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Liu Dezi
csst_msc_sim
Commits
c48d8742
Commit
c48d8742
authored
Apr 26, 2024
by
JX
😵
Browse files
Merge remote-tracking branch 'origin/develop'
parents
6279e31f
73e8aa7d
Changes
2
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Side-by-side
ObservationSim/MockObject/CatalogBase.py
View file @
c48d8742
...
...
@@ -64,7 +64,7 @@ class CatalogBase(metaclass=ABCMeta):
"bulgemass"
:
0.
,
"diskmass"
:
0.
,
"size"
:
0.
,
"detA"
:
0
.
,
"detA"
:
1
.
,
"type"
:
0
,
"veldisp"
:
0.
,
"coeff"
:
np
.
zeros
(
20
),
...
...
tests/test_imaging.py
View file @
c48d8742
...
...
@@ -4,7 +4,9 @@ from scipy import interpolate
import
astropy.constants
as
cons
from
astropy.table
import
Table
import
h5py
as
h5
import
sys
,
os
,
math
import
sys
import
os
import
math
from
itertools
import
islice
import
numpy
as
np
import
galsim
...
...
@@ -14,58 +16,77 @@ from astropy.cosmology import FlatLambdaCDM
from
astropy
import
constants
from
astropy
import
units
as
U
from
ObservationSim.MockObject._util
import
getObservedSED
from
ObservationSim.MockObject
import
CatalogBase
,
Galaxy
from
ObservationSim.Instrument
import
Chip
,
Filter
,
FilterParam
,
FocalPlane
from
ObservationSim.PSF.PSFInterp
import
PSFInterp
from
ObservationSim.MockObject._util
import
integrate_sed_bandpass
,
getNormFactorForSpecWithABMAG
,
getABMAG
def
convert_sed
(
mag
,
sed
,
target_filt
,
norm_filt
=
None
):
bandpass
=
target_filt
.
bandpass_full
class
Catalog
(
CatalogBase
):
def
__init__
(
self
):
super
().
__init__
()
self
.
rotation
=
0.
if
norm_filt
is
not
None
:
norm_thr_rang_ids
=
norm_filt
[
'SENSITIVITY'
]
>
0.001
else
:
norm_filt
=
Table
(
np
.
array
(
np
.
array
([
bandpass
.
wave_list
*
10.0
,
bandpass
.
func
(
bandpass
.
wave_list
)])).
T
,
names
=
([
'WAVELENGTH'
,
'SENSITIVITY'
])
)
norm_thr_rang_ids
=
norm_filt
[
'SENSITIVITY'
]
>
0.001
sedNormFactor
=
getNormFactorForSpecWithABMAG
(
ABMag
=
mag
,
spectrum
=
sed
,
norm_thr
=
norm_filt
,
sWave
=
np
.
floor
(
norm_filt
[
norm_thr_rang_ids
][
0
][
0
]),
eWave
=
np
.
ceil
(
norm_filt
[
norm_thr_rang_ids
][
-
1
][
0
]))
sed_photon
=
copy
.
copy
(
sed
)
sed_photon
=
np
.
array
([
sed_photon
[
'WAVELENGTH'
],
sed_photon
[
'FLUX'
]
*
sedNormFactor
]).
T
sed_photon
=
galsim
.
LookupTable
(
x
=
np
.
array
(
sed_photon
[:,
0
]),
f
=
np
.
array
(
sed_photon
[:,
1
]),
interpolant
=
'nearest'
)
# Get magnitude
sed_photon
=
galsim
.
SED
(
sed_photon
,
wave_type
=
'A'
,
flux_type
=
'1'
,
fast
=
False
)
interFlux
=
integrate_sed_bandpass
(
sed
=
sed_photon
,
bandpass
=
bandpass
)
mag_csst
=
getABMAG
(
interFlux
=
interFlux
,
bandpass
=
bandpass
def
load_norm_filt
(
self
,
obj
):
return
None
def
load_sed
(
self
,
obj
,
**
kward
):
pcs
=
h5
.
File
(
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_msc_sim/csst_fz_msc/sedlibs/pcs.h5'
),
"r"
)
lamb
=
h5
.
File
(
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_msc_sim/csst_fz_msc/sedlibs/lamb.h5'
),
"r"
)
lamb_gal
=
lamb
[
'lamb'
][()]
pcs
=
pcs
[
'pcs'
][()]
cosmo
=
FlatLambdaCDM
(
H0
=
67.66
,
Om0
=
0.3111
)
factor
=
10
**
(
-
.
4
*
cosmo
.
distmod
(
obj
.
param
[
'z'
]).
value
)
flux
=
np
.
matmul
(
pcs
,
obj
.
param
[
'coeff'
])
*
factor
# if np.any(flux < 0):
# raise ValueError("Glaxy %s: negative SED fluxes"%obj.id)
flux
[
flux
<
0
]
=
0.
sedcat
=
np
.
vstack
((
lamb_gal
,
flux
)).
T
sed_data
=
getObservedSED
(
sedCat
=
sedcat
,
redshift
=
obj
.
param
[
'z'
],
av
=
obj
.
param
[
"av"
],
redden
=
obj
.
param
[
"redden"
]
)
if
target_filt
.
survey_type
==
"photometric"
:
return
sed_photon
,
mag_csst
,
interFlux
elif
target_filt
.
survey_type
==
"spectroscopic"
:
del
sed_photon
return
sed
,
mag_csst
,
interFlux
wave
,
flux
=
sed_data
[
0
],
sed_data
[
1
]
speci
=
interpolate
.
interp1d
(
wave
,
flux
)
lamb
=
np
.
arange
(
2000
,
11001
+
0.5
,
0.5
)
y
=
speci
(
lamb
)
# erg/s/cm2/A --> photon/s/m2/A
all_sed
=
y
*
lamb
/
(
cons
.
h
.
value
*
cons
.
c
.
value
)
*
1e-13
sed
=
Table
(
np
.
array
([
lamb
,
all_sed
]).
T
,
names
=
(
'WAVELENGTH'
,
'FLUX'
))
# obj.param["sed"] = sed
del
wave
del
flux
return
sed
def
_load
_gals
(
file_path
):
def
_load
(
self
,
file_path
):
gals_cat
=
h5
.
File
(
file_path
,
'r'
)[
'galaxies'
]
for
ikeys
in
gals_cat
.
keys
():
gals
=
gals_cat
[
ikeys
]
param
=
{}
param
=
self
.
initialize_param
()
igals
=
9
param
[
'z'
]
=
gals
[
'redshift'
][
igals
]
param
[
'mag_use_normal'
]
=
gals
[
'mag_csst_g'
][
igals
]
print
(
param
[
'mag_use_normal'
]
)
print
(
param
[
'mag_use_normal'
])
param
[
'e1'
]
=
gals
[
'ellipticity_true'
][
igals
][
0
]
param
[
'e2'
]
=
gals
[
'ellipticity_true'
][
igals
][
1
]
# For shape calculation
param
[
'e1'
],
param
[
'e2'
],
param
[
'ell_total'
]
=
self
.
rotate_ellipticity
(
e1
=
gals
[
'ellipticity_true'
][
igals
][
0
],
e2
=
gals
[
'ellipticity_true'
][
igals
][
1
],
rotation
=
self
.
rotation
,
unit
=
'radians'
)
param
[
'e1_disk'
]
=
param
[
'e1'
]
param
[
'e2_disk'
]
=
param
[
'e2'
]
param
[
'e1_bulge'
]
=
param
[
'e1'
]
...
...
@@ -82,7 +103,8 @@ def _load_gals(file_path):
param
[
'bulge_sersic_idx'
]
=
4.
# Sizes
param
[
'bfrac'
]
=
param
[
'bulgemass'
]
/
(
param
[
'bulgemass'
]
+
param
[
'diskmass'
])
param
[
'bfrac'
]
=
param
[
'bulgemass'
]
/
\
(
param
[
'bulgemass'
]
+
param
[
'diskmass'
])
if
param
[
'bfrac'
]
>=
0.6
:
param
[
'hlr_bulge'
]
=
param
[
'size'
]
param
[
'hlr_disk'
]
=
param
[
'size'
]
*
(
1.
-
param
[
'bfrac'
])
...
...
@@ -97,53 +119,27 @@ def _load_gals(file_path):
param
[
'av'
]
=
0.0
param
[
'redden'
]
=
0
pcs
=
h5
.
File
(
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_msc_sim/csst_fz_msc/sedlibs/pcs.h5'
),
"r"
)
lamb
=
h5
.
File
(
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_msc_sim/csst_fz_msc/sedlibs/lamb.h5'
),
"r"
)
lamb_gal
=
lamb
[
'lamb'
][()]
pcs
=
pcs
[
'pcs'
][()]
cosmo
=
FlatLambdaCDM
(
H0
=
67.66
,
Om0
=
0.3111
)
factor
=
10
**
(
-
.
4
*
cosmo
.
distmod
(
param
[
'z'
]).
value
)
flux
=
np
.
matmul
(
pcs
,
param
[
'coeff'
])
*
factor
# if np.any(flux < 0):
# raise ValueError("Glaxy %s: negative SED fluxes"%obj.id)
flux
[
flux
<
0
]
=
0.
sedcat
=
np
.
vstack
((
lamb_gal
,
flux
)).
T
sed_data
=
getObservedSED
(
sedCat
=
sedcat
,
redshift
=
param
[
'z'
],
av
=
param
[
"av"
],
redden
=
param
[
"redden"
]
)
wave
,
flux
=
sed_data
[
0
],
sed_data
[
1
]
obj
=
Galaxy
(
param
)
speci
=
interpolate
.
interp1d
(
wave
,
flux
)
lamb
=
np
.
arange
(
2000
,
11001
+
0.5
,
0.5
)
y
=
speci
(
lamb
)
# erg/s/cm2/A --> photon/s/m2/A
all_sed
=
y
*
lamb
/
(
cons
.
h
.
value
*
cons
.
c
.
value
)
*
1e-13
sed
=
Table
(
np
.
array
([
lamb
,
all_sed
]).
T
,
names
=
(
'WAVELENGTH'
,
'FLUX'
))
param
[
"sed"
]
=
sed
del
wave
del
flux
return
param
return
obj
def
defineCCD
(
iccd
,
config_file
):
with
open
(
config_file
,
"r"
)
as
stream
:
try
:
config
=
yaml
.
safe_load
(
stream
)
#for key, value in config.items():
#
for key, value in config.items():
# print (key + " : " + str(value))
except
yaml
.
YAMLError
as
exc
:
print
(
exc
)
chip
=
Chip
(
chipID
=
iccd
,
config
=
config
)
chip
.
img
=
galsim
.
ImageF
(
chip
.
npix_x
,
chip
.
npix_y
)
focal_plane
=
FocalPlane
(
chip_list
=
[
iccd
])
chip
.
img
.
wcs
=
focal_plane
.
getTanWCS
(
192.8595
,
27.1283
,
-
113.4333
*
galsim
.
degrees
,
chip
.
pix_scale
)
chip
.
img
.
wcs
=
focal_plane
.
getTanWCS
(
192.8595
,
27.1283
,
-
113.4333
*
galsim
.
degrees
,
chip
.
pix_scale
)
return
chip
def
defineFilt
(
chip
):
filter_param
=
FilterParam
()
filter_id
,
filter_type
=
chip
.
getChipFilter
()
...
...
@@ -158,7 +154,8 @@ def defineFilt(chip):
class
imagingModule_coverage
(
unittest
.
TestCase
):
def
__init__
(
self
,
methodName
=
'runTest'
):
super
(
imagingModule_coverage
,
self
).
__init__
(
methodName
)
self
.
dataPath
=
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_msc_sim/csst_fz_msc'
)
self
.
dataPath
=
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_msc_sim/csst_fz_msc'
)
self
.
iccd
=
8
def
test_imaging
(
self
):
...
...
@@ -169,30 +166,36 @@ class imagingModule_coverage(unittest.TestCase):
print
(
chip
.
chipID
)
print
(
chip
.
cen_pix_x
,
chip
.
cen_pix_y
)
catalog
=
Catalog
()
obj
=
_load_gals
(
os
.
path
.
join
(
self
.
dataPath
,
'galaxies_C6_bundle000287.h5'
))
#("UNIT_TEST_DATA/galaxies_C6_bundle000287.h5")
obj
=
catalog
.
_load
(
os
.
path
.
join
(
self
.
dataPath
,
'galaxies_C6_bundle000287.h5'
))
sed_data
=
catalog
.
load_sed
(
obj
)
norm_filt
=
catalog
.
load_norm_filt
(
obj
)
sed_data
=
obj
[
'sed'
]
norm_filt
=
None
obj_sed
,
obj_mag
,
obj_flux
=
convert_sed
(
mag
=
obj
[
"mag_use_normal"
],
obj_sed
,
obj_mag
,
obj_flux
=
catalog
.
convert_sed
(
mag
=
obj
.
param
[
"mag_use_normal"
],
sed
=
sed_data
,
target_filt
=
filt
,
norm_filt
=
norm_filt
,
)
pupil_area
=
np
.
pi
*
(
0.5
*
2.
)
**
2
pupil_area
=
np
.
pi
*
(
0.5
*
2.
)
**
2
exptime
=
150.
nphotons_tot
=
obj_flux
*
pupil_area
*
exptime
#getElectronFluxFilt(filt, tel, exptime)
# getElectronFluxFilt(filt, tel, exptime)
nphotons_tot
=
obj_flux
*
pupil_area
*
exptime
full
=
integrate_sed_bandpass
(
sed
=
obj_sed
,
bandpass
=
filt
.
bandpass_full
)
print
(
full
,
nphotons_tot
,
obj_mag
)
for
i
in
range
(
4
):
sub
=
integrate_sed_bandpass
(
sed
=
obj_sed
,
bandpass
=
filt
.
bandpass_sub_list
[
i
])
sub
=
integrate_sed_bandpass
(
sed
=
obj_sed
,
bandpass
=
filt
.
bandpass_sub_list
[
i
])
ratio
=
sub
/
full
nphotons
=
ratio
*
nphotons_tot
disk
=
galsim
.
Sersic
(
n
=
obj
[
'disk_sersic_idx'
],
half_light_radius
=
obj
[
'hlr_disk'
],
flux
=
1.0
)
disk_shape
=
galsim
.
Shear
(
g1
=
obj
[
'e1_disk'
],
g2
=
obj
[
'e2_disk'
])
disk
=
galsim
.
Sersic
(
n
=
obj
.
param
[
'disk_sersic_idx'
],
half_light_radius
=
obj
.
param
[
'hlr_disk'
],
flux
=
1.0
)
disk_shape
=
galsim
.
Shear
(
g1
=
obj
.
param
[
'e1_disk'
],
g2
=
obj
.
param
[
'e2_disk'
])
disk
=
disk
.
shear
(
disk_shape
)
gal_temp
=
disk
gal_temp
=
gal_temp
.
withFlux
(
nphotons
)
...
...
@@ -206,10 +209,8 @@ class imagingModule_coverage(unittest.TestCase):
gal
=
gal
+
gal_temp
print
(
gal
)
self
.
assertTrue
(
gal
!=
None
)
self
.
assertTrue
(
gal
!=
None
)
if
__name__
==
'__main__'
:
unittest
.
main
()
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