Note
Click here to download the full example code
5. Entity Aware
import site
site.addsitedir(r"E:\AA\AI4Water")
site.addsitedir(r"E:\AA\easy_mpl")
from ai4water.functional import Model
from ai4water.preprocessing import Transformations
from utils import prepare_data, eval_model
lookback = 12
batch_size = 64
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: (4288, 12, 5)
x shape: (4288, 92)
y shape: (4288, 1)
Test
x shape: (6208, 12, 5)
x shape: (6208, 92)
y shape: (6208, 1)
num_dyn_inputs = tr_x[0].shape[-1]
num_static_inputs = tr_x[1].shape[-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)
layers = {
"Input_dyn": {"batch_shape": (batch_size, lookback, num_dyn_inputs)},
"Input_cat": {"batch_shape": (batch_size, num_static_inputs)} ,
"EALSTM": {"config": {"units": units, "num_static_inputs": num_static_inputs},
"inputs": ["Input_dyn", "Input_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) [(64, 12, 5)] 0 []
Input_cat (InputLayer) [(64, 92)] 0 []
EALSTM (EALSTM) (64, 100) 41100 ['Input_dyn[0][0]',
'Input_cat[0][0]']
Dense (Dense) (64, 1) 101 ['EALSTM[0][0]']
==================================================================================================
Total params: 41,201
Trainable params: 41,201
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
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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 6/100
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Epoch 7/100
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Epoch 9/100
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Epoch 10/100
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150/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0054
Epoch 12/100
1/154 [..............................] - ETA: 1s - loss: 0.0049
7/154 [>.............................] - ETA: 1s - loss: 0.0083
13/154 [=>............................] - ETA: 1s - loss: 0.0098
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154/154 [==============================] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0091 - val_loss: 0.0064
Epoch 13/100
1/154 [..............................] - ETA: 1s - loss: 0.0083
7/154 [>.............................] - ETA: 1s - loss: 0.0097
13/154 [=>............................] - ETA: 1s - loss: 0.0093
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153/154 [============================>.] - ETA: 0s - loss: 0.0091
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0052
Epoch 14/100
1/154 [..............................] - ETA: 1s - loss: 0.0121
6/154 [>.............................] - ETA: 1s - loss: 0.0099
12/154 [=>............................] - ETA: 1s - loss: 0.0103
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149/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0053
Epoch 15/100
1/154 [..............................] - ETA: 1s - loss: 0.0057
7/154 [>.............................] - ETA: 1s - loss: 0.0082
13/154 [=>............................] - ETA: 1s - loss: 0.0087
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153/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0090 - val_loss: 0.0055
Epoch 16/100
1/154 [..............................] - ETA: 1s - loss: 0.0075
7/154 [>.............................] - ETA: 1s - loss: 0.0079
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154/154 [==============================] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0062
Epoch 17/100
1/154 [..............................] - ETA: 1s - loss: 0.0118
7/154 [>.............................] - ETA: 1s - loss: 0.0099
13/154 [=>............................] - ETA: 1s - loss: 0.0093
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151/154 [============================>.] - ETA: 0s - loss: 0.0090
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0043
Epoch 18/100
1/154 [..............................] - ETA: 1s - loss: 0.0065
7/154 [>.............................] - ETA: 1s - loss: 0.0097
13/154 [=>............................] - ETA: 1s - loss: 0.0085
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150/154 [============================>.] - ETA: 0s - loss: 0.0088
154/154 [==============================] - 2s 11ms/step - loss: 0.0089 - val_loss: 0.0061
Epoch 19/100
1/154 [..............................] - ETA: 1s - loss: 0.0062
7/154 [>.............................] - ETA: 1s - loss: 0.0074
13/154 [=>............................] - ETA: 1s - loss: 0.0075
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149/154 [============================>.] - ETA: 0s - loss: 0.0088
154/154 [==============================] - 2s 11ms/step - loss: 0.0088 - val_loss: 0.0059
Epoch 20/100
1/154 [..............................] - ETA: 1s - loss: 0.0070
7/154 [>.............................] - ETA: 1s - loss: 0.0080
13/154 [=>............................] - ETA: 1s - loss: 0.0079
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153/154 [============================>.] - ETA: 0s - loss: 0.0089
154/154 [==============================] - 2s 11ms/step - loss: 0.0088 - val_loss: 0.0052
Epoch 21/100
1/154 [..............................] - ETA: 1s - loss: 0.0070
6/154 [>.............................] - ETA: 1s - loss: 0.0086
12/154 [=>............................] - ETA: 1s - loss: 0.0100
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150/154 [============================>.] - ETA: 0s - loss: 0.0087
154/154 [==============================] - 2s 11ms/step - loss: 0.0087 - val_loss: 0.0040
Epoch 22/100
1/154 [..............................] - ETA: 1s - loss: 0.0105
6/154 [>.............................] - ETA: 1s - loss: 0.0071
11/154 [=>............................] - ETA: 1s - loss: 0.0073
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149/154 [============================>.] - ETA: 0s - loss: 0.0088
154/154 [==============================] - 2s 11ms/step - loss: 0.0088 - val_loss: 0.0040
Epoch 23/100
1/154 [..............................] - ETA: 1s - loss: 0.0069
7/154 [>.............................] - ETA: 1s - loss: 0.0097
13/154 [=>............................] - ETA: 1s - loss: 0.0099
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152/154 [============================>.] - ETA: 0s - loss: 0.0087
154/154 [==============================] - 2s 11ms/step - loss: 0.0087 - val_loss: 0.0044
Epoch 24/100
1/154 [..............................] - ETA: 1s - loss: 0.0053
7/154 [>.............................] - ETA: 1s - loss: 0.0070
13/154 [=>............................] - ETA: 1s - loss: 0.0072
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149/154 [============================>.] - ETA: 0s - loss: 0.0088
154/154 [==============================] - 2s 11ms/step - loss: 0.0087 - val_loss: 0.0045
Epoch 25/100
1/154 [..............................] - ETA: 1s - loss: 0.0087
6/154 [>.............................] - ETA: 1s - loss: 0.0077
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151/154 [============================>.] - ETA: 0s - loss: 0.0087
154/154 [==============================] - 2s 12ms/step - loss: 0.0086 - val_loss: 0.0037
Epoch 26/100
1/154 [..............................] - ETA: 1s - loss: 0.0127
6/154 [>.............................] - ETA: 1s - loss: 0.0113
11/154 [=>............................] - ETA: 1s - loss: 0.0115
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154/154 [==============================] - 2s 12ms/step - loss: 0.0086 - val_loss: 0.0040
Epoch 27/100
1/154 [..............................] - ETA: 1s - loss: 0.0084
7/154 [>.............................] - ETA: 1s - loss: 0.0082
13/154 [=>............................] - ETA: 1s - loss: 0.0074
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153/154 [============================>.] - ETA: 0s - loss: 0.0086
154/154 [==============================] - 2s 12ms/step - loss: 0.0086 - val_loss: 0.0041
Epoch 28/100
1/154 [..............................] - ETA: 1s - loss: 0.0039
6/154 [>.............................] - ETA: 1s - loss: 0.0082
11/154 [=>............................] - ETA: 1s - loss: 0.0086
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154/154 [==============================] - ETA: 0s - loss: 0.0086
154/154 [==============================] - 2s 11ms/step - loss: 0.0086 - val_loss: 0.0047
Epoch 29/100
1/154 [..............................] - ETA: 1s - loss: 0.0114
7/154 [>.............................] - ETA: 1s - loss: 0.0094
12/154 [=>............................] - ETA: 1s - loss: 0.0091
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150/154 [============================>.] - ETA: 0s - loss: 0.0086
154/154 [==============================] - 2s 12ms/step - loss: 0.0086 - val_loss: 0.0050
Epoch 30/100
1/154 [..............................] - ETA: 1s - loss: 0.0067
6/154 [>.............................] - ETA: 1s - loss: 0.0079
11/154 [=>............................] - ETA: 1s - loss: 0.0083
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151/154 [============================>.] - ETA: 0s - loss: 0.0086
154/154 [==============================] - 2s 12ms/step - loss: 0.0086 - val_loss: 0.0039
Epoch 31/100
1/154 [..............................] - ETA: 1s - loss: 0.0091
6/154 [>.............................] - ETA: 1s - loss: 0.0097
11/154 [=>............................] - ETA: 1s - loss: 0.0095
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152/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 12ms/step - loss: 0.0085 - val_loss: 0.0047
Epoch 32/100
1/154 [..............................] - ETA: 1s - loss: 0.0136
6/154 [>.............................] - ETA: 1s - loss: 0.0073
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151/154 [============================>.] - ETA: 0s - loss: 0.0086
154/154 [==============================] - 2s 12ms/step - loss: 0.0086 - val_loss: 0.0037
Epoch 33/100
1/154 [..............................] - ETA: 1s - loss: 0.0121
6/154 [>.............................] - ETA: 1s - loss: 0.0102
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151/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 12ms/step - loss: 0.0085 - val_loss: 0.0043
Epoch 34/100
1/154 [..............................] - ETA: 1s - loss: 0.0098
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153/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 12ms/step - loss: 0.0085 - val_loss: 0.0055
Epoch 35/100
1/154 [..............................] - ETA: 1s - loss: 0.0064
7/154 [>.............................] - ETA: 1s - loss: 0.0083
13/154 [=>............................] - ETA: 1s - loss: 0.0069
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151/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 12ms/step - loss: 0.0085 - val_loss: 0.0039
Epoch 36/100
1/154 [..............................] - ETA: 1s - loss: 0.0128
6/154 [>.............................] - ETA: 1s - loss: 0.0092
11/154 [=>............................] - ETA: 1s - loss: 0.0090
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151/154 [============================>.] - ETA: 0s - loss: 0.0084
154/154 [==============================] - 2s 11ms/step - loss: 0.0085 - val_loss: 0.0056
Epoch 37/100
1/154 [..............................] - ETA: 1s - loss: 0.0059
6/154 [>.............................] - ETA: 1s - loss: 0.0057
11/154 [=>............................] - ETA: 1s - loss: 0.0079
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149/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 12ms/step - loss: 0.0085 - val_loss: 0.0047
Epoch 38/100
1/154 [..............................] - ETA: 1s - loss: 0.0111
6/154 [>.............................] - ETA: 1s - loss: 0.0096
11/154 [=>............................] - ETA: 1s - loss: 0.0087
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149/154 [============================>.] - ETA: 0s - loss: 0.0084
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0046
Epoch 39/100
1/154 [..............................] - ETA: 1s - loss: 0.0072
6/154 [>.............................] - ETA: 1s - loss: 0.0092
11/154 [=>............................] - ETA: 1s - loss: 0.0099
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151/154 [============================>.] - ETA: 0s - loss: 0.0084
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0040
Epoch 40/100
1/154 [..............................] - ETA: 1s - loss: 0.0064
7/154 [>.............................] - ETA: 1s - loss: 0.0093
12/154 [=>............................] - ETA: 1s - loss: 0.0091
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154/154 [==============================] - ETA: 0s - loss: 0.0084
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0049
Epoch 41/100
1/154 [..............................] - ETA: 1s - loss: 0.0123
6/154 [>.............................] - ETA: 1s - loss: 0.0083
11/154 [=>............................] - ETA: 1s - loss: 0.0070
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152/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0048
Epoch 42/100
1/154 [..............................] - ETA: 1s - loss: 0.0099
7/154 [>.............................] - ETA: 1s - loss: 0.0081
13/154 [=>............................] - ETA: 1s - loss: 0.0088
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149/154 [============================>.] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0040
Epoch 43/100
1/154 [..............................] - ETA: 1s - loss: 0.0055
7/154 [>.............................] - ETA: 1s - loss: 0.0075
13/154 [=>............................] - ETA: 1s - loss: 0.0074
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149/154 [============================>.] - ETA: 0s - loss: 0.0084
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0045
Epoch 44/100
1/154 [..............................] - ETA: 1s - loss: 0.0045
7/154 [>.............................] - ETA: 1s - loss: 0.0070
13/154 [=>............................] - ETA: 1s - loss: 0.0075
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150/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0038
Epoch 45/100
1/154 [..............................] - ETA: 1s - loss: 0.0090
7/154 [>.............................] - ETA: 1s - loss: 0.0104
13/154 [=>............................] - ETA: 1s - loss: 0.0091
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150/154 [============================>.] - ETA: 0s - loss: 0.0085
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0051
Epoch 46/100
1/154 [..............................] - ETA: 1s - loss: 0.0056
7/154 [>.............................] - ETA: 1s - loss: 0.0060
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150/154 [============================>.] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0046
Epoch 47/100
1/154 [..............................] - ETA: 1s - loss: 0.0121
7/154 [>.............................] - ETA: 1s - loss: 0.0091
13/154 [=>............................] - ETA: 1s - loss: 0.0080
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154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0042
Epoch 48/100
1/154 [..............................] - ETA: 1s - loss: 0.0131
7/154 [>.............................] - ETA: 1s - loss: 0.0089
13/154 [=>............................] - ETA: 1s - loss: 0.0095
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154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0047
Epoch 49/100
1/154 [..............................] - ETA: 1s - loss: 0.0065
7/154 [>.............................] - ETA: 1s - loss: 0.0075
13/154 [=>............................] - ETA: 1s - loss: 0.0075
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154/154 [==============================] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0056
Epoch 50/100
1/154 [..............................] - ETA: 1s - loss: 0.0061
7/154 [>.............................] - ETA: 1s - loss: 0.0068
13/154 [=>............................] - ETA: 1s - loss: 0.0069
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151/154 [============================>.] - ETA: 0s - loss: 0.0084
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0049
Epoch 51/100
1/154 [..............................] - ETA: 1s - loss: 0.0132
7/154 [>.............................] - ETA: 1s - loss: 0.0083
13/154 [=>............................] - ETA: 1s - loss: 0.0086
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149/154 [============================>.] - ETA: 0s - loss: 0.0084
154/154 [==============================] - 2s 11ms/step - loss: 0.0084 - val_loss: 0.0045
Epoch 52/100
1/154 [..............................] - ETA: 1s - loss: 0.0059
7/154 [>.............................] - ETA: 1s - loss: 0.0061
13/154 [=>............................] - ETA: 1s - loss: 0.0092
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150/154 [============================>.] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0044
Epoch 53/100
1/154 [..............................] - ETA: 1s - loss: 0.0096
7/154 [>.............................] - ETA: 1s - loss: 0.0072
13/154 [=>............................] - ETA: 1s - loss: 0.0070
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150/154 [============================>.] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0052
Epoch 54/100
1/154 [..............................] - ETA: 1s - loss: 0.0052
7/154 [>.............................] - ETA: 1s - loss: 0.0080
13/154 [=>............................] - ETA: 1s - loss: 0.0095
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153/154 [============================>.] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0051
Epoch 55/100
1/154 [..............................] - ETA: 1s - loss: 0.0073
7/154 [>.............................] - ETA: 1s - loss: 0.0081
13/154 [=>............................] - ETA: 1s - loss: 0.0077
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148/154 [===========================>..] - ETA: 0s - loss: 0.0083
154/154 [==============================] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0039
Epoch 56/100
1/154 [..............................] - ETA: 1s - loss: 0.0031
7/154 [>.............................] - ETA: 1s - loss: 0.0062
13/154 [=>............................] - ETA: 1s - loss: 0.0078
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150/154 [============================>.] - ETA: 0s - loss: 0.0083
154/154 [==============================] - 2s 11ms/step - loss: 0.0083 - val_loss: 0.0047
Epoch 57/100
1/154 [..............................] - ETA: 1s - loss: 0.0023
7/154 [>.............................] - ETA: 1s - loss: 0.0071
13/154 [=>............................] - ETA: 1s - loss: 0.0076
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150/154 [============================>.] - ETA: 0s - loss: 0.0082
154/154 [==============================] - 2s 11ms/step - loss: 0.0082 - val_loss: 0.0048
Epoch 58/100
1/154 [..............................] - ETA: 1s - loss: 0.0081
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154/154 [==============================] - ETA: 0s - loss: 0.0082
154/154 [==============================] - 2s 11ms/step - loss: 0.0082 - val_loss: 0.0048
Epoch 59/100
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154/154 [==============================] - ETA: 0s - loss: 0.0082
154/154 [==============================] - 2s 11ms/step - loss: 0.0082 - val_loss: 0.0048
Epoch 60/100
1/154 [..............................] - ETA: 1s - loss: 0.0090
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149/154 [============================>.] - ETA: 0s - loss: 0.0082
154/154 [==============================] - 2s 11ms/step - loss: 0.0082 - val_loss: 0.0042
Epoch 61/100
1/154 [..............................] - ETA: 1s - loss: 0.0103
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150/154 [============================>.] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 11ms/step - loss: 0.0082 - val_loss: 0.0058
Epoch 62/100
1/154 [..............................] - ETA: 1s - loss: 0.0100
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154/154 [==============================] - 2s 11ms/step - loss: 0.0082 - val_loss: 0.0054
Epoch 63/100
1/154 [..............................] - ETA: 1s - loss: 0.0051
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0055
Epoch 64/100
1/154 [..............................] - ETA: 1s - loss: 0.0127
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154/154 [==============================] - 2s 11ms/step - loss: 0.0082 - val_loss: 0.0059
Epoch 65/100
1/154 [..............................] - ETA: 1s - loss: 0.0081
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154/154 [==============================] - ETA: 0s - loss: 0.0081
154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0051
Epoch 66/100
1/154 [..............................] - ETA: 1s - loss: 0.0110
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0057
Epoch 67/100
1/154 [..............................] - ETA: 1s - loss: 0.0068
6/154 [>.............................] - ETA: 1s - loss: 0.0078
12/154 [=>............................] - ETA: 1s - loss: 0.0084
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152/154 [============================>.] - ETA: 0s - loss: 0.0082
154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0048
Epoch 68/100
1/154 [..............................] - ETA: 1s - loss: 0.0140
6/154 [>.............................] - ETA: 1s - loss: 0.0072
11/154 [=>............................] - ETA: 1s - loss: 0.0065
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150/154 [============================>.] - ETA: 0s - loss: 0.0081
154/154 [==============================] - 2s 12ms/step - loss: 0.0081 - val_loss: 0.0063
Epoch 69/100
1/154 [..............................] - ETA: 1s - loss: 0.0088
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0047
Epoch 70/100
1/154 [..............................] - ETA: 1s - loss: 0.0049
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0047
Epoch 71/100
1/154 [..............................] - ETA: 1s - loss: 0.0046
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0055
Epoch 72/100
1/154 [..............................] - ETA: 1s - loss: 0.0095
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0060
Epoch 73/100
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154/154 [==============================] - 2s 11ms/step - loss: 0.0080 - val_loss: 0.0055
Epoch 74/100
1/154 [..............................] - ETA: 1s - loss: 0.0048
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0050
Epoch 75/100
1/154 [..............................] - ETA: 1s - loss: 0.0050
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0059
Epoch 76/100
1/154 [..............................] - ETA: 1s - loss: 0.0078
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154/154 [==============================] - 2s 11ms/step - loss: 0.0080 - val_loss: 0.0054
Epoch 77/100
1/154 [..............................] - ETA: 1s - loss: 0.0056
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154/154 [==============================] - 2s 11ms/step - loss: 0.0081 - val_loss: 0.0049
Epoch 78/100
1/154 [..............................] - ETA: 1s - loss: 0.0081
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154/154 [==============================] - 2s 11ms/step - loss: 0.0080 - val_loss: 0.0055
Epoch 79/100
1/154 [..............................] - ETA: 1s - loss: 0.0063
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154/154 [==============================] - 2s 12ms/step - loss: 0.0080 - val_loss: 0.0056
Epoch 80/100
1/154 [..............................] - ETA: 1s - loss: 0.0059
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151/154 [============================>.] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 12ms/step - loss: 0.0080 - val_loss: 0.0049
Epoch 81/100
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154/154 [==============================] - 2s 12ms/step - loss: 0.0080 - val_loss: 0.0055
Epoch 82/100
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154/154 [==============================] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 12ms/step - loss: 0.0080 - val_loss: 0.0056
Epoch 83/100
1/154 [..............................] - ETA: 1s - loss: 0.0138
7/154 [>.............................] - ETA: 1s - loss: 0.0086
13/154 [=>............................] - ETA: 1s - loss: 0.0078
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148/154 [===========================>..] - ETA: 0s - loss: 0.0079
154/154 [==============================] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 11ms/step - loss: 0.0080 - val_loss: 0.0059
Epoch 84/100
1/154 [..............................] - ETA: 1s - loss: 0.0034
7/154 [>.............................] - ETA: 1s - loss: 0.0071
13/154 [=>............................] - ETA: 1s - loss: 0.0077
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150/154 [============================>.] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 11ms/step - loss: 0.0080 - val_loss: 0.0054
Epoch 85/100
1/154 [..............................] - ETA: 1s - loss: 0.0229
7/154 [>.............................] - ETA: 1s - loss: 0.0085
13/154 [=>............................] - ETA: 1s - loss: 0.0090
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153/154 [============================>.] - ETA: 0s - loss: 0.0079
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0059
Epoch 86/100
1/154 [..............................] - ETA: 1s - loss: 0.0045
6/154 [>.............................] - ETA: 1s - loss: 0.0048
12/154 [=>............................] - ETA: 1s - loss: 0.0057
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108/154 [====================>.........] - ETA: 0s - loss: 0.0078
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150/154 [============================>.] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 11ms/step - loss: 0.0080 - val_loss: 0.0064
Epoch 87/100
1/154 [..............................] - ETA: 1s - loss: 0.0053
6/154 [>.............................] - ETA: 1s - loss: 0.0077
12/154 [=>............................] - ETA: 1s - loss: 0.0077
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149/154 [============================>.] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0051
Epoch 88/100
1/154 [..............................] - ETA: 1s - loss: 0.0082
7/154 [>.............................] - ETA: 1s - loss: 0.0091
13/154 [=>............................] - ETA: 1s - loss: 0.0086
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108/154 [====================>.........] - ETA: 0s - loss: 0.0079
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150/154 [============================>.] - ETA: 0s - loss: 0.0079
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0052
Epoch 89/100
1/154 [..............................] - ETA: 1s - loss: 0.0086
7/154 [>.............................] - ETA: 1s - loss: 0.0079
13/154 [=>............................] - ETA: 1s - loss: 0.0072
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150/154 [============================>.] - ETA: 0s - loss: 0.0078
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0062
Epoch 90/100
1/154 [..............................] - ETA: 1s - loss: 0.0077
7/154 [>.............................] - ETA: 1s - loss: 0.0084
13/154 [=>............................] - ETA: 1s - loss: 0.0074
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149/154 [============================>.] - ETA: 0s - loss: 0.0078
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0078
Epoch 91/100
1/154 [..............................] - ETA: 1s - loss: 0.0089
7/154 [>.............................] - ETA: 1s - loss: 0.0073
13/154 [=>............................] - ETA: 1s - loss: 0.0075
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150/154 [============================>.] - ETA: 0s - loss: 0.0079
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0067
Epoch 92/100
1/154 [..............................] - ETA: 1s - loss: 0.0080
7/154 [>.............................] - ETA: 1s - loss: 0.0072
13/154 [=>............................] - ETA: 1s - loss: 0.0069
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109/154 [====================>.........] - ETA: 0s - loss: 0.0075
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151/154 [============================>.] - ETA: 0s - loss: 0.0079
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0064
Epoch 93/100
1/154 [..............................] - ETA: 1s - loss: 0.0054
7/154 [>.............................] - ETA: 1s - loss: 0.0085
13/154 [=>............................] - ETA: 1s - loss: 0.0083
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151/154 [============================>.] - ETA: 0s - loss: 0.0079
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0060
Epoch 94/100
1/154 [..............................] - ETA: 1s - loss: 0.0137
7/154 [>.............................] - ETA: 1s - loss: 0.0074
13/154 [=>............................] - ETA: 1s - loss: 0.0070
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151/154 [============================>.] - ETA: 0s - loss: 0.0080
154/154 [==============================] - 2s 11ms/step - loss: 0.0079 - val_loss: 0.0057
Epoch 95/100
1/154 [..............................] - ETA: 1s - loss: 0.0065
7/154 [>.............................] - ETA: 1s - loss: 0.0065
13/154 [=>............................] - ETA: 1s - loss: 0.0067
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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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Epoch 99/100
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Epoch 100/100
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********** Successfully loaded weights from weights_032_0.00371.hdf5 file **********
eval_model(model, tr_x, tr_y, batch_size=batch_size, prefix="Training")
/home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/ai4water/_main.py:1978: UserWarning:
argument test is deprecated and will be removed in future. Please
use 'predict_on_test_data' method instead.
use 'predict_on_{data}_data' method instead.""")
Training
nse 0.2789
rmse 0.0929
r2 0.2929
mape 54.129
eval_model(model, val_x, val_y, batch_size=batch_size, prefix="Validation")
/home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/ai4water/_main.py:1978: UserWarning:
argument test is deprecated and will be removed in future. Please
use 'predict_on_test_data' method instead.
use 'predict_on_{data}_data' method instead.""")
Validation
nse -0.332
rmse 0.0609
r2 0.1455
mape 54.5543
eval_model(model, test_x, test_y, batch_size=batch_size, prefix="Test")
/home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/ai4water/_main.py:1978: UserWarning:
argument test is deprecated and will be removed in future. Please
use 'predict_on_test_data' method instead.
use 'predict_on_{data}_data' method instead.""")
Test
nse 0.2601
rmse 0.0715
r2 0.289
mape 60.6689
model.predict(test_x, test_y, plots=['residual', 'edf', 'regression', 'prediction'
])
/home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/ai4water/_main.py:1978: UserWarning:
argument test is deprecated and will be removed in future. Please
use 'predict_on_test_data' method instead.
use 'predict_on_{data}_data' method instead.""")
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/home/docs/checkouts/readthedocs.org/user_builds/catchment-aware-lstm/envs/latest/lib/python3.7/site-packages/scipy/stats/stats.py:283: RuntimeWarning: invalid value encountered in log
log_a = np.log(a)
array([[0.04609961],
[0.03593875],
[0.04578677],
...,
[0.14370432],
[0.13447471],
[0.13541387]], dtype=float32)
Total running time of the script: ( 3 minutes 4.570 seconds)