def pdf(self, **kwargs ) :
from P2VV.Utilities.DataMoments import RealMomentsBuilder
mb = RealMomentsBuilder()
mb.appendPYList( self._angles, kwargs.pop('Indices') )
mb.compute( self._splot.data( kwargs.pop('Component') ) )
if kwargs.pop('Verbose',False) :
mb.Print()
print 'computed moments, creating PDF with name %s' % kwargs['Name']
return mb.createPDF( **kwargs )
)
)
physMoments.initCovariances()
# moments builder with angular basis functions
indices = [ ( PIndex, YIndex0, YIndex1 ) for PIndex in range(3) for YIndex0 in range(3) for YIndex1 in range( -YIndex0, YIndex0 + 1 ) ]
indices += [ ( 0, 4, 0 ), ( 0, 4, 2 ), ( 0, 4, 4 ) ]
#indices = [ ( PIndex, YIndex0, YIndex1 ) for PIndex in range(4) for YIndex0 in range(4) for YIndex1 in range( -YIndex0, YIndex0 + 1 )\
# if PIndex == 3 or YIndex0 == 3 ]
#indices = [ ( 0, YIndex0, YIndex1 ) for YIndex0 in range(6) for YIndex1 in range( -YIndex0, YIndex0 + 1 ) ]
#indices = [ ( PIndex, 2, YIndex1 ) for PIndex in range(40) for YIndex1 in [ +1, -1 ] ]
basisMoments = RealMomentsBuilder()
if normPdf :
basisMoments.appendPYList( angleFuncs.angles, indices, PDF = pdf, IntSet = intSet, NormSet = normSet )
else :
basisMoments.appendPYList( angleFuncs.angles, indices )
PDFInt = 1. if normPdf else 8. * pi
if readMoments :
# read moments from file
physMoments.read( momentsFile + '_Phys' )
basisMoments.read( momentsFile + '_Basis' )
else :
# compute moments from data set
physMoments.compute(data)
basisMoments.compute(data)
physMoments.write( momentsFile + '_Phys', Scale = PDFInt / 16. / sqrt(pi) )
basisMoments.write( momentsFile + '_Basis', Scale = PDFInt )
########################################################################################################################################### ## compute angular moments and build moments PDFs ## #################################################### # build angular moment basis functions indices = [ ( PIndex, YIndex0, YIndex1 ) for PIndex in range(4) for YIndex0 in range(3) for YIndex1 in range( -YIndex0, YIndex0 + 1 ) ] # construct moment names strings names0 = 'p2vvab_0000' names1 = names0 + '|p2vvab_001.|p2vvab_100.|p2vvab_101.' from P2VV.Utilities.DataMoments import RealMomentsBuilder moments = RealMomentsBuilder() moments.appendPYList( angleFuncs.angles, indices ) moments.initCovariances() # compute moments from data set moments.compute(data) moments.write( momentsFile, Scale = scale ) # print moments to screen moments.Print( Scale = scale, MinSignificance = 3. ) moments.Print( Scale = scale, MinSignificance = 3., Names = names0 ) moments.Print( Scale = scale, MinSignificance = 3., Names = names1 ) # build new PDFs with angular moments momPDFTerms = moments.buildPDFTerms( MinSignificance = 0. , Scale = scale , RangeNumStdDevs = 5. ) momPDFTerms0 = moments.buildPDFTerms( MinSignificance = 3., Names = names0, Scale = scale, CoefNamePrefix = 'C0_' ) momPDFTerms1 = moments.buildPDFTerms( MinSignificance = 3., Names = names1, Scale = scale, CoefNamePrefix = 'C1_' )