tp package¶
Module contents¶
A package for postprocessings transport calculations.
Submodules¶
tp.calculate module¶
Calculates quantities used in other modules.
Uses tp units by default, but can read the tprc.yaml to customise.
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tp.calculate.
be_occupation
(frequency, temperature, use_tprc=True)[source]¶ Calculates Bose-Einstein occupation.
- Parameters
frequency (array-like or float) – frequencies (by default in THz).
temperature (array-like or float) – temperature (by default in K).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
occupations.
- Return type
array-like
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tp.calculate.
cumulate
(x, y)[source]¶ Sorts by x and cumulates y.
- Parameters
x (array-like) – x-values.
y (array-like) – y-values.
- Returns
np.array – sorted x-values.
np.array – cumulated y-values.
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tp.calculate.
dfdde
(energy, fermi_level, temperature, amset_order=False, use_tprc=True)[source]¶ Derivative of the Fermi-Dirac distribution wrt energy.
- Parameters
energy (array-like) – energies per band and k-point (by default in eV).
fermi_level (array-like) – fermi level per temperature and dopant (by default in eV).
temperature (array-like) – temperatures (by default in K).
amset_order (bool, optional) – doping index before temperature index. Default: False.
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
derivative of the Fermi-Dirac distribution.
- Return type
np.array
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tp.calculate.
fd_occupation
(energy, temperature, fermi_level, use_tprc=True)[source]¶ Calculates Fermi-Dirac occupation.
Assumes singly-occupied bands: double as necessary.
- Parameters
energy (array-like or float) – energies (by default in eV).
temperature (array-like or float) – temperature (by default in K).
fermi_level (array-like or float) – fermi level (by default in eV).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
occupations.
- Return type
array-like
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tp.calculate.
from_tp
(name, value)[source]¶ Converts quantity from tp default units using tprc.yaml.
- Parameters
value (array-like) – values to be converted.
name (str) – name in tprc.yaml.
- Returns
converted values.
- Return type
np.array
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tp.calculate.
gaussian
(x, x0=0, sigma=1)[source]¶ Gaussian function with height 1 centered on x0.
- Parameters
x (array-like) – x-values.
x0 (float) – origin of function.
sigma (float) – standard deviation.
- Returns
Gaussian
- Return type
np.array
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tp.calculate.
interpolate
(data1, data2, dependent, keys1, keys2, axis1=0, axis2=0, kind='linear')[source]¶ Shrinks datasets to smallest common size and interpolates.
- Parameters
data(1,2) (dict) – input data.
dependent (str) – variable to interpolate against.
keys(1,2) (array-like or str) – data keys to interpolate
axis(1,2) (int, optional) – axis of the dependent variable wrt the keys. Default: 0.
kind (str, optional) – interpolation kind
- Returns
dict – shrunk data1
dict – shrunk and interpolated data2
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tp.calculate.
kl
(conductivity, seebeck, electronic_thermal_conductivity, zt, temperature, use_tprc=True)[source]¶ Calculates lattice thermal conductivity.
- Parameters
conductivity (array-like) – conductivities (by default in S m-1).
seebeck (array-like) – seebeck coefficients (by default in muV K-1).
electronic_thermal_conductivity (array-like) – electronic thermal conductivities (by default in W m-1 K-1).
zt (array-like) – zt.
temperature (array-like) – temperatures (by default in K).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
lattice thermal conductivities (by default in W m-1 K-1).
- Return type
np.array
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tp.calculate.
kl_fromdict
(data, use_tprc=True)[source]¶ Convenience wrapper to calculate k_latt from a dictionary.
- Parameters
data (dict) –
dictionary containing:
- conductivityarray-like
conductivities (by default in S m-1).
- seebeckarray-like
seebeck coefficients (by default in muV K-1).
- electronic_thermal_conductivityarray-like
electronic thermal conductivities (by default in W m-1 K-1).
- ztarray-like
zt.
- temperaturearray-like
temperatures (by default in K).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
dictionary with lattice thermal conductivities (by default in W m-1 K-1).
- Return type
dict
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tp.calculate.
lifetime
(gamma, use_tprc=True)[source]¶ Calculates lifetime from imaginary self-energy (Gamma).
- Parameters
gamma (array-like or float) – frequencies (by default in THz).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
lifetimes (by default in s).
- Return type
np.array
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tp.calculate.
lorentzian
(x, x0=0, fwhm=1)[source]¶ Area conserved Lorentzian function centered on x0.
- Parameters
x (array-like) – x-values.
x0 (float) – origin of function.
fwhm (float) – full-width at half-maximum.
- Returns
Lorentzian
- Return type
np.array
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tp.calculate.
mfp
(gamma, group_velocity, use_tprc=True)[source]¶ Calculates mean free path from imaginary self-energy (Gamma) and group velocity.
- Parameters
gamma (array-like or float) – frequencies (by default in THz).
group_velocity (array-like or float) – group velocities (by default in m s-1).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
mean free paths (by default in m).
- Return type
array-like
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tp.calculate.
power_factor
(conductivity, seebeck, use_tprc=True)[source]¶ Calculates power factor.
- Parameters
conductivity (array-like) – conductivities (by default in S m-1).
seebeck (array-like) – seebeck coefficients (by default in muV K-1).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
power factors (by default in W m-1 K-2).
- Return type
np.array
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tp.calculate.
power_factor_fromdict
(data, use_tprc=True)[source]¶ Convenience wrapper to calculate power factor from a dictionary.
- Parameters
data (dict) –
dictionary containing:
- conductivityarray-like
conductivities (by default in S m-1).
- seebeckarray-like
seebeck coefficients (by default in muV K-1).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
dictionary with power factors (by default in W m-1 K-2).
- Return type
dict
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tp.calculate.
thermal_conductivity
(etc, ltc, use_tprc=True)[source]¶ Calculates ZT.
- Parameters
etc (array-like) – electronic thermal conductivities (by default in W m-1 K-1).
ltc (array-like) – lattice thermal conductivities (by default in W m-1 K-1).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
thermal conductivity.
- Return type
np.array
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tp.calculate.
to_tp
(name, value)[source]¶ Converts quantity to tp default units using tprc.yaml.
- Parameters
value (array-like) – values to be converted.
name (str) – name in tprc.yaml.
- Returns
converted values.
- Return type
np.array
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tp.calculate.
zt
(conductivity, seebeck, electronic_thermal_conductivity, lattice_thermal_conductivity, temperature, use_tprc=True)[source]¶ Calculates ZT.
- Parameters
conductivity (array-like) – conductivities (by default in S m-1).
seebeck (array-like) – seebeck coefficients (by default in muV K-1).
electronic_thermal_conductivity (array-like) – electronic thermal conductivities (by default in W m-1 K-1).
lattice_thermal_conductivity (array-like) – lattice thermal conductivities (by default in W m-1 K-1).
temperature (array-like) – temperatures (by default in K).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
ZT.
- Return type
np.array
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tp.calculate.
zt_fromdict
(data, use_tprc=True)[source]¶ Convenience wrapper to calculate ZT from a dictionary.
- Parameters
data (dict) –
dictionary containing:
- conductivityarray-like
conductivities (by default in S m-1).
- seebeckarray-like
seebeck coefficients (by default in muV K-1).
- electronic_thermal_conductivityarray-like
electronic thermal conductivities (by default in W m-1 K-1).
- lattice_thermal_conductivityarray-like
lattice thermal conductivities (by default in W m-1 K-1).
- temperaturearray-like
temperatures (by default in K).
use_tprc (bool, optional) – use custom unit conversions. Default: True.
- Returns
dictionary with ZTs.
- Return type
dict
tp.settings module¶
Settings and defaults.
This module sets the default style sheet, tick locators and axis labels;
as well as providing a means to automatically convert the units
presented and add abbreviations that can be used when loading data.
Custom defaults can be set by saving a copy of tprc.yaml (found in the
main ThermoParser directory) to ~/.config/tprc.yaml
and editing
that.
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tp.settings.
boltztrap_conversions
()[source]¶ Get dictionary of unit conversions for boltztrap to tp.