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Newnius 2020-05-02 09:21:56 +08:00
parent b8e6dfcbc2
commit dcc7664f85
2 changed files with 13 additions and 18 deletions
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24
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7
train.py
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@ -12,11 +12,6 @@ from math import sqrt
import numpy
# date-time parsing function for loading the dataset
def parser(x):
return datetime.strptime('190' + x, '%Y-%m')
# frame a sequence as a supervised learning problem
def timeseries_to_supervised(data, lag=1):
df = DataFrame(data)
@ -104,7 +99,7 @@ train, test = supervised_values[0:-12], supervised_values[-12:]
scaler, train_scaled, test_scaled = scale(train, test)
# fit the model
lstm_model = fit_lstm(train_scaled, 1, 30, 4)
lstm_model = fit_lstm(train_scaled, 32, 30, 4)
# forecast the entire training dataset to build up state for forecasting
train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
lstm_model.predict(train_reshaped, batch_size=1)