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csst-pipeline
csst_common
Commits
f83bc722
Commit
f83bc722
authored
Sep 29, 2022
by
BO ZHANG
🏀
Browse files
added CsstMsDataManager
parent
1f0e1a52
Changes
2
Hide whitespace changes
Inline
Side-by-side
csst_common/data_manager.py
View file @
f83bc722
...
...
@@ -6,7 +6,7 @@ Author: Bo Zhang
Created: 2022-09-13
Modified-History:
2022-09-13, Bo Zhang, created
2022-09-
13
, Bo Zhang, f
ixed a bug
2022-09-
29
, Bo Zhang, f
avor CsstMsDataManager instead of CsstMbiDataManager
"""
import
os
import
glob
...
...
@@ -17,8 +17,30 @@ from astropy.io import fits
from
.params
import
CSST_PARAMS
as
CP
class
CsstSlsDataManager
:
def
__init__
(
self
,
ver_sim
=
"C5.2"
,
dir_l0
=
""
,
dir_l1
=
""
,
dir_pcref
=
""
,
path_aux
=
""
,
force_all_detectors
=
False
):
class
CsstMsDataManager
:
""" CSST MS data manager, including MBI and SLS
C3:
MSC_MS_210525220000_100000020_06_raw.fits
MSC_CRS_210525220000_100000020_06_raw.fits
MSC_210525120000_0000020_06.cat
C5.1:
CSST_MSC_MS_SCI_20270810081950_20270810082220_100000100_06_L0_1.fits
CSST_MSC_MS_CRS_20270810081950_20270810082220_100000100_06_L0_1.fits
MSC_10000100_chip_06_filt_y.cat
MSC_10000100_chip_06_filt_y.log
C5.2
CSST_MSC_MS_SCI_20270810081950_20270810082220_100000100_06_L0_1.fits
CSST_MSC_MS_CRS_20270810081950_20270810082220_100000100_06_L0_1.fits
MSC_100000100_chip_06_filt_y.cat
MSC_100000100_chip_06_filt_y.log
"""
def
__init__
(
self
,
ver_sim
=
"C5.2"
,
dir_l0
=
""
,
dir_l1
=
""
,
dir_pcref
=
""
,
path_aux
=
""
,
force_all_detectors
=
False
,
datatype
=
"mbi"
):
""" initialize the multi-band imaging data manager
Parameters
...
...
@@ -35,31 +57,43 @@ class CsstSlsDataManager:
aux data directory (bias, flat, dark)
force_all_detectors: bool
if True, assert data for all detectors are available
datatype: str
{"mbi", "sls"}
Examples
--------
>>> dm = Csst
Sls
DataManager(...)
>>> dm
_mbi
= Csst
Mbi
DataManager(...)
>>> # access L0 directory
>>> dm.dir_l0
>>> dm
_mbi
.dir_l0
>>> # access L1 directory
>>> dm.dir_l1
>>> dm
_mbi
.dir_l1
>>> # access dir_pcref
>>> dm.dir_pcref
>>> dm
_mbi
.dir_pcref
>>> # access path_aux
>>> dm.path_aux
>>> dm
_mbi
.path_aux
>>> # access ver_sim
>>> dm.ver_sim
>>> dm
_mbi
.ver_sim
>>> # access target detectors
>>> dm.target_detectors
>>> dm
_mbi
.target_detectors
>>> # access available detectors
>>> dm.available_detectors
>>> dm
_mbi
.available_detectors
>>> # define an L1 file (detector-specified)
>>> dm.l1_detector(detector=6)
>>> dm
_mbi
.l1_detector(detector=6)
>>> # define an L1 file (non-detector-specified)
>>> dm.l1_file("flipped_image.fits")
>>> dm
_mbi
.l1_file("flipped_image.fits")
"""
assert
ver_sim
in
CP
[
"sim"
][
"versions"
]
assert
datatype
in
[
"mbi"
,
"sls"
]
if
datatype
==
"mbi"
:
# MBI
self
.
valid_detectors
=
CP
[
"mbi"
][
"detectors"
]
self
.
detector2filter
=
CP
[
"mbi"
][
"detector2filter"
]
else
:
# SLS
self
.
valid_detectors
=
CP
[
"sls"
][
"detectors"
]
self
.
detector2filter
=
CP
[
"sls"
][
"detector2filter"
]
self
.
dir_l0
=
dir_l0
self
.
dir_l1
=
dir_l1
self
.
dir_pcref
=
dir_pcref
...
...
@@ -73,7 +107,7 @@ class CsstSlsDataManager:
fps_cat
=
self
.
glob_cat
(
dir_l0
,
ver_sim
=
ver_sim
)
if
force_all_detectors
:
assert
len
(
fps_img
)
==
len
(
CP
[
"mbi"
][
"
detectors
"
]
)
assert
len
(
fps_img
)
==
len
(
self
.
valid_
detectors
)
else
:
assert
len
(
fps_img
)
>
0
...
...
@@ -108,6 +142,217 @@ class CsstSlsDataManager:
self
.
available_detectors
=
[
int
(
re
.
split
(
r
"[_.]"
,
fp
)[
7
])
for
fp
in
fps_img
]
self
.
available_detectors
.
sort
()
@
staticmethod
def
glob_image
(
dir_l0
,
ver_sim
=
"C5"
):
""" glob files in L0 data directory """
if
ver_sim
==
"C3"
:
pattern
=
os
.
path
.
join
(
dir_l0
,
"MSC_MS_*_raw.fits"
)
else
:
assert
ver_sim
in
[
"C5.1"
,
"C5.2"
]
pattern
=
os
.
path
.
join
(
dir_l0
,
"CSST_MSC_MS_SCI_*.fits"
)
fps
=
glob
.
glob
(
pattern
)
fps
=
[
os
.
path
.
basename
(
fp
)
for
fp
in
fps
]
fps
.
sort
()
print
(
"@DM.glob_dir: {} files found with pattern: {}"
.
format
(
len
(
fps
),
pattern
))
return
fps
@
staticmethod
def
glob_cat
(
dir_l0
,
ver_sim
=
"C5"
):
""" glob input catalogs in L0 data directory """
if
ver_sim
==
"C3"
:
pattern
=
os
.
path
.
join
(
dir_l0
,
"MSC_*.cat"
)
else
:
assert
ver_sim
in
[
"C5.1"
,
"C5.2"
]
pattern
=
os
.
path
.
join
(
dir_l0
,
"MSC_*.cat"
)
fps
=
glob
.
glob
(
pattern
)
fps
=
[
os
.
path
.
basename
(
fp
)
for
fp
in
fps
]
fps
.
sort
()
print
(
"@DM.glob_dir: {} files found with pattern: {}"
.
format
(
len
(
fps
),
pattern
))
return
fps
def
l0_cat
(
self
,
detector
=
6
):
""" the L0 cat file path"""
if
self
.
ver_sim
==
"C3"
:
fn
=
"{}_{}_{:07d}_{:02d}.cat"
.
format
(
self
.
_instrument
,
self
.
_cat_id
,
self
.
_exp_id
-
100000000
,
detector
)
elif
self
.
ver_sim
==
"C5.1"
:
fn
=
"{}_{}_chip_{:02d}_filt_{}.cat"
.
format
(
self
.
_instrument
,
self
.
_exp_id
-
90000000
,
detector
,
self
.
detector2filter
[
detector
])
elif
self
.
ver_sim
==
"C5.2"
:
fn
=
"{}_{}_chip_{:02d}_filt_{}.cat"
.
format
(
self
.
_instrument
,
self
.
_exp_id
,
detector
,
self
.
detector2filter
[
detector
])
return
os
.
path
.
join
(
self
.
dir_l0
,
fn
)
def
l0_log
(
self
,
detector
=
6
):
""" L0 log file path """
if
self
.
ver_sim
==
"C5.1"
:
fn
=
"{}_{}_chip_{:02d}_filt_{}.log"
.
format
(
self
.
_instrument
,
self
.
_exp_id
-
90000000
,
detector
,
self
.
detector2filter
[
detector
])
elif
self
.
ver_sim
==
"C5.2"
:
fn
=
"{}_{}_chip_{:02d}_filt_{}.log"
.
format
(
self
.
_instrument
,
self
.
_exp_id
,
detector
,
self
.
detector2filter
[
detector
])
return
os
.
path
.
join
(
self
.
dir_l0
,
fn
)
def
l0_detector
(
self
,
detector
=
6
):
""" L0 detector-specific image file path """
if
self
.
ver_sim
==
"C3"
:
fn
=
"{}_{}_{}_{}_{:02d}_raw.fits"
.
format
(
self
.
_instrument
,
self
.
_survey
,
self
.
_exp_start
,
self
.
_exp_id
,
detector
)
else
:
assert
self
.
ver_sim
in
[
"C5.1"
,
"C5.2"
]
fn
=
"{}_{}_{}_SCI_{}_{}_{}_{:02d}_L0_1.fits"
.
format
(
self
.
_telescope
,
self
.
_instrument
,
self
.
_survey
,
self
.
_exp_start
,
self
.
_exp_stop
,
self
.
_exp_id
,
detector
)
return
os
.
path
.
join
(
self
.
dir_l0
,
fn
)
def
l0_crs
(
self
,
detector
=
6
):
""" L0 cosmic ray file path """
if
self
.
ver_sim
==
"C3"
:
fn
=
"{}_CRS_{}_{}_{:02d}_raw.fits"
.
format
(
self
.
_instrument
,
self
.
_exp_start
,
self
.
_exp_id
,
detector
)
else
:
assert
self
.
ver_sim
in
[
"C5.1"
,
"C5.2"
]
fn
=
"{}_{}_{}_CRS_{}_{}_{}_{:02d}_L0_1.fits"
.
format
(
self
.
_telescope
,
self
.
_instrument
,
self
.
_survey
,
self
.
_exp_start
,
self
.
_exp_stop
,
self
.
_exp_id
,
detector
)
return
os
.
path
.
join
(
self
.
dir_l0
,
fn
)
def
l1_detector
(
self
,
detector
=
6
,
post
=
"img.fits"
):
""" generate L1 file path
Parameters
----------
detector:
detector ID
post:
postfix
e.g, {"img.fits", "wht.fits", "flg.fits", "img_L1.fits", "wht_L1.fits", "flg_L1.fits"}
Returns
-------
L1 file path
"""
if
self
.
ver_sim
==
"C3"
:
fn
=
"{}_{}_{}_{}_{:02d}_{}"
.
format
(
self
.
_instrument
,
self
.
_survey
,
self
.
_exp_start
,
self
.
_exp_id
,
detector
,
post
)
else
:
assert
self
.
ver_sim
in
[
"C5.1"
,
"C5.2"
]
fn
=
"{}_{}_{}_SCI_{}_{}_{}_{:02d}_{}"
.
format
(
self
.
_telescope
,
self
.
_instrument
,
self
.
_survey
,
self
.
_exp_start
,
self
.
_exp_stop
,
self
.
_exp_id
,
detector
,
post
)
return
os
.
path
.
join
(
self
.
dir_l1
,
fn
)
def
set_detectors
(
self
,
detectors
=
None
):
""" set target detector """
if
detectors
is
None
:
# default detectors
self
.
target_detectors
=
self
.
available_detectors
else
:
try
:
# assert detectors is a subset of available detectors
assert
set
(
detectors
).
issubset
(
set
(
self
.
available_detectors
))
self
.
target_detectors
=
list
(
detectors
)
except
AssertionError
as
ae
:
print
(
"@DM: available detector are "
,
self
.
available_detectors
)
print
(
"@DM: target detector are "
,
detectors
)
print
(
"@DM: final target detectors are "
,
set
(
detectors
)
&
set
(
self
.
available_detectors
))
# raise ae
self
.
target_detectors
=
set
(
detectors
)
&
set
(
self
.
available_detectors
)
print
(
"final target detector IDs are "
,
self
.
target_detectors
)
return
def
get_bias
(
self
,
detector
=
6
):
fp
=
glob
.
glob
(
self
.
path_aux
.
format
(
"CLB"
,
detector
))[
0
]
return
fits
.
getdata
(
fp
)
def
get_dark
(
self
,
detector
=
6
):
fp
=
glob
.
glob
(
self
.
path_aux
.
format
(
"CLD"
,
detector
))[
0
]
return
fits
.
getdata
(
fp
)
def
get_flat
(
self
,
detector
=
6
):
fp
=
glob
.
glob
(
self
.
path_aux
.
format
(
"CLF"
,
detector
))[
0
]
return
fits
.
getdata
(
fp
)
def
l1_file
(
self
,
name
=
""
,
comment
=
""
):
""" L1 file path
Parameters
----------
name: str
file name
comment: str
use the function name plz
Returns
-------
fp: str
the synthetic file path
"""
fp
=
os
.
path
.
join
(
self
.
dir_l1
,
name
)
# record hardcode history
self
.
hardcode_history
.
append
(
dict
(
hdcd
=
fp
,
comment
=
comment
))
return
fp
@
staticmethod
def
quickstart
(
ver_sim
=
"C5.2"
,
datatype
=
"mbi"
,
dir_l1
=
"."
,
exposure_id
=
100
):
""" quick dataset generator for tests on dandelion or PMO
Parameters
----------
ver_sim:
{"C5.2"}
datatype: str
{"mbi", "sls"}
dir_l1:
output directory
exposure_id:
21-154 for C5.2
Returns
-------
CsstMbiDataManager
the MBI data manager instance
"""
assert
datatype
in
[
"mbi"
,
"sls"
]
# auto identify node name
hostname
=
os
.
uname
()[
1
]
assert
hostname
in
[
"dandelion"
,
"ubuntu"
]
# dandelion
if
hostname
==
"dandelion"
and
datatype
==
"mbi"
:
dir_l0
=
"/nfsdata/share/csst_simulation_data/Cycle-5-SimuData/multipleBandsImaging/"
\
"NGP_AstrometryON_shearOFF/MSC_{:07d}/"
.
format
(
exposure_id
)
path_aux
=
"/nfsdata/users/cham/L1Test/ref_C5.2/MSC_{}_*_{:02d}_combine.fits"
dir_pcref
=
"/nfsdata/users/csstpipeline/L1Pipeline/msc/gaia_dr3/"
elif
hostname
==
"dandelion"
and
datatype
==
"sls"
:
dir_l0
=
"/nfsdata/share/csst_simulation_data/Cycle-5-SimuData/multipleBandsImaging/"
\
"NGP_AstrometryON_shearOFF_Spec/MSC_{:07d}/"
.
format
(
exposure_id
)
path_aux
=
""
dir_pcref
=
""
# PMO
elif
hostname
==
"ubuntu"
and
datatype
==
"mbi"
:
dir_l0
=
"/share/simudata/CSSOSDataProductsSims/data/CSSTSimImage_C5/"
\
"NGP_AstrometryON_shearOFF/MSC_{:07d}/"
.
format
(
exposure_id
)
path_aux
=
"/data/sim_data/MSC_0000100/ref/MSC_{}_*_{:02d}_combine.fits"
dir_pcref
=
"/home/user/L1Pipeline/msc/gaia_dr3/"
elif
hostname
==
"ubuntu"
and
datatype
==
"sls"
:
dir_l0
=
"/share/simudata/CSSOSDataProductsSims/data/CSSTSimImage_C5/"
\
"NGP_AstrometryON_shearOFF_Spec/MSC_{:07d}/"
.
format
(
exposure_id
)
path_aux
=
""
dir_pcref
=
""
else
:
raise
ValueError
(
"@DM: invalid hostname {}!"
.
format
(
hostname
))
return
CsstMsDataManager
(
ver_sim
=
ver_sim
,
dir_l0
=
dir_l0
,
dir_l1
=
dir_l1
,
dir_pcref
=
dir_pcref
,
path_aux
=
path_aux
)
class
CsstMbiDataManager
:
""" this class defines the file format of the input & output of CSST MSC L1 pipeline
...
...
@@ -151,26 +396,28 @@ class CsstMbiDataManager:
Examples
--------
>>> dm = CsstMbiDataManager(...)
>>> dm
_mbi
= CsstMbiDataManager(...)
>>> # access L0 directory
>>> dm.dir_l0
>>> dm
_mbi
.dir_l0
>>> # access L1 directory
>>> dm.dir_l1
>>> dm
_mbi
.dir_l1
>>> # access dir_pcref
>>> dm.dir_pcref
>>> dm
_mbi
.dir_pcref
>>> # access path_aux
>>> dm.path_aux
>>> dm
_mbi
.path_aux
>>> # access ver_sim
>>> dm.ver_sim
>>> dm
_mbi
.ver_sim
>>> # access target detectors
>>> dm.target_detectors
>>> dm
_mbi
.target_detectors
>>> # access available detectors
>>> dm.available_detectors
>>> dm
_mbi
.available_detectors
>>> # define an L1 file (detector-specified)
>>> dm.l1_detector(detector=6)
>>> dm
_mbi
.l1_detector(detector=6)
>>> # define an L1 file (non-detector-specified)
>>> dm.l1_file("flipped_image.fits")
>>> dm
_mbi
.l1_file("flipped_image.fits")
"""
# raise DeprecationWarning(
# "CsstMbiDataManager will no longer be available in some days, please use CsstMsDataManager instead.")
assert
ver_sim
in
CP
[
"sim"
][
"versions"
]
self
.
dir_l0
=
dir_l0
...
...
@@ -378,34 +625,6 @@ class CsstMbiDataManager:
self
.
hardcode_history
.
append
(
dict
(
hdcd
=
fp
,
comment
=
comment
))
return
fp
@
staticmethod
def
__testddl__
():
""" test function """
dm
=
CsstMbiDataManager
(
ver_sim
=
"C5.2"
,
dir_l0
=
"/nfsdata/share/csst_simulation_data/Cycle-5-SimuData/multipleBandsImaging"
"/NGP_AstrometryON_shearOFF/MSC_0000100"
,
dir_l1
=
"."
,
force_all_detectors
=
True
,
)
print
(
"----- available detectors -----"
)
print
(
dm
.
available_detectors
)
for
detector
in
dm
.
available_detectors
[:
2
]:
print
(
"----- L0 images -----"
)
print
(
dm
.
l0_detector
(
detector
=
detector
))
print
(
os
.
path
.
exists
(
dm
.
l0_detector
(
detector
=
detector
)))
print
(
"----- L0 crs -----"
)
print
(
dm
.
l0_crs
(
detector
=
detector
))
print
(
os
.
path
.
exists
(
dm
.
l0_detector
(
detector
=
detector
)))
print
(
"----- L0 input cat -----"
)
print
(
dm
.
l0_cat
(
detector
=
detector
))
print
(
os
.
path
.
exists
(
dm
.
l0_cat
(
detector
=
detector
)))
print
(
"----- L0 input log -----"
)
print
(
dm
.
l0_log
(
detector
=
detector
))
print
(
os
.
path
.
exists
(
dm
.
l0_log
(
detector
=
detector
)))
print
(
"----- L1 images -----"
)
print
(
dm
.
l1_detector
(
detector
,
post
=
"img.fits"
))
return
dm
@
staticmethod
def
quickstart
(
ver_sim
=
"C5.2"
,
dir_l1
=
"."
,
exposure_id
=
100
):
...
...
@@ -446,12 +665,12 @@ class CsstMbiDataManager:
return
CsstMbiDataManager
(
ver_sim
=
ver_sim
,
dir_l0
=
dir_l0
,
dir_l1
=
dir_l1
,
dir_pcref
=
dir_pcref
,
path_aux
=
path_aux
)
DIR_SIM
=
{
(
"C5.2"
,
"dandelion"
):
"/nfsdata/share/csst_simulation_data/Cycle-5-SimuData/multipleBandsImaging/"
"NGP_AstrometryON_shearOFF/MSC_{:07d}/"
,
(
"C5.2"
,
"ubuntu"
):
"/nfsdata/share/csst_simulation_data/Cycle-5-SimuData/multipleBandsImaging/"
"NGP_AstrometryON_shearOFF/MSC_{:07d}/"
,
}
#
DIR_SIM = {
#
("C5.2", "dandelion"): "/nfsdata/share/csst_simulation_data/Cycle-5-SimuData/multipleBandsImaging/"
#
"NGP_AstrometryON_shearOFF/MSC_{:07d}/",
#
("C5.2", "ubuntu"): "/nfsdata/share/csst_simulation_data/Cycle-5-SimuData/multipleBandsImaging/"
#
"NGP_AstrometryON_shearOFF/MSC_{:07d}/",
#
}
if
__name__
==
"__main__"
:
# test C3
...
...
tests/test_data_manager.py
View file @
f83bc722
...
...
@@ -10,16 +10,17 @@ Modified-History:
"""
import
os
import
unittest
from
csst_common.data_manager
import
CsstMbiDataManager
from
csst_common.data_manager
import
CsstMbiDataManager
,
CsstMsDataManager
from
csst_common.params
import
CSST_PARAMS
as
CP
class
TestDataManager
(
unittest
.
TestCase
):
# deprecated in some days
class
TestCsstMbiDataManager
(
unittest
.
TestCase
):
def
setUp
(
self
)
->
None
:
self
.
dm
=
CsstMbiDataManager
.
quickstart
(
ver_sim
=
"C5.2"
,
dir_l1
=
"."
,
exposure_id
=
100
)
def
test_l0data_existence
(
self
):
self
.
assertTrue
(
len
(
self
.
dm
.
available_detectors
)
==
len
(
CP
[
"mbi"
][
"detectors"
])
)
self
.
assertTrue
(
self
.
dm
.
available_detectors
==
CP
[
"mbi"
][
"detectors"
])
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm
.
l0_detector
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm
.
l0_log
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm
.
l0_cat
(
6
)))
...
...
@@ -28,6 +29,30 @@ class TestDataManager(unittest.TestCase):
self
.
assertTrue
(
isinstance
(
self
.
dm
.
l1_file
(
name
=
"some_file.ext"
,
comment
=
"a demo file"
),
str
))
class
TestCsstMsDataManager
(
unittest
.
TestCase
):
def
setUp
(
self
)
->
None
:
self
.
dm_mbi
=
CsstMsDataManager
.
quickstart
(
ver_sim
=
"C5.2"
,
datatype
=
"mbi"
,
dir_l1
=
"."
,
exposure_id
=
100
)
self
.
dm_sls
=
CsstMsDataManager
.
quickstart
(
ver_sim
=
"C5.2"
,
datatype
=
"sls"
,
dir_l1
=
"."
,
exposure_id
=
100
)
def
test_mbi_data_existence
(
self
):
self
.
assertTrue
(
self
.
dm_mbi
.
available_detectors
==
CP
[
"mbi"
][
"detectors"
])
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_mbi
.
l0_detector
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_mbi
.
l0_log
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_mbi
.
l0_cat
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_mbi
.
l0_crs
(
6
)))
self
.
assertTrue
(
isinstance
(
self
.
dm_mbi
.
l1_detector
(
6
,
post
=
"img.fits"
),
str
))
self
.
assertTrue
(
isinstance
(
self
.
dm_mbi
.
l1_file
(
name
=
"some_file.ext"
,
comment
=
"a demo file"
),
str
))
def
test_sls_data_existence
(
self
):
self
.
assertTrue
(
self
.
dm_sls
.
available_detectors
==
CP
[
"sls"
][
"detectors"
])
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_sls
.
l0_detector
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_sls
.
l0_log
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_sls
.
l0_cat
(
6
)))
self
.
assertTrue
(
os
.
path
.
exists
(
self
.
dm_sls
.
l0_crs
(
6
)))
self
.
assertTrue
(
isinstance
(
self
.
dm_sls
.
l1_detector
(
6
,
post
=
"img.fits"
),
str
))
self
.
assertTrue
(
isinstance
(
self
.
dm_sls
.
l1_file
(
name
=
"some_file.ext"
,
comment
=
"a demo file"
),
str
))
# class TestParams(unittest.TestCase):
# def test_params(self):
# self.assertTrue(True)
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