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# Copyright (c) 2012-2018 by the GalSim developers team on GitHub | ||
# https://github.com/GalSim-developers | ||
# | ||
# This file is part of GalSim: The modular galaxy image simulation toolkit. | ||
# https://github.com/GalSim-developers/GalSim | ||
# | ||
# GalSim is free software: redistribution and use in source and binary forms, | ||
# with or without modification, are permitted provided that the following | ||
# conditions are met: | ||
# | ||
# 1. Redistributions of source code must retain the above copyright notice, this | ||
# list of conditions, and the disclaimer given in the accompanying LICENSE | ||
# file. | ||
# 2. Redistributions in binary form must reproduce the above copyright notice, | ||
# this list of conditions, and the disclaimer given in the documentation | ||
# and/or other materials provided with the distribution. | ||
# | ||
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from __future__ import print_function | ||
import fitsio | ||
import numpy as np | ||
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def cov(a, b): | ||
return np.mean( (a - np.mean(a)) * (b - np.mean(b)) ) | ||
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var = cov01 = cov10 = cov11a = cov11b = cov02 = cov20 = cov03 = cov30 = cov0x = covx0 = n = 0 | ||
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for i in range(10): | ||
flat0 = fitsio.read('flat{:02d}.fits'.format(i)) | ||
print('mean ',i,' = ',flat0.mean()) | ||
for j in range(i+1,10): | ||
flat1 = fitsio.read('flat{:02d}.fits'.format(j)) | ||
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diff = flat1 - flat0 | ||
var += diff.var() | ||
cov01 += cov(diff[1:,:], diff[:-1,:]) | ||
cov10 += cov(diff[:,1:], diff[:,:-1]) | ||
cov11a += cov(diff[1:,1:], diff[:-1,:-1]) | ||
cov11b += cov(diff[1:,:-1], diff[:-1,1:]) | ||
cov02 += cov(diff[2:,:], diff[:-2,:]) | ||
cov20 += cov(diff[:,2:], diff[:,:-2]) | ||
cov03 += cov(diff[3:,:], diff[:-3,:]) | ||
cov30 += cov(diff[:,3:], diff[:,:-3]) | ||
cov0x += cov(diff[10:,:], diff[:-10,:]) | ||
covx0 += cov(diff[:,10:], diff[:,:-10]) | ||
n += 1 | ||
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var /= n | ||
cov01 /= n | ||
cov10 /= n | ||
cov11a /= n | ||
cov11b /= n | ||
cov02 /= n | ||
cov20 /= n | ||
cov03 /= n | ||
cov30 /= n | ||
cov0x /= n | ||
covx0 /= n | ||
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print('var(diff)/2 = ',var/2) | ||
print('cov01 = ',cov01) | ||
print('cov10 = ',cov10) | ||
print('cov11a = ',cov11a) | ||
print('cov11b = ',cov11b) | ||
print('cov02 = ',cov02) | ||
print('cov20 = ',cov20) | ||
print('cov03 = ',cov03) | ||
print('cov30 = ',cov30) | ||
print('cov0x = ',cov0x) | ||
print('covx0 = ',covx0) |
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# Copyright (c) 2012-2018 by the GalSim developers team on GitHub | ||
# https://github.com/GalSim-developers | ||
# | ||
# This file is part of GalSim: The modular galaxy image simulation toolkit. | ||
# https://github.com/GalSim-developers/GalSim | ||
# | ||
# GalSim is free software: redistribution and use in source and binary forms, | ||
# with or without modification, are permitted provided that the following | ||
# conditions are met: | ||
# | ||
# 1. Redistributions of source code must retain the above copyright notice, this | ||
# list of conditions, and the disclaimer given in the accompanying LICENSE | ||
# file. | ||
# 2. Redistributions in binary form must reproduce the above copyright notice, | ||
# this list of conditions, and the disclaimer given in the documentation | ||
# and/or other materials provided with the distribution. | ||
# | ||
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from __future__ import print_function | ||
import galsim | ||
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obj = galsim.Gaussian(flux=3.539e6, sigma=0.1) | ||
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rng = galsim.BaseDeviate(5678) | ||
silicon = galsim.SiliconSensor(rng=rng) | ||
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im = obj.drawImage(nx=17, ny=17, scale=0.3, dtype=float, method='phot', sensor=silicon) | ||
im.setCenter(0,0) | ||
im.write('test.fits') | ||
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print('im min = ',im.array.min()) | ||
print('im max = ',im.array.max()) | ||
print('im(0,0) = ',im(0,0)) | ||
print('+- 1 along column: ',im(0,1),im(0,-1)) | ||
print('+- 1 along row: ',im(1,0),im(-1,0)) | ||
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area_image = silicon.calculate_pixel_areas(im) | ||
area_image.write('area.fits') | ||
print('area min = ',area_image.array.min()) | ||
print('area max = ',area_image.array.max()) | ||
print('area(0,0) = ',area_image(0,0)) | ||
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print('+- 1 along column: ',area_image(0,1),area_image(0,-1)) | ||
print('+- 1 along row: ',area_image(1,0),area_image(-1,0)) | ||
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