Note
Click here to download the full example code
3. Multiplication
import site
site.addsitedir(r"E:\AA\AI4Water")
site.addsitedir(r"E:\AA\easy_mpl")
from ai4water import Model
from ai4water.preprocessing import Transformations
from utils import prepare_data, eval_model
lookback = 12
batch_size = 128
units = 100
lr = 0.0001
tr_x, tr_y, val_x, val_y, test_x, test_y = prepare_data(
target="TP", lookback=lookback, batch_size=batch_size)
Not downloading the data since the directory
/home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/ai4water/datasets/data/Quadica already exists.
Use overwrite=True to remove previously saved files and download again
(21420, 113)
(21420, 92)
Training
x shape: (9856, 12, 5)
x shape: (9856, 92)
y shape: (9856, 1)
Validation
x shape: (4224, 12, 5)
x shape: (4224, 92)
y shape: (4224, 1)
Test
x shape: (6144, 12, 5)
x shape: (6144, 92)
y shape: (6144, 1)
transformer = Transformations('box-cox')
x_mean = tr_x[0].mean()
x_std = tr_x[0].std()
x_mean_st = tr_x[1].mean()
x_std_st = tr_x[1].std()
y_mean = tr_y.mean()
y_std = tr_y.std()
tr_x[0] = (tr_x[0] - x_mean) / x_std
tr_x[1] = (tr_x[1] - x_mean_st) / x_std_st
#tr_y = (tr_y - y_mean) / y_std
tr_y = transformer.fit_transform(tr_y)
val_x[0] = (val_x[0] - x_mean) / x_std
val_x[1] = (val_x[1] - x_mean_st) / x_std_st
#val_y = (val_y - y_mean) / y_std
val_y = transformer.transform(val_y)
test_x[0] = (test_x[0] - x_mean) / x_std
test_x[1] = (test_x[1] - x_mean_st) / x_std_st
#test_y = (test_y - y_mean) / y_std
test_y = transformer.transform(test_y)
num_dyn_inputs = tr_x[0].shape[-1]
num_static_inputs = tr_x[1].shape[-1]
layers = {
"Input_dyn": {"batch_shape": (batch_size, lookback, num_dyn_inputs)},
"Input_cat": {"batch_shape": (batch_size, num_static_inputs)} ,
"LSTM": {"config": {"units": units}, "inputs": "Input_dyn"},
"Dense_cat": {"config": {"units": units}, "inputs": "Input_cat"},
"Multiply": {"config": {}, "inputs": ["LSTM", "Dense_cat"]},
"Dense": 1
}
model = Model(model = {"layers": layers},
batch_size=batch_size,
epochs=100,
lr=lr)
building DL model for
regression problem using Model
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
Input_dyn (InputLayer) [(128, 12, 5)] 0 []
Input_cat (InputLayer) [(128, 92)] 0 []
LSTM (LSTM) (128, 100) 42400 ['Input_dyn[0][0]']
Dense_cat (Dense) (128, 100) 9300 ['Input_cat[0][0]']
Multiply (Multiply) (128, 100) 0 ['LSTM[0][0]',
'Dense_cat[0][0]']
Dense (Dense) (128, 1) 101 ['Multiply[0][0]']
==================================================================================================
Total params: 51,801
Trainable params: 51,801
Non-trainable params: 0
__________________________________________________________________________________________________
dot plot of model could not be plotted due to ('You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) ', 'for plot_model/model_to_dot to work.')
h = model.fit(x=tr_x, y=tr_y, validation_data=(val_x, val_y)
)
Epoch 1/100
assigning name Input_dyn to IteratorGetNext:0 with shape (128, 12, 5)
assigning name Input_cat to IteratorGetNext:1 with shape (128, 92)
assigning name Input_dyn to IteratorGetNext:0 with shape (128, 12, 5)
assigning name Input_cat to IteratorGetNext:1 with shape (128, 92)
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75/77 [============================>.] - ETA: 0s - loss: 0.0312assigning name Input_dyn to IteratorGetNext:0 with shape (128, 12, 5)
assigning name Input_cat to IteratorGetNext:1 with shape (128, 92)
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Epoch 2/100
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Epoch 3/100
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Epoch 4/100
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Epoch 5/100
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Epoch 7/100
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Epoch 8/100
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Epoch 10/100
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Epoch 12/100
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Epoch 14/100
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76/77 [============================>.] - ETA: 0s - loss: 0.0097
77/77 [==============================] - 1s 19ms/step - loss: 0.0097 - val_loss: 0.0054
Epoch 15/100
1/77 [..............................] - ETA: 1s - loss: 0.0080
5/77 [>.............................] - ETA: 1s - loss: 0.0090
9/77 [==>...........................] - ETA: 1s - loss: 0.0092
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76/77 [============================>.] - ETA: 0s - loss: 0.0096
77/77 [==============================] - 1s 19ms/step - loss: 0.0096 - val_loss: 0.0060
Epoch 16/100
1/77 [..............................] - ETA: 1s - loss: 0.0071
5/77 [>.............................] - ETA: 1s - loss: 0.0085
9/77 [==>...........................] - ETA: 1s - loss: 0.0089
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37/77 [=============>................] - ETA: 0s - loss: 0.0101
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77/77 [==============================] - ETA: 0s - loss: 0.0096
77/77 [==============================] - 1s 19ms/step - loss: 0.0096 - val_loss: 0.0056
Epoch 17/100
1/77 [..............................] - ETA: 1s - loss: 0.0103
5/77 [>.............................] - ETA: 1s - loss: 0.0110
9/77 [==>...........................] - ETA: 1s - loss: 0.0099
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16/77 [=====>........................] - ETA: 0s - loss: 0.0100
20/77 [======>.......................] - ETA: 0s - loss: 0.0101
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76/77 [============================>.] - ETA: 0s - loss: 0.0096
77/77 [==============================] - 1s 19ms/step - loss: 0.0096 - val_loss: 0.0058
Epoch 18/100
1/77 [..............................] - ETA: 1s - loss: 0.0078
4/77 [>.............................] - ETA: 1s - loss: 0.0097
8/77 [==>...........................] - ETA: 1s - loss: 0.0099
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16/77 [=====>........................] - ETA: 0s - loss: 0.0099
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74/77 [===========================>..] - ETA: 0s - loss: 0.0095
77/77 [==============================] - 1s 19ms/step - loss: 0.0095 - val_loss: 0.0055
Epoch 19/100
1/77 [..............................] - ETA: 1s - loss: 0.0068
5/77 [>.............................] - ETA: 1s - loss: 0.0079
9/77 [==>...........................] - ETA: 1s - loss: 0.0087
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21/77 [=======>......................] - ETA: 0s - loss: 0.0084
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29/77 [==========>...................] - ETA: 0s - loss: 0.0089
33/77 [===========>..................] - ETA: 0s - loss: 0.0090
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75/77 [============================>.] - ETA: 0s - loss: 0.0095
77/77 [==============================] - 1s 19ms/step - loss: 0.0095 - val_loss: 0.0060
Epoch 20/100
1/77 [..............................] - ETA: 1s - loss: 0.0087
5/77 [>.............................] - ETA: 1s - loss: 0.0086
9/77 [==>...........................] - ETA: 1s - loss: 0.0093
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72/77 [===========================>..] - ETA: 0s - loss: 0.0096
76/77 [============================>.] - ETA: 0s - loss: 0.0095
77/77 [==============================] - 1s 19ms/step - loss: 0.0095 - val_loss: 0.0054
Epoch 21/100
1/77 [..............................] - ETA: 1s - loss: 0.0115
5/77 [>.............................] - ETA: 1s - loss: 0.0105
9/77 [==>...........................] - ETA: 1s - loss: 0.0097
12/77 [===>..........................] - ETA: 1s - loss: 0.0099
16/77 [=====>........................] - ETA: 0s - loss: 0.0095
20/77 [======>.......................] - ETA: 0s - loss: 0.0099
23/77 [=======>......................] - ETA: 0s - loss: 0.0100
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30/77 [==========>...................] - ETA: 0s - loss: 0.0101
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74/77 [===========================>..] - ETA: 0s - loss: 0.0094
77/77 [==============================] - 1s 19ms/step - loss: 0.0094 - val_loss: 0.0051
Epoch 22/100
1/77 [..............................] - ETA: 1s - loss: 0.0104
5/77 [>.............................] - ETA: 1s - loss: 0.0076
9/77 [==>...........................] - ETA: 1s - loss: 0.0087
13/77 [====>.........................] - ETA: 1s - loss: 0.0091
17/77 [=====>........................] - ETA: 0s - loss: 0.0094
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41/77 [==============>...............] - ETA: 0s - loss: 0.0101
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72/77 [===========================>..] - ETA: 0s - loss: 0.0094
76/77 [============================>.] - ETA: 0s - loss: 0.0094
77/77 [==============================] - 1s 19ms/step - loss: 0.0094 - val_loss: 0.0056
Epoch 23/100
1/77 [..............................] - ETA: 1s - loss: 0.0090
5/77 [>.............................] - ETA: 1s - loss: 0.0117
9/77 [==>...........................] - ETA: 1s - loss: 0.0100
13/77 [====>.........................] - ETA: 1s - loss: 0.0101
17/77 [=====>........................] - ETA: 0s - loss: 0.0096
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73/77 [===========================>..] - ETA: 0s - loss: 0.0095
77/77 [==============================] - ETA: 0s - loss: 0.0094
77/77 [==============================] - 1s 19ms/step - loss: 0.0094 - val_loss: 0.0055
Epoch 24/100
1/77 [..............................] - ETA: 1s - loss: 0.0081
5/77 [>.............................] - ETA: 1s - loss: 0.0078
9/77 [==>...........................] - ETA: 1s - loss: 0.0088
13/77 [====>.........................] - ETA: 1s - loss: 0.0091
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25/77 [========>.....................] - ETA: 0s - loss: 0.0103
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33/77 [===========>..................] - ETA: 0s - loss: 0.0101
37/77 [=============>................] - ETA: 0s - loss: 0.0102
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72/77 [===========================>..] - ETA: 0s - loss: 0.0094
76/77 [============================>.] - ETA: 0s - loss: 0.0093
77/77 [==============================] - 1s 19ms/step - loss: 0.0093 - val_loss: 0.0053
Epoch 25/100
1/77 [..............................] - ETA: 1s - loss: 0.0089
5/77 [>.............................] - ETA: 1s - loss: 0.0083
9/77 [==>...........................] - ETA: 1s - loss: 0.0089
13/77 [====>.........................] - ETA: 1s - loss: 0.0093
17/77 [=====>........................] - ETA: 0s - loss: 0.0100
21/77 [=======>......................] - ETA: 0s - loss: 0.0102
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32/77 [===========>..................] - ETA: 0s - loss: 0.0100
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72/77 [===========================>..] - ETA: 0s - loss: 0.0093
76/77 [============================>.] - ETA: 0s - loss: 0.0093
77/77 [==============================] - 1s 19ms/step - loss: 0.0093 - val_loss: 0.0053
Epoch 26/100
1/77 [..............................] - ETA: 1s - loss: 0.0149
5/77 [>.............................] - ETA: 1s - loss: 0.0124
9/77 [==>...........................] - ETA: 1s - loss: 0.0105
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39/77 [==============>...............] - ETA: 0s - loss: 0.0091
42/77 [===============>..............] - ETA: 0s - loss: 0.0090
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74/77 [===========================>..] - ETA: 0s - loss: 0.0092
77/77 [==============================] - 1s 19ms/step - loss: 0.0092 - val_loss: 0.0059
Epoch 27/100
1/77 [..............................] - ETA: 1s - loss: 0.0094
5/77 [>.............................] - ETA: 1s - loss: 0.0086
9/77 [==>...........................] - ETA: 1s - loss: 0.0094
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21/77 [=======>......................] - ETA: 0s - loss: 0.0093
25/77 [========>.....................] - ETA: 0s - loss: 0.0090
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75/77 [============================>.] - ETA: 0s - loss: 0.0092
77/77 [==============================] - 1s 19ms/step - loss: 0.0092 - val_loss: 0.0049
Epoch 28/100
1/77 [..............................] - ETA: 1s - loss: 0.0078
4/77 [>.............................] - ETA: 1s - loss: 0.0089
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38/77 [=============>................] - ETA: 0s - loss: 0.0090
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77/77 [==============================] - ETA: 0s - loss: 0.0092
77/77 [==============================] - 2s 20ms/step - loss: 0.0092 - val_loss: 0.0057
Epoch 29/100
1/77 [..............................] - ETA: 1s - loss: 0.0128
4/77 [>.............................] - ETA: 1s - loss: 0.0099
7/77 [=>............................] - ETA: 1s - loss: 0.0092
10/77 [==>...........................] - ETA: 1s - loss: 0.0090
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21/77 [=======>......................] - ETA: 0s - loss: 0.0090
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32/77 [===========>..................] - ETA: 0s - loss: 0.0090
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74/77 [===========================>..] - ETA: 0s - loss: 0.0091
77/77 [==============================] - 1s 19ms/step - loss: 0.0091 - val_loss: 0.0054
Epoch 30/100
1/77 [..............................] - ETA: 1s - loss: 0.0071
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9/77 [==>...........................] - ETA: 1s - loss: 0.0101
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75/77 [============================>.] - ETA: 0s - loss: 0.0090
77/77 [==============================] - 1s 19ms/step - loss: 0.0090 - val_loss: 0.0055
Epoch 31/100
1/77 [..............................] - ETA: 1s - loss: 0.0149
5/77 [>.............................] - ETA: 1s - loss: 0.0103
9/77 [==>...........................] - ETA: 1s - loss: 0.0110
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37/77 [=============>................] - ETA: 0s - loss: 0.0090
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75/77 [============================>.] - ETA: 0s - loss: 0.0090
77/77 [==============================] - 1s 19ms/step - loss: 0.0090 - val_loss: 0.0057
Epoch 32/100
1/77 [..............................] - ETA: 1s - loss: 0.0102
4/77 [>.............................] - ETA: 1s - loss: 0.0076
8/77 [==>...........................] - ETA: 1s - loss: 0.0082
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16/77 [=====>........................] - ETA: 0s - loss: 0.0084
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32/77 [===========>..................] - ETA: 0s - loss: 0.0092
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72/77 [===========================>..] - ETA: 0s - loss: 0.0090
76/77 [============================>.] - ETA: 0s - loss: 0.0089
77/77 [==============================] - 1s 19ms/step - loss: 0.0090 - val_loss: 0.0052
Epoch 33/100
1/77 [..............................] - ETA: 1s - loss: 0.0132
5/77 [>.............................] - ETA: 1s - loss: 0.0105
9/77 [==>...........................] - ETA: 1s - loss: 0.0098
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37/77 [=============>................] - ETA: 0s - loss: 0.0086
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73/77 [===========================>..] - ETA: 0s - loss: 0.0089
77/77 [==============================] - ETA: 0s - loss: 0.0089
77/77 [==============================] - 1s 19ms/step - loss: 0.0089 - val_loss: 0.0056
Epoch 34/100
1/77 [..............................] - ETA: 1s - loss: 0.0080
5/77 [>.............................] - ETA: 1s - loss: 0.0090
9/77 [==>...........................] - ETA: 1s - loss: 0.0089
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76/77 [============================>.] - ETA: 0s - loss: 0.0088
77/77 [==============================] - 1s 19ms/step - loss: 0.0089 - val_loss: 0.0050
Epoch 35/100
1/77 [..............................] - ETA: 1s - loss: 0.0056
5/77 [>.............................] - ETA: 1s - loss: 0.0072
9/77 [==>...........................] - ETA: 1s - loss: 0.0074
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17/77 [=====>........................] - ETA: 0s - loss: 0.0080
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53/77 [===================>..........] - ETA: 0s - loss: 0.0090
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73/77 [===========================>..] - ETA: 0s - loss: 0.0089
77/77 [==============================] - ETA: 0s - loss: 0.0088
77/77 [==============================] - 1s 19ms/step - loss: 0.0088 - val_loss: 0.0053
Epoch 36/100
1/77 [..............................] - ETA: 1s - loss: 0.0111
5/77 [>.............................] - ETA: 1s - loss: 0.0085
9/77 [==>...........................] - ETA: 1s - loss: 0.0086
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75/77 [============================>.] - ETA: 0s - loss: 0.0087
77/77 [==============================] - 1s 19ms/step - loss: 0.0088 - val_loss: 0.0064
Epoch 37/100
1/77 [..............................] - ETA: 1s - loss: 0.0065
5/77 [>.............................] - ETA: 1s - loss: 0.0083
9/77 [==>...........................] - ETA: 1s - loss: 0.0078
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17/77 [=====>........................] - ETA: 0s - loss: 0.0088
21/77 [=======>......................] - ETA: 0s - loss: 0.0090
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45/77 [================>.............] - ETA: 0s - loss: 0.0090
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73/77 [===========================>..] - ETA: 0s - loss: 0.0088
77/77 [==============================] - ETA: 0s - loss: 0.0088
77/77 [==============================] - 1s 19ms/step - loss: 0.0088 - val_loss: 0.0050
Epoch 38/100
1/77 [..............................] - ETA: 1s - loss: 0.0107
5/77 [>.............................] - ETA: 1s - loss: 0.0093
9/77 [==>...........................] - ETA: 1s - loss: 0.0089
13/77 [====>.........................] - ETA: 1s - loss: 0.0085
17/77 [=====>........................] - ETA: 0s - loss: 0.0090
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41/77 [==============>...............] - ETA: 0s - loss: 0.0090
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61/77 [======================>.......] - ETA: 0s - loss: 0.0090
65/77 [========================>.....] - ETA: 0s - loss: 0.0089
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73/77 [===========================>..] - ETA: 0s - loss: 0.0087
77/77 [==============================] - ETA: 0s - loss: 0.0087
77/77 [==============================] - 1s 19ms/step - loss: 0.0087 - val_loss: 0.0047
Epoch 39/100
1/77 [..............................] - ETA: 1s - loss: 0.0080
5/77 [>.............................] - ETA: 1s - loss: 0.0099
9/77 [==>...........................] - ETA: 1s - loss: 0.0098
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40/77 [==============>...............] - ETA: 0s - loss: 0.0090
44/77 [================>.............] - ETA: 0s - loss: 0.0090
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75/77 [============================>.] - ETA: 0s - loss: 0.0086
77/77 [==============================] - 1s 19ms/step - loss: 0.0087 - val_loss: 0.0055
Epoch 40/100
1/77 [..............................] - ETA: 1s - loss: 0.0060
4/77 [>.............................] - ETA: 1s - loss: 0.0094
8/77 [==>...........................] - ETA: 1s - loss: 0.0093
12/77 [===>..........................] - ETA: 1s - loss: 0.0090
16/77 [=====>........................] - ETA: 0s - loss: 0.0088
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44/77 [================>.............] - ETA: 0s - loss: 0.0084
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76/77 [============================>.] - ETA: 0s - loss: 0.0086
77/77 [==============================] - 1s 19ms/step - loss: 0.0087 - val_loss: 0.0058
Epoch 41/100
1/77 [..............................] - ETA: 1s - loss: 0.0095
5/77 [>.............................] - ETA: 1s - loss: 0.0077
9/77 [==>...........................] - ETA: 1s - loss: 0.0083
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68/77 [=========================>....] - ETA: 0s - loss: 0.0086
72/77 [===========================>..] - ETA: 0s - loss: 0.0086
76/77 [============================>.] - ETA: 0s - loss: 0.0087
77/77 [==============================] - 1s 19ms/step - loss: 0.0086 - val_loss: 0.0054
Epoch 42/100
1/77 [..............................] - ETA: 1s - loss: 0.0084
5/77 [>.............................] - ETA: 1s - loss: 0.0085
9/77 [==>...........................] - ETA: 1s - loss: 0.0088
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49/77 [==================>...........] - ETA: 0s - loss: 0.0080
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65/77 [========================>.....] - ETA: 0s - loss: 0.0081
69/77 [=========================>....] - ETA: 0s - loss: 0.0083
73/77 [===========================>..] - ETA: 0s - loss: 0.0085
77/77 [==============================] - ETA: 0s - loss: 0.0086
77/77 [==============================] - 1s 19ms/step - loss: 0.0086 - val_loss: 0.0052
Epoch 43/100
1/77 [..............................] - ETA: 1s - loss: 0.0061
5/77 [>.............................] - ETA: 1s - loss: 0.0071
9/77 [==>...........................] - ETA: 1s - loss: 0.0086
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73/77 [===========================>..] - ETA: 0s - loss: 0.0085
77/77 [==============================] - ETA: 0s - loss: 0.0086
77/77 [==============================] - 1s 19ms/step - loss: 0.0086 - val_loss: 0.0047
Epoch 44/100
1/77 [..............................] - ETA: 1s - loss: 0.0074
5/77 [>.............................] - ETA: 1s - loss: 0.0073
8/77 [==>...........................] - ETA: 1s - loss: 0.0072
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76/77 [============================>.] - ETA: 0s - loss: 0.0086
77/77 [==============================] - 1s 19ms/step - loss: 0.0086 - val_loss: 0.0045
Epoch 45/100
1/77 [..............................] - ETA: 1s - loss: 0.0135
5/77 [>.............................] - ETA: 1s - loss: 0.0093
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74/77 [===========================>..] - ETA: 0s - loss: 0.0086
77/77 [==============================] - 1s 19ms/step - loss: 0.0085 - val_loss: 0.0060
Epoch 46/100
1/77 [..............................] - ETA: 1s - loss: 0.0058
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77/77 [==============================] - ETA: 0s - loss: 0.0085
77/77 [==============================] - 1s 20ms/step - loss: 0.0085 - val_loss: 0.0055
Epoch 47/100
1/77 [..............................] - ETA: 1s - loss: 0.0086
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74/77 [===========================>..] - ETA: 0s - loss: 0.0085
77/77 [==============================] - 1s 19ms/step - loss: 0.0085 - val_loss: 0.0049
Epoch 48/100
1/77 [..............................] - ETA: 1s - loss: 0.0099
5/77 [>.............................] - ETA: 1s - loss: 0.0102
9/77 [==>...........................] - ETA: 1s - loss: 0.0094
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74/77 [===========================>..] - ETA: 0s - loss: 0.0086
77/77 [==============================] - 1s 19ms/step - loss: 0.0085 - val_loss: 0.0047
Epoch 49/100
1/77 [..............................] - ETA: 1s - loss: 0.0066
5/77 [>.............................] - ETA: 1s - loss: 0.0075
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76/77 [============================>.] - ETA: 0s - loss: 0.0085
77/77 [==============================] - 1s 19ms/step - loss: 0.0085 - val_loss: 0.0063
Epoch 50/100
1/77 [..............................] - ETA: 1s - loss: 0.0092
5/77 [>.............................] - ETA: 1s - loss: 0.0072
9/77 [==>...........................] - ETA: 1s - loss: 0.0075
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77/77 [==============================] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0052
Epoch 51/100
1/77 [..............................] - ETA: 1s - loss: 0.0100
5/77 [>.............................] - ETA: 1s - loss: 0.0090
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76/77 [============================>.] - ETA: 0s - loss: 0.0085
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0056
Epoch 52/100
1/77 [..............................] - ETA: 1s - loss: 0.0069
5/77 [>.............................] - ETA: 1s - loss: 0.0075
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76/77 [============================>.] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0055
Epoch 53/100
1/77 [..............................] - ETA: 1s - loss: 0.0075
5/77 [>.............................] - ETA: 1s - loss: 0.0072
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76/77 [============================>.] - ETA: 0s - loss: 0.0085
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0051
Epoch 54/100
1/77 [..............................] - ETA: 1s - loss: 0.0053
5/77 [>.............................] - ETA: 1s - loss: 0.0101
9/77 [==>...........................] - ETA: 1s - loss: 0.0088
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41/77 [==============>...............] - ETA: 0s - loss: 0.0081
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49/77 [==================>...........] - ETA: 0s - loss: 0.0084
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77/77 [==============================] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0065
Epoch 55/100
1/77 [..............................] - ETA: 1s - loss: 0.0065
5/77 [>.............................] - ETA: 1s - loss: 0.0080
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76/77 [============================>.] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0050
Epoch 56/100
1/77 [..............................] - ETA: 1s - loss: 0.0040
5/77 [>.............................] - ETA: 1s - loss: 0.0065
9/77 [==>...........................] - ETA: 1s - loss: 0.0078
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72/77 [===========================>..] - ETA: 0s - loss: 0.0084
76/77 [============================>.] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0051
Epoch 57/100
1/77 [..............................] - ETA: 1s - loss: 0.0034
5/77 [>.............................] - ETA: 1s - loss: 0.0068
9/77 [==>...........................] - ETA: 1s - loss: 0.0084
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73/77 [===========================>..] - ETA: 0s - loss: 0.0084
77/77 [==============================] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0084 - val_loss: 0.0053
Epoch 58/100
1/77 [..............................] - ETA: 1s - loss: 0.0069
5/77 [>.............................] - ETA: 1s - loss: 0.0069
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72/77 [===========================>..] - ETA: 0s - loss: 0.0084
76/77 [============================>.] - ETA: 0s - loss: 0.0083
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0050
Epoch 59/100
1/77 [..............................] - ETA: 1s - loss: 0.0037
5/77 [>.............................] - ETA: 1s - loss: 0.0057
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76/77 [============================>.] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0050
Epoch 60/100
1/77 [..............................] - ETA: 1s - loss: 0.0092
5/77 [>.............................] - ETA: 1s - loss: 0.0090
8/77 [==>...........................] - ETA: 1s - loss: 0.0086
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76/77 [============================>.] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0053
Epoch 61/100
1/77 [..............................] - ETA: 1s - loss: 0.0094
5/77 [>.............................] - ETA: 1s - loss: 0.0074
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77/77 [==============================] - ETA: 0s - loss: 0.0083
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0051
Epoch 62/100
1/77 [..............................] - ETA: 1s - loss: 0.0089
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77/77 [==============================] - ETA: 0s - loss: 0.0083
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0053
Epoch 63/100
1/77 [..............................] - ETA: 1s - loss: 0.0085
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77/77 [==============================] - ETA: 0s - loss: 0.0083
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0047
Epoch 64/100
1/77 [..............................] - ETA: 1s - loss: 0.0095
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77/77 [==============================] - ETA: 0s - loss: 0.0083
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0055
Epoch 65/100
1/77 [..............................] - ETA: 1s - loss: 0.0094
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76/77 [============================>.] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0059
Epoch 66/100
1/77 [..............................] - ETA: 1s - loss: 0.0081
5/77 [>.............................] - ETA: 1s - loss: 0.0075
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76/77 [============================>.] - ETA: 0s - loss: 0.0083
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0052
Epoch 67/100
1/77 [..............................] - ETA: 1s - loss: 0.0072
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77/77 [==============================] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0052
Epoch 68/100
1/77 [..............................] - ETA: 1s - loss: 0.0103
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76/77 [============================>.] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0054
Epoch 69/100
1/77 [..............................] - ETA: 1s - loss: 0.0073
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76/77 [============================>.] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 2s 20ms/step - loss: 0.0082 - val_loss: 0.0052
Epoch 70/100
1/77 [..............................] - ETA: 1s - loss: 0.0100
5/77 [>.............................] - ETA: 1s - loss: 0.0078
8/77 [==>...........................] - ETA: 1s - loss: 0.0075
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74/77 [===========================>..] - ETA: 0s - loss: 0.0084
77/77 [==============================] - 1s 19ms/step - loss: 0.0083 - val_loss: 0.0051
Epoch 71/100
1/77 [..............................] - ETA: 1s - loss: 0.0053
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76/77 [============================>.] - ETA: 0s - loss: 0.0083
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0049
Epoch 72/100
1/77 [..............................] - ETA: 1s - loss: 0.0102
5/77 [>.............................] - ETA: 1s - loss: 0.0083
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77/77 [==============================] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0049
Epoch 73/100
1/77 [..............................] - ETA: 1s - loss: 0.0114
5/77 [>.............................] - ETA: 1s - loss: 0.0097
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77/77 [==============================] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0055
Epoch 74/100
1/77 [..............................] - ETA: 1s - loss: 0.0076
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77/77 [==============================] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0047
Epoch 75/100
1/77 [..............................] - ETA: 1s - loss: 0.0069
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76/77 [============================>.] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0055
Epoch 76/100
1/77 [..............................] - ETA: 1s - loss: 0.0102
5/77 [>.............................] - ETA: 1s - loss: 0.0090
9/77 [==>...........................] - ETA: 1s - loss: 0.0084
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77/77 [==============================] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0047
Epoch 77/100
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77/77 [==============================] - ETA: 0s - loss: 0.0082
77/77 [==============================] - 1s 19ms/step - loss: 0.0082 - val_loss: 0.0052
Epoch 78/100
1/77 [..............................] - ETA: 1s - loss: 0.0123
5/77 [>.............................] - ETA: 1s - loss: 0.0091
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76/77 [============================>.] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0050
Epoch 79/100
1/77 [..............................] - ETA: 1s - loss: 0.0054
5/77 [>.............................] - ETA: 1s - loss: 0.0071
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77/77 [==============================] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0046
Epoch 80/100
1/77 [..............................] - ETA: 1s - loss: 0.0055
5/77 [>.............................] - ETA: 1s - loss: 0.0084
9/77 [==>...........................] - ETA: 1s - loss: 0.0079
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76/77 [============================>.] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0045
Epoch 81/100
1/77 [..............................] - ETA: 1s - loss: 0.0050
5/77 [>.............................] - ETA: 1s - loss: 0.0086
9/77 [==>...........................] - ETA: 1s - loss: 0.0083
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72/77 [===========================>..] - ETA: 0s - loss: 0.0081
76/77 [============================>.] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0048
Epoch 82/100
1/77 [..............................] - ETA: 1s - loss: 0.0057
5/77 [>.............................] - ETA: 1s - loss: 0.0075
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73/77 [===========================>..] - ETA: 0s - loss: 0.0082
77/77 [==============================] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0054
Epoch 83/100
1/77 [..............................] - ETA: 1s - loss: 0.0089
5/77 [>.............................] - ETA: 1s - loss: 0.0080
9/77 [==>...........................] - ETA: 1s - loss: 0.0082
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75/77 [============================>.] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0050
Epoch 84/100
1/77 [..............................] - ETA: 1s - loss: 0.0045
5/77 [>.............................] - ETA: 1s - loss: 0.0067
9/77 [==>...........................] - ETA: 1s - loss: 0.0078
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73/77 [===========================>..] - ETA: 0s - loss: 0.0081
77/77 [==============================] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0055
Epoch 85/100
1/77 [..............................] - ETA: 1s - loss: 0.0141
5/77 [>.............................] - ETA: 1s - loss: 0.0094
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74/77 [===========================>..] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 1s 19ms/step - loss: 0.0081 - val_loss: 0.0050
Epoch 86/100
1/77 [..............................] - ETA: 1s - loss: 0.0037
5/77 [>.............................] - ETA: 1s - loss: 0.0058
9/77 [==>...........................] - ETA: 1s - loss: 0.0065
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77/77 [==============================] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 2s 20ms/step - loss: 0.0081 - val_loss: 0.0047
Epoch 87/100
1/77 [..............................] - ETA: 1s - loss: 0.0058
5/77 [>.............................] - ETA: 1s - loss: 0.0082
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77/77 [==============================] - ETA: 0s - loss: 0.0081
77/77 [==============================] - 2s 20ms/step - loss: 0.0081 - val_loss: 0.0050
Epoch 88/100
1/77 [..............................] - ETA: 1s - loss: 0.0087
5/77 [>.............................] - ETA: 1s - loss: 0.0079
8/77 [==>...........................] - ETA: 1s - loss: 0.0090
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73/77 [===========================>..] - ETA: 0s - loss: 0.0080
77/77 [==============================] - ETA: 0s - loss: 0.0080
77/77 [==============================] - 1s 19ms/step - loss: 0.0080 - val_loss: 0.0051
Epoch 89/100
1/77 [..............................] - ETA: 1s - loss: 0.0069
5/77 [>.............................] - ETA: 1s - loss: 0.0075
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74/77 [===========================>..] - ETA: 0s - loss: 0.0079
77/77 [==============================] - 1s 19ms/step - loss: 0.0080 - val_loss: 0.0048
Epoch 90/100
1/77 [..............................] - ETA: 1s - loss: 0.0069
5/77 [>.............................] - ETA: 1s - loss: 0.0078
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74/77 [===========================>..] - ETA: 0s - loss: 0.0079
77/77 [==============================] - 1s 19ms/step - loss: 0.0080 - val_loss: 0.0059
Epoch 91/100
1/77 [..............................] - ETA: 1s - loss: 0.0078
5/77 [>.............................] - ETA: 1s - loss: 0.0074
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77/77 [==============================] - 1s 19ms/step - loss: 0.0080 - val_loss: 0.0053
Epoch 92/100
1/77 [..............................] - ETA: 1s - loss: 0.0060
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76/77 [============================>.] - ETA: 0s - loss: 0.0080
77/77 [==============================] - 1s 19ms/step - loss: 0.0080 - val_loss: 0.0055
Epoch 93/100
1/77 [..............................] - ETA: 1s - loss: 0.0090
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Epoch 94/100
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Epoch 95/100
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Epoch 96/100
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Epoch 97/100
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Epoch 98/100
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77/77 [==============================] - 1s 19ms/step - loss: 0.0080 - val_loss: 0.0058
Epoch 99/100
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Epoch 100/100
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77/77 [==============================] - ETA: 0s - loss: 0.0080
77/77 [==============================] - 1s 19ms/step - loss: 0.0080 - val_loss: 0.0049
********** Successfully loaded weights from weights_003_0.00357.hdf5 file **********
eval_model(model, tr_x, tr_y, batch_size=batch_size, prefix="Training")
assigning name Input_dyn to IteratorGetNext:0 with shape (128, 12, 5)
assigning name Input_cat to IteratorGetNext:1 with shape (128, 92)
Training
nse -0.0451
rmse 0.1118
r2 0.0589
mape 78.7463
eval_model(model, val_x, val_y, batch_size=batch_size, prefix="Validation")
Validation
nse -0.2712
rmse 0.0598
r2 0.031
mape 55.0005
eval_model(model, test_x, test_y, batch_size=batch_size, prefix="Test")
Test
nse 0.2729
rmse 0.071
r2 0.2762
mape 67.9933
model.predict(test_x, test_y, plots=['residual', 'edf', 'regression', 'prediction'
])
assigning name Input_dyn to IteratorGetNext:0 with shape (32, 12, 5)
assigning name Input_cat to IteratorGetNext:1 with shape (32, 92)
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array([[0.09403737],
[0.09448079],
[0.09517621],
...,
[0.20770843],
[0.20732768],
[0.20723964]], dtype=float32)
Total running time of the script: ( 2 minutes 36.723 seconds)