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Merge pull request #611 from lsst/tickets/DM-49283
DM-49283: Add script to update LSSTCam transmission curves from lambda-flat normalization.
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python/lsst/obs/lsst/script/rewrite_lsstcam_qe_files_DM-49283.py
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# This file is part of obs_lsst. | ||
# | ||
# Developed for the LSST Data Management System. | ||
# This product includes software developed by the LSST Project | ||
# (https://www.lsst.org). | ||
# See the COPYRIGHT file at the top-level directory of this distribution | ||
# for details of code ownership. | ||
# | ||
# This program is free software: you can redistribute it and/or modify | ||
# it under the terms of the GNU General Public License as published by | ||
# the Free Software Foundation, either version 3 of the License, or | ||
# (at your option) any later version. | ||
# | ||
# This program is distributed in the hope that it will be useful, | ||
# but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
# GNU General Public License for more details. | ||
# | ||
# You should have received a copy of the GNU General Public License | ||
# along with this program. If not, see <https://www.gnu.org/licenses/>. | ||
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# This script is a record of a one-time run for DM-49283. | ||
# See obs_lsst_data lsstCam/transmission_sensor/README.md | ||
# for details. | ||
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import astropy.units as u | ||
from astropy.table import Table, QTable | ||
import re | ||
import os | ||
import dateutil.parser | ||
import numpy as np | ||
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import lsst.utils | ||
from lsst.meas.algorithms.simple_curve import AmpCurve | ||
import lsst.afw.math | ||
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data_path = lsst.utils.getPackageDir("obs_lsst_data") | ||
transmission_path = os.path.join(data_path, "lsstCam", "transmission_sensor") | ||
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# This is the "updated" transmissions from DM-40164. | ||
parquet_file_update = os.path.join( | ||
transmission_path, | ||
"qe_raft_allvalues_nircorrected_20230725_adjust.parquet", | ||
) | ||
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parquet_file_corr_factors = os.path.join( | ||
transmission_path, | ||
"qe_corr_factor_bydetnum.parquet", | ||
) | ||
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valid_start = "1970-01-01T00:00:00" | ||
valid_date = dateutil.parser.parse(valid_start) | ||
datestr = ''.join(re.split(r'[:-]', valid_date.isoformat())) | ||
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data_update = Table.read(parquet_file_update) | ||
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corr_factors = Table.read(parquet_file_corr_factors) | ||
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det_nums = np.unique(data_update["idet"]) | ||
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for det_num in det_nums: | ||
det_use, = np.where((data_update["idet"] == det_num) & (data_update["seg"] != "Ave")) | ||
slot = data_update["slot"][det_use[0]] | ||
# bay is the same as raft. | ||
bay = data_update["bay"][det_use[0]] | ||
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wavelength = np.asarray(data_update["wl"][det_use]) | ||
efficiency = np.asarray(data_update["qecorr"][det_use]) | ||
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corr_factor_index, = np.where(corr_factors["det_num"] == det_num) | ||
corr_factor = corr_factors["qe_corr_factor"][corr_factor_index[0]] | ||
efficiency *= corr_factor | ||
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curve_table = QTable( | ||
{ | ||
"amp_name": np.asarray(data_update["seg"][det_use]), | ||
"wavelength": wavelength * u.nanometer, | ||
"efficiency": efficiency * u.percent, | ||
} | ||
) | ||
curve = AmpCurve.fromTable(curve_table) | ||
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out_path = os.path.join(transmission_path, bay.lower() + "_" + slot.lower()) | ||
os.makedirs(out_path, exist_ok=True) | ||
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out_file = os.path.join(out_path, datestr + ".ecsv") | ||
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curve_table.meta.update( | ||
{ | ||
"CALIBDATE": valid_start, | ||
"INSTRUME": "LSSTCam", | ||
"OBSTYPE": "transmission_sensor", | ||
"TYPE": "transmission_sensor", | ||
"DETECTOR": det_num, | ||
"PARQUETFILE": os.path.basename(parquet_file_update), | ||
"CORRFILE": os.path.basename(parquet_file_corr_factors), | ||
"CALIBCLS": "lsst.ip.isr.IntermediateSensorTransmissionCurve", | ||
} | ||
) | ||
curve_table.meta["CALIB_ID"] = ( | ||
f"raftName={bay} detectorName={slot} " | ||
f"detector={det_num} calibDate={valid_start} " | ||
f"ccd={det_num} ccdnum={det_num} filter=None" | ||
) | ||
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# We need to remove any previous file if it is there. | ||
if os.path.isfile(out_file): | ||
os.remove(out_file) | ||
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curve.writeText(out_file) |