def add_waveform(self, waveform, parameters, index, amp=None, phase=None):
"""Add a waveform to the hdf5 file.
Parameters
----------
waveform : TimeSeries
parameters : Parameters of the waveform
index : int
For index i, the waveform will be stored under the group 'wave_i'.
amp : TimeSeries
The amplitude.
phase : TimeSeries
The phase.
"""
groupname = 'wave_'+str(index)
wave = self.ts_file.create_group(groupname)
wave['param_names'] = self.param_names
wave['parameters'] = parameters
wave['delta_t'] = waveform.delta_t
# Explicitly cast lal.lal.LIGOTimeGPS to float:
wave['epoch'] = float(waveform.start_time)
wave['timeseries'] = waveform.numpy()
# Calculate amplitude and phase if one or both are not provided
if not amp or not phase:
amp, phase = tsutils.amp_phase_from_complex(waveform)
wave['amplitude'] = amp.numpy()
wave['phase'] = phase.numpy()
def max_amp_phase_error(htrue, hrom):
# Get amplitude and phase of each waveform
amp_true, phase_true = tsutils.amp_phase_from_complex(htrue)
amp_rom, phase_rom = tsutils.amp_phase_from_complex(hrom)
# Find index of max amplitude
true_max, true_maxi = htrue.abs_max_loc()
rom_max, rom_maxi = hrom.abs_max_loc()
# Calculate |relative-amplitude error| and |phase-difference error|
# Dropping the points after max amplitude that have zero amplitude
amperror = np.abs(amp_rom.numpy()[:true_maxi]/amp_true.numpy()[:true_maxi]-1)
phaseerror = np.abs(phase_rom.numpy()[:true_maxi] - phase_true.numpy()[:true_maxi])
iamperrmax = np.abs(amperror).argmax()
tamperrmax = htrue.sample_times[iamperrmax]
amperrmax = amperror[iamperrmax]
iphaseerrmax = np.abs(phaseerror).argmax()
tphaseerrmax = htrue.sample_times[iphaseerrmax]
phaseerrmax = phaseerror[iphaseerrmax]
return iamperrmax, tamperrmax, amperrmax, iphaseerrmax, tphaseerrmax, phaseerrmax