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""" 

This file defines some test catalog and DBObject classes for use with unit tests. 

 

To date (30 October 2014) testPhotometryMixins.py and testCosmologyMixins.py import from this module 

""" 

 

from builtins import range 

from builtins import object 

import numpy 

import numbers 

import os 

import sqlite3 

import json 

from lsst.utils import getPackageDir 

from lsst.sims.utils import defaultSpecMap 

from lsst.sims.catalogs.definitions import InstanceCatalog 

from lsst.sims.catalogs.decorators import register_method, compound 

from lsst.sims.catUtils.mixins import AstrometryStars, AstrometryGalaxies 

from lsst.sims.photUtils.SignalToNoise import calcSkyCountsPerPixelForM5 

from lsst.sims.photUtils import BandpassDict, SedList 

from lsst.sims.catUtils.mixins import PhotometryGalaxies, PhotometryStars, Variability, \ 

VariabilityStars, VariabilityGalaxies, EBVmixin 

 

__all__ = ["makeStarDatabase", "makeGalaxyDatabase", 

"TestVariabilityMixin", "testDefaults", "cartoonPhotometryStars", 

"cartoonPhotometryGalaxies", "testCatalog", "cartoonStars", 

"cartoonStarsOnlyI", "cartoonStarsIZ", 

"cartoonGalaxies", "cartoonGalaxiesIG", "testStars", "testGalaxies", 

"galaxiesWithHoles"] 

 

 

def makeStarDatabase(filename='StellarPhotometryDB.db', size=1000, seedVal=32, 

radius=1.0, pointingRA=50.0, pointingDec=-10.0): 

 

star_seds = ['km20_5750.fits_g40_5790','m2.0Full.dat','bergeron_6500_85.dat_6700'] 

 

#Now begin building the database. 

#First create the tables. 

conn = sqlite3.connect(filename) 

c = conn.cursor() 

 

numpy.random.seed(seedVal) 

 

rr = numpy.random.sample(size)*radius 

theta = numpy.random.sample(size)*2.0*numpy.pi 

 

try: 

c.execute('''CREATE TABLE StarAllForceseek 

(simobjid int, ra real, decl real, magNorm real, 

mudecl real, mura real, ebv real, vrad real, varParamStar text, sedFilename text, parallax real)''') 

except: 

raise RuntimeError("Error creating StarAllForceseek table.") 

 

magnormStar = numpy.random.sample(size)*5.0+17.0 

magnormStar = numpy.random.sample(size)*4.0 + 17.0 

mudecl = numpy.random.sample(size)*0.0001 

mura = numpy.random.sample(size)*0.0001 

ebv = numpy.random.sample(size)*0.05 

vrad = numpy.random.sample(size)*1.0 

parallax = 0.00045+numpy.random.sample(size)*0.00001 

 

for i in range(size): 

raStar = pointingRA + rr[i]*numpy.cos(theta[i]) 

decStar = pointingDec + rr[i]*numpy.sin(theta[i]) 

 

cmd = '''INSERT INTO StarAllForceseek VALUES (%i, %f, %f, %f, %f, %f, %f, %f, %s, '%s', %f)''' %\ 

(i, raStar, decStar, magnormStar[i], mudecl[i], mura[i], 

ebv[i], vrad[i], 'NULL', star_seds[i%len(star_seds)], parallax[i]) 

 

c.execute(cmd) 

 

conn.commit() 

conn.close() 

 

def makeGalaxyDatabase(filename='GalaxyPhotometryDB.db', size=1000, seedVal=32, 

radius=1.0, pointingRA=50.0, pointingDec=-10.0): 

 

galaxy_seds = ['Const.80E07.02Z.spec','Inst.80E07.002Z.spec','Burst.19E07.0005Z.spec'] 

agn_sed = 'agn.spec' 

 

#Now begin building the database. 

#First create the tables. 

conn = sqlite3.connect(filename) 

c = conn.cursor() 

 

try: 

c.execute('''CREATE TABLE galaxy 

(galtileid int, galid int, ra real, dec real, 

bra real, bdec real, dra real, ddec real, 

agnra real, agndec real, 

magnorm_bulge, magnorm_disk, magnorm_agn, 

sedname_bulge text, sedname_disk text, sedname_agn text, 

varParamStr text, 

a_b real, b_b real, pa_bulge real, bulge_n int, 

a_d real, b_d real, pa_disk real, disk_n int, 

ext_model_b text, av_b real, rv_b real, 

ext_model_d text, av_d real, rv_d real, 

u_ab real, g_ab real, r_ab real, i_ab real, 

z_ab real, y_ab real, 

redshift real, BulgeHalfLightRadius real, DiskHalfLightRadius real)''') 

 

conn.commit() 

except: 

raise RuntimeError("Error creating galaxy table.") 

 

mjd = 52000.0 

 

numpy.random.seed(seedVal) 

 

rr = numpy.random.sample(size)*radius 

theta = numpy.random.sample(size)*2.0*numpy.pi 

 

ra = pointingRA + rr*numpy.cos(theta) 

dec = pointingDec + rr*numpy.sin(theta) 

 

bra = numpy.radians(ra+numpy.random.sample(size)*0.01*radius) 

bdec = numpy.radians(dec+numpy.random.sample(size)*0.01*radius) 

dra = numpy.radians(ra + numpy.random.sample(size)*0.01*radius) 

ddec = numpy.radians(dec + numpy.random.sample(size)*0.01*radius) 

agnra = numpy.radians(ra + numpy.random.sample(size)*0.01*radius) 

agndec = numpy.radians(dec + numpy.random.sample(size)*0.01*radius) 

 

magnorm_bulge = numpy.random.sample(size)*4.0 + 17.0 

magnorm_disk = numpy.random.sample(size)*5.0 + 17.0 

magnorm_agn = numpy.random.sample(size)*5.0 + 17.0 

b_b = numpy.random.sample(size)*0.2 

a_b = b_b+numpy.random.sample(size)*0.05 

b_d = numpy.random.sample(size)*0.5 

a_d = b_d+numpy.random.sample(size)*0.1 

 

BulgeHalfLightRadius = numpy.random.sample(size)*0.2 

DiskHalfLightRadius = numpy.random.sample(size)*0.5 

 

pa_bulge = numpy.random.sample(size)*360.0 

pa_disk = numpy.random.sample(size)*360.0 

 

av_b = numpy.random.sample(size)*0.4 

av_d = numpy.random.sample(size)*0.4 

rv_b = numpy.random.sample(size)*0.1 + 3.0 

rv_d = numpy.random.sample(size)*0.1 + 3.0 

 

u_ab = numpy.random.sample(size)*4.0 + 17.0 

g_ab = numpy.random.sample(size)*4.0 + 17.0 

r_ab = numpy.random.sample(size)*4.0 + 17.0 

i_ab = numpy.random.sample(size)*4.0 + 17.0 

z_ab = numpy.random.sample(size)*4.0 + 17.0 

y_ab = numpy.random.sample(size)*4.0 +17.0 

redshift = numpy.random.sample(size)*2.0 

 

t0_mjd = numpy.random.sample(size)*10.0+mjd 

agn_tau = numpy.random.sample(size)*1000.0 + 1000.0 

agnSeed = numpy.random.randint(2, 4001, size=size) 

agn_sfu = numpy.random.sample(size) 

agn_sfg = numpy.random.sample(size) 

agn_sfr = numpy.random.sample(size) 

agn_sfi = numpy.random.sample(size) 

agn_sfz = numpy.random.sample(size) 

agn_sfy = numpy.random.sample(size) 

 

for i in range(size): 

varParam = {'varMethodName':'applyAgn', 

'pars':{'agn_tau':agn_tau[i], 't0_mjd':t0_mjd[i], 

'agn_sfu':agn_sfu[i], 'agn_sfg':agn_sfg[i], 'agn_sfr':agn_sfr[i], 

'agn_sfi':agn_sfi[i], 'agn_sfz':agn_sfz[i], 'agn_sfy':agn_sfy[i], 

'seed':int(agnSeed[i])}} 

 

paramStr = json.dumps(varParam) 

 

cmd = '''INSERT INTO galaxy VALUES (%i, %i, %f, %f, %f, %f, %f, %f, %f, %f, %f, %f, %f, 

'%s', '%s', '%s', '%s', 

%f, %f, %f, %i, 

%f, %f, %f, %i, 

'%s', %f, %f, 

'%s', %f, %f, 

%f, %f, %f, %f, %f, %f, 

%f, %f, %f)''' %\ 

(i, i, ra[i], dec[i], bra[i], bdec[i], dra[i], ddec[i], agnra[i], agndec[i], 

magnorm_bulge[i], magnorm_disk[i], magnorm_agn[i], 

galaxy_seds[(i+1)%len(galaxy_seds)], galaxy_seds[i%len(galaxy_seds)], agn_sed, 

paramStr, 

a_b[i], b_b[i], pa_bulge[i], 4, 

a_d[i], b_d[i], pa_disk[i], 1, 

'CCM', av_b[i], rv_b[i], 

'CCM', av_d[i], rv_d[i], 

u_ab[i], g_ab[i], r_ab[i], i_ab[i], z_ab[i], y_ab[i], redshift[i], 

BulgeHalfLightRadius[i], DiskHalfLightRadius[i]) 

c.execute(cmd) 

 

conn.commit() 

conn.close() 

 

 

class TestVariabilityMixin(Variability): 

""" 

This is a mixin which provides a dummy variability method for use in unit tests 

""" 

@register_method('testVar') 

def applySineVar(self, valid_dexes, varParams, expmjd, 

variability_cache=None): 

 

if len(varParams) == 0: 

return numpy.array([[],[],[],[],[],[]]) 

 

period = varParams['period'][valid_dexes] 

if isinstance(expmjd, numbers.Number): 

magoff = numpy.zeros((6, self.num_variable_obj(varParams))) 

phase = expmjd%period 

amplitude = varParams['amplitude'][valid_dexes] 

else: 

magoff = numpy.zeros((6, self.num_variable_obj(varParams), len(expmjd))) 

phase = numpy.array([expmjd%pp for pp in period]) 

amplitude = numpy.array([[aa]*len(expmjd) 

for aa in varParams['amplitude'][valid_dexes]]) 

delta = amplitude*numpy.sin(2*numpy.pi*phase.astype(float)) 

delta = delta.astype(float) 

for ix in range(6): 

magoff[ix][valid_dexes] += delta 

return magoff 

 

 

class testDefaults(object): 

""" 

This class just provides default values for quantities that 

the astrometry mixins require in order to run 

""" 

 

def get_proper_motion_ra(self): 

ra=self.column_by_name('raJ2000') 

out=numpy.zeros(len(ra)) 

for i in range(len(ra)): 

out[i]=0.0 

 

return out 

 

 

def get_proper_motion_dec(self): 

ra=self.column_by_name('raJ2000') 

out=numpy.zeros(len(ra)) 

for i in range(len(ra)): 

out[i]=0.0 

 

return out 

 

def get_parallax(self): 

ra=self.column_by_name('raJ2000') 

out=numpy.zeros(len(ra)) 

for i in range(len(ra)): 

out[i]=1.2 

 

return out 

 

def get_radial_velocity(self): 

ra=self.column_by_name('raJ2000') 

out=numpy.zeros(len(ra)) 

for i in range(len(ra)): 

out[i]=0.0 

 

return out 

 

class cartoonPhotometryStars(PhotometryStars): 

""" 

This is a class to support loading cartoon bandpasses into photometry so that we can be sure 

that the photometry mixin is loading the right files and calculating the right magnitudes. 

 

In addition to creating a catalog, when the get_magnitude method below is called, it will 

add sedMasterList and magnitudeMasterList to the catalog instantiation. These are lists 

containing the magnitudes output to the catalog and the SEDs used to calculate them. 

 

Having these variables allows the unittest to verify the output of the catalog 

(see testAlternateBandpassesStars in testPhotometry.py to see how this works) 

""" 

 

@compound('cartoon_u','cartoon_g','cartoon_r','cartoon_i','cartoon_z') 

def get_magnitudes(self): 

""" 

Example photometry getter for alternative (i.e. non-LSST) bandpasses 

""" 

 

idNames = self.column_by_name('id') 

columnNames = [name for name in self.get_magnitudes._colnames] 

bandpassNames = ['u','g','r','i','z'] 

bandpassDir = os.path.join(getPackageDir('sims_photUtils'), 'tests', 'cartoonSedTestData') 

 

if not hasattr(self, 'cartoonBandpassDict'): 

self.cartoonBandpassDict = BandpassDict.loadTotalBandpassesFromFiles(bandpassNames,bandpassDir = bandpassDir, 

bandpassRoot = 'test_bandpass_') 

 

 

output = self._quiescentMagnitudeGetter(self.cartoonBandpassDict, self.get_magnitudes._colnames) 

 

############################################################################# 

#Everything below this comment exists solely for the purposes of the unit test 

#if you need to write a customized getter for photometry that uses non-LSST 

#bandpasses, you only need to emulate the code above this comment. 

 

 

magNormList = self.column_by_name('magNorm') 

sedNames = self.column_by_name('sedFilename') 

av = self.column_by_name('galacticAv') 

 

#the two variables below will allow us to get at the SED and magnitude 

#data from within the unit test class, so that we can be sure 

#that the mixin loaded the correct bandpasses 

sublist = SedList(sedNames, magNormList, galacticAvList=av, 

fileDir=getPackageDir('sims_sed_library'), 

specMap=defaultSpecMap) 

 

for ss in sublist: 

self.sedMasterList.append(ss) 

 

if len(output) > 0: 

for i in range(len(output[0])): 

subList = [] 

for j in range(len(output)): 

subList.append(output[j][i]) 

 

self.magnitudeMasterList.append(subList) 

 

return output 

 

 

class cartoonPhotometryGalaxies(PhotometryGalaxies): 

""" 

This is a class to support loading cartoon bandpasses into photometry so that we can be sure 

that the photometry mixin is loading the right files and calculating the right magnitudes. 

 

In addition to writing the catalog, when the get_magnitudes method below is called, the 

variables sedMasterDict and mangitudeMasterDict are added to the catalog instantiation. 

These store the magnitudes calculated for the catalog and the SEDs used to find them. 

 

This allows the unittest to verify the contents of the catalog 

(see testAlternateBandpassesGalaxies in testPhotometry.py to see how this works) 

""" 

 

@compound('cbulge_u', 'cbulge_g', 'cbulge_r', 'cbulge_i' ,'cbulge_z') 

def get_cartoon_bulge_mags(self): 

 

if not hasattr(self, 'cartoonBandpassDict'): 

bandpassNames = ['u','g','r','i','z'] 

bandpassDir = getPackageDir('sims_photUtils') 

bandpassDir = os.path.join(bandpassDir, 'tests', 'cartoonSedTestData') 

 

self.cartoonBandpassDict = BandpassDict.loadTotalBandpassesFromFiles(bandpassNames, 

bandpassDir=bandpassDir, 

bandpassRoot = 'test_bandpass_') 

 

return self._quiescentMagnitudeGetter('bulge', self.cartoonBandpassDict, 

self.get_cartoon_bulge_mags._colnames) 

 

 

@compound('cdisk_u', 'cdisk_g', 'cdisk_r', 'cdisk_i', 'cdisk_z') 

def get_cartoon_disk_mags(self): 

 

if not hasattr(self, 'cartoonBandpassDict'): 

bandpassNames = ['u','g','r','i','z'] 

bandpassDir = getPackageDir('sims_photUtils') 

bandpassDir = os.path.join(bandpassDir, 'tests', 'cartoonSedTestData') 

 

self.cartoonBandpassDict = BandpassDict.loadTotalBandpassesFromFiles(bandpassNames, 

bandpassDir=bandpassDir, 

bandpassRoot = 'test_bandpass_') 

 

return self._quiescentMagnitudeGetter('disk', self.cartoonBandpassDict, 

self.get_cartoon_disk_mags._colnames) 

 

 

@compound('cagn_u', 'cagn_g', 'cagn_r', 'cagn_i', 'cagn_z') 

def get_cartoon_agn_mags(self): 

 

if not hasattr(self, 'cartoonBandpassDict'): 

bandpassNames = ['u','g','r','i','z'] 

bandpassDir = getPackageDir('sims_photUtils') 

bandpassDir = os.path.join(bandpassDir, 'tests', 'cartoonSedTestData') 

 

self.cartoonBandpassDict = BandpassDict.loadTotalBandpassesFromFiles(bandpassNames, 

bandpassDir=bandpassDir, 

bandpassRoot = 'test_bandpass_') 

 

return self._quiescentMagnitudeGetter('agn', self.cartoonBandpassDict, 

self.get_cartoon_agn_mags._colnames) 

 

 

@compound('ctotal_u', 'ctotal_g', 'ctotal_r', 'ctotal_i', 'ctotal_z') 

def get_cartoon_total_mags(self): 

idList = self.column_by_name('uniqueId') 

numObj = len(idList) 

output = [] 

for columnName in self.get_cartoon_total_mags._colnames: 

if columnName not in self._actually_calculated_columns: 

sub_list = [numpy.NaN]*numObj 

else: 

bandpass = columnName[-1] 

bulge = self.column_by_name('cbulge_%s' % bandpass) 

disk = self.column_by_name('cdisk_%s' % bandpass) 

agn = self.column_by_name('cagn_%s' % bandpass) 

sub_list = self.sum_magnitudes(bulge=bulge, disk=disk, agn=agn) 

 

output.append(sub_list) 

return numpy.array(output) 

 

 

class testCatalog(InstanceCatalog,AstrometryStars,VariabilityStars,testDefaults): 

catalog_type = __file__ + 'MISC' 

default_columns=[('expmjd',5000.0,float)] 

 

def db_required_columns(self): 

return ['raJ2000'],['varParamStr'] 

 

 

class cartoonStars(InstanceCatalog,AstrometryStars,EBVmixin,VariabilityStars,cartoonPhotometryStars,testDefaults): 

""" 

A catalog of stars relying on the cartoon photometry methods (which use non-LSST bandpasses 

and output extra data for use by unit tests) 

""" 

catalog_type = __file__ + 'cartoonStars' 

column_outputs=['id','raObserved','decObserved','magNorm',\ 

'cartoon_u','cartoon_g','cartoon_r','cartoon_i','cartoon_z'] 

 

#the lists below will contain the SED objects and the magnitudes 

#in a form that unittest can access and validate 

 

sedMasterList = [] 

magnitudeMasterList = [] 

 

#I need to give it the name of an actual SED file that spans the expected wavelength range 

defSedName = 'km30_5250.fits_g00_5370' 

default_columns = [('sedFilename', defSedName, (str,len(defSedName))), ('glon', 180., float), 

('glat', 30., float), ('galacticAv', 0.1, float), ('galacticRv', 3.1, float)] 

 

class cartoonStarsOnlyI(InstanceCatalog, AstrometryStars ,EBVmixin, VariabilityStars, PhotometryStars): 

catalog_type = __file__ + 'cartoonStarsOnlyI' 

column_outputs = ['id','raObserved','decObserved','cartoon_i'] 

 

#I need to give it the name of an actual SED file that spans the expected wavelength range 

defSedName = 'km30_5250.fits_g00_5370' 

default_columns = [('sedFilename', defSedName, (str,len(defSedName))), ('glon', 180., float), 

('glat', 30., float), ('galacticAv', 0.1, float), ('galacticRv', 3.1, float)] 

 

@compound('cartoon_u','cartoon_g','cartoon_r','cartoon_i','cartoon_z') 

def get_magnitudes(self): 

""" 

Example photometry getter for alternative (i.e. non-LSST) bandpasses 

""" 

if not hasattr(self, 'cartoonBandpassDict'): 

bandpassNames = ['u','g','r','i','z'] 

bandpassDir = os.path.join(getPackageDir('sims_photUtils'), 'tests', 'cartoonSedTestData') 

self.cartoonBandpassDict = BandpassDict.loadTotalBandpassesFromFiles(bandpassNames,bandpassDir = bandpassDir, 

bandpassRoot = 'test_bandpass_') 

 

return self._quiescentMagnitudeGetter(self.cartoonBandpassDict, self.get_magnitudes._colnames) 

 

 

 

class cartoonStarsIZ(cartoonStarsOnlyI): 

catalog_type = 'cartoonStarsIR' 

column_outputs = ['id', 'raObserved', 'decObserved', 'cartoon_i', 'cartoon_z'] 

 

class cartoonGalaxies(InstanceCatalog, AstrometryGalaxies, EBVmixin, VariabilityGalaxies, cartoonPhotometryGalaxies, testDefaults): 

""" 

A catalog of galaxies relying on the cartoon photometry methods (which use non-LSST bandpasses 

and output extra data for use by unit tests) 

""" 

catalog_type = __file__ + 'cartoonGalaxies' 

column_outputs=['galid', 'raObserved', 'decObserved', 

'ctotal_u', 'ctotal_g', 'ctotal_r', 'ctotal_i', 'ctotal_z', 

'cbulge_u', 'cbulge_g', 'cbulge_r', 'cbulge_i', 'cbulge_z', 

'cdisk_u', 'cdisk_g', 'cdisk_r', 'cdisk_i', 'cdisk_z', 

'cagn_u', 'cagn_g', 'cagn_r', 'cagn_i', 'cagn_z', 

'sedFilenameBulge', 'magNormBulge', 'internalAvBulge', 

'sedFilenameDisk', 'magNormDisk', 'internalAvDisk', 

'sedFilenameAgn', 'magNormAgn', 'redshift'] 

 

#I need to give it the name of an actual SED file that spans the expected wavelength range 

defSedName = "Inst.80E09.25Z.spec" 

default_columns = [('sedFilenameBulge', defSedName, (str,len(defSedName))), 

('sedFilenameDisk', defSedName, (str,len(defSedName))), 

('sedFilenameAgn', defSedName, (str,len(defSedName))), 

('glon', 210., float), 

('glat', 70., float), 

('internalAvBulge',3.1,float), 

('internalAvDisk',3.1,float)] 

 

default_formats = {'f' : '%.12f'} 

 

 

def get_galid(self): 

return self.column_by_name('id') 

 

 

class cartoonGalaxiesIG(InstanceCatalog, AstrometryGalaxies, EBVmixin, VariabilityGalaxies, cartoonPhotometryGalaxies): 

 

catalog_type = __file__ + 'cartoonGalaxiesIG' 

column_outputs=['galid','raObserved','decObserved','ctotal_i','ctotal_g'] 

 

#I need to give it the name of an actual SED file that spans the expected wavelength range 

defSedName = "Inst.80E09.25Z.spec" 

default_columns = [('sedFilenameBulge', defSedName, (str,len(defSedName))), 

('sedFilenameDisk', defSedName, (str,len(defSedName))), 

('sedFilenameAgn', defSedName, (str,len(defSedName))), 

('glon', 210., float), 

('glat', 70., float), 

('internalAvBulge',3.1,float), 

('internalAvDisk',3.1,float)] 

 

default_formats = {'f' : '%.12f'} 

 

def get_galid(self): 

return self.column_by_name('id') 

 

 

 

class galaxiesWithHoles(InstanceCatalog, PhotometryGalaxies): 

""" 

This is an InstanceCatalog of galaxies that sets some of the 

component Seds to 'None' so that we can test how sum_magnitudes 

handles NaN's in the context of a catalog. 

""" 

column_outputs = ['raJ2000','decJ2000', 

'lsst_u', 'lsst_g', 'lsst_r', 'lsst_i', 'lsst_z', 'lsst_y', 

'uBulge', 'gBulge', 'rBulge', 'iBulge', 'zBulge', 'yBulge', 

'uDisk', 'gDisk', 'rDisk', 'iDisk', 'zDisk', 'yDisk', 

'uAgn', 'gAgn', 'rAgn', 'iAgn', 'zAgn', 'yAgn'] 

 

default_formats = {'f':'%.12f'} 

 

defSedName = "Inst.80E09.25Z.spec" 

default_columns = [('glon', 210., float), 

('glat', 70., float), 

('internalAvBulge',3.1,float), 

('internalAvDisk',3.1,float)] 

 

 

def get_galid(self): 

return self.column_by_name('id') 

 

@compound('sedFilenameBulge', 'sedFilenameDisk', 'sedFilenameAgn') 

def get_sedNames(self): 

ra = self.column_by_name('raJ2000') 

elements = len(ra) 

bulge = [] 

disk = [] 

agn = [] 

for ix in range(elements): 

bulge.append(self.defSedName) 

disk.append(self.defSedName) 

agn.append(self.defSedName) 

 

 

for ix in range(elements//8): 

ibase = ix*8 

if ibase+1<elements: 

bulge[ibase+1] = 'None' 

if ibase+2<elements: 

disk[ibase+2] = 'None' 

if ibase+3<elements: 

agn[ibase+3] = 'None' 

if ibase+4<elements: 

bulge[ibase+4] = 'None' 

disk[ibase+4] = 'None' 

if ibase+5<elements: 

bulge[ibase+5] = 'None' 

agn[ibase+5] = 'None' 

if ibase+6<elements: 

disk[ibase+6] = 'None' 

agn[ibase+6] = 'None' 

if ibase+7<elements: 

bulge[ibase+7] = 'None' 

disk[ibase+7] = 'None' 

agn[ibase+7] = 'None' 

 

 

return numpy.array([bulge, disk, agn]) 

 

class testStars(InstanceCatalog, EBVmixin, VariabilityStars, TestVariabilityMixin, PhotometryStars,testDefaults): 

""" 

A generic catalog of stars 

""" 

catalog_type = __file__ + 'test_stars' 

column_outputs=['id','raJ2000','decJ2000','magNorm',\ 

'lsst_u','sigma_lsst_u', 

'lsst_g','sigma_lsst_g',\ 

'lsst_r','sigma_lsst_r',\ 

'lsst_i','sigma_lsst_i',\ 

'lsst_z','sigma_lsst_z',\ 

'lsst_y','sigma_lsst_y',\ 

'EBV','varParamStr'] 

defSedName = 'sed_flat.txt' 

default_columns = [('sedFilename', defSedName, (str,len(defSedName))), ('glon', 180., float), 

('glat', 30., float), ('galacticAv', 0.1, float), ('galacticRv', 3.1, float)] 

 

class testGalaxies(InstanceCatalog,EBVmixin,VariabilityGalaxies,TestVariabilityMixin,PhotometryGalaxies,testDefaults): 

""" 

A generic catalog of galaxies 

""" 

catalog_type = __file__ + 'test_galaxies' 

column_outputs=['galid','raJ2000','decJ2000',\ 

'redshift', 

'magNormAgn', 'magNormBulge', 'magNormDisk', \ 

'lsst_u', 'sigma_lsst_u',\ 

'lsst_g', 'sigma_lsst_g',\ 

'lsst_r', 'sigma_lsst_r',\ 

'lsst_i', 'sigma_lsst_i',\ 

'lsst_z', 'sigma_lsst_z',\ 

'lsst_y', 'sigma_lsst_y',\ 

'sedFilenameBulge','uBulge', 'sigma_uBulge', 'gBulge', 'sigma_gBulge', \ 

'rBulge', 'sigma_rBulge', 'iBulge', 'sigma_iBulge', 'zBulge', 'sigma_zBulge',\ 

'yBulge', 'sigma_yBulge', \ 

'sedFilenameDisk','uDisk', 'sigma_uDisk', 'gDisk', 'sigma_gDisk', 'rDisk', 'sigma_rDisk', \ 

'iDisk', 'sigma_iDisk', 'zDisk', 'sigma_zDisk', 'yDisk', 'sigma_yDisk', \ 

'sedFilenameAgn',\ 

'uAgn', 'sigma_uAgn',\ 

'gAgn', 'sigma_gAgn',\ 

'rAgn', 'sigma_rAgn',\ 

'iAgn', 'sigma_iAgn',\ 

'zAgn', 'sigma_zAgn',\ 

'yAgn', 'sigma_yAgn', 'varParamStr'] 

defSedName = "sed_flat.txt" 

default_columns = [('sedFilename', defSedName, (str, len(defSedName))) , 

('sedFilenameAgn', defSedName, (str, len(defSedName))), 

('sedFilenameBulge', defSedName, (str, len(defSedName))), 

('sedFilenameDisk', defSedName, (str, len(defSedName))), 

('glon', 210., float), 

('glat', 70., float), 

] 

 

def get_internalAvDisk(self): 

return numpy.ones(len(self._current_chunk))*0.1 

 

def get_internalAvBulge(self): 

return numpy.ones(len(self._current_chunk))*0.1 

 

def get_galid(self): 

return self.column_by_name('id')