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csst-sims
csst_msc_sim
Commits
2afda3c5
Commit
2afda3c5
authored
Jan 09, 2024
by
Wei Chengliang
Browse files
update unittest module-PSF
parent
a5efef31
Changes
3
Hide whitespace changes
Inline
Side-by-side
tests/PSFInterpTest/test_Convolve.py
0 → 100644
View file @
2afda3c5
'''
test galsim.interpolatedImage & galsim.convolve
'''
import
os
import
unittest
import
numpy
as
np
import
matplotlib.pyplot
as
plt
import
galsim
import
scipy.io
from
scipy
import
ndimage
def
psfEncircle
(
img
,
fraction
=
0.8
,
psfSampleSizeInMicrons
=
2.5
,
focalLengthInMeters
=
28
,
cenPix
=
None
):
#imgMaxPix_x, imgMaxPix_y = findMaxPix(img)
y
,
x
=
ndimage
.
center_of_mass
(
img
)
#y-rows, x-cols
imgMaxPix_x
=
x
#int(x)
imgMaxPix_y
=
y
#int(y)
if
cenPix
!=
None
:
imgMaxPix_x
=
cenPix
[
0
]
imgMaxPix_y
=
cenPix
[
1
]
im1
=
img
.
copy
()
im1size
=
im1
.
shape
dis
=
np
.
zeros_like
(
img
)
for
irow
in
range
(
im1size
[
0
]):
for
icol
in
range
(
im1size
[
1
]):
dx
=
icol
-
imgMaxPix_x
dy
=
irow
-
imgMaxPix_y
dis
[
irow
,
icol
]
=
np
.
hypot
(
dx
,
dy
)
nn
=
im1size
[
1
]
*
im1size
[
0
]
disX
=
dis
.
reshape
(
nn
)
disXsortId
=
np
.
argsort
(
disX
)
imgX
=
img
.
reshape
(
nn
)
imgY
=
imgX
[
disXsortId
]
psfFrac
=
np
.
cumsum
(
imgY
)
/
np
.
sum
(
imgY
)
ind
=
np
.
where
(
psfFrac
>
fraction
)[
0
][
0
]
REE80
=
np
.
rad2deg
(
dis
[
np
.
where
(
img
==
imgY
[
ind
])]
*
psfSampleSizeInMicrons
*
1e-6
/
focalLengthInMeters
)
*
3600
return
REE80
def
check_galsimConvolve
(
path
=
None
,
plotImage
=
True
):
#load psf data
data
=
scipy
.
io
.
loadmat
(
path
)
imPSF
=
data
[
'psf'
]
pixSize
=
np
.
rad2deg
(
5.
*
1e-6
/
28
)
*
3600
imPSF
=
imPSF
/
np
.
sum
(
imPSF
)
#psf -> galsimInterpolatedImage
img
=
galsim
.
ImageF
(
imPSF
,
scale
=
pixSize
)
imgt
=
galsim
.
InterpolatedImage
(
img
)
#imPSFt = imgt.drawImage(nx=256, ny=256, scale=pixSize, method='no_pixel')
imPSFt
=
imgt
.
drawImage
(
nx
=
256
,
ny
=
256
,
scale
=
pixSize
)
ree80
=
psfEncircle
(
imPSF
,
fraction
=
0.8
,
psfSampleSizeInMicrons
=
5.
)
ree80_pix
=
ree80
/
(
np
.
rad2deg
((
5.
*
1e-6
/
28
))
*
3600
)
sliceX
=
slice
(
128
-
int
(
np
.
round
(
ree80_pix
[
0
])),
128
+
int
(
np
.
round
(
ree80_pix
[
0
]))
+
1
,
1
)
#set a point sorce
src
=
galsim
.
DeltaFunction
(
flux
=
1.0
)
result
=
galsim
.
Convolve
(
src
,
imgt
)
#drawImage with same pixSize
#tmp = result.drawImage(nx=256, ny=256, scale=pixSize, method='no_pixel')
tmp
=
result
.
drawImage
(
nx
=
256
,
ny
=
256
,
scale
=
pixSize
)
if
plotImage
!=
True
:
res
=
(
imPSFt
.
array
-
imPSF
)
/
imPSF
d0
=
np
.
mean
(
res
[
sliceX
,
sliceX
].
flatten
())
res
=
(
tmp
.
array
-
imPSFt
.
array
)
/
imPSFt
.
array
d1
=
np
.
mean
(
res
[
sliceX
,
sliceX
].
flatten
())
return
d0
,
d1
#plot images
fig
=
plt
.
figure
(
figsize
=
(
22
,
5
))
ax
=
plt
.
subplot
(
1
,
3
,
1
)
plt
.
imshow
(
imPSF
[
128
-
10
:
128
+
10
,
128
-
10
:
128
+
10
])
plt
.
annotate
(
"ORG"
,
[
0.1
,
0.9
],
xycoords
=
"axes fraction"
,
fontsize
=
16
,
color
=
"w"
)
plt
.
colorbar
()
ax
=
plt
.
subplot
(
1
,
3
,
2
)
plt
.
imshow
(
imPSFt
.
array
[
128
-
10
:
128
+
10
,
128
-
10
:
128
+
10
])
plt
.
annotate
(
"InterpolatedImage"
,
[
0.1
,
0.9
],
xycoords
=
"axes fraction"
,
fontsize
=
16
,
color
=
"w"
)
plt
.
colorbar
()
ax
=
plt
.
subplot
(
1
,
3
,
3
)
plt
.
imshow
(
tmp
.
array
[
128
-
10
:
128
+
10
,
128
-
10
:
128
+
10
])
plt
.
annotate
(
"ConvolvedImage"
,
[
0.1
,
0.9
],
xycoords
=
"axes fraction"
,
fontsize
=
16
,
color
=
"w"
)
plt
.
colorbar
()
plt
.
savefig
(
OUTPUTPATH
+
'/fig_check_galsimConvolve_1.pdf'
)
fig
=
plt
.
figure
(
figsize
=
(
13
,
10
))
ax
=
plt
.
subplot
(
2
,
2
,
1
)
res
=
(
imPSFt
.
array
-
imPSF
)
/
imPSF
plt
.
imshow
(
res
[
128
-
10
:
128
+
10
,
128
-
10
:
128
+
10
])
plt
.
annotate
(
"$\Delta_1$"
,
[
0.1
,
0.9
],
xycoords
=
"axes fraction"
,
fontsize
=
16
,
color
=
"w"
)
plt
.
colorbar
()
ax
=
plt
.
subplot
(
2
,
2
,
2
)
plt
.
hist
(
res
[
sliceX
,
sliceX
].
flatten
(),
alpha
=
0.75
,
bins
=
4
)
#plt.annotate("$\Delta_1^{\\rm REE80}$", [0.1, 0.9],xycoords="axes fraction", fontsize=16, color="k")
plt
.
xlabel
(
"$\Delta_1^{
\\
rm REE80}$"
,
fontsize
=
16
)
plt
.
ylabel
(
"PDF"
,
fontsize
=
16
)
ax
=
plt
.
subplot
(
2
,
2
,
3
)
res
=
(
tmp
.
array
-
imPSFt
.
array
)
/
imPSFt
.
array
plt
.
imshow
(
res
[
128
-
10
:
128
+
10
,
128
-
10
:
128
+
10
])
plt
.
annotate
(
"$\Delta_2$"
,
[
0.1
,
0.9
],
xycoords
=
"axes fraction"
,
fontsize
=
16
,
color
=
"w"
)
plt
.
colorbar
()
ax
=
plt
.
subplot
(
2
,
2
,
4
)
plt
.
hist
(
res
[
sliceX
,
sliceX
].
flatten
(),
alpha
=
0.75
,
bins
=
4
)
#plt.annotate("$\Delta_2^{\\rm REE80}$", [0.1, 0.9],xycoords="axes fraction", fontsize=16, color="k")
plt
.
xlabel
(
"$\Delta_2^{
\\
rm REE80}$"
,
fontsize
=
16
)
plt
.
ylabel
(
"PDF"
,
fontsize
=
16
)
plt
.
savefig
(
OUTPUTPATH
+
'/fig_check_galsimConvolve_2.pdf'
)
def
check_galsimConvolveALL
(
dataPath
):
d0
=
np
.
zeros
(
900
)
d1
=
np
.
zeros
(
900
)
for
ipsf
in
range
(
1
,
901
,
1
):
print
(
"ipsf={:}"
.
format
(
ipsf
),
end
=
"
\r
"
)
psfPath
=
dataPath
+
"/ccd1-w1/psf_{:}_centroidWgt_BC.mat"
.
format
(
ipsf
)
t0
,
t1
=
check_galsimConvolve
(
path
=
psfPath
,
plotImage
=
False
)
d0
[
ipsf
-
1
]
=
t0
d1
[
ipsf
-
1
]
=
t1
fig
=
plt
.
figure
(
figsize
=
(
12
,
6
))
ax
=
plt
.
subplot
(
1
,
2
,
1
)
#plt.scatter(np.linspace(1,900,900), d0)
plt
.
hist
(
d0
,
bins
=
8
,
alpha
=
0.75
)
plt
.
xlabel
(
"mean($\Delta_1^{
\\
rm REE80}$)"
,
fontsize
=
16
)
plt
.
ylabel
(
"PDF"
,
fontsize
=
16
)
ax
=
plt
.
subplot
(
1
,
2
,
2
)
#plt.scatter(np.linspace(1,900,900), d1)
plt
.
hist
(
d1
,
bins
=
8
,
alpha
=
0.75
)
plt
.
xlabel
(
"mean($\Delta_2^{
\\
rm REE80}$)"
,
fontsize
=
16
)
plt
.
ylabel
(
"PDF"
,
fontsize
=
16
)
plt
.
savefig
(
OUTPUTPATH
+
'/fig_check_galsimConvolveALL.pdf'
)
class
testConvolve
(
unittest
.
TestCase
):
def
__init__
(
self
,
methodName
=
'runTest'
):
super
(
testConvolve
,
self
).
__init__
(
methodName
)
self
.
dataPath
=
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_fz_gc1'
)
global
OUTPUTPATH
OUTPUTPATH
=
os
.
path
.
join
(
self
.
dataPath
,
'outputs'
)
def
test_galsimConvolve
(
self
):
ipsf
=
1
psfPath
=
self
.
dataPath
+
"/ccd1-w1/psf_{:}_centroidWgt_BC.mat"
.
format
(
ipsf
)
check_galsimConvolve
(
path
=
psfPath
)
def
test_galsimConvolveALL
(
self
):
check_galsimConvolveALL
(
dataPath
=
self
.
dataPath
)
if
__name__
==
"__main__"
:
unittest
.
main
()
tests/PSFInterpTest/PSFInterpModule_coverage.py
→
tests/PSFInterpTest/
test_
PSFInterpModule_coverage.py
View file @
2afda3c5
...
...
@@ -35,7 +35,7 @@ def psfSecondMoments(psfMat, cenX, cenY, pixSize=1):
pxs
=
2.5
#microns
apr
=
np
.
deg2rad
(
apr
/
3600.
)
*
fl
*
1e6
apr
=
apr
/
pxs
apr
=
np
.
int
(
np
.
ceil
(
apr
))
apr
=
int
(
np
.
ceil
(
apr
))
I
=
psfMat
ncol
=
I
.
shape
[
1
]
...
...
@@ -90,7 +90,7 @@ def test_psfEll(iccd, iwave, psfMat):
#print('ell======', ipsf, np.sqrt(e1**2 + e2**2))
#######
arr
=
[
imx
,
imy
,
psf_e1
,
psf_e2
,
psf_sz
]
np
.
save
(
'data
/psfEll{:}_{:}_{:}'
.
format
(
int
(
np
.
sqrt
(
npsf
)),
iccd
,
iwave
),
arr
)
np
.
save
(
OUTPUTPATH
+
'
/psfEll{:}_{:}_{:}'
.
format
(
int
(
np
.
sqrt
(
npsf
)),
iccd
,
iwave
),
arr
)
def
test_psfEllPlot
(
OVERPLOT
=
False
):
...
...
@@ -99,7 +99,7 @@ def test_psfEllPlot(OVERPLOT=False):
prefix
=
'psfEll30'
iccd
=
1
iwave
=
1
data
=
np
.
load
(
'data
/'
+
prefix
+
'_1_1.npy'
)
data
=
np
.
load
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_1_1.npy'
)
imx
=
data
[
0
]
imy
=
data
[
1
]
psf_e1
=
data
[
2
]
...
...
@@ -136,7 +136,7 @@ def test_psfEllPlot(OVERPLOT=False):
if
OVERPLOT
==
True
:
prefix
=
'psfEll20'
data
=
np
.
load
(
'data
/'
+
prefix
+
'_1_1.npy'
)
data
=
np
.
load
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_1_1.npy'
)
imx
=
data
[
0
]
imy
=
data
[
1
]
psf_e1
=
data
[
2
]
...
...
@@ -156,7 +156,7 @@ def test_psfEllPlot(OVERPLOT=False):
plt
.
gca
().
set_aspect
(
1
)
if
OVERPLOT
==
True
:
prefix
=
'psfEllOP'
plt
.
savefig
(
'figs
/'
+
prefix
+
'_iccd{:}.pdf'
.
format
(
iccd
))
plt
.
savefig
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_iccd{:}.pdf'
.
format
(
iccd
))
def
test_psfIDW
(
iccd
,
iwave
,
psfMatA
,
chip
,
psfMatB
):
...
...
@@ -176,7 +176,7 @@ def test_psfIDW(iccd, iwave, psfMatA, chip, psfMatB):
print
(
'ipsf:'
,
ipsf
,
end
=
'
\r
'
,
flush
=
True
)
tpos_img
=
pos_img
(
psfMatA
.
cen_col
[
iwave
-
1
,
ipsf
-
1
],
psfMatA
.
cen_row
[
iwave
-
1
,
ipsf
-
1
])
psfIDW
=
psfMatB
.
get_PSF
(
chip
,
tpos_img
,
bandpass
,
galsimGSObject
=
False
,
findNeighMode
=
'treeFind'
)
np
.
save
(
'figs/psfIDW
/psfIDW_{:}_{:}_{:}'
.
format
(
iccd
,
iwave
,
ipsf
),
psfIDW
)
np
.
save
(
OUTPUTPATH
+
'
/psfIDW_{:}_{:}_{:}'
.
format
(
iccd
,
iwave
,
ipsf
),
psfIDW
)
cenX
=
256
cenY
=
256
...
...
@@ -185,14 +185,14 @@ def test_psfIDW(iccd, iwave, psfMatA, chip, psfMatB):
psf_e2
[
ipsf
-
1
]
=
e2
psf_sz
[
ipsf
-
1
]
=
sz
arr
=
[
psf_e1
,
psf_e2
,
psf_sz
]
np
.
save
(
'data
/psfEll20IDW_{:}_{:}'
.
format
(
iccd
,
iwave
),
arr
)
np
.
save
(
OUTPUTPATH
+
'
/psfEll20IDW_{:}_{:}'
.
format
(
iccd
,
iwave
),
arr
)
def
test_psfResidualPlot
(
iccd
,
iwave
,
ipsf
,
psfMatA
):
psfMat_iwave
=
psfMatA
.
psfMat
[
iwave
-
1
,
:,:,:]
psfMatORG
=
psfMat_iwave
[
ipsf
-
1
,
:,
:]
psfMatIDW
=
np
.
load
(
'figs/psfIDW
/psfIDW_{:}_{:}_{:}.npy'
.
format
(
iccd
,
iwave
,
ipsf
))
psfMatIDW
=
np
.
load
(
OUTPUTPATH
+
'
/psfIDW_{:}_{:}_{:}.npy'
.
format
(
iccd
,
iwave
,
ipsf
))
npix
=
psfMatORG
.
shape
[
0
]
pixCutEdge
=
int
(
npix
/
2
-
15
)
...
...
@@ -238,7 +238,7 @@ def test_psfResidualPlot(iccd, iwave, ipsf, psfMatA):
cbar
.
ax
.
set_yticklabels
([
'$10^{-5}$'
,
'$10^{-4}$'
,
'$10^{-3}$'
,
'$10^{-2}$'
,
'$10^{-1}$'
])
print
(
np
.
max
((
psfMatORG
-
psfMatIDW
)))
plt
.
savefig
(
'figs
/psfResidual_iccd{:}.pdf'
.
format
(
iccd
))
plt
.
savefig
(
OUTPUTPATH
+
'
/psfResidual_iccd{:}.pdf'
.
format
(
iccd
))
def
test_psfEllIDWPlot
(
OVERPLOT
=
False
):
...
...
@@ -247,7 +247,7 @@ def test_psfEllIDWPlot(OVERPLOT=False):
prefix
=
'psfEll20'
iccd
=
1
iwave
=
1
data
=
np
.
load
(
'data
/'
+
prefix
+
'_1_1.npy'
)
data
=
np
.
load
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_1_1.npy'
)
imx
=
data
[
0
]
imy
=
data
[
1
]
psf_e1
=
data
[
2
]
...
...
@@ -284,7 +284,7 @@ def test_psfEllIDWPlot(OVERPLOT=False):
if
OVERPLOT
==
True
:
prefix
=
'psfEll20IDW'
data
=
np
.
load
(
'data
/'
+
prefix
+
'_1_1.npy'
)
data
=
np
.
load
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_1_1.npy'
)
#imx= data[0]
#imy= data[1]
psf_e1
=
data
[
0
]
...
...
@@ -304,7 +304,7 @@ def test_psfEllIDWPlot(OVERPLOT=False):
plt
.
gca
().
set_aspect
(
1
)
if
OVERPLOT
==
True
:
prefix
=
'psfEllOPIDW'
plt
.
savefig
(
'figs
/'
+
prefix
+
'_iccd{:}.pdf'
.
format
(
iccd
))
plt
.
savefig
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_iccd{:}.pdf'
.
format
(
iccd
))
def
test_psfdEllabsPlot
(
iccd
):
...
...
@@ -313,7 +313,7 @@ def test_psfdEllabsPlot(iccd):
prefix
=
'psfEll20'
#iccd = 1
#iwave= 1
data
=
np
.
load
(
'data
/'
+
prefix
+
'_{:}_1.npy'
.
format
(
iccd
))
data
=
np
.
load
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_{:}_1.npy'
.
format
(
iccd
))
imx
=
data
[
0
]
imy
=
data
[
1
]
psf_e1
=
data
[
2
]
...
...
@@ -329,7 +329,7 @@ def test_psfdEllabsPlot(iccd):
##############################
prefix
=
'psfEll20IDW'
data
=
np
.
load
(
'data
/'
+
prefix
+
'_{:}_1.npy'
.
format
(
iccd
))
data
=
np
.
load
(
OUTPUTPATH
+
'
/'
+
prefix
+
'_{:}_1.npy'
.
format
(
iccd
))
#imx= data[0]
#imy= data[1]
psf_e1
=
data
[
0
]
...
...
@@ -360,28 +360,33 @@ def test_psfdEllabsPlot(iccd):
#plt.ylim([-0.0018, 0.0018])
plt
.
xlabel
(
'$\epsilon_{
\\
rm ORG}$'
)
plt
.
ylabel
(
'$\Delta$'
)
plt
.
savefig
(
'figs
/psfEllOPIDWPDF_{:}.pdf'
.
format
(
iccd
))
plt
.
savefig
(
OUTPUTPATH
+
'
/psfEllOPIDWPDF_{:}.pdf'
.
format
(
iccd
))
fig
=
plt
.
figure
(
figsize
=
(
6
,
6
))
plt
.
hist
((
szY
-
szX
)
/
szX
,
bins
=
20
,
color
=
'r'
,
alpha
=
0.5
)
plt
.
xlabel
(
'$(R_{
\\
rm IDW}-R_{
\\
rm ORG})/R_{
\\
rm ORG}$'
)
plt
.
ylabel
(
'PDF'
)
plt
.
savefig
(
'figs
/psfEllOPIDWPDF_dsz_{:}.pdf'
.
format
(
iccd
))
plt
.
savefig
(
OUTPUTPATH
+
'
/psfEllOPIDWPDF_dsz_{:}.pdf'
.
format
(
iccd
))
class
PSFInterpModule_coverage
(
unittest
.
TestCase
):
def
__init__
(
self
,
methodName
=
'runTest'
):
super
(
PSFInterpModule_coverage
,
self
).
__init__
(
methodName
)
self
.
dataPath
=
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_fz_gc1'
)
global
OUTPUTPATH
OUTPUTPATH
=
os
.
path
.
join
(
self
.
dataPath
,
'outputs'
)
def
test_psfEll_
(
self
):
iccd
=
1
iwave
=
1
config_file
=
"/public/home/weichengliang/CSST_git/newVersion/CSST/config/
config_
C3
.yaml
"
config_file
=
os
.
path
.
join
(
self
.
dataPath
,
'
config_
test
.yaml
'
)
chip
=
defineCCD
(
iccd
,
config_file
)
print
(
chip
.
chipID
)
print
(
chip
.
cen_pix_x
,
chip
.
cen_pix_y
)
ipath
=
'/data/simudata/CSSOSDataProductsSims/data/csstPSFdata/psfCubeTest'
psfMatA
=
PSFInterp
(
chip
,
npsf
=
400
,
PSF_data_file
=
ipath
,
PSF_data_prefix
=
"S20x20_"
)
psfMatB
=
PSFInterp
(
chip
,
npsf
=
900
,
PSF_data_file
=
ipath
,
PSF_data_prefix
=
"S30x30_"
)
psfMatA
=
PSFInterp
(
chip
,
npsf
=
400
,
PSF_data_file
=
self
.
dataPath
,
PSF_data_prefix
=
"S20x20_"
)
psfMatB
=
PSFInterp
(
chip
,
npsf
=
900
,
PSF_data_file
=
self
.
dataPath
,
PSF_data_prefix
=
"S30x30_"
)
test_psfEll
(
iccd
,
iwave
,
psfMatA
)
test_psfEll
(
iccd
,
iwave
,
psfMatB
)
...
...
tests/PSFInterpTest/loadPSFSet.py
→
tests/PSFInterpTest/
test_
loadPSFSet.py
View file @
2afda3c5
...
...
@@ -26,15 +26,14 @@ def defineCCD(iccd, config_file):
#chip = Chip(chipID=iccd, ccdEffCurve_dir=path_dict["ccd_dir"], CRdata_dir=path_dict["CRdata_dir"], normalize_dir=path_dict["normalize_dir"], sls_dir=path_dict['sls_dir'], config=config)
return
chip
def
loadPSFSet
(
iccd
):
config_file
=
"/public/home/weichengliang/CSST_git/newVersion/CSST/config/
config_
C3
.yaml
"
def
loadPSFSet
(
iccd
,
dataPath
):
config_file
=
os
.
path
.
join
(
dataPath
,
'
config_
test
.yaml
'
)
chip
=
defineCCD
(
iccd
,
config_file
)
print
(
chip
.
chipID
)
print
(
chip
.
cen_pix_x
,
chip
.
cen_pix_y
)
ipath
=
'/data/simudata/CSSOSDataProductsSims/data/csstPSFdata/psfCube'
psfMat
=
PSFInterp
(
chip
,
npsf
=
900
,
PSF_data_file
=
ipath
,
PSF_data_prefix
=
""
)
psfSet
=
psfMat
.
_loadPSF
(
iccd
,
ipath
,
PSF_data_prefix
=
""
)
psfMat
=
PSFInterp
(
chip
,
npsf
=
900
,
PSF_data_file
=
dataPath
,
PSF_data_prefix
=
"S30x30_"
)
psfSet
=
psfMat
.
_loadPSF
(
iccd
,
dataPath
,
PSF_data_prefix
=
"S30x30_"
)
twave
=
0
#[0...3]
tpsf
=
0
#[0...899]
...
...
@@ -50,9 +49,13 @@ def loadPSFSet(iccd):
class
PSFInterpModule_coverage
(
unittest
.
TestCase
):
def
__init__
(
self
,
methodName
=
'runTest'
):
super
(
PSFInterpModule_coverage
,
self
).
__init__
(
methodName
)
self
.
dataPath
=
os
.
path
.
join
(
os
.
getenv
(
'UNIT_TEST_DATA_ROOT'
),
'csst_fz_gc1'
)
def
test_psfEll_
(
self
):
iccd
=
1
#[1...30]
psfSet
=
loadPSFSet
(
iccd
)
psfSet
=
loadPSFSet
(
iccd
,
dataPath
=
self
.
dataPath
)
if
__name__
==
'__main__'
:
...
...
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