#!/usr/bin/env python3 # vim: fdm=indent ts=4 import h5py from itertools import combinations, product import matplotlib.pyplot as plt import numpy as np import aa_generate_beacon as beacon import lib from lib import figlib if __name__ == "__main__": from os import path import sys import os import matplotlib if os.name == 'posix' and "DISPLAY" not in os.environ: matplotlib.use('Agg') from scriptlib import MyArgumentParser parser = MyArgumentParser() parser.add_argument('ref_ant_idx', default=None, nargs='*', type=int, help='Reference Antenna Indices for Baselines(ref_ant_idx, *). Leave empty to use all available antennas. (Default: %(default)s) ') args = parser.parse_args() figsize = (12,8) c_light = 3e8*1e-9 show_plots = args.show_plots ref_ant_id = args.ref_ant_idx # leave None for all baselines #### fname_dir = args.data_dir antennas_fname = path.join(fname_dir, beacon.antennas_fname) time_diffs_fname = 'time_diffs.hdf5' if False else antennas_fname fig_dir = args.fig_dir # set None to disable saving if not path.isfile(antennas_fname): print("Antenna file cannot be found, did you try generating a beacon?") sys.exit(1) # Read in antennas from file f_beacon, tx, antennas = beacon.read_beacon_hdf5(antennas_fname) # run over all baselines if not ref_ant_id: print("Doing all baselines") baselines = combinations(antennas,2) # use ref_ant else: ref_ants = [antennas[i] for i in ref_ant_id] print("Doing all baselines with {}".format([int(a.name) for a in ref_ants])) baselines = product(ref_ants, antennas) # For now, only one beacon_frequency is supported freq_names = antennas[0].beacon_info.keys() if len(freq_names) > 1: raise NotImplementedError freq_name = next(iter(freq_names)) # Collect baselines from optional generators baselines = list(baselines) # Get phase difference per baseline phase_diffs = np.empty( (len(baselines), 2) ) for i, base in enumerate(baselines): if i%1000==0: print(i, "out of", len(baselines)) # read f_beacon from the first antenna f_beacon = base[0].beacon_info[freq_name]['freq'] # Get true phase diffs try: clock_phases = np.array([ant.beacon_info[freq_name]['clock_phase'] for ant in base]) clock_phases_diff = lib.phase_mod(lib.phase_mod(clock_phases[1]) - lib.phase_mod(clock_phases[0])) except IndexError: # clock_phase not determined yet print(f"Missing clock_phases for {freq_name} in baseline {base[0].name},{base[1].name}") clock_phases_diff = np.nan # save phase difference with antenna names phase_diffs[i] = [f_beacon, clock_phases_diff] beacon.write_baseline_time_diffs_hdf5(time_diffs_fname, baselines, phase_diffs[:,1], [0]*len(phase_diffs), phase_diffs[:,0]) ############################## # Compare actual time shifts # ############################## actual_antenna_clock_phases = { a.name: -2*np.pi*a.attrs['clock_offset']*f_beacon for a in sorted(antennas, key=lambda a: int(a.name)) } # Compare actual time shifts my_phase_diffs = [] for i,b in enumerate(baselines): actual_clock_phase_diff = lib.phase_mod( lib.phase_mod(actual_antenna_clock_phases[b[1].name]) - lib.phase_mod(actual_antenna_clock_phases[b[0].name])) this_actual_clock_phase_diff = lib.phase_mod( actual_clock_phase_diff ) my_phase_diffs.append(this_actual_clock_phase_diff) # Make a plot if True: N_base = len(baselines) N_ant = len(antennas) for i in range(2): plot_residuals = i == 1 true_phases = my_phase_diffs measured_phases = phase_diffs[:,1] hist_kwargs = {} if plot_residuals: measured_phases = lib.phase_mod(measured_phases - true_phases) hist_kwargs['histtype'] = 'stepfilled' fig = figlib.phase_comparison_figure( measured_phases, true_phases, plot_residuals=plot_residuals, f_beacon=f_beacon, figsize=figsize, hist_kwargs=hist_kwargs, fit_gaussian=plot_residuals, ) axs = fig.get_axes() if plot_residuals: fig.suptitle("Difference between Measured and Actual phase difference\n for Baselines (i,j" + (')' if not ref_ant_id else '='+str([ int(a.name) for a in ref_ants])+')')) axs[-1].set_xlabel("Baseline Phase Residual $\\Delta\\varphi_{ij_{meas}} - \\Delta\\varphi_{ij_{true}}$ [rad]") else: fig.suptitle("Comparison Measured and Actual phase difference\n for Baselines (i,j" + (')' if not ref_ant_id else '='+str([ int(a.name) for a in ref_ants])+')')) axs[-1].set_xlabel("Baseline Phase $\\Delta\\varphi_{ij}$ [rad]") # i=0 secax = axs[i].child_axes[0] secax.set_xlabel('Time $\\Delta\\varphi/(2\\pi f_{beac})$ [ns]') # i=1 axs[i].set_ylabel("Baseline no.") if fig_dir: extra_name = "measured" if plot_residuals: extra_name = "residuals" fig.savefig(path.join(fig_dir, path.basename(__file__) + f".{extra_name}.F{freq_name}.pdf")) if show_plots: plt.show()