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Added plotting scripts for new spin calc modes
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ltan01 committed Nov 25, 2024
1 parent a4edf9b commit ed7d7d1
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Showing 5 changed files with 412 additions and 2 deletions.
3 changes: 3 additions & 0 deletions src/perturbopy/postproc/__init__.py
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Expand Up @@ -3,10 +3,13 @@
"""
from .calc_modes.calc_mode import CalcMode
from .calc_modes.bands import Bands
from .calc_modes.spins import Spins
from .calc_modes.phdisp import Phdisp
from .calc_modes.ephmat import Ephmat
from .calc_modes.ephmat_spin import EphmatSpin
from .calc_modes.trans import Trans
from .calc_modes.imsigma import Imsigma
from .calc_modes.imsigma_spin import ImsigmaSpin
from .calc_modes.dyna_run import DynaRun
from .calc_modes.dyna_pp import DynaPP

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4 changes: 2 additions & 2 deletions src/perturbopy/postproc/calc_modes/ephmat.py
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Expand Up @@ -122,7 +122,7 @@ def plot_defpot(self, ax, kpoint_idx=0, show_qpoint_labels=True, **kwargs):
ax : matplotlib.axes.Axes
Axis on which to plot the phdisp.
kpoint_idex : int, optional
kpoint_idx : int, optional
Index of the k-point to plot the deformation potentials for. Deformation potentials will be plotted along q-points, at this k-point
By default, it will be the first k-point.
Expand Down Expand Up @@ -160,7 +160,7 @@ def plot_ephmat(self, ax, kpoint_idx=0, show_qpoint_labels=True, **kwargs):
ax : matplotlib.axes.Axes
Axis on which to plot the phdisp.
kpoint_idex : int, optional
kpoint_idx : int, optional
Index of the k-point to plot the e-ph elements for. E-ph elements will be plotted along q-points, at this k-point
By default, it will be the first k-point.
energy_window : tuple of int, optional
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189 changes: 189 additions & 0 deletions src/perturbopy/postproc/calc_modes/ephmat_spin.py
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import numpy as np
from perturbopy.postproc.calc_modes.calc_mode import CalcMode
from perturbopy.postproc.dbs.units_dict import UnitsDict
from perturbopy.postproc.dbs.recip_pt_db import RecipPtDB
from perturbopy.postproc.utils.plot_tools import plot_dispersion, plot_recip_pt_labels, plot_vals_on_bands


class EphmatSpin(CalcMode):
"""
Class representation of a Perturbo ephmat_spin calculation.
Attributes
----------
kpt : RecipPtDB
Database for the k-points used in the ephmat calculation, containing N points.
qpt : RecipPtDB
Database for the q-points used in the ephmat calculation, containing M points.
phdisp : UnitsDict
Database for the phonon energies computed by the ephmat calculation. The keys are
the phonon mode, and the values are an array (of length M) containing the energies at each q-point
with units phdisp.units
ephmat_spin : UnitsDict
Database for the e-ph spin flip matrix elements computed by the ephmat_spin calculation. The keys are
the phonon mode, and the values are an array (of length NxM) where element (n, m)
is the e-ph spin flip matrix element (units ephmat.units) between an electron at k-point n and phonon at q-point m
defpot : UnitsDict
Database for the deformation potentials computed by the phdisp calculation. The keys are
the phonon mode, and the values are an array (of length NxM) where element (n, m)
is the deformation potential (units defpot.units) of an electron at k-point n and phonon at q-point m.
"""

def __init__(self, pert_dict):
"""
Constructor method
Parameters
----------
pert_dict : dict
Dictionary containing the inputs and outputs from the ephmat calculation.
"""
super().__init__(pert_dict)

if self.calc_mode != 'ephmat_spin':
raise ValueError('Calculation mode for a EphmatSpin object should be "ephmat_spin"')

phdisp_units = self._pert_dict['ephmat_spin'].pop('phonon energy units')
defpot_units = self._pert_dict['ephmat_spin'].pop('deformation potential units')
ephmat_units = self._pert_dict['ephmat_spin'].pop('e-ph matrix elements units')
nmode = self._pert_dict['ephmat_spin'].pop('number of phonon modes')

kpath_units = self._pert_dict['ephmat_spin'].pop('k-path coordinate units')
kpath = np.array(self._pert_dict['ephmat_spin'].pop('k-path coordinates'))
kpoint_units = self._pert_dict['ephmat_spin'].pop('k-point coordinate units')
kpoint = np.array(self._pert_dict['ephmat_spin'].pop('k-point coordinates'))

qpath_units = self._pert_dict['ephmat_spin'].pop('q-path coordinate units')
qpath = np.array(self._pert_dict['ephmat_spin'].pop('q-path coordinates'))
qpoint_units = self._pert_dict['ephmat_spin'].pop('q-point coordinate units')
qpoint = np.array(self._pert_dict['ephmat_spin'].pop('q-point coordinates'))

ephmat_dat = self._pert_dict['ephmat_spin'].pop('phonon mode')

self.kpt = RecipPtDB.from_lattice(kpoint, kpoint_units, self.lat, self.recip_lat, kpath, kpath_units)
self.qpt = RecipPtDB.from_lattice(qpoint, qpoint_units, self.lat, self.recip_lat, qpath, qpath_units)

phdisp = {}
defpot = {}
ephmat = {}

N = len(self.kpt.path)
M = len(self.qpt.path)

for phidx in ephmat_dat.keys():
phdisp[phidx] = ephmat_dat[phidx].pop('phonon energy')
defpot[phidx] = np.array(ephmat_dat[phidx].pop('deformation potential')).reshape(N, M)
ephmat[phidx] = np.array(ephmat_dat[phidx].pop('e-ph matrix elements')).reshape(N, M)

self.phdisp = UnitsDict.from_dict(phdisp, phdisp_units)
self.defpot = UnitsDict.from_dict(defpot, defpot_units)
self.ephmat = UnitsDict.from_dict(ephmat, ephmat_units)

def plot_phdisp(self, ax, show_qpoint_labels=True, **kwargs):
"""
Method to plot the phonon dispersion.
Parameters
----------
ax : matplotlib.axes.Axes
Axis on which to plot the phdisp.
energy_window : tuple of int, optional
The range of band energies to be shown on the y-axis.
show_qpoint_labels : bool, optional
If true, the q-point labels stored in the labels attribute will be shown on the plot. Default true.
Returns
-------
ax: matplotlib.axes.Axes
Axis with the plotted bands.
"""
ax = plot_dispersion(ax, self.qpt.path, self.phdisp, self.phdisp.units, **kwargs)

if show_qpoint_labels:
ax = plot_recip_pt_labels(ax, self.qpt.labels, self.qpt.points, self.qpt.path)

return ax

def plot_defpot(self, ax, kpoint_idx=0, show_qpoint_labels=True, **kwargs):
"""
Method to plot the phonon dispersion.
Parameters
----------
ax : matplotlib.axes.Axes
Axis on which to plot the phdisp.
kpoint_idx : int, optional
Index of the k-point to plot the deformation potentials for. Deformation potentials will be plotted along q-points, at this k-point
By default, it will be the first k-point.
energy_window : tuple of int, optional
The range of band energies to be shown on the y-axis.
show_qpoint_labels : bool, optional
If true, the q-point labels stored in the labels attribute will be shown on the plot. Default true.
Returns
-------
ax: matplotlib.axes.Axes
Axis with the plotted bands.
"""

values = {}

for key, val in self.defpot.items():
values[key] = self.defpot[key][kpoint_idx, :]

ax = plot_vals_on_bands(ax, self.qpt.path, self.phdisp, self.phdisp.units, values=values, label=r'$\Phi$', **kwargs)

if show_qpoint_labels:
ax = plot_recip_pt_labels(ax, self.qpt.labels, self.qpt.points, self.qpt.path)

return ax

def plot_ephmat(self, ax, kpoint_idx=0, show_qpoint_labels=True, **kwargs):
"""
Method to plot the phonon dispersion.
Parameters
----------
ax : matplotlib.axes.Axes
Axis on which to plot the phdisp.
kpoint_idx : int, optional
Index of the k-point to plot the e-ph elements for. E-ph elements will be plotted along q-points, at this k-point
By default, it will be the first k-point.
energy_window : tuple of int, optional
The range of band energies to be shown on the y-axis.
show_qpoint_labels : bool, optional
If true, the q-point labels stored in the labels attribute will be shown on the plot. Default true.
Returns
-------
ax: matplotlib.axes.Axes
Axis with the plotted bands.
"""

values = {}

for key, val in self.ephmat.items():
values[key] = self.ephmat[key][kpoint_idx, :]

ax = plot_vals_on_bands(ax, self.qpt.path, self.phdisp, self.phdisp.units, values=values, label=r'$|g flip|$', **kwargs)

if show_qpoint_labels:
ax = plot_recip_pt_labels(ax, self.qpt.labels, self.qpt.points, self.qpt.path)

return ax
97 changes: 97 additions & 0 deletions src/perturbopy/postproc/calc_modes/imsigma_spin.py
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import numpy as np
from perturbopy.postproc.calc_modes.calc_mode import CalcMode
from perturbopy.postproc.dbs.units_dict import UnitsDict
from perturbopy.postproc.dbs.recip_pt_db import RecipPtDB
from perturbopy.postproc.utils.constants import hbar


class ImsigmaSpin(CalcMode):
"""
Class representation of a Perturbo imsigma_spin calculation.
Attributes
----------
kpt : RecipPtDB
Database for the k-points used in the imsigma calculation, containing N points.
bands : UnitsDict
Database for the band energies computed by the imsigma calculation. The keys are
the band index, and the values are an array (of length N) containing the energies at each k-point
with units bands.units
temper : UnitsDict
Dictionary of temperatures used in each configuration. The keys give the configuration number,
and the values are floats giving the temperature (with units temper.units)
chem_pot : UnitsDict
Dictionary of chemical potentials used in each configuration. The keys
give the configuration number, and the values are floats giving the
chemical potential (with units chem_pot.units)
imsigma_flip : UnitsDict
Dictionary of spin flip imaginary self-energies computed for each configuration. The top level keys are the
configuration number, and the second level keys are the band index. The values are arrays of length N giving the
imaginary self-energies along all the k-points at that band index for the configuration. Units are in imsigma.units.
imsigma_flip_mode : UnitsDict
Dictionary of spin flip imaginary self-energies resolved by phonon mode computed. The top level keys are the
configuration number, and the second level keys are the band index. The third level keys are
the phonon mode. Finally,the values are arrays of length N giving the imaginary self-energies along all the k-points
due to the given phonon mode at that band index for the configuration. Units are in imsigma_mode.units.
"""

def __init__(self, pert_dict):
"""
Constructor method
Parameters
----------
pert_dict : dict
Dictionary containing the inputs and outputs from the imsigma calculation.
"""
super().__init__(pert_dict)

if self.calc_mode.split('-')[0] != 'imsigma_spin':
raise ValueError('Calculation mode for an ImsigmaSpinCalcMode object should be "imsigma_spin"')

kpoint_units = self._pert_dict['imsigma_spin'].pop('k-point coordinate units')
num_kpoints = self._pert_dict['imsigma_spin'].pop('number of k-points')
kpoint = np.array(self._pert_dict['imsigma_spin'].pop('k-point coordinates'))
self.kpt = RecipPtDB.from_lattice(kpoint, kpoint_units, self.lat, self.recip_lat)

energy_units = self._pert_dict['imsigma_spin'].pop('energy units')
num_bands = self._pert_dict['imsigma_spin'].pop('number of bands')
energies_dict = self._pert_dict['imsigma_spin']['energy'].pop('band index')
self.bands = UnitsDict.from_dict(energies_dict, energy_units)

num_config = self._pert_dict['imsigma_spin'].pop('number of configurations')
config_dat = self._pert_dict['imsigma_spin'].pop('configuration index')
num_modes = self._pert_dict['imsigma_spin'].pop('number of phonon modes')

self.temper = UnitsDict(units=self._pert_dict['imsigma_spin'].pop('temperature units'))
self.chem_pot = UnitsDict(units=self._pert_dict['imsigma_spin'].pop('chemical potential units'))
self.imsigma_flip = UnitsDict(units=self._pert_dict['imsigma_spin'].pop('Im(Sigma) units'))
self.imsigma_flip_mode = UnitsDict(units=self.imsigma_flip.units)


for config_idx in config_dat.keys():

self.imsigma_flip[config_idx] = {}
self.imsigma_flip_mode[config_idx] = {}
self.temper[config_idx] = config_dat[config_idx].pop('temperature')
self.chem_pot[config_idx] = config_dat[config_idx].pop('chemical potential')

imsigma_dat = config_dat[config_idx].pop('band index')

for mode in np.arange(1, num_modes + 1):
self.imsigma_flip_mode[config_idx][mode] = {}

for band_index in imsigma_dat.keys():

self.imsigma_flip[config_idx][band_index] = np.array(imsigma_dat[band_index]['Im(Sigma)']['total'])

for mode in np.arange(1, num_modes + 1):
self.imsigma_flip_mode[config_idx][mode][band_index] = np.array(imsigma_dat[band_index]['Im(Sigma)']['phonon mode (total)'][mode])

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