An error occurred while loading the file. Please try again.
-
Wei Shoulin authoreda5abca08
import os
import numpy as np
import random
import galsim
import h5py as h5
import healpy as hp
from astropy.table import Table
from astropy.coordinates import spherical_to_cartesian
from ObservationSim.MockObject.Star import Star
from ObservationSim.MockObject.Galaxy import Galaxy
from ObservationSim.MockObject.Quasar import Quasar
from ObservationSim.MockObject._util import seds, sed_assign, extAv
NSIDE = 128
class Catalog(object):
def __init__(self, config, chip, cat_dir=None, pRa=None, pDec=None, sed_dir=None, rotation=None):
if cat_dir is not None:
self.cat_dir = cat_dir
else:
self.cat_dir = os.path.join(config["data_dir"], config["input_path"]["cat_dir"])
self.sed_dir = sed_dir
self.chip = chip
self.seed_Av = config["random_seeds"]["seed_Av"]
if pRa is not None:
self.pRa = float('{:8.4f}'.format(pRa))
if pDec is not None:
self.pDec = float('{:8.4f}'.format(pDec))
# star_file = 'stars_ccd' + chip.getChipLabel(chip.chipID) + '_p_RA'+str(self.pRa) + '_DE' + str(self.pDec) + '.hdf5'
# galaxy_file = 'galaxies_ccd' + chip.getChipLabel(chip.chipID) + '_p_RA'+str(self.pRa) + '_DE' + str(self.pDec) + '.hdf5'
if "star_cat" in config["input_path"] and config["input_path"]["star_cat"]:
star_file = config["input_path"]["star_cat"]
star_SED_file = config["SED_templates_path"]["star_SED"]
self.star_path = os.path.join(self.cat_dir, star_file)
self.star_SED_path = os.path.join(config["data_dir"], star_SED_file)
self._load_SED_lib_star()
if "galaxy_cat" in config["input_path"] and config["input_path"]["galaxy_cat"]:
galaxy_file = config["input_path"]["galaxy_cat"]
self.galaxy_path = os.path.join(self.cat_dir, galaxy_file)
self.galaxy_SED_path = os.path.join(config["data_dir"], config["SED_templates_path"]["galaxy_SED"])
self._load_SED_lib_gals()
if "rotateEll" in config["shear_setting"]:
self.rotation = float(int(config["shear_setting"]["rotateEll"]/45.))
else:
self.rotation = 0.
# self._load_SED_info()
self._get_healpix_list()
self._load()
def _get_healpix_list(self):
self.sky_coverage = self.chip.getSkyCoverageEnlarged(self.chip.img.wcs, margin=0.2)
# self.sky_coverage_enlarged = self.chip.getSkyCoverageEnlarged(self.chip.img.wcs, margin=0.5)
ra_min, ra_max, dec_min, dec_max = self.sky_coverage.xmin, self.sky_coverage.xmax, self.sky_coverage.ymin, self.sky_coverage.ymax
ra = np.deg2rad(np.array([ra_min, ra_max, ra_max, ra_min]))
dec = np.deg2rad(np.array([dec_max, dec_max, dec_min, dec_min]))
# phi, theta = ra, np.pi/2. - dec
# vertices_pix = np.unique(hp.ang2pix(NSIDE, theta, phi))
# print(vertices_pix)
vertices = spherical_to_cartesian(1., dec, ra)
self.pix_list = hp.query_polygon(NSIDE, np.array(vertices).T, inclusive=True)
print("HEALPix List: ", self.pix_list)
def _load_SED_lib_star(self):
self.tempSED_star = h5.File(self.star_SED_path,'r')
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
def _load_SED_lib_gals(self):
# tempdir_gal = os.path.join(self.template_dir, "Galaxy/")
# tempdir_star = os.path.join(self.template_dir, "PicklesStars/")
# self.tempSed_star, self.tempRed_star = seds("star.list", seddir=tempdir_star)
self.tempSed_gal, self.tempRed_gal = seds("galaxy.list", seddir=self.galaxy_SED_path)
def _load_SED_info(self):
sed_info_file = os.path.join(self.sed_dir, "sed.info")
sed_info = Table.read(sed_info_file, format="ascii")
self.cosids = sed_info["IDCosmoDC2"]
self.objtypes = sed_info["objType"]
def _load_gals(self, gals, pix_id=None):
ngals = len(gals['galaxyID'])
self.rng_sedGal = random.Random()
self.rng_sedGal.seed(pix_id) # Use healpix index as the random seed
self.ud = galsim.UniformDeviate(pix_id)
for igals in range(ngals):
param = {}
param['ra'] = gals['ra_true'][igals]
param['dec'] = gals['dec_true'][igals]
param['z'] = gals['redshift_true'][igals]
param['model_tag'] = 'None'
param['gamma1'] = 0
param['gamma2'] = 0
param['kappa'] = 0
param['delta_ra'] = 0
param['delta_dec'] = 0
sersicB = gals['sersic_bulge'][igals]
hlrMajB = gals['size_bulge_true'][igals]
hlrMinB = gals['size_minor_bulge_true'][igals]
sersicD = gals['sersic_disk'][igals]
hlrMajD = gals['size_disk_true'][igals]
hlrMinD = gals['size_minor_disk_true'][igals]
aGal = gals['size_true'][igals]
bGal = gals['size_minor_true'][igals]
param['bfrac'] = gals['bulge_to_total_ratio_i'][igals]
param['theta'] = gals['position_angle_true'][igals]
param['hlr_bulge'] = np.sqrt(hlrMajB * hlrMinB)
param['hlr_disk'] = np.sqrt(hlrMajD * hlrMinD)
param['ell_bulge'] = (hlrMajB - hlrMinB)/(hlrMajB + hlrMinB)
param['ell_disk'] = (hlrMajD - hlrMinD)/(hlrMajD + hlrMinD)
param['ell_tot'] = (aGal - bGal) / (aGal + bGal)
# Assign each galaxy a template SED
param['sed_type'] = sed_assign(phz=param['z'], btt=param['bfrac'], rng=self.rng_sedGal)
param['redden'] = self.tempRed_gal[param['sed_type']]
param['av'] = self.avGal[int(self.ud()*self.nav)]
if param['sed_type'] <= 5:
param['av'] = 0.0
param['redden'] = 0
param['star'] = 0 # Galaxy
if param['sed_type'] >= 29:
param['av'] = 0.6 * param['av'] / 3.0 # for quasar, av=[0, 0.2], 3.0=av.max-av.im
param['star'] = 2 # Quasar
if not self.chip.isContainObj(ra_obj=param['ra'], dec_obj=param['dec'], margin=200):
continue
param['mag_use_normal'] = gals['mag_true_g_lsst'][igals]
if param['mag_use_normal'] >= 26.5:
continue
self.ids += 1
param['id'] = self.ids
if param['star'] == 0:
obj = Galaxy(param, self.rotation)
self.objs.append(obj)
if param['star'] == 2:
obj = Quasar(param)
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
self.objs.append(obj)
def _load_stars(self, stars, pix_id=None):
nstars = len(stars['sourceID'])
for istars in range(nstars):
param = {}
param['ra'] = stars['RA'][istars]
param['dec'] = stars['Dec'][istars]
if not self.chip.isContainObj(ra_obj=param['ra'], dec_obj=param['dec'], margin=200):
continue
param['mag_use_normal'] = stars['app_sdss_g'][istars]
if param['mag_use_normal'] >= 26.5:
continue
self.ids += 1
param['id'] = self.ids
param['sed_type'] = stars['sourceID'][istars]
param['model_tag'] = stars['model_tag'][istars]
param['teff'] = stars['teff'][istars]
param['logg'] = stars['grav'][istars]
param['feh'] = stars['feh'][istars]
param['z'] = 0.0
param['star'] = 1 # Star
obj = Star(param)
self.objs.append(obj)
def _load(self):
self.nav = 15005
self.avGal = extAv(self.nav, seed=self.seed_Av)
gals_cat = h5.File(self.galaxy_path, 'r')['galaxies']
star_cat = h5.File(self.star_path, 'r')['catalog']
self.objs = []
self.ids = 0
for pix in self.pix_list:
gals = gals_cat[str(pix)]
stars = star_cat[str(pix)]
self._load_gals(gals, pix_id=pix)
self._load_stars(stars, pix_id=pix)
print("number of objects in catalog: ", len(self.objs))
del self.avGal