def timeseries_dataset(self):
series = np.array(
timeseries_data_generator.generate_data(100000,
self.timeseries_params))
series = series.transpose()
return series
def testGenerateData(self):
timeseries_params = [{
"m": 0.006,
"b": 300.0,
"A": 50.0,
"freqcoeff": 1500.0,
"rndA": 15.0,
"fn": np.sin
}, {
"m": 0.000,
"b": 500.0,
"A": 35.0,
"freqcoeff": 3500.0,
"rndA": 25.0,
"fn": np.cos
}, {
"m": -0.003,
"b": 800.0,
"A": 65.0,
"freqcoeff": 2500.0,
"rndA": 5.0,
"fn": np.sin
}, {
"m": 0.009,
"b": 600.0,
"A": 20.0,
"freqcoeff": 1000.0,
"rndA": 1.0,
"fn": np.cos
}, {
"m": 0.002,
"b": 700.0,
"A": 40.0,
"freqcoeff": 2000.0,
"rndA": 35.0,
"fn": np.sin
}, {
"m": -0.008,
"b": 1000.0,
"A": 70.0,
"freqcoeff": 3000.0,
"rndA": 25.0,
"fn": np.cos
}, {
"m": 0.000,
"b": 100.0,
"A": 25.0,
"freqcoeff": 1500.0,
"rndA": 10.0,
"fn": np.sin
}, {
"m": 0.004,
"b": 1500.0,
"A": 54.0,
"freqcoeff": 900.0,
"rndA": 55.0,
"fn": np.cos
}, {
"m": 0.005,
"b": 2000.0,
"A": 32.0,
"freqcoeff": 1100.0,
"rndA": 43.0,
"fn": np.sin
}, {
"m": 0.010,
"b": 2500.0,
"A": 43.0,
"freqcoeff": 1900.0,
"rndA": 53.0,
"fn": np.cos
}]
multi_timeseries = timeseries_data_generator.generate_data(
20, timeseries_params)
self.assertEqual(10, len(multi_timeseries))
self.assertEqual(20, len(multi_timeseries[0]))
def timeseries_dataset(self):
series = np.array(
timeseries_data_generator.generate_data(100000, self.timeseries_params))
series = series.transpose()
return series
def testGenerateData(self):
timeseries_params = [{
"m": 0.006,
"b": 300.0,
"A": 50.0,
"freqcoeff": 1500.0,
"rndA": 15.0,
"fn": np.sin
}, {
"m": 0.000,
"b": 500.0,
"A": 35.0,
"freqcoeff": 3500.0,
"rndA": 25.0,
"fn": np.cos
}, {
"m": -0.003,
"b": 800.0,
"A": 65.0,
"freqcoeff": 2500.0,
"rndA": 5.0,
"fn": np.sin
}, {
"m": 0.009,
"b": 600.0,
"A": 20.0,
"freqcoeff": 1000.0,
"rndA": 1.0,
"fn": np.cos
}, {
"m": 0.002,
"b": 700.0,
"A": 40.0,
"freqcoeff": 2000.0,
"rndA": 35.0,
"fn": np.sin
}, {
"m": -0.008,
"b": 1000.0,
"A": 70.0,
"freqcoeff": 3000.0,
"rndA": 25.0,
"fn": np.cos
}, {
"m": 0.000,
"b": 100.0,
"A": 25.0,
"freqcoeff": 1500.0,
"rndA": 10.0,
"fn": np.sin
}, {
"m": 0.004,
"b": 1500.0,
"A": 54.0,
"freqcoeff": 900.0,
"rndA": 55.0,
"fn": np.cos
}, {
"m": 0.005,
"b": 2000.0,
"A": 32.0,
"freqcoeff": 1100.0,
"rndA": 43.0,
"fn": np.sin
}, {
"m": 0.010,
"b": 2500.0,
"A": 43.0,
"freqcoeff": 1900.0,
"rndA": 53.0,
"fn": np.cos
}]
multi_timeseries = timeseries_data_generator.generate_data(
20, timeseries_params)
self.assertEqual(10, len(multi_timeseries))
self.assertEqual(20, len(multi_timeseries[0]))