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ocean_handlers.py
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ocean_handlers.py
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import os
import subprocess
from abinit_handler import Handler as AbinitHandler
from abinit_handler import p_table,p_table_rev
from quantum_espresso_handler import Handler as QeHandler
from little_helpers import convert_to_ordered,find_data_file
import solid_state_tools as sst
import numpy as np
import shutil
from sortedcontainers import SortedSet
import scipy.special
class OceanHandler(object):
def __init__(self):
self.supported_methods.add('optical spectrum')
# self.working_dirctory = '/abinit_ocean_files/'
self.info_text = self.info_text + """
ocean is an ab initio Density Functional Theory (DFT) + Bethe-Salpeter Equation (BSE)
code for calculations of core-level spectra. Currently the code allows for the calculations of x-
ray absorption spectra (XAS), x-ray emission (XES), non-resonant x-ray inelastic x-ray spectra
(NRIXS), and (direct) resonant inelastic x-ray scattering (RIXS) of periodic systems. The code
is written in Fortran 90 with associated shell and Perl scripting."""
self.optical_spectrum_options = convert_to_ordered({'diemac':'5.0','CNBSE.xmesh':'6 6 6','screen.shells':'4.0','screen.shells':'3.5','cnbse.rad':'3.5',
'cnbse.broaden':'0.1','edges':'0 1 0','screen.nbands':'80','screen.nkpt':'2 2 2','opts.core_states':'1 0 0 0',
'opts.relativity':'scalar rel','opts.functional':'lda','opts.valence':'2.0 3.5 0.0 0.0',
'fill.pow':'2','fill.energy':'0.30 2.00 0.0001','fill.cutoff':'3.5','fill.fourier':'0.05 20',
'operator':'dipole','polarization':'all','k vector':'0 1 0','photon energy':'600'})
def start_optical_spectrum(self, crystal_structure):
"""This method starts a optical spectrum calculation in a subprocess. The configuration is stored in optical_spectrum_options.
Args:
- crystal_structure: A CrystalStructure or MolecularStructure object that represents the geometric structure of the material under study.
Returns:
- None
"""
self.current_input_file = 'ocean.in'
self.current_output_file = 'ocean.out'
f = self._make_ocean_input_file()
self._add_ocean_to_file(f,crystal_structure)
f.close()
self._make_opts_file(crystal_structure)
self._make_fill_file()
self._make_photon_file()
self._copy_default_ocean_pseudos(crystal_structure)
if os.path.isdir(self.project_directory + self.working_dirctory+'/CNBSE'):
shutil.rmtree(self.project_directory + self.working_dirctory+'/CNBSE')
self._start_ocean_engine()
def read_optical_spectrum(self):
"""This method reads the result of a optical spectrum calculation.
Returns:
- optical_spectrum: A OpticalSpectrum object with the latest optical spectrum result found.
"""
def load_eps(i):
files = []
for file in os.listdir(self.project_directory+self.working_dirctory+'/CNBSE'):
if file.startswith("absspct_") and file.endswith('_0{}'.format(i+1)):
files.append(file)
if not files:
return None,None,None
data = np.loadtxt(self.project_directory+self.working_dirctory+'/CNBSE/'+files[0], skiprows=2)
for file in files[1:]:
data += np.loadtxt(self.project_directory+self.working_dirctory+'/CNBSE/'+file, skiprows=2)
energy = data[:, 0]
eps2 = data[:, 1]
eps1 = data[:, 3]
return energy,eps1,eps2
eps1_list = []
eps2_list = []
for i in range(3):
energy,eps1,eps2 = load_eps(i)
eps1_list.append(eps1)
eps2_list.append(eps2)
return sst.OpticalSpectrum(energy, eps2_list, epsilon1=eps1_list)
def _make_ocean_input_file(self, filename='ocean.in'):
if not os.path.isdir(self.project_directory + self.working_dirctory):
os.mkdir(self.project_directory + self.working_dirctory)
f = open(self.project_directory + self.working_dirctory + '/' + filename, 'w')
return f
def _add_ocean_to_file(self,file,crystal_structure):
file.write('dft{{ {} }}\n'.format(self.dft_handler))
file.write(r"ppdir {'../'}"+'\n')
self._add_scf_to_file(file,crystal_structure,brakets=True)
file.write('nbands '+self.scf_options['nband']+'\n')
atom_species = SortedSet(crystal_structure.atoms[:,3])
file.write('pp_list{\n')
for specie in atom_species:
file.write(p_table[specie]+'.fhi\n' )
file.write('}\n')
file.write('\n# BSE options \n')
ocean_opts = dict((k, self.optical_spectrum_options[k]) for k in
('diemac','CNBSE.xmesh','screen.shells','cnbse.rad','cnbse.broaden','edges','screen.nbands','screen.nkpt') if k in self.optical_spectrum_options)
for key, item in ocean_opts.items():
file.write(key+'{ '+item+' }\n')
edge_0 = int(self.optical_spectrum_options['edges'].split()[0])
if edge_0 < 0:
Z = abs(edge_0)
else:
Z = SortedSet(crystal_structure.atoms[:,3].astype('int'))[edge_0-1]
file.write("""
opf.opts{{ {0} ocean.opts }}
opf.fill{{ {0} ocean.fill }}""".format(Z))
def _start_ocean_engine(self,blocking=False):
os.chdir(self.project_directory + self.working_dirctory)
if self.custom_command_active:
command = ['bash', self.custom_command]
else:
command = self._engine_command
self.engine_process = subprocess.Popen('exec ocean.pl ocean.in >ocean.out', stdout=subprocess.PIPE,
stderr=subprocess.PIPE,shell=True)
os.chdir(self.project_directory)
if blocking:
while self.is_engine_running():
time.sleep(0.1)
def _make_opts_file(self,crystal_structure,filename='ocean.opts'):
if not os.path.isdir(self.project_directory + self.working_dirctory):
os.mkdir(self.project_directory + self.working_dirctory)
f = open(self.project_directory + self.working_dirctory + '/' + filename, 'w')
edge_0 = int(self.optical_spectrum_options['edges'].split()[0])
if edge_0 < 0:
Z = abs(edge_0)
else:
Z = SortedSet(crystal_structure.atoms[:,3].astype('int'))[edge_0-1]
f.write('{0:03d}\n'.format(Z))
f.write(self.optical_spectrum_options['opts.core_states'] +'\n')
f.write(self.optical_spectrum_options['opts.relativity'] + '\n')
f.write(self.optical_spectrum_options['opts.functional'] + '\n')
f.write(self.optical_spectrum_options['opts.valence'] + '\n')
f.write(self.optical_spectrum_options['opts.valence'] + '\n')
f.close()
def _make_fill_file(self,filename='ocean.fill'):
if not os.path.isdir(self.project_directory + self.working_dirctory):
os.mkdir(self.project_directory + self.working_dirctory)
f = open(self.project_directory + self.working_dirctory + '/' + filename, 'w')
f.write(self.optical_spectrum_options['fill.pow']+'\n')
f.write(self.optical_spectrum_options['fill.energy']+'\n')
f.write(self.optical_spectrum_options['fill.cutoff']+'\n')
f.write(self.optical_spectrum_options['fill.fourier']+'\n')
f.close()
def _make_photon_file(self):
if not os.path.isdir(self.project_directory + self.working_dirctory):
os.mkdir(self.project_directory + self.working_dirctory)
if self.optical_spectrum_options['polarization'].strip().lower() == 'all':
polarizations = ['1 0 0','0 1 0','0 0 1']
else:
polarizations = [self.optical_spectrum_options['polarization']]
for i,polarization in enumerate(polarizations):
f = open(self.project_directory + self.working_dirctory + '/' + 'photon{0}'.format(i+1), 'w')
f.write(self.optical_spectrum_options['operator']+'\n')
f.write('cartesian '+polarization+'\n')
f.write('end\n')
f.write('cartesian '+self.optical_spectrum_options['k vector']+'\n')
f.write('end\n')
f.write(self.optical_spectrum_options['photon energy'])
f.close()
def _copy_default_ocean_pseudos(self, crystal_structure):
atoms = sorted(set(crystal_structure.atoms[:,3]))
atoms_names = [p_table[atom] for atom in atoms]
installation_folder = find_data_file('')
if not os.path.isdir(self.project_directory+self.pseudo_directory):
os.mkdir(self.project_directory+self.pseudo_directory)
pseudo_files = []
for atom in atoms_names:
file = atom+'.fhi'
pseudo_files.append(file)
filepath = self.project_directory+self.working_dirctory+file
if not os.path.isfile(filepath):
shutil.copyfile(installation_folder+'/data/pseudos/ocean/'+file,filepath)
return pseudo_files
class FeffHandler(object):
def __init__(self):
self.supported_methods.add('optical spectrum')
self.working_dirctory = '/abinit_feff_files/'
self.info_text = self.info_text + """ """
self.optical_spectrum_options = convert_to_ordered(
{'sphere radius':'6.0','atom':'1','temperature':'300','debye temperature':'500','edge energy':'9000','edge amplitude':'1.0','edge width':'10'})
def start_optical_spectrum(self, crystal_structure):
"""This method starts a optical spectrum calculation in a subprocess. The configuration is stored in optical_spectrum_options.
Args:
- crystal_structure: A CrystalStructure or MolecularStructure object that represents the geometric structure of the material under study.
Returns:
- None
"""
self.current_input_file = 'feff.inp'
self.current_output_file = 'feff.out'
f = self._make_feff_input_file()
self._add_feff_to_file(f,crystal_structure)
f.close()
self._start_feff_engine()
def _make_feff_input_file(self, filename='feff.inp'):
if not os.path.isdir(self.project_directory + self.working_dirctory):
os.mkdir(self.project_directory + self.working_dirctory)
f = open(self.project_directory + self.working_dirctory + '/' + filename, 'w')
return f
def _add_feff_to_file(self,file,crystal_structure):
file.write('DEBYE {0} {1} \n\n'.format(self.optical_spectrum_options['temperature'],self.optical_spectrum_options['debye temperature']))
scattering_atom = int(self.optical_spectrum_options['atom'])-1
sphere_radius = float(self.optical_spectrum_options['sphere radius'])
single_cell_coord = crystal_structure.calc_absolute_coordinates()
Z_scattering = int( single_cell_coord[scattering_atom,3] )
atoms = self._find_atoms_within_sphere(crystal_structure,sphere_radius,scattering_atom)
species = SortedSet(atoms[:,3].astype('int'))
file.write('POTENTIALS\n')
file.write(' 0 {}\n'.format(Z_scattering))
for i,specie in enumerate(species):
file.write(' {0} {1}\n'.format(i+1,specie))
file.write('\nATOMS\n')
for atom in atoms:
coords = atom[:3]
Z = int(atom[3])
if np.linalg.norm(coords-single_cell_coord[scattering_atom,:3]) <1e-6:
potential_number = 0
else:
potential_number = species.index(Z)+1
in_list = [coords[0]*sst.bohr,coords[1]*sst.bohr,coords[2]*sst.bohr,potential_number]
file.write(' {0:1.10f} {1:1.10f} {2:1.10f} {3}\n'.format(*in_list))
def _start_feff_engine(self,blocking=False):
os.chdir(self.project_directory + self.working_dirctory)
if self.custom_command_active:
command = ['bash', self.custom_command]
else:
command = self._engine_command
self.engine_process = subprocess.Popen('exec feff.x >feff.out', stdout=subprocess.PIPE,
stderr=subprocess.PIPE,shell=True)
os.chdir(self.project_directory)
if blocking:
while self.is_engine_running():
time.sleep(0.1)
def _find_atoms_within_sphere(self,crystal_structure,sphere_radius,atom):
atomic_coord_single = crystal_structure.calc_absolute_coordinates()
atomic_coord_rep = crystal_structure.calc_absolute_coordinates(repeat=(5,5,5),offset=(2,2,2))
dist = np.linalg.norm(atomic_coord_rep[:,:3] - atomic_coord_single[atom,:3],axis=1)
sphere_mask = dist < sphere_radius
sphere_atoms = atomic_coord_rep[sphere_mask,:]
return sphere_atoms
def read_optical_spectrum(self):
try:
f = open(self.project_directory + self.working_dirctory + u'/chi.dat', 'r')
except IOError:
return None
text = f.read()
f.close()
lines = text.split('\n')
for i,line in enumerate(lines):
if line.strip().startswith('0.00'):
break
data = np.loadtxt(self.project_directory + self.working_dirctory + u'/chi.dat',skiprows=i)
Ek = float(self.optical_spectrum_options['edge energy'])
hbar = 1.0545718e-34
me = 9.10938356e-31
a0 = 5.2917721092e-11
e = 1.60217662e-19
E = (data[:, 0] / 1e-10) ** 2 * hbar ** 2 / (2 * me) / e + Ek
width = float(self.optical_spectrum_options['edge width'])
A0 = float(self.optical_spectrum_options['edge amplitude'])
edge_f = lambda E: (scipy.special.erf((E - Ek) / width) + 1)/2 / (E / Ek) ** 4
region = E.max()-E.min()
E_plot = np.linspace(E.min()-region*0.1,E.max(),2000)
edge = edge_f(E_plot)
exaf_interp = np.interp(E_plot, E, data[:, 1], left=0)
res_abs = A0*(exaf_interp + edge)
# c = 299792458
# omega = E_plot*e/hbar
# eps2 = res_abs*1e6*c/omega
return sst.OpticalSpectrum(E_plot,res_abs)
class OceanAbinit(OceanHandler,AbinitHandler):
def __init__(self):
AbinitHandler.__init__(self)
OceanHandler.__init__(self)
self.working_dirctory = '/abinit_ocean_files/'
self.dft_handler = 'abi'
class OceanQe(OceanHandler,QeHandler):
def __init__(self):
QeHandler.__init__(self)
OceanHandler.__init__(self)
self.working_dirctory = '/qe_ocean_files/'
self.dft_handler = 'qe'
class FeffAbinit(FeffHandler,AbinitHandler):
def __init__(self):
AbinitHandler.__init__(self)
FeffHandler.__init__(self)
if __name__ == '__main__':
# ocean_abi_handler = OceanAbinit()
# ocean_qe_handler = OceanQe()
#
# ocean_abi_handler.project_directory = '/home/jannick/OpenDFT_projects/ocean_test'
#
# ocean_abi_handler.optical_spectrum_options['edges'] = '-6 1 0'
# ocean_abi_handler.optical_spectrum_options['opts.valence'] = '0.8 2.0 0.2 0.0'
atoms = np.array([[0, 0, 0, 6], [0.25, 0.25, 0.25, 6]])
unit_cell = 6.719 * np.array([[0.0,0.5,0.5], [0.5, 0, 0.5], [0.5, 0.5, 0.0]])
crystal_structure = sst.CrystalStructure(unit_cell, atoms)
# ocean_abi_handler.start_optical_spectrum(crystal_structure)
# spec = ocean_abi_handler.read_optical_spectrum()
# import matplotlib.pyplot as plt
#
# plt.plot(spec.energy,spec.epsilon2)
handler = FeffAbinit()
handler.project_directory = '/home/jannick/OpenDFT_projects/feff_testing'
handler.optical_spectrum_options['sphere radius'] = '9.0'
handler.start_optical_spectrum(crystal_structure)
import time
time.sleep(1.0)
spec = handler.read_optical_spectrum()
import matplotlib.pyplot as plt
plt.plot(spec.energy,spec.epsilon2)