def execute_scheme(self):
model = TimeSeriesPredictionNeuralNet(self.settings)
model.setup()
model.compile_model()
connection = SQLAConnection()
query_generator = QueryGenerator(
self.settings.sensors,
self.settings.start_date,
self.settings.end_date
)
data = Data(query_generator,connection)
if self.args.load_dataframe:
data.load_dfs(date='2020-11-01')
#data.load_extend_dfs(date='2020-11-02')
#data.load_extend_dfs(date='2020-11-03')
#data.load_extend_dfs(date='2020-11-04')
#data.load_extend_dfs(date='2020-11-08')
#data.load_extend_dfs(date='2020-11-12')
#data.load_extend_dfs(date='2020-11-16')
#data.load_extend_dfs(date='2020-11-20')
#data.load_extend_dfs(date='2020-11-24')
#data.load_extend_dfs(date='2020-11-28')
#data.load_extend_dfs(date='2020-12-02')
#data.load_extend_dfs(date='2020-12-18')
#data.load_extend_dfs(date='2020-12-30')
#data.load_extend_dfs(date='2020-12-08')
else:
data.make_df_postgres()
data.find_discontinuities()
data.split_at_discontinuities()
data.preprocess(self.settings.normalization)
data.add_trig()
data.train_test_split(self.data_split)
model.make_timeseries_dataset(data)
model.print_shape()
model.plot_example()
#model.save_dataset()
if self.args.load:
model.load_nn()
model.train()
model.plot_history()
model.evaluate()
model.save_nn(overwrite=True)
model.test()
model.plot_outliers()
model.plot_example()
self.settings.sensors,
self.settings.start_date,
self.settings.end_date
)
data = Data(query_generator,connection)
if self.args.load_dataframe:
data.load_dfs(date='2020-11-01')
else:
data.make_df_postgres()
data.find_discontinuities()
data.split_at_discontinuities()
data.preprocess(self.settings.normalization)
#data.fast_fourier_transform()
#data.wawelet()
#data.STL()
data.add_trig()
#data.add_temp()
data.train_test_split(self.data_split)
model.make_timeseries_dataset(data)
#model.save_dataset()
if self.args.load:
model.load_nn()
=======
# Läs in neuralnät
#model.load_nn()
connection = SQLAConnection()
query_generator = QueryGenerator(
self.settings.sensors,
self.settings.start_date,
self.settings.end_date
