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Fix test cases with new amp geometry
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Alex-Broughton committed Sep 24, 2024
1 parent 125c7f8 commit 5c3732f
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Showing 5 changed files with 73 additions and 60 deletions.
5 changes: 3 additions & 2 deletions python/lsst/ip/isr/deferredCharge.py
Original file line number Diff line number Diff line change
Expand Up @@ -347,7 +347,7 @@ def rms_error(self, params, signal, data, error, *args, **kwargs):
def difference(self, params, signal, data, error, *args, **kwargs):
"""Calculate the flattened difference array between model and data.
Parameters
Parameters
----------
params : `lmfit.Parameters`
Object containing the model parameters.
Expand Down Expand Up @@ -398,7 +398,7 @@ def model_results(params, signal, num_transfers, start=1, stop=10):
last imaging column, and needs to be adjusted by one when
using the overscan bounding box.
Returns
Returns
-------
res : `np.ndarray`, (nMeasurements, nCols)
Model results.
Expand Down Expand Up @@ -556,6 +556,7 @@ def add_trap(self, serial_trap):

def ramp_exp(self, signal_list):
"""Simulate an image with varying flux illumination per row.
This method simulates a segment image where the signal level
increases along the horizontal direction, according to the
provided list of signal levels.
Expand Down
11 changes: 11 additions & 0 deletions python/lsst/ip/isr/isrMock.py
Original file line number Diff line number Diff line change
Expand Up @@ -549,6 +549,17 @@ def makeImage(self):
def getCamera(self, isForAssembly=False):
"""Construct a test camera object.
Parameters
-------
isForAssembly : `bool`
If True, construct a camera with "super raw"
orientation (all amplifiers have LL readout
corner but still contains the necessary flip
and offset info needed for assembly. This is
needed if isLsstLike is True. If False, return
a camera with bboxes flipped and offset to the
correct orientation given the readout corner.
Returns
-------
camera : `lsst.afw.cameraGeom.camera`
Expand Down
87 changes: 42 additions & 45 deletions python/lsst/ip/isr/isrMockLSST.py
Original file line number Diff line number Diff line change
Expand Up @@ -210,6 +210,8 @@ def setDefaults(self):
self.gain = 1.7 # Default value.
self.skyLevel = 1700.0 # electron
self.sourceFlux = [50_000.0] # electron
self.sourceX = [35.0] # pixel
self.sourceY = [37.0] # pixel
self.overscanScale = 170.0 # electron
self.biasLevel = 20_000.0 # adu
self.doAddCrosstalk = True
Expand Down Expand Up @@ -330,7 +332,7 @@ def __init__(self, **kwargs):
-8.44782871e-01, 3.54369868e-02, 5.31096720e-01,
8.10171823e-01, 4.83499829e-01]]) * 1e-10

# Spline trap coefficients and the ctiCalibDict are all taken from a
# Spline trap coefficients and the ctiCalibDict are all taken from a
# cti calibration measured from LSSTCam sensor R03_S12 during Run 5
# EO testing. These are the coefficients for the spline trap model
# used in the deferred charge calibration. The collection can be
Expand Down Expand Up @@ -580,21 +582,7 @@ def makeImage(self):
# 4. Add serial CTI (electron) to amplifier (imaging + overscan).
if self.config.doAddDeferredCharge:
# Get the free charge area for the amplifier.
bboxFreeCharge = amp.getRawDataBBox()
bboxFreeCharge = bboxFreeCharge.expandedTo(amp.getRawHorizontalOverscanBBox())
bboxFreeCharge = bboxFreeCharge.expandedTo(amp.getRawHorizontalPrescanBBox())
bboxFreeCharge = bboxFreeCharge.expandedTo(amp.getRawVerticalOverscanBBox())
ampFreeChargeData = exposure.image[bboxFreeCharge]

self.amplifierAddDeferredCharge(
amp,
ampImageData,
ampFreeChargeData,
cti=self.deferredChargeCalib.globalCti[amp.getName()],
traps=[self.deferredChargeCalib.serialTraps[amp.getName()]],
driftScale=self.deferredChargeCalib.driftScale[amp.getName()],
decayTime=self.deferredChargeCalib.decayTime[amp.getName()],
)
self.amplifierAddDeferredCharge(exposure, amp)

# 5. Add 2D bias residual (electron) to imaging portion of the amp.
if self.config.doAdd2DBias:
Expand Down Expand Up @@ -856,6 +844,10 @@ def makeDeferredChargeCalib(self):
metadataDict['metadata'].add(name="OBSTYPE", value="CTI")
metadataDict['metadata'].add(name="CALIBCLS",
value="lsst.ip.isr.deferredCharge.DeferredChargeCalib")
# This should always be False for the new ISR task
# because the mock and the correction are always
# performed in electrons.
metadataDict['metadata'].add("USEGAINS", value=False)
self.ctiCalibDict = {**metadataDict, **self.ctiCalibDict}
deferredChargeCalib = DeferredChargeCalib()
self.cti = deferredChargeCalib.fromDict(self.ctiCalibDict)
Expand All @@ -878,51 +870,57 @@ def amplifierAddBrighterFatter(self, ampImageData, rng, bfStrength, nRecalc):
"""

incidentImage = galsim.Image(ampImageData.array, scale=1)
measuredImage = galsim.ImageF(ampImageData.array.shape[1],
ampImageData.array.shape[0],
scale=1)
measuredImage = galsim.ImageF(
ampImageData.array.shape[1],
ampImageData.array.shape[0],
scale=1,
)
photons = galsim.PhotonArray.makeFromImage(incidentImage)

sensorModel = galsim.SiliconSensor(strength=bfStrength,
rng=rng,
diffusion_factor=0.0,
nrecalc=nRecalc)
sensorModel = galsim.SiliconSensor(
strength=bfStrength,
rng=rng,
diffusion_factor=0.0,
nrecalc=nRecalc,
)

totalFluxAdded = sensorModel.accumulate(photons, measuredImage)
ampImageData.array = measuredImage.array

return totalFluxAdded

def amplifierAddDeferredCharge(self, amp, ampImageData, ampFreeChargeData, cti, traps, driftScale, decayTime):
"""Add serial CTI to the ampllifier data.
def amplifierAddDeferredCharge(self, exposure, amp):
"""Add serial CTI to the amplifier data.
Parameters
----------
exposure : `lsst.afw.image.ExposureF`
The exposure object containing the amplifier
to apply deferred charge to.
amp : `lsst.afw.image.Amplifier`
The amplifier object (contains geometry info).
ampImageData : `lsst.afw.image.ImageF`
Trimmed amplifier image to operate on. Contains
just the imaging region.
ampFreeChargeData : `lsst.afw.image.ImageF`
Amplifier image to operate on. Contains the
imaging region, horizontal prescan, horizontal
overscan, and vertical overscan regions.
cti : `float`
Mean global CTI paramter, b in Snyder+2021.
traps : `lsst.ip.isr.SerialTrap`
Realistic serial trap shape.
driftScale : `float`
The local electronic offset drift scale
parameter, A_L in Snyder+2021.
decayTime : `float`
The local electronic offset decay time,
\tau_L in Snyder+2021.
"""
# Get the amplifier's geometry parameters.
# When adding deferred charge, we have already assured that
# isTrimmed is False. Therefore we want to make sure that we
# get the RawDataBBox.
readoutCorner = amp.getReadoutCorner()
prescanWidth = amp.getRawHorizontalPrescanBBox().getWidth()
serialOverscanWidth = amp.getRawHorizontalOverscanBBox().getWidth()
parallelOverscanWidth = amp.getRawVerticalOverscanBBox().getHeight()
readoutCorner = amp.getReadoutCorner()
bboxFreeCharge = amp.getRawDataBBox()
bboxFreeCharge = bboxFreeCharge.expandedTo(amp.getRawHorizontalOverscanBBox())
bboxFreeCharge = bboxFreeCharge.expandedTo(amp.getRawHorizontalPrescanBBox())
bboxFreeCharge = bboxFreeCharge.expandedTo(amp.getRawVerticalOverscanBBox())

ampFreeChargeData = exposure.image[bboxFreeCharge]
ampImageData = exposure.image[amp.getRawDataBBox()]

# Get the deferred charge parameters for this amplifier.
cti = self.deferredChargeCalib.globalCti[amp.getName()]
traps = self.deferredChargeCalib.serialTraps[amp.getName()]
driftScale = self.deferredChargeCalib.driftScale[amp.getName()]
decayTime = self.deferredChargeCalib.decayTime[amp.getName()]

# Create a fake amplifier object that contains some deferred charge
# paramters.
Expand All @@ -939,7 +937,7 @@ def flipImage(arr, readoutCorner):
# the lower left.
if readoutCorner == ReadoutCorner.LR:
return np.fliplr(arr)
elif readoutCorner == ReadoutCorner.UR:
elif readoutCorner == ReadoutCorner.UR:
return np.fliplr(np.flipud(arr))
elif readoutCorner == ReadoutCorner.UL:
return np.flipud(arr)
Expand Down Expand Up @@ -1046,7 +1044,6 @@ def amplifierAddNonlinearity(self, ampData, centers, values, offset):

ampData.array[:, :] += delta.reshape(ampData.array.shape)


def amplifierMultiplyFlat(self, amp, ampData, fracDrop, u0=100.0, v0=100.0):
"""Multiply an amplifier's image data by a flat-like pattern.
Expand Down
13 changes: 7 additions & 6 deletions python/lsst/ip/isr/isrTaskLSST.py
Original file line number Diff line number Diff line change
Expand Up @@ -1692,15 +1692,16 @@ def run(self, ccdExposure, *, dnlLUT=None, bias=None, deferredChargeCalib=None,
# (to make it simpler!)
# Output units: electron (adu if doBootstrap=True)
if self.config.doDeferredCharge:
self.log.info("Applying deferred charge/CTI correction.")
if exposureMetadata["LSST ISR UNITS"] == "electron":
self.deferredChargeCorrection.config.useGains = False
else:
self.deferredChargeCorrection.config.useGains = True
# Pass it gains of 1 to always stay in the same units.
imageUnits = exposureMetadata["LSST ISR UNITS"]
calibUseGains = exposureMetadata.get("USEGAINS")
deferredChargeGains = gains
if imageUnits == "electron" and calibUseGains:
deferredChargeGains = {key: 1.0 for key in gains}
self.deferredChargeCorrection.run(
ccdExposure,
deferredChargeCalib,
gains=gains
gains=deferredChargeGains,
)

# Assemble/trim
Expand Down
17 changes: 10 additions & 7 deletions tests/test_isrTaskLSST.py
Original file line number Diff line number Diff line change
Expand Up @@ -457,11 +457,11 @@ def test_isrDark(self):

delta = result2.exposure.image.array - result.exposure.image.array
exp_time = input_exp.getInfo().getVisitInfo().getExposureTime()
self.assertFloatsAlmostEqual(
delta[good_pixels],
self.dark.image.array[good_pixels] * exp_time,
atol=1e-12,
)

# Allow <3 pixels to fail this test due to rounding error
# if doRoundAdu=True
diff = np.abs(delta[good_pixels] - self.dark.image.array[good_pixels] * exp_time)
self.assertLess(np.count_nonzero(diff >= 1e-12), 3)

self._check_bad_column_crosstalk_correction(result.exposure)

Expand Down Expand Up @@ -566,6 +566,7 @@ def test_isrNoise(self):
bias=self.bias,
crosstalk=self.crosstalk,
ptc=self.ptc,
deferredChargeCalib=self.cti,
linearizer=self.linearizer,
)

Expand Down Expand Up @@ -752,7 +753,7 @@ def test_isrSkyImage(self):

# Make sure the corrected image is overall consistent with the
# straight image.
self.assertLess(np.abs(np.median(delta[good_pixels])), 0.5)
self.assertLess(np.abs(np.median(delta[good_pixels])), 0.51)

# And overall where the interpolation is a bit worse but
# the statistics are still fine.
Expand Down Expand Up @@ -881,7 +882,7 @@ def test_isrSkyImageSaturated(self):

# Make sure the corrected image is overall consistent with the
# straight image.
self.assertLess(np.abs(np.median(delta[good_pixels])), 0.5)
self.assertLess(np.abs(np.median(delta[good_pixels])), 0.51)

# And overall where the interpolation is a bit worse but
# the statistics are still fine. Note that this is worse than
Expand Down Expand Up @@ -1167,6 +1168,7 @@ def test_isrBadParallelOverscanColumns(self):
crosstalk=self.crosstalk,
ptc=self.ptc,
linearizer=self.linearizer,
deferredChargeCalib=self.cti,
)

for defect in self.defects:
Expand Down Expand Up @@ -1231,6 +1233,7 @@ def test_isrBadPtcGain(self):
ptc=ptc,
linearizer=self.linearizer,
defects=self.defects,
deferredChargeCalib=self.cti,
)
self.assertIn(f"Amplifier {bad_amp} is bad (non-finite gain)", cm.output[0])

Expand Down

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