse: 0.9886
8/8 [==============================] - 0s 32ms/step - loss: 0.0935 - nse: 0.9884 - val_loss: 5.9681 - val_nse: 0.0788
Epoch 1111/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0899 - nse: 0.9905
3/8 [==========>...................] - ETA: 0s - loss: 0.1292 - nse: 0.9828
5/8 [=================>............] - ETA: 0s - loss: 0.1061 - nse: 0.9868
7/8 [=========================>....] - ETA: 0s - loss: 0.1026 - nse: 0.9866
8/8 [==============================] - 0s 33ms/step - loss: 0.1037 - nse: 0.9832 - val_loss: 5.3041 - val_nse: 0.1859
Epoch 1112/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1503 - nse: 0.9860
3/8 [==========>...................] - ETA: 0s - loss: 0.1094 - nse: 0.9868
5/8 [=================>............] - ETA: 0s - loss: 0.0940 - nse: 0.9882
7/8 [=========================>....] - ETA: 0s - loss: 0.0824 - nse: 0.9893
8/8 [==============================] - 0s 32ms/step - loss: 0.0810 - nse: 0.9901 - val_loss: 5.9320 - val_nse: 0.0988
Epoch 1113/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0629 - nse: 0.9930
3/8 [==========>...................] - ETA: 0s - loss: 0.1436 - nse: 0.9825
5/8 [=================>............] - ETA: 0s - loss: 0.1263 - nse: 0.9818
7/8 [=========================>....] - ETA: 0s - loss: 0.1248 - nse: 0.9830
8/8 [==============================] - 0s 33ms/step - loss: 0.1278 - nse: 0.9831 - val_loss: 5.7504 - val_nse: 0.1264
Epoch 1114/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2219 - nse: 0.9717
3/8 [==========>...................] - ETA: 0s - loss: 0.1742 - nse: 0.9762
5/8 [=================>............] - ETA: 0s - loss: 0.1829 - nse: 0.9737
7/8 [=========================>....] - ETA: 0s - loss: 0.1741 - nse: 0.9758
8/8 [==============================] - 0s 34ms/step - loss: 0.1867 - nse: 0.9671 - val_loss: 6.5697 - val_nse: -0.0128
Epoch 1115/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2936 - nse: 0.9745
3/8 [==========>...................] - ETA: 0s - loss: 0.3875 - nse: 0.9523
5/8 [=================>............] - ETA: 0s - loss: 0.5394 - nse: 0.9382
7/8 [=========================>....] - ETA: 0s - loss: 0.5370 - nse: 0.9321
8/8 [==============================] - 0s 32ms/step - loss: 0.5287 - nse: 0.9348 - val_loss: 5.7655 - val_nse: 0.1105
Epoch 1116/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1203 - nse: 0.9831
4/8 [==============>...............] - ETA: 0s - loss: 0.7362 - nse: 0.8732
6/8 [=====================>........] - ETA: 0s - loss: 0.6201 - nse: 0.9013
8/8 [==============================] - 0s 33ms/step - loss: 0.5744 - nse: 0.9139 - val_loss: 4.8934 - val_nse: 0.2620
Epoch 1117/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3448 - nse: 0.9680
3/8 [==========>...................] - ETA: 0s - loss: 0.9483 - nse: 0.8180
6/8 [=====================>........] - ETA: 0s - loss: 0.7217 - nse: 0.8764
8/8 [==============================] - 0s 32ms/step - loss: 0.7109 - nse: 0.8712 - val_loss: 6.3519 - val_nse: 0.0487
Epoch 1118/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7327 - nse: 0.9103
3/8 [==========>...................] - ETA: 0s - loss: 0.5105 - nse: 0.9373
6/8 [=====================>........] - ETA: 0s - loss: 0.8110 - nse: 0.8961
8/8 [==============================] - 0s 31ms/step - loss: 0.7709 - nse: 0.9034 - val_loss: 5.7809 - val_nse: 0.1182
Epoch 1119/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3926 - nse: 0.9369
3/8 [==========>...................] - ETA: 0s - loss: 0.3631 - nse: 0.9418
6/8 [=====================>........] - ETA: 0s - loss: 0.4833 - nse: 0.9365
8/8 [==============================] - 0s 31ms/step - loss: 0.4782 - nse: 0.9415 - val_loss: 6.1292 - val_nse: 0.0704
Epoch 1120/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4389 - nse: 0.9046
3/8 [==========>...................] - ETA: 0s - loss: 0.3658 - nse: 0.9395
5/8 [=================>............] - ETA: 0s - loss: 0.4033 - nse: 0.9357
7/8 [=========================>....] - ETA: 0s - loss: 0.4044 - nse: 0.9411
8/8 [==============================] - 0s 32ms/step - loss: 0.4063 - nse: 0.9453 - val_loss: 5.6171 - val_nse: 0.1258
Epoch 1121/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2918 - nse: 0.9627
3/8 [==========>...................] - ETA: 0s - loss: 0.3598 - nse: 0.9529
6/8 [=====================>........] - ETA: 0s - loss: 0.3499 - nse: 0.9555
8/8 [==============================] - 0s 32ms/step - loss: 0.4538 - nse: 0.9446 - val_loss: 5.6628 - val_nse: 0.1353
Epoch 1122/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2538 - nse: 0.9540
4/8 [==============>...............] - ETA: 0s - loss: 0.4853 - nse: 0.9338
7/8 [=========================>....] - ETA: 0s - loss: 0.4938 - nse: 0.9329
8/8 [==============================] - 0s 33ms/step - loss: 0.4867 - nse: 0.9377 - val_loss: 5.1104 - val_nse: 0.1984
Epoch 1123/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6135 - nse: 0.9094
3/8 [==========>...................] - ETA: 0s - loss: 0.6243 - nse: 0.9223
5/8 [=================>............] - ETA: 0s - loss: 0.5789 - nse: 0.9203
7/8 [=========================>....] - ETA: 0s - loss: 0.4809 - nse: 0.9363
8/8 [==============================] - 0s 32ms/step - loss: 0.4799 - nse: 0.9341 - val_loss: 5.3545 - val_nse: 0.1923
Epoch 1124/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.3742 - nse: 0.9583
3/8 [==========>...................] - ETA: 0s - loss: 0.3411 - nse: 0.9517
5/8 [=================>............] - ETA: 0s - loss: 0.3656 - nse: 0.9545
7/8 [=========================>....] - ETA: 0s - loss: 0.3307 - nse: 0.9585
8/8 [==============================] - 0s 32ms/step - loss: 0.3215 - nse: 0.9602 - val_loss: 5.6118 - val_nse: 0.1309
Epoch 1125/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.7409 - nse: 0.9371
3/8 [==========>...................] - ETA: 0s - loss: 0.6686 - nse: 0.9177
5/8 [=================>............] - ETA: 0s - loss: 0.5452 - nse: 0.9333
7/8 [=========================>....] - ETA: 0s - loss: 0.5245 - nse: 0.9347
8/8 [==============================] - 0s 33ms/step - loss: 0.5446 - nse: 0.9115 - val_loss: 5.7874 - val_nse: 0.1145
Epoch 1126/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.6315 - nse: 0.9238
3/8 [==========>...................] - ETA: 0s - loss: 0.4582 - nse: 0.9404
6/8 [=====================>........] - ETA: 0s - loss: 0.5081 - nse: 0.9320
8/8 [==============================] - 0s 32ms/step - loss: 0.5000 - nse: 0.9351 - val_loss: 4.9432 - val_nse: 0.2393
Epoch 1127/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1462 - nse: 0.9866
3/8 [==========>...................] - ETA: 0s - loss: 0.3828 - nse: 0.9408
5/8 [=================>............] - ETA: 0s - loss: 0.3390 - nse: 0.9518
7/8 [=========================>....] - ETA: 0s - loss: 0.3460 - nse: 0.9532
8/8 [==============================] - 0s 32ms/step - loss: 0.3480 - nse: 0.9506 - val_loss: 5.2419 - val_nse: 0.1848
Epoch 1128/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1991 - nse: 0.9822
3/8 [==========>...................] - ETA: 0s - loss: 0.5141 - nse: 0.9363
5/8 [=================>............] - ETA: 0s - loss: 0.5846 - nse: 0.9220
7/8 [=========================>....] - ETA: 0s - loss: 0.5112 - nse: 0.9292
8/8 [==============================] - 0s 32ms/step - loss: 0.4972 - nse: 0.9344 - val_loss: 5.3015 - val_nse: 0.1958
Epoch 1129/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2635 - nse: 0.9658
3/8 [==========>...................] - ETA: 0s - loss: 0.3719 - nse: 0.9493
5/8 [=================>............] - ETA: 0s - loss: 0.3590 - nse: 0.9554
7/8 [=========================>....] - ETA: 0s - loss: 0.3305 - nse: 0.9585
8/8 [==============================] - 0s 32ms/step - loss: 0.3256 - nse: 0.9590 - val_loss: 5.0981 - val_nse: 0.2028
Epoch 1130/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2552 - nse: 0.9611
3/8 [==========>...................] - ETA: 0s - loss: 0.2152 - nse: 0.9728
5/8 [=================>............] - ETA: 0s - loss: 0.2003 - nse: 0.9752
7/8 [=========================>....] - ETA: 0s - loss: 0.1854 - nse: 0.9764
8/8 [==============================] - 0s 32ms/step - loss: 0.1826 - nse: 0.9779 - val_loss: 5.5243 - val_nse: 0.1448
Epoch 1131/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1513 - nse: 0.9763
3/8 [==========>...................] - ETA: 0s - loss: 0.1251 - nse: 0.9833
5/8 [=================>............] - ETA: 0s - loss: 0.1106 - nse: 0.9853
7/8 [=========================>....] - ETA: 0s - loss: 0.1180 - nse: 0.9847
8/8 [==============================] - 0s 32ms/step - loss: 0.1155 - nse: 0.9860 - val_loss: 5.1491 - val_nse: 0.2134
Epoch 1132/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1570 - nse: 0.9727
3/8 [==========>...................] - ETA: 0s - loss: 0.1608 - nse: 0.9790
5/8 [=================>............] - ETA: 0s - loss: 0.1425 - nse: 0.9820
7/8 [=========================>....] - ETA: 0s - loss: 0.1354 - nse: 0.9826
8/8 [==============================] - 0s 33ms/step - loss: 0.1324 - nse: 0.9836 - val_loss: 5.5847 - val_nse: 0.1246
Epoch 1133/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1929 - nse: 0.9828
3/8 [==========>...................] - ETA: 0s - loss: 0.2047 - nse: 0.9726
5/8 [=================>............] - ETA: 0s - loss: 0.2053 - nse: 0.9722
7/8 [=========================>....] - ETA: 0s - loss: 0.2081 - nse: 0.9734
8/8 [==============================] - 0s 32ms/step - loss: 0.2048 - nse: 0.9741 - val_loss: 5.2053 - val_nse: 0.1964
Epoch 1134/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1514 - nse: 0.9859
3/8 [==========>...................] - ETA: 0s - loss: 0.1272 - nse: 0.9850
5/8 [=================>............] - ETA: 0s - loss: 0.1263 - nse: 0.9846
7/8 [=========================>....] - ETA: 0s - loss: 0.1246 - nse: 0.9841
8/8 [==============================] - 0s 32ms/step - loss: 0.1240 - nse: 0.9848 - val_loss: 5.2387 - val_nse: 0.1807
Epoch 1135/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1390 - nse: 0.9745
3/8 [==========>...................] - ETA: 0s - loss: 0.1169 - nse: 0.9851
5/8 [=================>............] - ETA: 0s - loss: 0.1103 - nse: 0.9858
8/8 [==============================] - ETA: 0s - loss: 0.1190 - nse: 0.9820
8/8 [==============================] - 0s 32ms/step - loss: 0.1190 - nse: 0.9820 - val_loss: 5.1871 - val_nse: 0.2019
Epoch 1136/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0671 - nse: 0.9890
3/8 [==========>...................] - ETA: 0s - loss: 0.0712 - nse: 0.9906
6/8 [=====================>........] - ETA: 0s - loss: 0.0734 - nse: 0.9909
8/8 [==============================] - 0s 32ms/step - loss: 0.0736 - nse: 0.9897 - val_loss: 5.5489 - val_nse: 0.1438
Epoch 1137/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0463 - nse: 0.9935
4/8 [==============>...............] - ETA: 0s - loss: 0.0783 - nse: 0.9903
7/8 [=========================>....] - ETA: 0s - loss: 0.0788 - nse: 0.9896
8/8 [==============================] - 0s 31ms/step - loss: 0.0777 - nse: 0.9893 - val_loss: 5.6199 - val_nse: 0.1287
Epoch 1138/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0446 - nse: 0.9958
4/8 [==============>...............] - ETA: 0s - loss: 0.0744 - nse: 0.9918
7/8 [=========================>....] - ETA: 0s - loss: 0.0739 - nse: 0.9907
8/8 [==============================] - 0s 31ms/step - loss: 0.0724 - nse: 0.9908 - val_loss: 5.5468 - val_nse: 0.1478
Epoch 1139/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0291 - nse: 0.9958
3/8 [==========>...................] - ETA: 0s - loss: 0.0386 - nse: 0.9954
6/8 [=====================>........] - ETA: 0s - loss: 0.0515 - nse: 0.9938
8/8 [==============================] - 0s 31ms/step - loss: 0.0549 - nse: 0.9921 - val_loss: 5.4847 - val_nse: 0.1557
Epoch 1140/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0424 - nse: 0.9959
3/8 [==========>...................] - ETA: 0s - loss: 0.0799 - nse: 0.9883
6/8 [=====================>........] - ETA: 0s - loss: 0.0752 - nse: 0.9901
8/8 [==============================] - 0s 31ms/step - loss: 0.0734 - nse: 0.9905 - val_loss: 5.5655 - val_nse: 0.1390
Epoch 1141/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0418 - nse: 0.9950
3/8 [==========>...................] - ETA: 0s - loss: 0.0781 - nse: 0.9908
6/8 [=====================>........] - ETA: 0s - loss: 0.0733 - nse: 0.9911
8/8 [==============================] - 0s 31ms/step - loss: 0.0720 - nse: 0.9910 - val_loss: 5.5005 - val_nse: 0.1582
Epoch 1142/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0556 - nse: 0.9929
4/8 [==============>...............] - ETA: 0s - loss: 0.0565 - nse: 0.9925
7/8 [=========================>....] - ETA: 0s - loss: 0.0680 - nse: 0.9918
8/8 [==============================] - 0s 31ms/step - loss: 0.0674 - nse: 0.9895 - val_loss: 5.7619 - val_nse: 0.1158
Epoch 1143/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0495 - nse: 0.9941
3/8 [==========>...................] - ETA: 0s - loss: 0.0474 - nse: 0.9943
6/8 [=====================>........] - ETA: 0s - loss: 0.0631 - nse: 0.9920
8/8 [==============================] - 0s 32ms/step - loss: 0.0635 - nse: 0.9913 - val_loss: 5.5587 - val_nse: 0.1402
Epoch 1144/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0749 - nse: 0.9934
3/8 [==========>...................] - ETA: 0s - loss: 0.0423 - nse: 0.9957
5/8 [=================>............] - ETA: 0s - loss: 0.0584 - nse: 0.9932
8/8 [==============================] - ETA: 0s - loss: 0.0616 - nse: 0.9896
8/8 [==============================] - 0s 32ms/step - loss: 0.0616 - nse: 0.9896 - val_loss: 5.4123 - val_nse: 0.1759
Epoch 1145/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0565 - nse: 0.9934
3/8 [==========>...................] - ETA: 0s - loss: 0.0571 - nse: 0.9933
6/8 [=====================>........] - ETA: 0s - loss: 0.0621 - nse: 0.9916
8/8 [==============================] - 0s 32ms/step - loss: 0.0735 - nse: 0.9901 - val_loss: 5.7005 - val_nse: 0.1131
Epoch 1146/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0478 - nse: 0.9941
4/8 [==============>...............] - ETA: 0s - loss: 0.0492 - nse: 0.9938
7/8 [=========================>....] - ETA: 0s - loss: 0.0584 - nse: 0.9927
8/8 [==============================] - 0s 31ms/step - loss: 0.0584 - nse: 0.9926 - val_loss: 5.6454 - val_nse: 0.1359
Epoch 1147/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0430 - nse: 0.9921
3/8 [==========>...................] - ETA: 0s - loss: 0.0451 - nse: 0.9936
6/8 [=====================>........] - ETA: 0s - loss: 0.0528 - nse: 0.9932
8/8 [==============================] - 0s 31ms/step - loss: 0.0551 - nse: 0.9927 - val_loss: 5.6276 - val_nse: 0.1265
Epoch 1148/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0553 - nse: 0.9935
4/8 [==============>...............] - ETA: 0s - loss: 0.0374 - nse: 0.9953
6/8 [=====================>........] - ETA: 0s - loss: 0.0495 - nse: 0.9933
8/8 [==============================] - 0s 32ms/step - loss: 0.0529 - nse: 0.9933 - val_loss: 5.5587 - val_nse: 0.1434
Epoch 1149/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0379 - nse: 0.9938
3/8 [==========>...................] - ETA: 0s - loss: 0.0426 - nse: 0.9937
6/8 [=====================>........] - ETA: 0s - loss: 0.0484 - nse: 0.9932
8/8 [==============================] - 0s 33ms/step - loss: 0.0475 - nse: 0.9936 - val_loss: 5.5796 - val_nse: 0.1441
Epoch 1150/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0266 - nse: 0.9956
3/8 [==========>...................] - ETA: 0s - loss: 0.0593 - nse: 0.9928
6/8 [=====================>........] - ETA: 0s - loss: 0.0551 - nse: 0.9929
8/8 [==============================] - 0s 31ms/step - loss: 0.0512 - nse: 0.9936 - val_loss: 5.9022 - val_nse: 0.0904
Epoch 1151/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0253 - nse: 0.9964
3/8 [==========>...................] - ETA: 0s - loss: 0.0298 - nse: 0.9965
6/8 [=====================>........] - ETA: 0s - loss: 0.0372 - nse: 0.9947
8/8 [==============================] - 0s 32ms/step - loss: 0.0366 - nse: 0.9954 - val_loss: 5.7274 - val_nse: 0.1208
Epoch 1152/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0226 - nse: 0.9976
3/8 [==========>...................] - ETA: 0s - loss: 0.0244 - nse: 0.9975
6/8 [=====================>........] - ETA: 0s - loss: 0.0336 - nse: 0.9956
8/8 [==============================] - 0s 31ms/step - loss: 0.0348 - nse: 0.9944 - val_loss: 5.6502 - val_nse: 0.1302
Epoch 1153/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0213 - nse: 0.9975
3/8 [==========>...................] - ETA: 0s - loss: 0.0535 - nse: 0.9907
6/8 [=====================>........] - ETA: 0s - loss: 0.0512 - nse: 0.9925
8/8 [==============================] - 0s 33ms/step - loss: 0.0519 - nse: 0.9928 - val_loss: 5.4992 - val_nse: 0.1569
Epoch 1154/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0422 - nse: 0.9937
4/8 [==============>...............] - ETA: 0s - loss: 0.0463 - nse: 0.9942
7/8 [=========================>....] - ETA: 0s - loss: 0.0614 - nse: 0.9926
8/8 [==============================] - 0s 31ms/step - loss: 0.0605 - nse: 0.9925 - val_loss: 5.9473 - val_nse: 0.0825
Epoch 1155/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0393 - nse: 0.9956
3/8 [==========>...................] - ETA: 0s - loss: 0.0543 - nse: 0.9920
5/8 [=================>............] - ETA: 0s - loss: 0.0537 - nse: 0.9922
7/8 [=========================>....] - ETA: 0s - loss: 0.0577 - nse: 0.9926
8/8 [==============================] - 0s 32ms/step - loss: 0.0572 - nse: 0.9926 - val_loss: 5.6435 - val_nse: 0.1350
Epoch 1156/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0154 - nse: 0.9977
3/8 [==========>...................] - ETA: 0s - loss: 0.0530 - nse: 0.9932
5/8 [=================>............] - ETA: 0s - loss: 0.0497 - nse: 0.9938
7/8 [=========================>....] - ETA: 0s - loss: 0.0609 - nse: 0.9923
8/8 [==============================] - 0s 32ms/step - loss: 0.0607 - nse: 0.9918 - val_loss: 5.6544 - val_nse: 0.1194
Epoch 1157/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0788 - nse: 0.9881
3/8 [==========>...................] - ETA: 0s - loss: 0.0483 - nse: 0.9929
5/8 [=================>............] - ETA: 0s - loss: 0.0472 - nse: 0.9934
7/8 [=========================>....] - ETA: 0s - loss: 0.0499 - nse: 0.9929
8/8 [==============================] - 0s 32ms/step - loss: 0.0494 - nse: 0.9929 - val_loss: 5.7036 - val_nse: 0.1264
Epoch 1158/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0381 - nse: 0.9956
3/8 [==========>...................] - ETA: 0s - loss: 0.0388 - nse: 0.9959
6/8 [=====================>........] - ETA: 0s - loss: 0.0428 - nse: 0.9941
8/8 [==============================] - 0s 31ms/step - loss: 0.0403 - nse: 0.9946 - val_loss: 5.9470 - val_nse: 0.0898
Epoch 1159/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0448 - nse: 0.9959
3/8 [==========>...................] - ETA: 0s - loss: 0.0278 - nse: 0.9970
5/8 [=================>............] - ETA: 0s - loss: 0.0280 - nse: 0.9966
7/8 [=========================>....] - ETA: 0s - loss: 0.0293 - nse: 0.9964
8/8 [==============================] - 0s 32ms/step - loss: 0.0290 - nse: 0.9963 - val_loss: 5.7136 - val_nse: 0.1258
Epoch 1160/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0379 - nse: 0.9941
3/8 [==========>...................] - ETA: 0s - loss: 0.0392 - nse: 0.9935
5/8 [=================>............] - ETA: 0s - loss: 0.0437 - nse: 0.9940
7/8 [=========================>....] - ETA: 0s - loss: 0.0395 - nse: 0.9946
8/8 [==============================] - 0s 32ms/step - loss: 0.0392 - nse: 0.9950 - val_loss: 6.0157 - val_nse: 0.0763
Epoch 1161/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0339 - nse: 0.9926
3/8 [==========>...................] - ETA: 0s - loss: 0.0432 - nse: 0.9939
5/8 [=================>............] - ETA: 0s - loss: 0.0448 - nse: 0.9942
7/8 [=========================>....] - ETA: 0s - loss: 0.0394 - nse: 0.9950
8/8 [==============================] - 0s 32ms/step - loss: 0.0388 - nse: 0.9947 - val_loss: 5.8514 - val_nse: 0.1000
Epoch 1162/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0193 - nse: 0.9977
3/8 [==========>...................] - ETA: 0s - loss: 0.0318 - nse: 0.9951
6/8 [=====================>........] - ETA: 0s - loss: 0.0324 - nse: 0.9953
8/8 [==============================] - 0s 32ms/step - loss: 0.0323 - nse: 0.9956 - val_loss: 5.7466 - val_nse: 0.1201
Epoch 1163/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0247 - nse: 0.9964
3/8 [==========>...................] - ETA: 0s - loss: 0.0212 - nse: 0.9966
6/8 [=====================>........] - ETA: 0s - loss: 0.0227 - nse: 0.9968
8/8 [==============================] - 0s 33ms/step - loss: 0.0277 - nse: 0.9964 - val_loss: 5.6470 - val_nse: 0.1296
Epoch 1164/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0152 - nse: 0.9982
3/8 [==========>...................] - ETA: 0s - loss: 0.0182 - nse: 0.9978
5/8 [=================>............] - ETA: 0s - loss: 0.0227 - nse: 0.9974
7/8 [=========================>....] - ETA: 0s - loss: 0.0239 - nse: 0.9966
8/8 [==============================] - 0s 32ms/step - loss: 0.0237 - nse: 0.9967 - val_loss: 5.7291 - val_nse: 0.1225
Epoch 1165/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0208 - nse: 0.9967
3/8 [==========>...................] - ETA: 0s - loss: 0.0207 - nse: 0.9974
5/8 [=================>............] - ETA: 0s - loss: 0.0215 - nse: 0.9974
7/8 [=========================>....] - ETA: 0s - loss: 0.0213 - nse: 0.9974
8/8 [==============================] - 0s 32ms/step - loss: 0.0210 - nse: 0.9975 - val_loss: 5.7308 - val_nse: 0.1202
Epoch 1166/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0282 - nse: 0.9953
3/8 [==========>...................] - ETA: 0s - loss: 0.0227 - nse: 0.9971
6/8 [=====================>........] - ETA: 0s - loss: 0.0183 - nse: 0.9975
8/8 [==============================] - 0s 31ms/step - loss: 0.0222 - nse: 0.9968 - val_loss: 5.6595 - val_nse: 0.1339
Epoch 1167/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0050 - nse: 0.9994
3/8 [==========>...................] - ETA: 0s - loss: 0.0264 - nse: 0.9968
5/8 [=================>............] - ETA: 0s - loss: 0.0221 - nse: 0.9972
7/8 [=========================>....] - ETA: 0s - loss: 0.0266 - nse: 0.9966
8/8 [==============================] - 0s 32ms/step - loss: 0.0266 - nse: 0.9964 - val_loss: 6.1006 - val_nse: 0.0544
Epoch 1168/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0458 - nse: 0.9938
3/8 [==========>...................] - ETA: 0s - loss: 0.0515 - nse: 0.9938
5/8 [=================>............] - ETA: 0s - loss: 0.0489 - nse: 0.9937
7/8 [=========================>....] - ETA: 0s - loss: 0.0472 - nse: 0.9939
8/8 [==============================] - 0s 32ms/step - loss: 0.0468 - nse: 0.9941 - val_loss: 5.7548 - val_nse: 0.1169
Epoch 1169/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0448 - nse: 0.9944
3/8 [==========>...................] - ETA: 0s - loss: 0.0505 - nse: 0.9932
6/8 [=====================>........] - ETA: 0s - loss: 0.0596 - nse: 0.9925
8/8 [==============================] - 0s 32ms/step - loss: 0.0528 - nse: 0.9937 - val_loss: 5.9933 - val_nse: 0.0608
Epoch 1170/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0819 - nse: 0.9891
4/8 [==============>...............] - ETA: 0s - loss: 0.0592 - nse: 0.9931
7/8 [=========================>....] - ETA: 0s - loss: 0.0495 - nse: 0.9940
8/8 [==============================] - 0s 32ms/step - loss: 0.0501 - nse: 0.9916 - val_loss: 5.6761 - val_nse: 0.1358
Epoch 1171/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0326 - nse: 0.9967
3/8 [==========>...................] - ETA: 0s - loss: 0.0490 - nse: 0.9943
6/8 [=====================>........] - ETA: 0s - loss: 0.0504 - nse: 0.9934
8/8 [==============================] - 0s 32ms/step - loss: 0.0471 - nse: 0.9942 - val_loss: 6.1303 - val_nse: 0.0531
Epoch 1172/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0381 - nse: 0.9959
3/8 [==========>...................] - ETA: 0s - loss: 0.0382 - nse: 0.9945
6/8 [=====================>........] - ETA: 0s - loss: 0.0382 - nse: 0.9945
8/8 [==============================] - 0s 32ms/step - loss: 0.0375 - nse: 0.9949 - val_loss: 5.6375 - val_nse: 0.1354
Epoch 1173/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0423 - nse: 0.9943
3/8 [==========>...................] - ETA: 0s - loss: 0.0486 - nse: 0.9936
6/8 [=====================>........] - ETA: 0s - loss: 0.0573 - nse: 0.9935
8/8 [==============================] - 0s 33ms/step - loss: 0.0549 - nse: 0.9931 - val_loss: 5.5703 - val_nse: 0.1364
Epoch 1174/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0407 - nse: 0.9946
4/8 [==============>...............] - ETA: 0s - loss: 0.0547 - nse: 0.9935
6/8 [=====================>........] - ETA: 0s - loss: 0.0487 - nse: 0.9943
8/8 [==============================] - 0s 31ms/step - loss: 0.0447 - nse: 0.9948 - val_loss: 5.6732 - val_nse: 0.1259
Epoch 1175/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0692 - nse: 0.9917
4/8 [==============>...............] - ETA: 0s - loss: 0.0617 - nse: 0.9933
7/8 [=========================>....] - ETA: 0s - loss: 0.0556 - nse: 0.9930
8/8 [==============================] - 0s 31ms/step - loss: 0.0549 - nse: 0.9921 - val_loss: 5.6004 - val_nse: 0.1382
Epoch 1176/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0318 - nse: 0.9952
3/8 [==========>...................] - ETA: 0s - loss: 0.0449 - nse: 0.9946
5/8 [=================>............] - ETA: 0s - loss: 0.0541 - nse: 0.9936
8/8 [==============================] - ETA: 0s - loss: 0.0454 - nse: 0.9950
8/8 [==============================] - 0s 32ms/step - loss: 0.0454 - nse: 0.9950 - val_loss: 5.7940 - val_nse: 0.1083
Epoch 1177/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0309 - nse: 0.9959
3/8 [==========>...................] - ETA: 0s - loss: 0.0547 - nse: 0.9927
5/8 [=================>............] - ETA: 0s - loss: 0.0446 - nse: 0.9943
7/8 [=========================>....] - ETA: 0s - loss: 0.0439 - nse: 0.9940
8/8 [==============================] - 0s 32ms/step - loss: 0.0449 - nse: 0.9927 - val_loss: 5.9021 - val_nse: 0.0946
Epoch 1178/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0333 - nse: 0.9974
3/8 [==========>...................] - ETA: 0s - loss: 0.0422 - nse: 0.9942
6/8 [=====================>........] - ETA: 0s - loss: 0.0485 - nse: 0.9934
8/8 [==============================] - 0s 31ms/step - loss: 0.0495 - nse: 0.9933 - val_loss: 5.6799 - val_nse: 0.1232
Epoch 1179/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0308 - nse: 0.9963
3/8 [==========>...................] - ETA: 0s - loss: 0.0525 - nse: 0.9931
6/8 [=====================>........] - ETA: 0s - loss: 0.0519 - nse: 0.9939
8/8 [==============================] - 0s 31ms/step - loss: 0.0493 - nse: 0.9924 - val_loss: 5.6287 - val_nse: 0.1382
Epoch 1180/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0499 - nse: 0.9946
3/8 [==========>...................] - ETA: 0s - loss: 0.0451 - nse: 0.9937
5/8 [=================>............] - ETA: 0s - loss: 0.0415 - nse: 0.9946
8/8 [==============================] - ETA: 0s - loss: 0.0426 - nse: 0.9911
8/8 [==============================] - 0s 32ms/step - loss: 0.0426 - nse: 0.9911 - val_loss: 5.7499 - val_nse: 0.1136
Epoch 1181/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0407 - nse: 0.9937
3/8 [==========>...................] - ETA: 0s - loss: 0.0521 - nse: 0.9943
6/8 [=====================>........] - ETA: 0s - loss: 0.0594 - nse: 0.9918
8/8 [==============================] - 0s 31ms/step - loss: 0.0568 - nse: 0.9916 - val_loss: 5.6336 - val_nse: 0.1340
Epoch 1182/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0474 - nse: 0.9942
4/8 [==============>...............] - ETA: 0s - loss: 0.0907 - nse: 0.9878
7/8 [=========================>....] - ETA: 0s - loss: 0.0816 - nse: 0.9887
8/8 [==============================] - 0s 31ms/step - loss: 0.0827 - nse: 0.9873 - val_loss: 5.5893 - val_nse: 0.1427
Epoch 1183/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1851 - nse: 0.9666
3/8 [==========>...................] - ETA: 0s - loss: 0.1551 - nse: 0.9777
5/8 [=================>............] - ETA: 0s - loss: 0.1433 - nse: 0.9793
7/8 [=========================>....] - ETA: 0s - loss: 0.1300 - nse: 0.9823
8/8 [==============================] - 0s 32ms/step - loss: 0.1323 - nse: 0.9811 - val_loss: 5.5761 - val_nse: 0.1511
Epoch 1184/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0982 - nse: 0.9859
3/8 [==========>...................] - ETA: 0s - loss: 0.1285 - nse: 0.9824
5/8 [=================>............] - ETA: 0s - loss: 0.1194 - nse: 0.9851
7/8 [=========================>....] - ETA: 0s - loss: 0.1067 - nse: 0.9862
8/8 [==============================] - 0s 32ms/step - loss: 0.1067 - nse: 0.9859 - val_loss: 5.8529 - val_nse: 0.0902
Epoch 1185/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0577 - nse: 0.9919
3/8 [==========>...................] - ETA: 0s - loss: 0.1293 - nse: 0.9860
6/8 [=====================>........] - ETA: 0s - loss: 0.1460 - nse: 0.9830
8/8 [==============================] - 0s 32ms/step - loss: 0.1390 - nse: 0.9798 - val_loss: 5.5541 - val_nse: 0.1428
Epoch 1186/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2127 - nse: 0.9709
3/8 [==========>...................] - ETA: 0s - loss: 0.1908 - nse: 0.9728
5/8 [=================>............] - ETA: 0s - loss: 0.1742 - nse: 0.9774
8/8 [==============================] - ETA: 0s - loss: 0.1611 - nse: 0.9712
8/8 [==============================] - 0s 32ms/step - loss: 0.1611 - nse: 0.9712 - val_loss: 6.0204 - val_nse: 0.0556
Epoch 1187/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.4446 - nse: 0.9432
3/8 [==========>...................] - ETA: 0s - loss: 0.3362 - nse: 0.9581
6/8 [=====================>........] - ETA: 0s - loss: 0.3348 - nse: 0.9529
8/8 [==============================] - 0s 32ms/step - loss: 0.3169 - nse: 0.9577 - val_loss: 5.7751 - val_nse: 0.1098
Epoch 1188/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1979 - nse: 0.9775
3/8 [==========>...................] - ETA: 0s - loss: 0.2518 - nse: 0.9703
5/8 [=================>............] - ETA: 0s - loss: 0.2661 - nse: 0.9670
7/8 [=========================>....] - ETA: 0s - loss: 0.2996 - nse: 0.9592
8/8 [==============================] - 0s 32ms/step - loss: 0.3006 - nse: 0.9595 - val_loss: 5.5879 - val_nse: 0.1479
Epoch 1189/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0903 - nse: 0.9926
3/8 [==========>...................] - ETA: 0s - loss: 0.2352 - nse: 0.9728
6/8 [=====================>........] - ETA: 0s - loss: 0.2383 - nse: 0.9656
8/8 [==============================] - 0s 32ms/step - loss: 0.2151 - nse: 0.9717 - val_loss: 5.2821 - val_nse: 0.1774
Epoch 1190/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1615 - nse: 0.9834
4/8 [==============>...............] - ETA: 0s - loss: 0.1902 - nse: 0.9787
7/8 [=========================>....] - ETA: 0s - loss: 0.1649 - nse: 0.9787
8/8 [==============================] - 0s 32ms/step - loss: 0.1613 - nse: 0.9802 - val_loss: 5.5070 - val_nse: 0.1568
Epoch 1191/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1950 - nse: 0.9742
3/8 [==========>...................] - ETA: 0s - loss: 0.1937 - nse: 0.9746
6/8 [=====================>........] - ETA: 0s - loss: 0.1409 - nse: 0.9821
8/8 [==============================] - 0s 31ms/step - loss: 0.1449 - nse: 0.9806 - val_loss: 6.0267 - val_nse: 0.0715
Epoch 1192/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0949 - nse: 0.9827
4/8 [==============>...............] - ETA: 0s - loss: 0.1769 - nse: 0.9743
7/8 [=========================>....] - ETA: 0s - loss: 0.1549 - nse: 0.9789
8/8 [==============================] - 0s 32ms/step - loss: 0.1628 - nse: 0.9773 - val_loss: 5.2125 - val_nse: 0.1961
Epoch 1193/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1578 - nse: 0.9852
3/8 [==========>...................] - ETA: 0s - loss: 0.1935 - nse: 0.9781
5/8 [=================>............] - ETA: 0s - loss: 0.1911 - nse: 0.9754
7/8 [=========================>....] - ETA: 0s - loss: 0.1837 - nse: 0.9765
8/8 [==============================] - 0s 32ms/step - loss: 0.1879 - nse: 0.9725 - val_loss: 5.0968 - val_nse: 0.2226
Epoch 1194/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2810 - nse: 0.9524
4/8 [==============>...............] - ETA: 0s - loss: 0.1482 - nse: 0.9787
7/8 [=========================>....] - ETA: 0s - loss: 0.1376 - nse: 0.9818
8/8 [==============================] - 0s 31ms/step - loss: 0.1388 - nse: 0.9777 - val_loss: 5.5102 - val_nse: 0.1636
Epoch 1195/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1484 - nse: 0.9780
3/8 [==========>...................] - ETA: 0s - loss: 0.1461 - nse: 0.9768
5/8 [=================>............] - ETA: 0s - loss: 0.1283 - nse: 0.9820
8/8 [==============================] - ETA: 0s - loss: 0.1385 - nse: 0.9823
8/8 [==============================] - 0s 31ms/step - loss: 0.1385 - nse: 0.9823 - val_loss: 5.7508 - val_nse: 0.1111
Epoch 1196/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0440 - nse: 0.9959
4/8 [==============>...............] - ETA: 0s - loss: 0.1179 - nse: 0.9825
6/8 [=====================>........] - ETA: 0s - loss: 0.1149 - nse: 0.9837
8/8 [==============================] - 0s 33ms/step - loss: 0.1231 - nse: 0.9834 - val_loss: 5.4991 - val_nse: 0.1492
Epoch 1197/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1114 - nse: 0.9835
3/8 [==========>...................] - ETA: 0s - loss: 0.1170 - nse: 0.9836
5/8 [=================>............] - ETA: 0s - loss: 0.1347 - nse: 0.9812
8/8 [==============================] - ETA: 0s - loss: 0.1307 - nse: 0.9822
8/8 [==============================] - 0s 31ms/step - loss: 0.1307 - nse: 0.9822 - val_loss: 5.6453 - val_nse: 0.1410
Epoch 1198/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0810 - nse: 0.9908
4/8 [==============>...............] - ETA: 0s - loss: 0.1573 - nse: 0.9769
7/8 [=========================>....] - ETA: 0s - loss: 0.1458 - nse: 0.9807
8/8 [==============================] - 0s 32ms/step - loss: 0.1475 - nse: 0.9778 - val_loss: 5.7402 - val_nse: 0.1084
Epoch 1199/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1431 - nse: 0.9844
4/8 [==============>...............] - ETA: 0s - loss: 0.1986 - nse: 0.9712
7/8 [=========================>....] - ETA: 0s - loss: 0.2250 - nse: 0.9688
8/8 [==============================] - 0s 31ms/step - loss: 0.2234 - nse: 0.9695 - val_loss: 5.5307 - val_nse: 0.1641
Epoch 1200/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2106 - nse: 0.9701
3/8 [==========>...................] - ETA: 0s - loss: 0.2695 - nse: 0.9680
5/8 [=================>............] - ETA: 0s - loss: 0.2247 - nse: 0.9722
7/8 [=========================>....] - ETA: 0s - loss: 0.2251 - nse: 0.9723
8/8 [==============================] - 0s 33ms/step - loss: 0.2224 - nse: 0.9737 - val_loss: 5.5286 - val_nse: 0.1545
Epoch 1201/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1009 - nse: 0.9902
3/8 [==========>...................] - ETA: 0s - loss: 0.1564 - nse: 0.9808
6/8 [=====================>........] - ETA: 0s - loss: 0.1458 - nse: 0.9814
8/8 [==============================] - 0s 31ms/step - loss: 0.1412 - nse: 0.9827 - val_loss: 5.8413 - val_nse: 0.1118
Epoch 1202/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1051 - nse: 0.9870
4/8 [==============>...............] - ETA: 0s - loss: 0.0894 - nse: 0.9882
7/8 [=========================>....] - ETA: 0s - loss: 0.0906 - nse: 0.9881
8/8 [==============================] - 0s 31ms/step - loss: 0.0936 - nse: 0.9861 - val_loss: 5.7934 - val_nse: 0.1177
Epoch 1203/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.2011 - nse: 0.9783
4/8 [==============>...............] - ETA: 0s - loss: 0.1038 - nse: 0.9873
7/8 [=========================>....] - ETA: 0s - loss: 0.0932 - nse: 0.9886
8/8 [==============================] - 0s 32ms/step - loss: 0.0947 - nse: 0.9883 - val_loss: 5.8036 - val_nse: 0.1190
Epoch 1204/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1163 - nse: 0.9854
3/8 [==========>...................] - ETA: 0s - loss: 0.0848 - nse: 0.9896
5/8 [=================>............] - ETA: 0s - loss: 0.0867 - nse: 0.9893
7/8 [=========================>....] - ETA: 0s - loss: 0.0921 - nse: 0.9880
8/8 [==============================] - 0s 32ms/step - loss: 0.0900 - nse: 0.9891 - val_loss: 6.0516 - val_nse: 0.0843
Epoch 1205/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0480 - nse: 0.9939
3/8 [==========>...................] - ETA: 0s - loss: 0.0483 - nse: 0.9935
5/8 [=================>............] - ETA: 0s - loss: 0.0588 - nse: 0.9928
8/8 [==============================] - ETA: 0s - loss: 0.0807 - nse: 0.9875
8/8 [==============================] - 0s 33ms/step - loss: 0.0807 - nse: 0.9875 - val_loss: 6.2682 - val_nse: 0.0388
Epoch 1206/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1990 - nse: 0.9753
3/8 [==========>...................] - ETA: 0s - loss: 0.1128 - nse: 0.9846
6/8 [=====================>........] - ETA: 0s - loss: 0.1244 - nse: 0.9852
8/8 [==============================] - 0s 31ms/step - loss: 0.1133 - nse: 0.9872 - val_loss: 5.8831 - val_nse: 0.1021
Epoch 1207/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1391 - nse: 0.9775
3/8 [==========>...................] - ETA: 0s - loss: 0.0984 - nse: 0.9838
6/8 [=====================>........] - ETA: 0s - loss: 0.0932 - nse: 0.9871
8/8 [==============================] - 0s 31ms/step - loss: 0.0947 - nse: 0.9879 - val_loss: 5.7970 - val_nse: 0.1084
Epoch 1208/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0721 - nse: 0.9906
3/8 [==========>...................] - ETA: 0s - loss: 0.0667 - nse: 0.9919
5/8 [=================>............] - ETA: 0s - loss: 0.0769 - nse: 0.9898
8/8 [==============================] - ETA: 0s - loss: 0.0798 - nse: 0.9893
8/8 [==============================] - 0s 32ms/step - loss: 0.0798 - nse: 0.9893 - val_loss: 5.5260 - val_nse: 0.1547
Epoch 1209/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0328 - nse: 0.9961
3/8 [==========>...................] - ETA: 0s - loss: 0.0474 - nse: 0.9937
5/8 [=================>............] - ETA: 0s - loss: 0.0462 - nse: 0.9937
8/8 [==============================] - ETA: 0s - loss: 0.0467 - nse: 0.9938
8/8 [==============================] - 0s 32ms/step - loss: 0.0467 - nse: 0.9938 - val_loss: 5.4099 - val_nse: 0.1712
Epoch 1210/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0348 - nse: 0.9968
4/8 [==============>...............] - ETA: 0s - loss: 0.0464 - nse: 0.9946
6/8 [=====================>........] - ETA: 0s - loss: 0.0426 - nse: 0.9951
8/8 [==============================] - 0s 31ms/step - loss: 0.0400 - nse: 0.9950 - val_loss: 5.1993 - val_nse: 0.2074
Epoch 1211/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0887 - nse: 0.9890
4/8 [==============>...............] - ETA: 0s - loss: 0.0835 - nse: 0.9882
7/8 [=========================>....] - ETA: 0s - loss: 0.0757 - nse: 0.9900
8/8 [==============================] - 0s 31ms/step - loss: 0.0758 - nse: 0.9901 - val_loss: 5.5400 - val_nse: 0.1541
Epoch 1212/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0386 - nse: 0.9955
4/8 [==============>...............] - ETA: 0s - loss: 0.0522 - nse: 0.9921
7/8 [=========================>....] - ETA: 0s - loss: 0.0685 - nse: 0.9908
8/8 [==============================] - 0s 31ms/step - loss: 0.0740 - nse: 0.9794 - val_loss: 5.4380 - val_nse: 0.1625
Epoch 1213/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0403 - nse: 0.9955
4/8 [==============>...............] - ETA: 0s - loss: 0.0953 - nse: 0.9846
6/8 [=====================>........] - ETA: 0s - loss: 0.0840 - nse: 0.9871
8/8 [==============================] - 0s 33ms/step - loss: 0.0794 - nse: 0.9877 - val_loss: 5.7437 - val_nse: 0.1094
Epoch 1214/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0545 - nse: 0.9918
4/8 [==============>...............] - ETA: 0s - loss: 0.0900 - nse: 0.9880
7/8 [=========================>....] - ETA: 0s - loss: 0.0862 - nse: 0.9893
8/8 [==============================] - 0s 31ms/step - loss: 0.0864 - nse: 0.9890 - val_loss: 5.4073 - val_nse: 0.1706
Epoch 1215/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1458 - nse: 0.9858
4/8 [==============>...............] - ETA: 0s - loss: 0.1409 - nse: 0.9836
7/8 [=========================>....] - ETA: 0s - loss: 0.1224 - nse: 0.9847
8/8 [==============================] - 0s 31ms/step - loss: 0.1277 - nse: 0.9832 - val_loss: 6.1018 - val_nse: 0.0638
Epoch 1216/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1332 - nse: 0.9847
4/8 [==============>...............] - ETA: 0s - loss: 0.1515 - nse: 0.9814
7/8 [=========================>....] - ETA: 0s - loss: 0.1671 - nse: 0.9784
8/8 [==============================] - 0s 31ms/step - loss: 0.1726 - nse: 0.9767 - val_loss: 5.8652 - val_nse: 0.0890
Epoch 1217/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1014 - nse: 0.9857
3/8 [==========>...................] - ETA: 0s - loss: 0.0787 - nse: 0.9897
5/8 [=================>............] - ETA: 0s - loss: 0.1118 - nse: 0.9855
7/8 [=========================>....] - ETA: 0s - loss: 0.1049 - nse: 0.9861
8/8 [==============================] - 0s 32ms/step - loss: 0.1043 - nse: 0.9865 - val_loss: 5.8883 - val_nse: 0.1055
Epoch 1218/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0558 - nse: 0.9881
4/8 [==============>...............] - ETA: 0s - loss: 0.0869 - nse: 0.9886
7/8 [=========================>....] - ETA: 0s - loss: 0.0998 - nse: 0.9879
8/8 [==============================] - 0s 32ms/step - loss: 0.0967 - nse: 0.9892 - val_loss: 5.7432 - val_nse: 0.1248
Epoch 1219/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0897 - nse: 0.9929
3/8 [==========>...................] - ETA: 0s - loss: 0.0784 - nse: 0.9910
6/8 [=====================>........] - ETA: 0s - loss: 0.0805 - nse: 0.9903
8/8 [==============================] - 0s 31ms/step - loss: 0.0826 - nse: 0.9884 - val_loss: 5.8211 - val_nse: 0.1080
Epoch 1220/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0597 - nse: 0.9911
3/8 [==========>...................] - ETA: 0s - loss: 0.0942 - nse: 0.9882
6/8 [=====================>........] - ETA: 0s - loss: 0.0838 - nse: 0.9890
8/8 [==============================] - 0s 33ms/step - loss: 0.0840 - nse: 0.9900 - val_loss: 5.8388 - val_nse: 0.1109
Epoch 1221/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0559 - nse: 0.9922
3/8 [==========>...................] - ETA: 0s - loss: 0.0940 - nse: 0.9859
5/8 [=================>............] - ETA: 0s - loss: 0.0884 - nse: 0.9878
7/8 [=========================>....] - ETA: 0s - loss: 0.0940 - nse: 0.9876
8/8 [==============================] - 0s 32ms/step - loss: 0.0926 - nse: 0.9877 - val_loss: 5.6752 - val_nse: 0.1249
Epoch 1222/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0753 - nse: 0.9916
4/8 [==============>...............] - ETA: 0s - loss: 0.0908 - nse: 0.9891
7/8 [=========================>....] - ETA: 0s - loss: 0.0890 - nse: 0.9892
8/8 [==============================] - 0s 31ms/step - loss: 0.0877 - nse: 0.9895 - val_loss: 5.4965 - val_nse: 0.1643
Epoch 1223/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1203 - nse: 0.9859
4/8 [==============>...............] - ETA: 0s - loss: 0.0728 - nse: 0.9913
7/8 [=========================>....] - ETA: 0s - loss: 0.0708 - nse: 0.9907
8/8 [==============================] - 0s 31ms/step - loss: 0.0692 - nse: 0.9916 - val_loss: 6.0863 - val_nse: 0.0550
Epoch 1224/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1120 - nse: 0.9858
3/8 [==========>...................] - ETA: 0s - loss: 0.0941 - nse: 0.9889
6/8 [=====================>........] - ETA: 0s - loss: 0.0804 - nse: 0.9904
8/8 [==============================] - 0s 31ms/step - loss: 0.0783 - nse: 0.9890 - val_loss: 5.8976 - val_nse: 0.1009
Epoch 1225/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0519 - nse: 0.9934
4/8 [==============>...............] - ETA: 0s - loss: 0.0592 - nse: 0.9925
6/8 [=====================>........] - ETA: 0s - loss: 0.0706 - nse: 0.9909
8/8 [==============================] - 0s 32ms/step - loss: 0.0801 - nse: 0.9853 - val_loss: 5.6459 - val_nse: 0.1228
Epoch 1226/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0591 - nse: 0.9927
3/8 [==========>...................] - ETA: 0s - loss: 0.1136 - nse: 0.9805
6/8 [=====================>........] - ETA: 0s - loss: 0.1002 - nse: 0.9835
8/8 [==============================] - 0s 32ms/step - loss: 0.0954 - nse: 0.9859 - val_loss: 5.7505 - val_nse: 0.1133
Epoch 1227/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0745 - nse: 0.9923
3/8 [==========>...................] - ETA: 0s - loss: 0.0754 - nse: 0.9913
6/8 [=====================>........] - ETA: 0s - loss: 0.0753 - nse: 0.9910
8/8 [==============================] - 0s 31ms/step - loss: 0.0744 - nse: 0.9900 - val_loss: 5.8500 - val_nse: 0.1024
Epoch 1228/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0396 - nse: 0.9939
4/8 [==============>...............] - ETA: 0s - loss: 0.0639 - nse: 0.9912
7/8 [=========================>....] - ETA: 0s - loss: 0.0651 - nse: 0.9913
8/8 [==============================] - 0s 31ms/step - loss: 0.0655 - nse: 0.9902 - val_loss: 5.6243 - val_nse: 0.1414
Epoch 1229/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0400 - nse: 0.9861
3/8 [==========>...................] - ETA: 0s - loss: 0.0619 - nse: 0.9896
6/8 [=====================>........] - ETA: 0s - loss: 0.0588 - nse: 0.9913
8/8 [==============================] - 0s 32ms/step - loss: 0.0560 - nse: 0.9926 - val_loss: 5.7111 - val_nse: 0.1243
Epoch 1230/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0518 - nse: 0.9942
4/8 [==============>...............] - ETA: 0s - loss: 0.0369 - nse: 0.9958
7/8 [=========================>....] - ETA: 0s - loss: 0.0393 - nse: 0.9949
8/8 [==============================] - 0s 31ms/step - loss: 0.0383 - nse: 0.9953 - val_loss: 5.5131 - val_nse: 0.1593
Epoch 1231/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0283 - nse: 0.9966
4/8 [==============>...............] - ETA: 0s - loss: 0.0243 - nse: 0.9973
7/8 [=========================>....] - ETA: 0s - loss: 0.0286 - nse: 0.9961
8/8 [==============================] - 0s 31ms/step - loss: 0.0293 - nse: 0.9940 - val_loss: 5.6946 - val_nse: 0.1272
Epoch 1232/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0124 - nse: 0.9988
3/8 [==========>...................] - ETA: 0s - loss: 0.0301 - nse: 0.9960
6/8 [=====================>........] - ETA: 0s - loss: 0.0337 - nse: 0.9957
8/8 [==============================] - 0s 31ms/step - loss: 0.0350 - nse: 0.9952 - val_loss: 5.6215 - val_nse: 0.1387
Epoch 1233/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0168 - nse: 0.9963
3/8 [==========>...................] - ETA: 0s - loss: 0.0212 - nse: 0.9968
6/8 [=====================>........] - ETA: 0s - loss: 0.0351 - nse: 0.9957
8/8 [==============================] - 0s 31ms/step - loss: 0.0348 - nse: 0.9952 - val_loss: 5.7213 - val_nse: 0.1199
Epoch 1234/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0296 - nse: 0.9962
4/8 [==============>...............] - ETA: 0s - loss: 0.0346 - nse: 0.9958
7/8 [=========================>....] - ETA: 0s - loss: 0.0316 - nse: 0.9961
8/8 [==============================] - 0s 33ms/step - loss: 0.0313 - nse: 0.9962 - val_loss: 5.6490 - val_nse: 0.1399
Epoch 1235/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0241 - nse: 0.9963
4/8 [==============>...............] - ETA: 0s - loss: 0.0261 - nse: 0.9967
6/8 [=====================>........] - ETA: 0s - loss: 0.0255 - nse: 0.9966
8/8 [==============================] - 0s 32ms/step - loss: 0.0245 - nse: 0.9969 - val_loss: 5.6619 - val_nse: 0.1334
Epoch 1236/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0189 - nse: 0.9980
4/8 [==============>...............] - ETA: 0s - loss: 0.0220 - nse: 0.9972
7/8 [=========================>....] - ETA: 0s - loss: 0.0249 - nse: 0.9965
8/8 [==============================] - 0s 31ms/step - loss: 0.0264 - nse: 0.9961 - val_loss: 5.6074 - val_nse: 0.1396
Epoch 1237/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0115 - nse: 0.9981
4/8 [==============>...............] - ETA: 0s - loss: 0.0349 - nse: 0.9959
7/8 [=========================>....] - ETA: 0s - loss: 0.0333 - nse: 0.9961
8/8 [==============================] - 0s 31ms/step - loss: 0.0339 - nse: 0.9948 - val_loss: 5.8454 - val_nse: 0.1043
Epoch 1238/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0120 - nse: 0.9985
3/8 [==========>...................] - ETA: 0s - loss: 0.0480 - nse: 0.9938
6/8 [=====================>........] - ETA: 0s - loss: 0.0515 - nse: 0.9933
8/8 [==============================] - 0s 31ms/step - loss: 0.0499 - nse: 0.9937 - val_loss: 5.5814 - val_nse: 0.1470
Epoch 1239/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.1066 - nse: 0.9887
4/8 [==============>...............] - ETA: 0s - loss: 0.0676 - nse: 0.9917
7/8 [=========================>....] - ETA: 0s - loss: 0.0567 - nse: 0.9925
8/8 [==============================] - 0s 31ms/step - loss: 0.0559 - nse: 0.9931 - val_loss: 5.6049 - val_nse: 0.1386
Epoch 1240/50000
1/8 [==>...........................] - ETA: 0s - loss: 0.0574 - nse: 0.9900
3/8 [==========>...................] - ETA: 0s - loss: 0.0646 - nse: 0.9904
6/8 [=====================>........] - ETA: 0s - loss: 0.0863 - nse: 0.9883
8/8 [==============================] - 0s 31ms/step - loss: 0.0867 - nse: 0.9847 - val_loss: 5.4991 - val_nse: 0.1515
********** Successfully loaded weights from weights_240_3.58909.hdf5 file **********
x_val, y_val = model.validation_data(data=data)
********** Removing Examples with nan in labels **********
***** Validation *****
input_x shape: (44, 14, 7)
target shape: (44, 1)
check performance
pred_val = model.predict_on_validation_data(data=data, process_results=False)
metrics = RegressionMetrics(y_val, pred_val)
metrics.nse(), metrics.r2()
********** Removing Examples with nan in labels **********
***** Validation *****
input_x shape: (44, 14, 7)
target shape: (44, 1)
assigning name Input_1 to IteratorGetNext:0 with shape (None, 14, 7)
1/2 [==============>...............] - ETA: 2s
2/2 [==============================] - 3s 6ms/step
(0.5462905411580712, 0.5760274401359943)
attention_weights = model.get_attention_lstm_weights(x_val)
plot attention maps
num_examples = 40 # number of examples to show
for idx, key in enumerate(attention_weights.keys()):
fig, axis = plt.subplots(2, sharex="all", figsize=(6, 8))
val = attention_weights[key][0:num_examples].T
val = MinMaxScaler().fit_transform(val)
imshow(val, colorbar=True, ax=axis[0], show=False, cmap="hot",
title=f"Attention map for {input_features[idx]}")
imshow(x_val[:, :, idx][0:num_examples].T, colorbar=True,
cmap="hot", ax=axis[1], show=False, title=input_features[idx])
plt.tight_layout()
plt.show()
Training data
x_train, y_train = model.training_data(data=data)
********** Removing Examples with nan in labels **********
***** Training *****
input_x shape: (174, 14, 7)
target shape: (174, 1)
check performance
pred_train = model.predict_on_training_data(data=data, process_results=False)
metrics = RegressionMetrics(y_train, pred_train)
metrics.nse(), metrics.r2()
********** Removing Examples with nan in labels **********
***** Training *****
input_x shape: (174, 14, 7)
target shape: (174, 1)
1/6 [====>.........................] - ETA: 0s
6/6 [==============================] - 0s 6ms/step
(0.022448931102656777, 0.20590962753048653)
model.data_config['allow_nan_labels'] = 2
model.data_config['split_random'] = False
x, y = model.all_data(data=data)
attention_weights_tr = model.get_attention_lstm_weights(x)
********** Allowing NANs in predictions **********
***** Training *****
input_x shape: (1146, 14, 7)
target shape: (1146, 1)
********** Allowing NANs in predictions **********
***** Validation *****
input_x shape: (287, 14, 7)
target shape: (287, 1)
***** Test *****
input_x shape: (0,)
target shape: (0,)
plot attention maps
num_examples = 1400 # number of examples to show
for idx, key in enumerate(attention_weights_tr.keys()):
fig, axis = plt.subplots(2, sharex="all", figsize=(8, 6),
gridspec_kw={"hspace": 0.1})
val = attention_weights_tr[key][0:num_examples].T
val = MinMaxScaler().fit_transform(val)
imshow(val, colorbar=True, ax=axis[0], show=False, cmap="hot",
title=f"Attention map for {input_features[idx]}",
aspect="auto")
imshow(x[:, :, idx][0:num_examples].T, colorbar=True,
cmap="hot", ax=axis[1], show=False, title=input_features[idx],
aspect="auto")
plt.show()
plot attention weights without normalization
for idx, key in enumerate(attention_weights_tr.keys()):
fig, axis = plt.subplots(2, sharex="all", figsize=(8, 6),
gridspec_kw={"hspace": 0.1})
val = attention_weights_tr[key][0:num_examples].T
imshow(val, colorbar=True, ax=axis[0], show=False, cmap="hot",
title=f"Attention map for {input_features[idx]}",
aspect="auto")
imshow(x[:, :, idx][0:num_examples].T, colorbar=True,
cmap="hot", ax=axis[1], show=False, title=input_features[idx],
aspect="auto")
plt.show()
Total running time of the script: ( 5 minutes 56.742 seconds)
