def plot(self, which):
"""
Make a plot of one of the fitting results. The argument is the name
of the fit. Alternatively, which can be in integer denoting
the place in the list of models.
For example, for the SCF tests, the names are "feff6",
"noSCF", or "withSCF_N" where N is the radius of the
self-consistency cluster. 1 is always "feff6", 2 is always
"noSCF", 3+ are the "withSCF" calculations in order of
increasing radius.
"""
if isinstance(which, int):
which = self.models[which-1]
if which in self.models:
dsets = getattr(getattr(self, which), 'datasets')
dset = dsets[0]
offset = 0.8 * max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=6,
xlabel=r'$R \rm\,(\AA)$', label='data', color='blue',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.material+ ' using '+which, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', color='red', _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='', color='blue', _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='', color='red', _larch=self._larch)
else:
raise Exception("%s is not one of the feff models for the %s test" % (which, self.test))
def do_fit(self, which):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, 'baseline', which))
#endif
print '>>>>>> %s' % folder
data = read_xdi(join(self.path, 'Copper.chik'), _larch=self._larch)
gds = Group(amp = Parameter(1, vary=True),
enot = Parameter(1e-7, vary=True),
thetad = Parameter(500, vary=True),
temp = Parameter(10, vary=False),
alpha = Parameter(1e-7, vary=True),
ss1 = Parameter(0.003, vary=True),
_larch=self._larch )
paths = list()
for index in range(1,14):
nnnn = realpath(join(folder, "feff%4.4d.dat" % index))
if not exists(nnnn):
continue
#end if
if index > 1:
sigsqr = 'sigma2_debye(temp, thetad)'
else:
sigsqr = 'ss1'
#end if
paths.append(feffpath(nnnn,
s02 = 'amp',
e0 = 'enot',
sigma2 = sigsqr,
deltar = 'alpha*reff', _larch=self._larch))
#end for
trans = feffit_transform(kmin=3, kmax=16, kw=(2,1,3), dk=1, window='hanning', rmin=1.7, rmax=5.1, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8, win=2,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', win=2, _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', win=2, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', win=2, _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
dmt = read_xdi(join(self.path, 'dmt.chik'), _larch=self._larch)
mmt = read_xdi(join(self.path, 'mmt.chik'), _larch=self._larch)
gds = Group(amp=Parameter(0.9, vary=True, _larch=self._larch),
enot=Parameter(1e-7, vary=True, _larch=self._larch),
delr_c=Parameter(1e-7, vary=True, _larch=self._larch),
ss_c=Parameter(0.003, vary=True, _larch=self._larch),
delr_cl=Parameter(1e-7, vary=True, _larch=self._larch),
ss_cl=Parameter(0.003, vary=True, _larch=self._larch),
_larch=self._larch)
paths_dmt = list()
paths_dmt.append(
feffpath(realpath(join(folder, "feff0001.dat")),
degen=2,
s02='amp',
e0='enot',
sigma2='ss_c',
deltar='delr_c',
_larch=self._larch))
paths_dmt.append(
feffpath(realpath(join(folder, "feff0002.dat")),
degen=2,
s02='amp',
e0='enot',
sigma2='ss_cl',
deltar='delr_cl',
_larch=self._larch))
paths_mmt = list()
paths_mmt.append(
feffpath(realpath(join(folder, "feff0001.dat")),
degen=1,
s02='amp',
e0='enot',
sigma2='ss_c',
deltar='delr_c',
_larch=self._larch))
paths_mmt.append(
feffpath(realpath(join(folder, "feff0002.dat")),
degen=3,
s02='amp',
e0='enot',
sigma2='ss_cl',
deltar='delr_cl',
_larch=self._larch))
trans = feffit_transform(kmin=3,
kmax=13,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.25,
rmax=3,
_larch=self._larch)
dset = [
feffit_dataset(data=dmt,
pathlist=paths_dmt,
transform=trans,
_larch=self._larch),
feffit_dataset(data=mmt,
pathlist=paths_mmt,
transform=trans,
_larch=self._larch)
]
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset[0].data.chir_mag) / 2
_newplot(dset[0].data.r,
dset[0].data.chir_mag + offset,
xmax=5,
win=1,
xlabel=r'$R \rm\,(\AA)$',
label='dimethyltin',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset[0].model.r,
dset[0].model.chir_mag + offset,
label='fit',
win=1,
_larch=self._larch)
_plot(dset[0].data.r,
dset[0].data.chir_re,
label='dimethyltin',
win=1,
_larch=self._larch)
_plot(dset[0].model.r,
dset[0].model.chir_re,
label='fit',
win=1,
_larch=self._larch)
_plot(dset[1].data.r,
dset[1].data.chir_mag + 7 * offset,
label='monomethyltin',
win=1,
_larch=self._larch)
_plot(dset[1].model.r,
dset[1].model.chir_mag + 7 * offset,
label='fit',
win=1,
_larch=self._larch)
_plot(dset[1].data.r,
dset[1].data.chir_re + 6 * offset,
label='monomethyltin',
win=1,
_larch=self._larch)
_plot(dset[1].model.r,
dset[1].model.chir_re + 6 * offset,
label='fit',
win=1,
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells = '_1st'
write_ascii(join(self.folder, fittest, "fit_" + which + ".k"),
dset.data[0].k,
dset.data[0].chi,
dset.model[0].chi,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_" + which + ".r"),
dset.data[0].r,
dset.data[0].chir_mag,
dset.model[0].chir_mag,
dset.data[0].chir_re,
dset.model[0].chir_re,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_' + which + '.gp'), 'w') as inp:
inp.write(
renderer.render_path(
'plot.mustache', # gnuplot mustache file
{
'material': 'methyltin',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 13,
'rmin': 1.25,
'rmax': 3,
'offset': 1,
}))
return fit
def do_fit(self, which):
if which == 'testrun':
folder = self.testrun
else:
folder = self.baseline
#end if
data = read_xdi(join(self.path, 'bromoadamantane.chik'),
_larch=self._larch)
gds = Group(amp=Parameter(1.021, vary=True, _larch=self._larch),
enot=Parameter(4.01, vary=True, _larch=self._larch),
delr=Parameter(-0.007, vary=True, _larch=self._larch),
brc=Parameter(expr='1.9521+delr', _larch=self._larch),
ss=Parameter(0.003, vary=True, _larch=self._larch),
phir=Parameter(109.29960 * 3.141592653589793 / 180,
vary=False,
_larch=self._larch),
cc=Parameter(1.53780, vary=False, _larch=self._larch),
tanbeta=Parameter(expr='(brc+cc)*tan(phir/2) / (brc-cc)',
_larch=self._larch),
beta=Parameter(expr='atan(tanbeta)', _larch=self._larch),
brc2=Parameter(expr='(brc-cc)*cos(phir/2)/cos(beta)',
_larch=self._larch),
drh=Parameter(0.04, vary=True, _larch=self._larch),
ssh=Parameter(0.005, vary=True, _larch=self._larch),
ss2=Parameter(expr='ss*(brc2/brc)**2', _larch=self._larch),
c3=Parameter(-0.0007, vary=True, _larch=self._larch),
_larch=self._larch)
paths = list()
paths.append(
feffpath(realpath(join(folder, "feff0001.dat")),
s02='amp',
e0='enot',
sigma2='ss',
deltar='delr',
third='c3',
_larch=self._larch))
paths.append(
feffpath(realpath(join(folder, "feff0002.dat")),
s02='amp',
e0='enot',
sigma2='ss2',
deltar='brc2-2.8565',
_larch=self._larch))
paths.append(
feffpath(realpath(join(folder, "feff0003.dat")),
s02='amp',
e0='enot',
sigma2='ssh',
deltar='drh',
_larch=self._larch))
paths.append(
feffpath(realpath(join(folder, "feff0004.dat")),
s02='amp',
e0='enot',
sigma2='(ss+ss2)/2',
deltar='(brc+brc2+cc)/2 - 3.173',
_larch=self._larch))
paths.append(
feffpath(realpath(join(folder, "feff0005.dat")),
s02='amp',
e0='enot',
sigma2='(ss+ss2)/2',
deltar='(brc+brc2+cc)/2 - 3.173',
_larch=self._larch))
trans = feffit_transform(kmin=2.5,
kmax=13,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.25,
rmax=3,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
win=2,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
win=2,
_larch=self._larch)
_plot(dset.data.r,
dset.data.chir_re,
label='data',
win=2,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
win=2,
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'Copper.chik'), _larch=self._larch)
gds = Group(amp=Parameter(1, vary=True, _larch=self._larch),
enot=Parameter(1e-7, vary=True, _larch=self._larch),
ss1=Parameter(0.003, vary=True, _larch=self._larch),
_larch=self._larch)
if firstshell:
gds.delr = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'delr'
else:
gds.thetad = Parameter(500, vary=True, _larch=self._larch)
gds.temp = Parameter(10, vary=False, _larch=self._larch)
gds.alpha = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'alpha*reff'
imax = 16
if firstshell: imax = 2
paths = list()
for index in range(1, imax):
nnnn = realpath(join(folder, "feff%4.4d.dat" % index))
if not exists(nnnn):
continue
#end if
if index > 1:
sigsqr = 'sigma2_debye(temp, thetad)'
else:
sigsqr = 'ss1'
#end if
paths.append(
feffpath(nnnn,
s02='amp',
e0='enot',
sigma2=sigsqr,
deltar=dr1param,
_larch=self._larch))
#end for
rx = 5.0
if firstshell: rx = 2.8
trans = feffit_transform(kmin=3,
kmax=15,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1,
rmax=rx,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
_larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells = '_1st'
write_ascii(join(self.folder, fittest, "fit_" + which + shells + ".k"),
dset.data.k,
dset.data.chi,
dset.model.chi,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_" + which + shells + ".r"),
dset.data.r,
dset.data.chir_mag,
dset.model.chir_mag,
dset.data.chir_re,
dset.model.chir_re,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_' + which + shells + '.gp'),
'w') as inp:
inp.write(
renderer.render_path(
'plot.mustache', # gnuplot mustache file
{
'material': 'Copper',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 15,
'rmin': 1,
'rmax': rx,
'offset': 2,
}))
return fit
def do_fit(self, which):
if which == 'testrun':
folder = self.testrun
else:
folder = self.baseline
data = read_xdi(join(self.path, 'NiO.chik'), _larch=self._larch)
if hasattr(data, 'wavenumber'):
data.k = data.wavenumber
gds = Group(
amp=Parameter(1, vary=True, _larch=self._larch),
enot=Parameter(0.01, vary=True, _larch=self._larch),
alpha=Parameter(0.0001, vary=True, _larch=self._larch),
sso=Parameter(0.003, vary=True, _larch=self._larch),
ssni=Parameter(0.003, vary=True, _larch=self._larch),
sso2=Parameter(0.003, vary=True, _larch=self._larch),
#sso3 = Parameter(0.003, vary=True, _larch=self._larch),
ssni2=Parameter(0.003, vary=True, _larch=self._larch),
#ssni3 = Parameter(0.003, vary=True, _larch=self._larch),
#ssni4 = Parameter(0.003, vary=True, _larch=self._larch),
_larch=self._larch)
paths = list()
paths.append(
feffpath(
realpath(join(folder, "feff0001.dat")), # 1st shell O SS
s02='amp',
e0='enot',
sigma2='sso',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0002.dat")), # 2nd shell Ni SS
s02='amp',
e0='enot',
sigma2='ssni',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0003.dat")), # O-O triangle
s02='amp',
e0='enot',
sigma2='1.5*sso',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0004.dat")), # O-Ni triangle
s02='amp',
e0='enot',
sigma2='sso+ssni',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0005.dat")), # 3rd shell O SS
s02='amp',
e0='enot',
sigma2='sso2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0006.dat")), # 4th shell Ni SS
s02='amp',
e0='enot',
sigma2='ssni2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0007.dat")), # O-O non-forward linear
s02='amp',
e0='enot',
sigma2='sso*2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0008.dat")), # O-Ni forward scattering
s02='amp',
e0='enot',
sigma2='ssni2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0009.dat")), # O-O forward through absorber
s02='amp',
e0='enot',
sigma2='sso*2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0010.dat")), # O-Ni-O double forward
s02='amp',
e0='enot',
sigma2='ssni2',
deltar='alpha*reff',
_larch=self._larch))
trans = feffit_transform(kmin=3,
kmax=15.938,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.5,
rmax=4.2,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = 0.6 * max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
win=2,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
win=2,
_larch=self._larch)
_plot(dset.data.r,
dset.data.chir_re,
label='data',
win=2,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
win=2,
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'NiO.chik'), _larch=self._larch)
if hasattr(data, 'wavenumber'):
data.k = data.wavenumber
gds = Group(amp = Parameter(1, vary=True, _larch=self._larch),
enot = Parameter(1e-7, vary=True, _larch=self._larch),
sso = Parameter(0.003, vary=True, _larch=self._larch), _larch=self._larch )
if firstshell:
gds.delr = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'delr'
else:
gds.alpha = Parameter(1e-7, vary=True, _larch=self._larch)
gds.ssni = Parameter(0.003, vary=True, _larch=self._larch)
gds.sso2 = Parameter(0.003, vary=True, _larch=self._larch)
#gds.sso3 = Parameter(0.003, vary=True, _larch=self._larch)
gds.ssni2 = Parameter(0.003, vary=True, _larch=self._larch)
#gds.ssni3 = Parameter(0.003, vary=True, _larch=self._larch)
#gds.ssni4 = Parameter(0.003, vary=True, _larch=self._larch)
dr1param = 'alpha*reff'
paths = list()
paths.append(feffpath(realpath(join(folder, "feff0001.dat")), # 1st shell O SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso',
deltar = dr1param, _larch=self._larch))
if not firstshell:
paths.append(feffpath(realpath(join(folder, "feff0002.dat")), # 2nd shell Ni SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0003.dat")), # O-O triangle
s02 = 'amp',
e0 = 'enot',
sigma2 = '1.5*sso',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0004.dat")), # O-Ni triangle
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso+ssni/2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0005.dat")), # 3rd shell O SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0006.dat")), # 4th shell Ni SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0007.dat")), # O-O non-forward linear
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso*2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0008.dat")), # O-Ni forward scattering
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0009.dat")), # O-O forward through absorber
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso*2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0011.dat")), # O-Ni-O double forward
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0010.dat")), # O-O rattle (the order of 10 and 11 is different in Demeter's pathfinder!)
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso*4',
deltar = 'alpha*reff', _larch=self._larch))
rx = 4.2
if firstshell: rx = 1.95
trans = feffit_transform(kmin=3, kmax=15.938, kw=(2,1,3), dk=1, window='hanning', rmin=1.0, rmax=rx, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = 0.6*max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells='_1st'
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".k"), dset.data.k, dset.data.chi, dset.model.chi,
labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".r"), dset.data.r, dset.data.chir_mag, dset.model.chir_mag,
dset.data.chir_re, dset.model.chir_re, labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest,'fit_'+which+shells+'.gp'), 'w') as inp:
inp.write(renderer.render_path( 'plot.mustache', # gnuplot mustache file
{'material': 'NiO',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 15.938,
'rmin': 1.0,
'rmax': rx,
'offset': 1,
} ))
return fit
def compare(self, nnnn=1, part='feff', use_wrapper=False, _larch=None):
"""
Compare a feffNNNN.dat file from the testrun with the same file
from the baseline calculation
group.compare(N, part, use_wrapper)
where N is the path index, part is one of
feff : test the magnitude AND phase of F_eff (default)
amp : test the total amplitude of the path
phase : test the total phase of the path
lambda : test the mean free path
caps : test the central atom phase shift
redfact : test the reduction factor
rep : test the real part of the complex wavenumber
and use_wrapper is True if the test is to use the python interface to
the feffpath library or False if the test is to use the feffrunner and
the Feff executables. (Currently, only feffrunner is working...)
Sets self.rfactor (and self.rfactor_2).
"""
if self._larch is None:
raise Warning("cannot do path comparison -- larch broken?")
if not self.feffran:
print colored("You have not yet run the test Feff calculation",
'magenta',
attrs=['bold'])
return
if not self.available(nnnn):
print colored(
"Path %d was not saved from the test Feff calculation" % nnnn,
'magenta',
attrs=['bold'])
return
how = 'wrapper' if use_wrapper else 'executables'
nnnndat = "feff%4.4d.dat" % nnnn
blpath = feffpath(join(self.baseline, nnnndat))
if use_wrapper and self.wrapper_available: # make the f3ffNNNN.dat file on the fly
self.sp.phpad = join(self.testrun, 'phase.pad')
self.sp.nnnn = True
self.sp.index = nnnn
self.sp.verbose = self.verbose
self.__snarf_geometry(nnnn)
owd = getcwd()
try:
chdir(self.testrun)
self.sp.make()
finally:
chdir(owd)
n3nndat = "f3ff%4.4d.dat" % nnnn
trpath = feffpath(join(self.testrun, n3nndat))
else: # the feffNNNN.dat file was made by the monolithic feff run
trpath = feffpath(join(self.testrun, nnnndat))
if part == 'feff':
baseline_1 = getattr(blpath._feffdat,
'mag_feff') # + np.random.uniform(0,1,size=1)
testrun_1 = getattr(trpath._feffdat, 'mag_feff')
baseline_2 = getattr(blpath._feffdat,
'pha_feff') # + np.random.uniform(0,1,size=1)
testrun_2 = getattr(trpath._feffdat, 'pha_feff')
ylabel = 'magnitude and phase'
label = 'magnitude'
elif part == 'amp':
baseline_1 = getattr(blpath._feffdat, 'amp')
testrun_1 = getattr(trpath._feffdat, 'amp')
ylabel = 'total amplitude'
label = 'amplitude'
elif part == 'phase':
baseline_1 = getattr(blpath._feffdat, 'pha')
testrun_1 = getattr(trpath._feffdat, 'pha')
ylabel = 'total phase shift'
label = 'phase'
elif part == 'lambda':
baseline_1 = getattr(blpath._feffdat, 'lam')
testrun_1 = getattr(trpath._feffdat, 'lam')
ylabel = 'mean free path'
label = 'MFP'
elif part == 'caps':
baseline_1 = getattr(blpath._feffdat, 'real_phc')
testrun_1 = getattr(trpath._feffdat, 'real_phc')
ylabel = 'central atom phase shift'
label = 'CAPS'
elif part == 'redfact':
baseline_1 = getattr(blpath._feffdat, 'red_fact')
testrun_1 = getattr(trpath._feffdat, 'red_fact')
ylabel = 'reduction factor'
label = 'reduction factor'
elif part == 'rep':
baseline_1 = getattr(blpath._feffdat, 'rep')
testrun_1 = getattr(trpath._feffdat, 'rep')
ylabel = 'real part of p(k)'
label = 'Re[p(k)]'
else:
if self.verbose:
print colored(
"Unknown choice of parts \"%s\"\nmust be one of (feff|amp|phase|lambda|caps|redfact|rep)\nusing feff"
% part,
'magenta',
attrs=['bold'])
part = 'feff'
baseline_1 = getattr(blpath._feffdat, 'mag_feff')
testrun_1 = getattr(trpath._feffdat, 'mag_feff')
baseline_2 = getattr(blpath._feffdat, 'pha_feff')
testrun_2 = getattr(trpath._feffdat, 'pha_feff')
ylabel = 'magnitude and phase'
label = 'magnitude'
self.rfactor_2 = 0
self.rfactor = sum((baseline_1 - testrun_1)**2) / sum(baseline_1**2)
if self.verbose:
print colored("\nComparing %s of %s (%s) (using %s)" %
(label, nnnndat,
"with SCF" if self.doscf else "without SCF", how),
'yellow',
attrs=['bold'])
self.print_geometry(blpath)
if self.verbose:
print label + " R-factor = " + colored(
"%.3f" % self.rfactor,
'green' if self.rfactor < self.epsilon else 'magenta',
attrs=['bold'])
if part == 'feff':
self.rfactor_2 = sum(
(testrun_2 - testrun_2)**2) / sum(baseline_2**2)
if self.verbose:
color = 'green' if self.rfactor_2 < self.epsilon else 'magenta'
print "phase R-factor = " + colored(
"%.3f" % self.rfactor_2, color, attrs=['bold'])
if self.verbose: print ""
if self.doplot:
_newplot(blpath._feffdat.k,
baseline_1,
_larch=self._larch,
label=label + ' of baseline',
xlabel='wavenumber $\AA^{-1}$',
ylabel=ylabel,
title=nnnndat,
show_legend=True,
legend_loc='best')
_plot(trpath._feffdat.k,
testrun_1,
_larch=self._larch,
label=label + ' of test run')
if part == 'feff':
_plot(blpath._feffdat.k,
np.gradient(baseline_2),
_larch=self._larch,
label='grad(phase of baseline)')
_plot(trpath._feffdat.k,
np.gradient(testrun_2),
_larch=self._larch,
label='grad(phase of test run)')
if use_wrapper and self.wrapper_available:
unlink(join(self.testrun, n3nndat))
self.sp.clear()
if part == 'feff':
return self.rfactor < self.epsilon and self.rfactor_2 < self.epsilon
else:
return self.rfactor < self.epsilon
def do_fit(self, which):
if which == "testrun":
folder = self.testrun
else:
folder = self.baseline
data = read_xdi(join(self.path, "UO2.chik"), _larch=self._larch)
gds = Group(
amp=Parameter(1, vary=True, _larch=self._larch),
enot=Parameter(0.01, vary=True, _larch=self._larch),
sso=Parameter(0.003, vary=True, _larch=self._larch),
ssu=Parameter(0.003, vary=True, _larch=self._larch),
sso2=Parameter(0.003, vary=True, _larch=self._larch),
dro=Parameter(0.0001, vary=True, _larch=self._larch),
dru=Parameter(0.0001, vary=True, _larch=self._larch),
dro2=Parameter(0.0001, vary=True, _larch=self._larch),
nu=Parameter(12, vary=True, _larch=self._larch),
no2=Parameter(expr="2*nu", _larch=self._larch),
_larch=self._larch,
)
paths = list()
paths.append(
feffpath(
realpath(join(folder, "feff0001.dat")), # 1st shell O SS
s02="amp",
e0="enot",
sigma2="sso",
deltar="dro",
_larch=self._larch,
)
)
# paths.append(feffpath(realpath(join(folder, "feff0002.dat")), # triangle in first shell
# s02 = 'amp',
# e0 = 'enot',
# sigma2 = 'sso*1.5',
# deltar = 'dro*(1+sqrt(2))/2', _larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0003.dat")), # 2nd shell U SS
degen=1,
s02="amp*nu",
e0="enot",
sigma2="ssu",
deltar="dru",
_larch=self._larch,
)
)
# paths.append(feffpath(realpath(join(folder, "feff0004.dat")), # 1st shell, longer triangle
# s02 = 'amp',
# e0 = 'enot',
# sigma2 = '2*sso',
# deltar = '2*dro', _larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0006.dat")), # 3rd shell O SS
degen=1,
s02="amp*no2",
# s02 = 'amp*nu*2',
e0="enot",
sigma2="sso2",
deltar="dro2",
_larch=self._larch,
)
)
paths.append(
feffpath(
realpath(join(folder, "feff0007.dat")), # 1st shell, non-forward linear through absorber
s02="amp",
e0="enot",
sigma2="sso2",
deltar="dro2",
_larch=self._larch,
)
)
paths.append(
feffpath(
realpath(join(folder, "feff0008.dat")), # 1st shell forward through absorber
s02="amp",
e0="enot",
sigma2="2*sso",
deltar="2*dro",
_larch=self._larch,
)
)
paths.append(
feffpath(
realpath(join(folder, "feff0009.dat")), # rattle in 1st shell
s02="amp",
e0="enot",
sigma2="2*sso",
deltar="2*dro",
_larch=self._larch,
)
)
trans = feffit_transform(
kmin=3, kmax=11, kw=(2, 1, 3), dk=1, window="hanning", rmin=1.25, rmax=4.3, _larch=self._larch
)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(
dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
win=2,
xlabel=r"$R \rm\,(\AA)$",
label="data",
ylabel=r"$|\chi(R)| \rm\,(\AA^{-3})$",
title="Fit to " + self.folder,
show_legend=True,
_larch=self._larch,
)
_plot(dset.model.r, dset.model.chir_mag + offset, label="fit", win=2, _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label="data", win=2, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label="fit", win=2, _larch=self._larch)
# end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
# end if
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
firstshell = False # no 1st shell fit for this material
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'uranyl.chik'), _larch=self._larch)
gds = Group(amp = Parameter(1, vary=True, _larch=self._larch),
enot = Parameter(1e-7, vary=True, _larch=self._larch),
#enot = Parameter(1e-7, vary=True, _larch=self._larch, min=0, max=13),
enoteq = Parameter(expr= 'enot', _larch=self._larch),
deloax = Parameter(1e-7, vary=True, _larch=self._larch),
deloeq = Parameter(1e-7, vary=True, _larch=self._larch),
sigoax = Parameter(0.003, vary=True, _larch=self._larch),
sigoeq = Parameter(0.003, vary=True, _larch=self._larch),
nax = Parameter(2.0, vary=False, _larch=self._larch),
neq = Parameter(6, vary=False, _larch=self._larch), #, min=0, max=12),
_larch=self._larch )
paths = list()
paths.append(feffpath(realpath(join(folder, "feff0001.dat")), # axial oxygen
degen = 1,
s02 = 'amp*nax',
e0 = 'enot',
sigma2 = 'sigoax',
deltar = 'deloax', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0003.dat")), # equatorial oxygen
degen = 1,
s02 = 'amp*neq',
e0 = 'enoteq',
sigma2 = 'sigoeq',
deltar = 'deloeq', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0008.dat")), # axial oxygen, rattle
degen = 1,
s02 = 'amp*nax',
e0 = 'enot',
sigma2 = 'sigoax*4',
deltar = 'deloax*2', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0009.dat")), # axial oxygen, non-forward
degen = 1,
s02 = 'amp*nax',
e0 = 'enot',
sigma2 = 'sigoax',
deltar = 'deloax*2', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0010.dat")), # axial oxygen, forward
degen = 1,
s02 = 'amp*nax',
e0 = 'enot',
sigma2 = 'sigoax',
deltar = 'deloax*2', _larch=self._larch))
trans = feffit_transform(kmin=3, kmax=11, kw=(2,1,3), dk=1, window='hanning', rmin=1.0, rmax=3.2, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8, win=2,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', win=2, _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', win=2, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', win=2, _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells='_1st'
write_ascii(join(self.folder, fittest, "fit_"+which+".k"), dset.data.k, dset.data.chi, dset.model.chi,
labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_"+which+".r"), dset.data.r, dset.data.chir_mag, dset.model.chir_mag,
dset.data.chir_re, dset.model.chir_re, labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_'+which+'.gp'), 'w') as inp:
inp.write(renderer.render_path( 'plot.mustache', # gnuplot mustache file
{'material': 'uranyl',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 11,
'rmin': 1.0,
'rmax': 3.2,
'offset': 1,
} ))
return fit
def do_fit(self, which):
if which == 'testrun':
folder = self.testrun
else:
folder = self.baseline
data = read_xdi(join(self.path, 'NiO.chik'), _larch=self._larch)
if hasattr(data, 'wavenumber'):
data.k = data.wavenumber
gds = Group(amp = Parameter(1, vary=True, _larch=self._larch),
enot = Parameter(0.01, vary=True, _larch=self._larch),
alpha = Parameter(0.0001, vary=True, _larch=self._larch),
sso = Parameter(0.003, vary=True, _larch=self._larch),
ssni = Parameter(0.003, vary=True, _larch=self._larch),
sso2 = Parameter(0.003, vary=True, _larch=self._larch),
#sso3 = Parameter(0.003, vary=True, _larch=self._larch),
ssni2 = Parameter(0.003, vary=True, _larch=self._larch),
#ssni3 = Parameter(0.003, vary=True, _larch=self._larch),
#ssni4 = Parameter(0.003, vary=True, _larch=self._larch),
_larch=self._larch )
paths = list()
paths.append(feffpath(realpath(join(folder, "feff0001.dat")), # 1st shell O SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0002.dat")), # 2nd shell Ni SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0003.dat")), # O-O triangle
s02 = 'amp',
e0 = 'enot',
sigma2 = '1.5*sso',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0004.dat")), # O-Ni triangle
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso+ssni',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0005.dat")), # 3rd shell O SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0006.dat")), # 4th shell Ni SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0007.dat")), # O-O non-forward linear
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso*2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0008.dat")), # O-Ni forward scattering
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0009.dat")), # O-O forward through absorber
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso*2',
deltar = 'alpha*reff', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0010.dat")), # O-Ni-O double forward
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssni2',
deltar = 'alpha*reff', _larch=self._larch))
trans = feffit_transform(kmin=3, kmax=15.938, kw=(2,1,3), dk=1, window='hanning', rmin=1.5, rmax=4.2, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = 0.6*max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8, win=2,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', win=2, _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', win=2, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', win=2, _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
return fit
def do_fit(self, which):
if which == 'testrun':
folder = self.testrun
else:
folder = self.baseline
data = read_xdi(join(self.path, 'UO2.chik'), _larch=self._larch)
gds = Group(amp=Parameter(1, vary=True, _larch=self._larch),
enot=Parameter(0.01, vary=True, _larch=self._larch),
sso=Parameter(0.003, vary=True, _larch=self._larch),
ssu=Parameter(0.003, vary=True, _larch=self._larch),
sso2=Parameter(0.003, vary=True, _larch=self._larch),
dro=Parameter(0.0001, vary=True, _larch=self._larch),
dru=Parameter(0.0001, vary=True, _larch=self._larch),
dro2=Parameter(0.0001, vary=True, _larch=self._larch),
nu=Parameter(12, vary=True, _larch=self._larch),
no2=Parameter(expr='2*nu', _larch=self._larch),
_larch=self._larch)
paths = list()
paths.append(
feffpath(
realpath(join(folder, "feff0001.dat")), # 1st shell O SS
s02='amp',
e0='enot',
sigma2='sso',
deltar='dro',
_larch=self._larch))
# paths.append(feffpath(realpath(join(folder, "feff0002.dat")), # triangle in first shell
# s02 = 'amp',
# e0 = 'enot',
# sigma2 = 'sso*1.5',
# deltar = 'dro*(1+sqrt(2))/2', _larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0003.dat")), # 2nd shell U SS
degen=1,
s02='amp*nu',
e0='enot',
sigma2='ssu',
deltar='dru',
_larch=self._larch))
# paths.append(feffpath(realpath(join(folder, "feff0004.dat")), # 1st shell, longer triangle
# s02 = 'amp',
# e0 = 'enot',
# sigma2 = '2*sso',
# deltar = '2*dro', _larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0006.dat")), # 3rd shell O SS
degen=1,
s02='amp*no2',
#s02 = 'amp*nu*2',
e0='enot',
sigma2='sso2',
deltar='dro2',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0007.dat")
), # 1st shell, non-forward linear through absorber
s02='amp',
e0='enot',
sigma2='sso2',
deltar='dro2',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(
folder, "feff0008.dat")), # 1st shell forward through absorber
s02='amp',
e0='enot',
sigma2='2*sso',
deltar='2*dro',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0009.dat")), # rattle in 1st shell
s02='amp',
e0='enot',
sigma2='2*sso',
deltar='2*dro',
_larch=self._larch))
trans = feffit_transform(kmin=3,
kmax=11,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.25,
rmax=4.3,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
win=2,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
win=2,
_larch=self._larch)
_plot(dset.data.r,
dset.data.chir_re,
label='data',
win=2,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
win=2,
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
firstshell = False # no 1st shell fit for this material
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'uranyl.chik'), _larch=self._larch)
gds = Group(
amp=Parameter(1, vary=True, _larch=self._larch),
enot=Parameter(1e-7, vary=True, _larch=self._larch),
#enot = Parameter(1e-7, vary=True, _larch=self._larch, min=0, max=13),
enoteq=Parameter(expr='enot', _larch=self._larch),
deloax=Parameter(1e-7, vary=True, _larch=self._larch),
deloeq=Parameter(1e-7, vary=True, _larch=self._larch),
sigoax=Parameter(0.003, vary=True, _larch=self._larch),
sigoeq=Parameter(0.003, vary=True, _larch=self._larch),
nax=Parameter(2.0, vary=False, _larch=self._larch),
neq=Parameter(6, vary=False, _larch=self._larch), #, min=0, max=12),
_larch=self._larch)
paths = list()
paths.append(
feffpath(
realpath(join(folder, "feff0001.dat")), # axial oxygen
degen=1,
s02='amp*nax',
e0='enot',
sigma2='sigoax',
deltar='deloax',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0003.dat")), # equatorial oxygen
degen=1,
s02='amp*neq',
e0='enoteq',
sigma2='sigoeq',
deltar='deloeq',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0008.dat")), # axial oxygen, rattle
degen=1,
s02='amp*nax',
e0='enot',
sigma2='sigoax*4',
deltar='deloax*2',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0009.dat")), # axial oxygen, non-forward
degen=1,
s02='amp*nax',
e0='enot',
sigma2='sigoax',
deltar='deloax*2',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0010.dat")), # axial oxygen, forward
degen=1,
s02='amp*nax',
e0='enot',
sigma2='sigoax',
deltar='deloax*2',
_larch=self._larch))
trans = feffit_transform(kmin=3,
kmax=11,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.0,
rmax=3.2,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
win=2,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
win=2,
_larch=self._larch)
_plot(dset.data.r,
dset.data.chir_re,
label='data',
win=2,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
win=2,
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells = '_1st'
write_ascii(join(self.folder, fittest, "fit_" + which + ".k"),
dset.data.k,
dset.data.chi,
dset.model.chi,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_" + which + ".r"),
dset.data.r,
dset.data.chir_mag,
dset.model.chir_mag,
dset.data.chir_re,
dset.model.chir_re,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_' + which + '.gp'), 'w') as inp:
inp.write(
renderer.render_path(
'plot.mustache', # gnuplot mustache file
{
'material': 'uranyl',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 11,
'rmin': 1.0,
'rmax': 3.2,
'offset': 1,
}))
return fit
def compare(self, nnnn=1, part='feff', use_wrapper=False, _larch=None):
"""
compare a feffNNNN.dat file from the testrun with the same file from the baseline calculation
group.compare(N, part, use_wrapper)
where N is the path index, part is one of
feff : test the magnitude AND phase of F_eff (default)
amp : test the total amplitude of the path
phase : test the total phase of the path
lambda : test the mean free path
caps : test the central atom phase shift
redfact : test the reduction factor
rep : test the real part of the complex wavenumber
and use_wrapper is True if the test is to use the python interface to the feffpath library
or False if the test is to use the monolithic feff.
"""
if self._larch is None:
raise Warning("cannot do path comparison -- larch broken?")
if not self.feffran:
print colored("You have not yet run the test Feff calculation", 'magenta', attrs=['bold'])
return
if not self.available(nnnn):
print colored("Path %d was not saved from the test Feff calculation" % nnnn, 'magenta', attrs=['bold'])
return
how='monolithic'
if use_wrapper: how = 'wrapper'
nnnndat = "feff%4.4d.dat" % nnnn
blpath = feffpath(join(self.baseline, nnnndat))
if use_wrapper and self.wrapper_available: # make the f3ffNNNN.dat file on the fly
self.sp.phpad=join(self.testrun, 'phase.pad')
self.sp.nnnn=True
self.sp.index=nnnn
self.sp.verbose=self.verbose
self.snarf_geometry(nnnn)
here = getcwd()
chdir(self.testrun)
self.sp.make()
chdir(here)
n3nndat = "f3ff%4.4d.dat" % nnnn
trpath = feffpath(join(self.testrun, n3nndat))
else: # the feffNNNN.dat file was made by the monolithic feff run
trpath = feffpath(join(self.testrun, nnnndat))
if part=='feff':
baseline_1 = getattr(blpath._feffdat, 'mag_feff') # + np.random.uniform(0,1,size=1)
testrun_1 = getattr(trpath._feffdat, 'mag_feff')
baseline_2 = getattr(blpath._feffdat, 'pha_feff') # + np.random.uniform(0,1,size=1)
testrun_2 = getattr(trpath._feffdat, 'pha_feff')
ylabel = 'magnitude and phase'
label = 'magnitude'
elif part=='amp':
baseline_1 = getattr(blpath._feffdat, 'amp')
testrun_1 = getattr(trpath._feffdat, 'amp')
ylabel = 'total amplitude'
label = 'amplitude'
elif part=='phase':
baseline_1 = getattr(blpath._feffdat, 'pha')
testrun_1 = getattr(trpath._feffdat, 'pha')
ylabel = 'total phase shift'
label = 'phase'
elif part=='lambda':
baseline_1 = getattr(blpath._feffdat, 'lam')
testrun_1 = getattr(trpath._feffdat, 'lam')
ylabel = 'mean free path'
label = 'MFP'
elif part=='caps':
baseline_1 = getattr(blpath._feffdat, 'real_phc')
testrun_1 = getattr(trpath._feffdat, 'real_phc')
ylabel = 'central atom phase shift'
label = 'CAPS'
elif part=='redfact':
baseline_1 = getattr(blpath._feffdat, 'red_fact')
testrun_1 = getattr(trpath._feffdat, 'red_fact')
ylabel = 'reduction factor'
label = 'reduction factor'
elif part=='rep':
baseline_1 = getattr(blpath._feffdat, 'rep')
testrun_1 = getattr(trpath._feffdat, 'rep')
ylabel = 'real part of p(k)'
label = 'Re[p(k)]'
else:
if self.verbose: print colored("Unknown choice of parts \"%s\"\nmust be one of (feff|amp|phase|lambda|caps|redfact|rep)\nusing feff" % part,
'magenta', attrs=['bold'])
part = 'feff'
baseline_1 = getattr(blpath._feffdat, 'mag_feff')
testrun_1 = getattr(trpath._feffdat, 'mag_feff')
baseline_2 = getattr(blpath._feffdat, 'pha_feff')
testrun_2 = getattr(trpath._feffdat, 'pha_feff')
ylabel = 'magnitude and phase'
label = 'magnitude'
scf="without SCF"
if self.doscf: scf="with SCF"
self.rfactor_2 = 0
self.rfactor = sum((baseline_1 - testrun_1)**2) / sum(baseline_1**2)
if self.verbose:
print colored("\nComparing %s of %s (%s) (%s)" % (label, nnnndat, scf, how), 'yellow', attrs=['bold'])
self.geometry(blpath)
if self.verbose:
color = 'green' if self.rfactor < self.epsilon else 'magenta'
print label + " R-factor = " + colored("%.3f" % self.rfactor, color, attrs=['bold'])
if part=='feff':
self.rfactor_2 = sum((testrun_2 - testrun_2)**2) / sum(baseline_2**2)
if self.verbose:
color = 'green' if self.rfactor_2 < self.epsilon else 'magenta'
print "phase R-factor = " + colored("%.3f" % self.rfactor_2, color, attrs=['bold'])
if self.verbose: print ""
if self.doplot:
_newplot(blpath._feffdat.k, baseline_1, _larch=self._larch, label=label+' of baseline',
xlabel='wavenumber $\AA^{-1}$', ylabel=ylabel, title=nnnndat, show_legend=True, legend_loc='best')
_plot (trpath._feffdat.k, testrun_1, _larch=self._larch, label=label+' of test run')
if part=='feff':
_plot(blpath._feffdat.k, np.gradient(baseline_2), _larch=self._larch, label='grad(phase of baseline)')
_plot(trpath._feffdat.k, np.gradient(testrun_2), _larch=self._larch, label='grad(phase of test run)')
if use_wrapper and self.wrapper_available:
unlink(join(self.testrun, n3nndat))
self.sp.clear()
if part=='feff':
return self.rfactor < self.epsilon and self.rfactor_2 < self.epsilon
else:
return self.rfactor < self.epsilon
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'Copper.chik'), _larch=self._larch)
gds = Group(amp = Parameter(1, vary=True, _larch=self._larch),
enot = Parameter(1e-7, vary=True, _larch=self._larch),
ss1 = Parameter(0.003, vary=True, _larch=self._larch), _larch=self._larch )
if firstshell:
gds.delr = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'delr'
else:
gds.thetad = Parameter(500, vary=True, _larch=self._larch)
gds.temp = Parameter(10, vary=False, _larch=self._larch)
gds.alpha = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'alpha*reff'
imax = 16
if firstshell: imax = 2
paths = list()
for index in range(1,imax):
nnnn = realpath(join(folder, "feff%4.4d.dat" % index))
if not exists(nnnn):
continue
#end if
if index > 1:
sigsqr = 'sigma2_debye(temp, thetad)'
else:
sigsqr = 'ss1'
#end if
paths.append(feffpath(nnnn,
s02 = 'amp',
e0 = 'enot',
sigma2 = sigsqr,
deltar = dr1param, _larch=self._larch))
#end for
rx = 5.0
if firstshell: rx = 2.8
trans = feffit_transform(kmin=3, kmax=15, kw=(2,1,3), dk=1, window='hanning', rmin=1, rmax=rx, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells='_1st'
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".k"), dset.data.k, dset.data.chi, dset.model.chi,
labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".r"), dset.data.r, dset.data.chir_mag, dset.model.chir_mag,
dset.data.chir_re, dset.model.chir_re, labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_'+which+shells+'.gp'), 'w') as inp:
inp.write(renderer.render_path( 'plot.mustache', # gnuplot mustache file
{'material': 'Copper',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 15,
'rmin': 1,
'rmax': rx,
'offset': 2,
} ))
return fit
def do_fit(self, which):
if which == 'testrun':
folder = self.testrun
else:
folder = self.baseline
#end if
data = read_xdi(join(self.path, 'bromoadamantane.chik'), _larch=self._larch)
gds = Group(amp = Parameter(1.021, vary=False, _larch=self._larch),
enot = Parameter(4.01, vary=True, _larch=self._larch),
delr = Parameter(-0.007, vary=True, _larch=self._larch),
brc = Parameter(expr = '1.9521+delr', _larch=self._larch),
ss = Parameter(0.003, vary=True, _larch=self._larch),
phir = Parameter(109.29960 * 3.141592653589793 / 180, vary=False, _larch=self._larch),
cc = Parameter(1.53780, vary=False, _larch=self._larch),
tanbeta = Parameter(expr = '(brc+cc)*tan(phir/2) / (brc-cc)', _larch=self._larch),
beta = Parameter(expr = 'atan(tanbeta)', _larch=self._larch),
brc2 = Parameter(expr = '(brc-cc)*cos(phir/2)/cos(beta)', _larch=self._larch),
drh = Parameter(0.04, vary=True, _larch=self._larch),
ssh = Parameter(0.005, vary=True, _larch=self._larch),
ss2 = Parameter(expr = 'ss*(brc2/brc)**2', _larch=self._larch),
c3 = Parameter(-0.0007, vary=True, _larch=self._larch),
_larch=self._larch )
paths = list()
paths.append(feffpath(realpath(join(folder, "feff0001.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss',
deltar = 'delr',
third = 'c3', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0002.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss2',
deltar = 'brc2-2.8565', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0003.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssh',
deltar = 'drh', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0004.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = '(ss+ss2)/2',
deltar = '(brc+brc2+cc)/2 - 3.173', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0005.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = '(ss+ss2)/2',
deltar = '(brc+brc2+cc)/2 - 3.173', _larch=self._larch))
trans = feffit_transform(kmin=3, kmax=13, kw=(2,1,3), dk=1, window='hanning', rmin=1.25, rmax=3, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8, win=2,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', win=2, _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', win=2, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', win=2, _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
dmt = read_xdi(join(self.path, 'dmt.chik'), _larch=self._larch)
mmt = read_xdi(join(self.path, 'mmt.chik'), _larch=self._larch)
gds = Group(amp = Parameter(0.9, vary=True, _larch=self._larch),
enot = Parameter(1e-7, vary=True, _larch=self._larch),
delr_c = Parameter(1e-7, vary=True, _larch=self._larch),
ss_c = Parameter(0.003, vary=True, _larch=self._larch),
delr_cl = Parameter(1e-7, vary=True, _larch=self._larch),
ss_cl = Parameter(0.003, vary=True, _larch=self._larch),
_larch=self._larch )
paths_dmt = list()
paths_dmt.append(feffpath(realpath(join(folder, "feff0001.dat")),
degen = 2,
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss_c',
deltar = 'delr_c', _larch=self._larch))
paths_dmt.append(feffpath(realpath(join(folder, "feff0002.dat")),
degen = 2,
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss_cl',
deltar = 'delr_cl', _larch=self._larch))
paths_mmt = list()
paths_mmt.append(feffpath(realpath(join(folder, "feff0001.dat")),
degen = 1,
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss_c',
deltar = 'delr_c', _larch=self._larch))
paths_mmt.append(feffpath(realpath(join(folder, "feff0002.dat")),
degen = 3,
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss_cl',
deltar = 'delr_cl', _larch=self._larch))
trans = feffit_transform(kmin=3, kmax=13, kw=(2,1,3), dk=1, window='hanning', rmin=1.25, rmax=3, _larch=self._larch)
dset = [feffit_dataset(data=dmt, pathlist=paths_dmt, transform=trans, _larch=self._larch),
feffit_dataset(data=mmt, pathlist=paths_mmt, transform=trans, _larch=self._larch)]
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset[0].data.chir_mag)/2
_newplot(dset[0].data.r, dset[0].data.chir_mag+offset, xmax=5, win=1,
xlabel=r'$R \rm\,(\AA)$', label='dimethyltin',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset[0].model.r, dset[0].model.chir_mag+offset, label='fit', win=1, _larch=self._larch)
_plot(dset[0].data.r, dset[0].data.chir_re, label='dimethyltin', win=1, _larch=self._larch)
_plot(dset[0].model.r, dset[0].model.chir_re, label='fit', win=1, _larch=self._larch)
_plot(dset[1].data.r, dset[1].data.chir_mag+7*offset, label='monomethyltin', win=1, _larch=self._larch)
_plot(dset[1].model.r, dset[1].model.chir_mag+7*offset, label='fit', win=1, _larch=self._larch)
_plot(dset[1].data.r, dset[1].data.chir_re+6*offset, label='monomethyltin', win=1, _larch=self._larch)
_plot(dset[1].model.r, dset[1].model.chir_re+6*offset, label='fit', win=1, _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells='_1st'
write_ascii(join(self.folder, fittest, "fit_"+which+".k"), dset.data[0].k, dset.data[0].chi, dset.model[0].chi,
labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_"+which+".r"), dset.data[0].r, dset.data[0].chir_mag, dset.model[0].chir_mag,
dset.data[0].chir_re, dset.model[0].chir_re, labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_'+which+'.gp'), 'w') as inp:
inp.write(renderer.render_path( 'plot.mustache', # gnuplot mustache file
{'material': 'methyltin',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 13,
'rmin': 1.25,
'rmax': 3,
'offset': 1,
} ))
return fit
def do_fit(self, which):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, 'baseline', which))
#endif
print '>>>>>> %s' % folder
data = read_xdi(join(self.path, 'Copper.chik'), _larch=self._larch)
gds = Group(amp=Parameter(1, vary=True),
enot=Parameter(1e-7, vary=True),
thetad=Parameter(500, vary=True),
temp=Parameter(10, vary=False),
alpha=Parameter(1e-7, vary=True),
ss1=Parameter(0.003, vary=True),
_larch=self._larch)
paths = list()
for index in range(1, 14):
nnnn = realpath(join(folder, "feff%4.4d.dat" % index))
if not exists(nnnn):
continue
#end if
if index > 1:
sigsqr = 'sigma2_debye(temp, thetad)'
else:
sigsqr = 'ss1'
#end if
paths.append(
feffpath(nnnn,
s02='amp',
e0='enot',
sigma2=sigsqr,
deltar='alpha*reff',
_larch=self._larch))
#end for
trans = feffit_transform(kmin=3,
kmax=16,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.7,
rmax=5.1,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
win=2,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
win=2,
_larch=self._larch)
_plot(dset.data.r,
dset.data.chir_re,
label='data',
win=2,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
win=2,
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'UO2.chik'), _larch=self._larch)
gds = Group(amp = Parameter(1, vary=True, _larch=self._larch),
enot = Parameter(1e-7, vary=True, _larch=self._larch),
sso = Parameter(0.003, vary=True, _larch=self._larch),
dro = Parameter(1e-7, vary=True, _larch=self._larch), _larch=self._larch )
if not firstshell:
gds.ssu = Parameter(0.003, vary=True, _larch=self._larch)
gds.sso2 = Parameter(0.003, vary=True, _larch=self._larch)
gds.dru = Parameter(1e-7, vary=True, _larch=self._larch)
gds.dro2 = Parameter(1e-7, vary=True, _larch=self._larch)
gds.nu = Parameter(12, vary=True, _larch=self._larch)
gds.no2 = Parameter(expr='2*nu', _larch=self._larch)
paths = list()
paths.append(feffpath(realpath(join(folder, "feff0001.dat")), # 1st shell O SS
s02 = 'amp',
e0 = 'enot',
sigma2 = 'sso',
deltar = 'dro', _larch=self._larch))
if not firstshell:
# paths.append(feffpath(realpath(join(folder, "feff0002.dat")), # triangle in first shell
# s02 = 'amp',
# e0 = 'enot',
# sigma2 = 'sso*(1+sqrt(3))**2',
# deltar = 'dro*(1+sqrt(3))/2', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0003.dat")), # 2nd shell U SS
degen = 1,
s02 = 'amp*nu',
e0 = 'enot',
sigma2 = 'ssu',
deltar = 'dru', _larch=self._larch))
# paths.append(feffpath(realpath(join(folder, "feff0004.dat")), # 1st shell, longer triangle
# s02 = 'amp',
# e0 = 'enot',
# sigma2 = 'sso*(1+sqrt(2/3))**2',
# deltar = '(1+sqrt(2/3))*dro', _larch=self._larch))
# paths.append(feffpath(realpath(join(folder, "feff0005.dat")), # 1st shell, longer U-O-U triangle
# degen = 1,
# s02 = 'amp*nu',
# e0 = 'enot',
# sigma2 = 'sso*ssu/2',
# deltar = '(1+sqrt(2/3))*dro', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0006.dat")), # 3rd shell O SS
degen = 1,
s02 = 'amp*no2',
e0 = 'enot',
sigma2 = 'sso2',
deltar = 'dro2', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0007.dat")), # 1st shell, non-forward linear through absorber
s02 = 'amp',
e0 = 'enot',
sigma2 = '2*sso2',
deltar = '2*dro2', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0008.dat")), # 1st shell forward through absorber
s02 = 'amp',
e0 = 'enot',
sigma2 = '2*sso',
deltar = '2*dro', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0009.dat")), # rattle in 1st shell
s02 = 'amp',
e0 = 'enot',
sigma2 = '2*sso',
deltar = '2*dro', _larch=self._larch))
rx = 4.3
if firstshell: rx = 2.5
trans = feffit_transform(kmin=3, kmax=11, kw=(2,1,3), dk=1, window='hanning', rmin=1.25, rmax=rx, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells='_1st'
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".k"), dset.data.k, dset.data.chi, dset.model.chi,
labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".r"), dset.data.r, dset.data.chir_mag, dset.model.chir_mag,
dset.data.chir_re, dset.model.chir_re, labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_'+which+shells+'.gp'), 'w') as inp:
inp.write(renderer.render_path( 'plot.mustache', # gnuplot mustache file
{'material': 'UO2',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 11,
'rmin': 1.25,
'rmax': rx,
'offset': 0.75,
} ))
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'BaZrO3.chik'), _larch=self._larch)
gds = Group(amp = Parameter(0.95, vary=True, _larch=self._larch),
enot = Parameter(1e-7, vary=True, _larch=self._larch),
sso = Parameter(0.003, vary=True, _larch=self._larch),
czr = Parameter(0., vary=False, _larch=self._larch), _larch=self._larch )
if firstshell:
gds.delr = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'delr'
else:
gds.alpha = Parameter(0.00001, vary=True, _larch=self._larch)
gds.ssba = Parameter(0.003, vary=True, _larch=self._larch)
gds.sszr = Parameter(0.003, vary=True, _larch=self._larch)
gds.eba = Parameter(1e-7, vary=True, _larch=self._larch)
gds.ezr = Parameter(1e-7, vary=True, _larch=self._larch)
#gds.eba = Parameter(expr='enot', _larch=self._larch)
#gdsezr = Parameter(expr='enot', _larch=self._larch)
gds.sso2 = Parameter(0.003, vary=True, _larch=self._larch)
dr1param = 'alpha*reff'
paths = list()
paths.append(feffpath(realpath(join(folder, "feff0001.dat")),
s02 = 'amp',
deltar = dr1param,
e0 = 'enot',
sigma2 = 'sso',
_larch=self._larch))
if not firstshell:
paths.append(feffpath(realpath(join(folder, "feff0002.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'enot',
sigma2 = 'sso*1.5',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0003.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'eba',
sigma2 = 'ssba',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0004.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'ezr',
sigma2 = 'sszr',
third = 'czr',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0005.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'enot',
sigma2 = 'sso*2',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0006.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = '(enot+ezr)/2',
sigma2 = 'sszr',
third = 'czr',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0007.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'enot',
sigma2 = 'sso*2',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0009.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = '(2*enot+ezr)/3',
sigma2 = 'sszr',
third = 'czr',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0008.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'enot',
sigma2 = 'sso*4',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0011.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = '(enot+eba)/2',
sigma2 = 'ssba+sso',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0012.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'enot',
sigma2 = 'sso2',
_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0013.dat")),
s02 = 'amp',
deltar = 'alpha*reff',
e0 = 'enot',
sigma2 = 'sso+sso2',
_larch=self._larch))
rx = 4.5
if firstshell: rx = 1.95
trans = feffit_transform(kmin=3, kmax=14.5, kw=(2,1,3), dk=1, window='hanning', rmin=1.2, rmax=rx, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells='_1st'
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".k"), dset.data.k, dset.data.chi, dset.model.chi,
labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".r"), dset.data.r, dset.data.chir_mag, dset.model.chir_mag,
dset.data.chir_re, dset.model.chir_re, labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_'+which+shells+'.gp'), 'w') as inp:
inp.write(renderer.render_path( 'plot.mustache', # gnuplot mustache file
{'material': 'BaZrO3',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 14.5,
'rmin': 1.2,
'rmax': rx,
'offset': 1,
} ))
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'bromoadamantane.chik'), _larch=self._larch)
gds = Group(amp = Parameter(0.9, vary=True, _larch=self._larch),
enot = Parameter(4.01, vary=True, _larch=self._larch),
delr = Parameter(1e-7 , vary=True, units='AA', decimals=3, _larch=self._larch),
ss = Parameter(0.003, vary=True, units='AA^2', _larch=self._larch),
c3 = Parameter(1e-7, vary=False, _larch=self._larch),
_larch=self._larch )
if not firstshell:
gds.brc = Parameter(expr = '1.9521+delr', units='AA', _larch=self._larch)
#gds.phir = Parameter(109.29960 * 3.141592653589793 / 180, vary=False, _larch=self._larch)
gds.cc = Parameter(1.53780, vary=False, _larch=self._larch)
#gds.tanbeta = Parameter(expr = '(brc+cc)*tan(phir/2) / (brc-cc)', _larch=self._larch)
#gds.beta = Parameter(expr = 'atan(tanbeta)', _larch=self._larch)
#gds.brc2 = Parameter(expr = '(brc-cc)*cos(phir/2)/cos(beta)', units='AA', _larch=self._larch)
gds.drh = Parameter(0.04, vary=True, units='AA', decimals=3, _larch=self._larch)
gds.ssh = Parameter(0.005, vary=True, units='AA^2', _larch=self._larch)
gds.ss2 = Parameter(expr = 'ss*(brc2/brc)**2', units ='AA^2', _larch=self._larch)
gds.drc = Parameter(0.04, vary=True, units='AA', decimals=3, _larch=self._larch)
gds.brc2 = Parameter(expr = '2.8565+drc', units='AA', decimals=3, _larch=self._larch)
paths = list()
paths.append(feffpath(realpath(join(folder, "feff0001.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss',
deltar = 'delr',
third = 'c3', _larch=self._larch))
if not firstshell:
paths.append(feffpath(realpath(join(folder, "feff0002.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ss2',
#deltar = 'brc2-2.8565',
deltar = 'drc',_larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0003.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = 'ssh',
deltar = 'drh', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0004.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = '(ss+ss2)/2',
deltar = '(brc+brc2+cc)/2 - 3.173', _larch=self._larch))
paths.append(feffpath(realpath(join(folder, "feff0005.dat")),
s02 = 'amp',
e0 = 'enot',
sigma2 = '(ss+ss2)/2',
deltar = '(brc+brc2+cc)/2 - 3.173', _larch=self._larch))
rx = 3
if firstshell: rx = 1.83
trans = feffit_transform(kmin=3, kmax=11, kw=(2,1,3), dk=1, window='hanning', rmin=1, rmax=3, _larch=self._larch)
dset = feffit_dataset(data=data, pathlist=paths, transform=trans, _larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = max(dset.data.chir_mag)
_newplot(dset.data.r, dset.data.chir_mag+offset, xmax=8,
xlabel=r'$R \rm\,(\AA)$', label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to '+self.folder, show_legend=True, _larch=self._larch)
_plot(dset.model.r, dset.model.chir_mag+offset, label='fit', _larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r, dset.model.chir_re, label='fit', _larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells='_1st'
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".k"), dset.data.k, dset.data.chi, dset.model.chi,
labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_"+which+shells+".r"), dset.data.r, dset.data.chir_mag, dset.model.chir_mag,
dset.data.chir_re, dset.model.chir_re, labels="r data_mag fit_mag data_re fit_re", _larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest,'fit_'+which+shells+'.gp'), 'w') as inp:
inp.write(renderer.render_path( 'plot.mustache', # gnuplot mustache file
{'material': 'bromoadamantane',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 13,
'rmin': 1,
'rmax': rx,
'offset': 0.2,
} ))
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'NiO.chik'), _larch=self._larch)
if hasattr(data, 'wavenumber'):
data.k = data.wavenumber
gds = Group(amp=Parameter(1, vary=True, _larch=self._larch),
enot=Parameter(1e-7, vary=True, _larch=self._larch),
sso=Parameter(0.003, vary=True, _larch=self._larch),
_larch=self._larch)
if firstshell:
gds.delr = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'delr'
else:
gds.alpha = Parameter(1e-7, vary=True, _larch=self._larch)
gds.ssni = Parameter(0.003, vary=True, _larch=self._larch)
gds.sso2 = Parameter(0.003, vary=True, _larch=self._larch)
#gds.sso3 = Parameter(0.003, vary=True, _larch=self._larch)
gds.ssni2 = Parameter(0.003, vary=True, _larch=self._larch)
#gds.ssni3 = Parameter(0.003, vary=True, _larch=self._larch)
#gds.ssni4 = Parameter(0.003, vary=True, _larch=self._larch)
dr1param = 'alpha*reff'
paths = list()
paths.append(
feffpath(
realpath(join(folder, "feff0001.dat")), # 1st shell O SS
s02='amp',
e0='enot',
sigma2='sso',
deltar=dr1param,
_larch=self._larch))
if not firstshell:
paths.append(
feffpath(
realpath(join(folder, "feff0002.dat")), # 2nd shell Ni SS
s02='amp',
e0='enot',
sigma2='ssni',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0003.dat")), # O-O triangle
s02='amp',
e0='enot',
sigma2='1.5*sso',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0004.dat")), # O-Ni triangle
s02='amp',
e0='enot',
sigma2='sso+ssni/2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0005.dat")), # 3rd shell O SS
s02='amp',
e0='enot',
sigma2='sso2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0006.dat")), # 4th shell Ni SS
s02='amp',
e0='enot',
sigma2='ssni2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0007.dat")), # O-O non-forward linear
s02='amp',
e0='enot',
sigma2='sso*2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0008.dat")), # O-Ni forward scattering
s02='amp',
e0='enot',
sigma2='ssni2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0009.dat")), # O-O forward through absorber
s02='amp',
e0='enot',
sigma2='sso*2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0011.dat")), # O-Ni-O double forward
s02='amp',
e0='enot',
sigma2='ssni2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(
join(folder, "feff0010.dat")
), # O-O rattle (the order of 10 and 11 is different in Demeter's pathfinder!)
s02='amp',
e0='enot',
sigma2='sso*4',
deltar='alpha*reff',
_larch=self._larch))
rx = 4.2
if firstshell: rx = 1.95
trans = feffit_transform(kmin=3,
kmax=15.938,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.0,
rmax=rx,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = 0.6 * max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
_larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells = '_1st'
write_ascii(join(self.folder, fittest, "fit_" + which + shells + ".k"),
dset.data.k,
dset.data.chi,
dset.model.chi,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_" + which + shells + ".r"),
dset.data.r,
dset.data.chir_mag,
dset.model.chir_mag,
dset.data.chir_re,
dset.model.chir_re,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_' + which + shells + '.gp'),
'w') as inp:
inp.write(
renderer.render_path(
'plot.mustache', # gnuplot mustache file
{
'material': 'NiO',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 15.938,
'rmin': 1.0,
'rmax': rx,
'offset': 1,
}))
return fit
def do_fit(self, which, firstshell=False, fittest='baseline'):
if which == 'testrun':
folder = self.testrun
elif which == 'baseline':
folder = self.baseline
else:
folder = realpath(join(self.folder, fittest, which))
#endif
data = read_xdi(join(self.path, 'FeS2.chik'), _larch=self._larch)
gds = Group(amp=Parameter(1, vary=True, _larch=self._larch),
enot=Parameter(1e-7, vary=True, _larch=self._larch),
ss=Parameter(0.003, vary=True, _larch=self._larch),
_larch=self._larch)
if firstshell:
gds.delr = Parameter(1e-7, vary=True, _larch=self._larch)
dr1param = 'delr'
else:
gds.alpha = Parameter(1e-7, vary=True, _larch=self._larch)
gds.ss2 = Parameter(0.003, vary=True, _larch=self._larch)
gds.ss3 = Parameter(expr='ss2', _larch=self._larch)
gds.ssfe = Parameter(0.003, vary=True, _larch=self._larch)
dr1param = 'alpha*reff'
paths = list()
paths.append(
feffpath(
realpath(join(folder, "feff0001.dat")), # 1st shell S SS
s02='amp',
e0='enot',
sigma2='ss',
deltar=dr1param,
_larch=self._larch))
if not firstshell:
paths.append(
feffpath(
realpath(join(folder, "feff0002.dat")), # 2nd shell S SS
s02='amp',
e0='enot',
sigma2='ss2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0003.dat")), # 3rd shell S SS
s02='amp',
e0='enot',
sigma2='ss3',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0004.dat")), # 4th shell Fe SS
s02='amp',
e0='enot',
sigma2='ssfe',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0005.dat")), # S-S triangle
s02='amp',
e0='enot',
sigma2='ss*1.5',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0006.dat")), # S-Fe triangle
s02='amp',
e0='enot',
sigma2='ss/2+ssfe',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0012.dat")), # S-S non-forward linear
s02='amp',
e0='enot',
sigma2='ss*2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder,
"feff0013.dat")), # S-S forward scattering
s02='amp',
e0='enot',
sigma2='ss*2',
deltar='alpha*reff',
_larch=self._larch))
paths.append(
feffpath(
realpath(join(folder, "feff0014.dat")), # S-S rattle
s02='amp',
e0='enot',
sigma2='ss*4',
deltar='alpha*reff',
_larch=self._larch))
rx = 4.2
if firstshell: rx = 2.3
trans = feffit_transform(kmin=3,
kmax=12.956,
kw=(2, 1, 3),
dk=1,
window='hanning',
rmin=1.2,
rmax=rx,
_larch=self._larch)
dset = feffit_dataset(data=data,
pathlist=paths,
transform=trans,
_larch=self._larch)
fit = feffit(gds, dset, _larch=self._larch)
if self.doplot:
offset = 0.6 * max(dset.data.chir_mag)
_newplot(dset.data.r,
dset.data.chir_mag + offset,
xmax=8,
xlabel=r'$R \rm\,(\AA)$',
label='data',
ylabel=r'$|\chi(R)| \rm\,(\AA^{-3})$',
title='Fit to ' + self.folder,
show_legend=True,
_larch=self._larch)
_plot(dset.model.r,
dset.model.chir_mag + offset,
label='fit',
_larch=self._larch)
_plot(dset.data.r, dset.data.chir_re, label='data', _larch=self._larch)
_plot(dset.model.r,
dset.model.chir_re,
label='fit',
_larch=self._larch)
#end if
if self.verbose:
print feffit_report(fit, _larch=self._larch)
#end if
shells = ''
if firstshell: shells = '_1st'
write_ascii(join(self.folder, fittest, "fit_" + which + shells + ".k"),
dset.data.k,
dset.data.chi,
dset.model.chi,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
write_ascii(join(self.folder, fittest, "fit_" + which + shells + ".r"),
dset.data.r,
dset.data.chir_mag,
dset.model.chir_mag,
dset.data.chir_re,
dset.model.chir_re,
labels="r data_mag fit_mag data_re fit_re",
_larch=self._larch)
renderer = pystache.Renderer()
with open(join(self.folder, fittest, 'fit_' + which + shells + '.gp'),
'w') as inp:
inp.write(
renderer.render_path(
'plot.mustache', # gnuplot mustache file
{
'material': 'FeS2',
'model': which,
'fittest': fittest,
'shells': shells,
'kmin': 3,
'kmax': 12.956,
'rmin': 1.2,
'rmax': rx,
'offset': 1,
}))
return fit