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Add EvaluateLocalCalibration task and test.
Debug unittests. Change name to evalLocCalib. Add files back.
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# This file is part of meas_base. | ||
# | ||
# 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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import lsst.pex.config as pexConfig | ||
import lsst.pipe.base as pipeBase | ||
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__all__ = ("EvaluateLocalCalibrationConfig", | ||
"EvaluateLocalCalibrationTask") | ||
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class EvaluateLocalCalibrationConfig(pexConfig.Config): | ||
pass | ||
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class EvaluateLocalCalibrationTask(pipeBase.Task): | ||
"""Compute local calibrations from an input calexp and store the values per | ||
row in a source catalog. | ||
Parameters | ||
---------- | ||
schema : `lsst.afw.table.Schema` | ||
Input SourceTable schema. | ||
""" | ||
ConfigClass = EvaluateLocalCalibrationConfig | ||
_DefaultName = "evaluateLocalCalibration" | ||
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def __init__(self, schema, **kwargs): | ||
pipeBase.Task.__init__(self, **kwargs) | ||
self.schema = schema | ||
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self.photoKey = self.schema.addField( | ||
"base_localPhotoCalib", | ||
type="D", | ||
doc="Local approximation of the PhotoCalib calibration factor at " | ||
"the location of the src.") | ||
self.photoErrKey = self.schema.addField( | ||
"base_localPhotoCalibErr", | ||
type="D", | ||
doc="Error on the local approximation of the PhotoCalib " | ||
"calibration factor at the location of the src.") | ||
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self.cdMatrix11Key = self.schema.addField( | ||
"base_CDMatrix_1_1", | ||
type="D", | ||
doc="(1, 1) element of the CDMatrix for the linear approximation " | ||
"of the WCS at the src location.") | ||
self.cdMatrix12Key = self.schema.addField( | ||
"base_CDMatrix_1_2", | ||
type="D", | ||
doc="(1, 2) element of the CDMatrix for the linear approximation " | ||
"of the WCS at the src location.") | ||
self.cdMatrix21Key = self.schema.addField( | ||
"base_CDMatrix_2_1", | ||
type="D", | ||
doc="(2, 1) element of the CDMatrix for the linear approximation " | ||
"of the WCS at the src location.") | ||
self.cdMatrix22Key = self.schema.addField( | ||
"base_CDMatrix_2_2", | ||
type="D", | ||
doc="(2, 2) element of the CDMatrix for the linear approximation " | ||
"of the WCS at the src location.") | ||
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def run(self, sources, exposure): | ||
"""Add calibration products to the source catalog given the calibrated | ||
exposure. | ||
Parameters | ||
---------- | ||
sources : `lsst.afw.table.SourceTable` | ||
Catalog of sources to add local calibrations to. | ||
exposure : `lsst.afw.image.Exposure` | ||
Calibrated exposure to strip local calibrations from. | ||
""" | ||
wcs = exposure.getWcs() | ||
photoCalib = exposure.getPhotoCalib() | ||
for srcRec in sources: | ||
self._storePhotoCalib(srcRec, photoCalib) | ||
self._storeWcs(srcRec, wcs) | ||
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def _storePhotoCalib(self, srcRec, photoCalib): | ||
"""Compute local calibration (counts -> Nanojansky) for the input | ||
source record. | ||
Parameters | ||
---------- | ||
srcRec : `lsst.afw.table.SourceRecord` | ||
Record with centroid to store local calibrations in. | ||
photoCalib : `lsst.afw.image.PhotoCalib` | ||
Photometric calibration object to compute local calibration from. | ||
""" | ||
calib = photoCalib.getLocalCalibration(srcRec.getCentroid()) | ||
srcRec.set(self.photoKey, calib) | ||
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calibErr = photoCalib.getCalibrationErr() | ||
srcRec.set(self.photoErrKey, calibErr) | ||
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def _storeWcs(self, srcRec, wcs): | ||
"""Compute and store the CDMatrix at the location of the source record. | ||
Parameters | ||
---------- | ||
srcRec : `lsst.afw.table.SourceRecord` | ||
Source record with centroid slot set. | ||
wcs : `lsst.afw.geom.SkyWcs` | ||
Wcs to compute a linear approximation of. | ||
""" | ||
localCDMatrix = wcs.getCdMatrix(srcRec.getCentroid()) | ||
srcRec.set(self.cdMatrix11Key, localCDMatrix[0, 0]) | ||
srcRec.set(self.cdMatrix12Key, localCDMatrix[0, 1]) | ||
srcRec.set(self.cdMatrix21Key, localCDMatrix[1, 0]) | ||
srcRec.set(self.cdMatrix22Key, localCDMatrix[1, 1]) |
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# This file is part of ap_association. | ||
# | ||
# 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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import numpy as np | ||
import unittest | ||
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from lsst.afw.cameraGeom.testUtils import DetectorWrapper | ||
import lsst.afw.geom as afwGeom | ||
import lsst.afw.image as afwImage | ||
import lsst.afw.image.utils as afwImageUtils | ||
import lsst.afw.table as afwTable | ||
import lsst.daf.base as dafBase | ||
import lsst.geom as geom | ||
import lsst.utils.tests | ||
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from lsst.meas.base import EvaluateLocalCalibrationTask | ||
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class TestEvaluateLocalCalibrationTask(unittest.TestCase): | ||
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def setUp(self): | ||
"""Create a sqlite3 database with default tables and schemas. | ||
""" | ||
# metadata taken from CFHT data | ||
# v695856-e0/v695856-e0-c000-a00.sci_img.fits | ||
afwImageUtils.resetFilters() | ||
afwImageUtils.defineFilter('g', lambdaEff=487, alias="g.MP9401") | ||
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self.metadata = dafBase.PropertySet() | ||
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self.metadata.set("SIMPLE", "T") | ||
self.metadata.set("BITPIX", -32) | ||
self.metadata.set("NAXIS", 2) | ||
self.metadata.set("NAXIS1", 1024) | ||
self.metadata.set("NAXIS2", 1153) | ||
self.metadata.set("RADECSYS", 'FK5') | ||
self.metadata.set("EQUINOX", 2000.) | ||
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self.metadata.setDouble("CRVAL1", 215.604025685476) | ||
self.metadata.setDouble("CRVAL2", 53.1595451514076) | ||
self.metadata.setDouble("CRPIX1", 1109.99981456774) | ||
self.metadata.setDouble("CRPIX2", 560.018167811613) | ||
self.metadata.set("CTYPE1", 'RA---SIN') | ||
self.metadata.set("CTYPE2", 'DEC--SIN') | ||
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self.metadata.setDouble("CD1_1", 5.10808596133527E-05) | ||
self.metadata.setDouble("CD1_2", 1.85579539217196E-07) | ||
self.metadata.setDouble("CD2_2", -5.10281493481982E-05) | ||
self.metadata.setDouble("CD2_1", -8.27440751733828E-07) | ||
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self.wcs = afwGeom.makeSkyWcs(self.metadata) | ||
self.exposure = afwImage.makeExposure( | ||
afwImage.makeMaskedImageFromArrays(np.ones((1024, 1153))), | ||
self.wcs) | ||
detector = DetectorWrapper(id=23, bbox=self.exposure.getBBox()).detector | ||
visit = afwImage.VisitInfo( | ||
exposureId=1234, | ||
exposureTime=200., | ||
date=dafBase.DateTime("2014-05-13T17:00:00.000000000", | ||
dafBase.DateTime.Timescale.TAI)) | ||
self.exposure.setDetector(detector) | ||
self.exposure.getInfo().setVisitInfo(visit) | ||
self.exposure.setFilter(afwImage.Filter('g')) | ||
self.flux0 = 10000 | ||
self.flux0_err = 100 | ||
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self.calibration = 1e-3 | ||
self.calibrationErr = 1e-4 | ||
self.linearXCalibration = lsst.afw.math.ChebyshevBoundedField( | ||
self.exposure.getBBox(), | ||
np.array([[self.calibration, | ||
self.calibration]])) | ||
photoCalib = lsst.afw.image.PhotoCalib(self.linearXCalibration, | ||
self.calibrationErr) | ||
self.exposure.setPhotoCalib(photoCalib) | ||
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self.schema = afwTable.SourceTable.makeMinimalSchema() | ||
self.schema.addField("base_Centroid_x", type="D") | ||
self.schema.addField("base_Centroid_y", type="D") | ||
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def test_addColumns(self): | ||
"""Test that schema columns are added properly. | ||
""" | ||
EvaluateLocalCalibrationTask(self.schema) | ||
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# Find photoCalib and wcs columns in schema. | ||
try: | ||
self.schema.find("base_localPhotoCalib") | ||
self.schema.find("base_localPhotoCalibErr") | ||
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self.schema.find("base_CDMatrix_1_1") | ||
self.schema.find("base_CDMatrix_1_2") | ||
self.schema.find("base_CDMatrix_2_1") | ||
self.schema.find("base_CDMatrix_2_2") | ||
except KeyError: | ||
self.fail("Calibration schema columns not properly added.") | ||
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def test_run(self): | ||
evalLocCalib = EvaluateLocalCalibrationTask(self.schema) | ||
sourceCat = self._create_sources(5) | ||
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evalLocCalib.run(sourceCat, self.exposure) | ||
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wcs = self.exposure.getWcs() | ||
photoCalib = self.exposure.getPhotoCalib() | ||
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for idx, srcRec in enumerate(sourceCat): | ||
localCalib = photoCalib.getLocalCalibration( | ||
geom.Point2D(100 * idx, 100 * idx)) | ||
self.assertAlmostEqual(srcRec.get("base_localPhotoCalib"), | ||
localCalib) | ||
self.assertAlmostEqual(srcRec.get("base_localPhotoCalibErr"), | ||
self.calibrationErr) | ||
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cdMatrix = wcs.getCdMatrix(geom.Point2D(100 * idx, 100 * idx)) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_1_1"), | ||
cdMatrix[0, 0]) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_1_2"), | ||
cdMatrix[0, 1]) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_2_1"), | ||
cdMatrix[1, 0]) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_2_2"), | ||
cdMatrix[1, 1]) | ||
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def test_wcsStorage(self): | ||
"""Test that the correct wcs values are stored in the source catalog. | ||
""" | ||
evalLocCalib = EvaluateLocalCalibrationTask(self.schema) | ||
sourceCat = self._create_sources(5) | ||
wcs = self.exposure.getWcs() | ||
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for idx, srcRec in enumerate(sourceCat): | ||
evalLocCalib._storeWcs(srcRec, wcs) | ||
cdMatrix = wcs.getCdMatrix(geom.Point2D(100 * idx, 100 * idx)) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_1_1"), | ||
cdMatrix[0, 0]) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_1_2"), | ||
cdMatrix[0, 1]) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_2_1"), | ||
cdMatrix[1, 0]) | ||
self.assertAlmostEqual(srcRec.get("base_CDMatrix_2_2"), | ||
cdMatrix[1, 1]) | ||
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def _create_sources(self, n_sources): | ||
"""Create sources with centroids and ra/dec. | ||
Parameters | ||
---------- | ||
n_sources : `int` | ||
Number of sources to create. | ||
""" | ||
sourceCat = afwTable.SourceCatalog(self.schema) | ||
for idx in range(5): | ||
rec = sourceCat.addNew() | ||
rec.set("id", idx) | ||
rec.set("base_Centroid_x", 100 * idx) | ||
rec.set("base_Centroid_y", 100 * idx) | ||
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sourceCat.defineCentroid("base_Centroid") | ||
return sourceCat | ||
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def test_photoCalibStorage(self): | ||
"""Test that the correct PhotoCalib values are stored in the source | ||
catalog. | ||
""" | ||
evalLocCalib = EvaluateLocalCalibrationTask(self.schema) | ||
sourceCat = self._create_sources(5) | ||
photoCalib = self.exposure.getPhotoCalib() | ||
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for idx, srcRec in enumerate(sourceCat): | ||
evalLocCalib._storePhotoCalib(srcRec, photoCalib) | ||
localCalib = photoCalib.getLocalCalibration( | ||
geom.Point2D(100 * idx, 100 * idx)) | ||
self.assertAlmostEqual(srcRec.get("base_localPhotoCalib"), | ||
localCalib) | ||
self.assertAlmostEqual(srcRec.get("base_localPhotoCalibErr"), | ||
self.calibrationErr) | ||
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class MemoryTester(lsst.utils.tests.MemoryTestCase): | ||
pass | ||
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def setup_module(module): | ||
lsst.utils.tests.init() | ||
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if __name__ == "__main__": | ||
lsst.utils.tests.init() | ||
unittest.main() |