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Add variable PSF option to romanisim and make it the default. #101

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Mar 7, 2024
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4 changes: 2 additions & 2 deletions pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -20,7 +20,7 @@ dependencies = [
'astropy >=5.3',
'crds >=10.3.1',
'defusedxml >=0.5.0',
'galsim >=2.5.0',
'galsim >=2.5.1',
'rad >=0.18.0',
'roman_datamodels >=0.18.0',
'gwcs >=0.18.1',
Expand All @@ -45,7 +45,7 @@ test = [
'ci-watson >=0.3.0',
'colorama >=0.4.1',
'getch >=1.0.0',
'pytest >=4.6.0',
'pytest >=4.6.0, <=8.0',
'pytest-openfiles >=0.5.0',
'pytest-doctestplus >=0.10.0',
'pytest-cov >=2.9.0',
Expand Down
9 changes: 7 additions & 2 deletions romanisim/image.py
Original file line number Diff line number Diff line change
Expand Up @@ -278,7 +278,11 @@ def add_objects_to_image(image, objlist, xpos, ypos, psf,
raise ValueError('Non-chromatic sources must have specified '
'fluxes!')
profile = profile.withFlux(obj.flux[filter_name])
final = galsim.Convolve(profile * flux_to_counts_factor, psf)
if hasattr(psf, 'at_position'):
psf0 = psf.at_position(xpos[i], ypos[i])
else:
psf0 = psf
final = galsim.Convolve(profile * flux_to_counts_factor, psf0)
if chromatic:
stamp = final.drawImage(
bandpass, center=image_pos, wcs=image.wcs.local(image_pos),
Expand Down Expand Up @@ -530,7 +534,8 @@ def simulate_counts(metadata, objlist,
and objlist[0].profile.spectral):
chromatic = True
psf = romanisim.psf.make_psf(sca, filter_name, wcs=imwcs,
chromatic=chromatic, webbpsf=webbpsf)
chromatic=chromatic, webbpsf=webbpsf,
variable=True)
image = galsim.ImageF(roman.n_pix, roman.n_pix, wcs=imwcs, xmin=0, ymin=0)
SCA_cent_pos = imwcs.toWorld(image.true_center)
sky_level = roman.getSkyLevel(bandpass, world_pos=SCA_cent_pos,
Expand Down
97 changes: 93 additions & 4 deletions romanisim/psf.py
Original file line number Diff line number Diff line change
Expand Up @@ -27,9 +27,9 @@
from romanisim import log


def make_psf(sca, filter_name, wcs=None, webbpsf=True, pix=None,
chromatic=False, **kw):
"""Make a PSF profile for Roman.
def make_one_psf(sca, filter_name, wcs=None, webbpsf=True, pix=None,
chromatic=False, **kw):
"""Make a PSF profile for Roman at a specific detector location.

Can construct both PSFs using galsim's built-in galsim.roman.roman_psfs
routine, or can use webbpsf.
Expand All @@ -54,7 +54,7 @@
galsim profile object for convolution with source profiles when
rendering scenes.
"""
pix = pix if pix is not None else (2044, 2044)
pix = pix if pix is not None else (roman.n_pix // 2, roman.n_pix // 2)
if wcs is None:
log.warning('wcs is None; unlikely to get orientation of PSF correct.')
if not webbpsf:
Expand Down Expand Up @@ -118,3 +118,92 @@
intimg = galsim.InterpolatedImage(
gimg, normalization='flux', use_true_center=True, offset=centroid)
return intimg


def make_psf(sca, filter_name, wcs=None, webbpsf=True, pix=None,
chromatic=False, variable=False, **kw):
"""Make a PSF profile for Roman.

Optionally supports spatially variable PSFs via interpolation between
the four corners.

Parameters
----------
sca : int
SCA number
filter_name : str
name of filter
wcs : callable (optional)
function giving mapping from pixels to sky for use in computing local
scale of image for webbpsf PSFs
pix : tuple (float, float)
pixel location of PSF on focal plane
variable : bool
True if a variable PSF object is desired
**kw : dict
Additional keywords passed to galsim.roman.getPSF

Returns
-------
profile : galsim.gsobject.GSObject
galsim profile object for convolution with source profiles when
rendering scenes.
"""
if not variable:
return make_one_psf(sca, filter_name, wcs=wcs, webbpsf=webbpsf,
pix=pix, chromatic=chromatic, **kw)
elif pix is not None:
raise ValueError('cannot set both pix and variable')

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buf = 40
# WebbPSF complains if we get too close to (0, 0) for some reason.
# For other corners one can go to within a fraction of a pixel.
corners = dict(
ll=[buf, buf], lr=[roman.n_pix - buf, buf],
ul=[buf, roman.n_pix - buf], ur=[roman.n_pix - buf, roman.n_pix - buf])
psfs = dict()
for corner, pix in corners.items():
psfs[corner] = make_one_psf(sca, filter_name, wcs=wcs, webbpsf=webbpsf,
pix=pix, chromatic=chromatic, **kw)
return VariablePSF(corners, psfs)


class VariablePSF:
"""Spatially variable PSF wrapping GalSim profiles.

Linearly interpolates between four corner PSF profiles by summing
weighted GalSim PSF profiles.
"""

def __init__(self, corners, psf):
self.corners = corners
self.psf = psf
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Maybe labels these psfs, to retain the clarity that this is a set of psfs (rather than a single psf)?


def at_position(self, x, y):
"""Instantiate a PSF profile at (x, y).

Linearly interpolate between the four corners to obtain the
PSF at this location.

Parameters
----------
x : float
x position
y : float
y position

Returns
-------
GalSim profile representing PSF at (x, y).
"""
npix = self.corners['ur'][-1]
off = self.corners['ll'][0]
wleft = np.clip((npix - x) / (npix - off), 0, 1)
wlow = np.clip((npix - y) / (npix - off), 0, 1)
# x = [0, off] -> 1
# x = [npix, infinity] -> 0
# linearly between those, likewise for y.
out = (self.psf['ll'] * wleft * wlow +
self.psf['lr'] * (1 - wleft) * wlow +
self.psf['ul'] * wleft * (1 - wlow) +
self.psf['ur'] * (1 - wleft) * (1 - wlow))
return out
2 changes: 2 additions & 0 deletions romanisim/tests/test_psf.py
Original file line number Diff line number Diff line change
Expand Up @@ -33,6 +33,8 @@ def test_make_psf():
chromatic[3] = True
bandpass = galsim.roman.getBandpasses(AB_zeropoint=True)['H158']
vega_sed = galsim.SED('vega.txt', 'nm', 'flambda')
varpsf = psf.make_psf(8, 'F087', webbpsf=True, variable=True)
psfs.append(varpsf.at_position(100, 100))
for p, c in zip(psfs, chromatic):
if not c:
im = p.drawImage().array
Expand Down
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