Manual
The complete WESTpy reference is reported below.
Atom
- class westpy.atom.Atom(cell=None, ase_atom=None, symbol=None, cry_coord=None, abs_coord=None, **kwargs)
Bases:
object
Class for representing a single atom.
An atom can be initialized by and exported to an ASE Atom object.
All internal quantities below are in atomic unit.
- abs_coord
absolute coordinate.
- Type:
float array
- cry_coord
crystal coordinate.
- Type:
float array
Extra attributes can be attached to an atom.
- property cry_coord
BSE
- class westpy.bse.bseresult.BSEResult(filename: str)
Bases:
object
Parses BSE/TDDFT results.
- Parameters:
filename (string) – Wbse or Westpp output file (JSON)
- Example:
>>> from westpy.bse import * >>> wbse = BSEResult("wbse.json")
- plotSpectrum(ipol: str = None, energyRange: List[float] = [0.0, 10.0, 0.01], sigma: float = 0.1, n_extra: int = 0, fname: str = None)
Plots BSE/TDDFT absorption spectrum.
- Parameters:
ipol (string) – which component to compute (“XX”, “XY”, “XZ”, “YX”, “YY”, “YZ”, “ZX”, “ZY”, “ZZ”, or “XYZ”)
energyRange (3-dim float) – energy range = min, max, step (eV)
sigma (float) – Broadening width (eV)
n_extra (int) – Number of extrapolation steps (Lanczos only)
fname (string) – Output file name
- Example:
>>> from westpy.bse import * >>> wbse = BSEResult("wbse.json") >>> wbse.plotSpectrum(ipol="XYZ",energyRange=[0.0,10.0,0.01],sigma=0.1,n_extra=100000)
- class westpy.bse.qbox2bse.Qbox2BSE(filename: str)
Bases:
object
Parses Qbox output and generates files needed by WEST BSE.
- Parameters:
filename (string) – Qbox output file (XML)
- Example:
>>> from westpy.bse import * >>> qb = Qbox2BSE("qb.out")
Cell
- class westpy.cell.Cell(ase_cell=None, R=None)
Bases:
object
A cell that is defined by lattice constants and contains a list of atoms.
A cell can be initialized by and exported to an ASE Atoms object. A cell can also be exported to several useful formats such as Qbox and Quantum Espresso formats.
All internal quantities below are in atomic unit.
- R
primitive lattice vectors (each row is one vector).
- Type:
float 3x3 array
- G
reciprocal lattice vectors (each row is one vector).
- Type:
float 3x3 array
- property G
- property R
- property atoms
- property isperiodic
- property natoms
- property nspecies
- property omega
- property species
- update_lattice(R)
Data Container
- class westpy.dataContainer.DataContainer
Bases:
object
Class for representing an in-memory data container.
- Example:
>>> from westpy import * >>> dc = DataContainer()
- checkKeys(printSummary=True)
Checks that all keys are described.
- Parameters:
printSummary (boolean) – if True prints summary
- Returns:
True if all keys are described, False otherwise.
- Return type:
boolean
- Example:
>>> from westpy import * >>> dc = DataContainer() >>> dc.upsertPoint({"a":1, "b":2},{"energy":-4.5}) >>> dc.upsertKey("a","the first letter") >>> dc.upsertKey("b","another letter") >>> dc.upsertKey("energy","a quantity") >>> dc.checkKeys()
- removeKey(key)
Removes the description of a key
- Parameters:
key (string) – key
- Example:
>>> from westpy import * >>> dc = DataContainer() >>> dc.upsertKey("a","the first letter") >>> dc.removeKey("a")
- removePoint(identifier)
Removes point with given identifier from the data container.
- Parameters:
identifier (hashable object) – identifier
- Example:
>>> from westpy import * >>> dc = DataContainer() >>> dc.upsertPoint({"a":1, "b":2},{"energy":-4.5}) >>> dc.removePoint({"a":1, "b":2})
- showPoints()
Shows all points of the data container.
- Example:
>>> from westpy import * >>> dc = DataContainer() >>> dc.upsertPoint({"a":1, "b":2},{"energy":-4.5}) >>> dc.showPoints()
- upsertKey(key, description)
Updates or inserts a new key and its description.
- Parameters:
key (string) – key
description (hashable object) – description
- Example:
>>> from westpy import * >>> dc = DataContainer() >>> dc.upsertKey("a","the first letter")
- upsertPoint(identifier, document, incremental_update=True)
Update or inserts an entry to the data container.
If identifier exists, update the document associated to the identifier, otherwise insert the document with the identifier.
- Parameters:
identifier (hashable object) – identifier
document (hashable object) – document
incremental_update (boolean) – if the document exists, only update it, do not remove its other keys.
- Example:
>>> from westpy import * >>> dc = DataContainer() >>> dc.upsertPoint({"a":1, "b":2},{"energy":-4.5})
Electronic Structure
- class westpy.electronicStructure.ElectronicStructure
Bases:
object
Class for representing an electronic structure calculation.
- Example:
>>> from westpy import * >>> es = ElectronicStructure()
- addDataPoint(ksb, key, what)
Adds datapoint to data.
- Parameters:
ksb (3-dim tuple of int) – triplet of integers: k-point, spin, band (integer labels)
key (string) – key
what (hashable object) – content attached to key
- Example:
>>> from westpy import * >>> es = ElectronicStructure() >>> es.addKey("eks","Kohn-Sham energy in eV") >>> es.addDataPoint([1,1,1],"eks",-4.6789)
- addKey(key, description)
Describes metadata key.
- Parameters:
key (string) – key
description (hashable object) – description
- Example:
>>> from westpy import * >>> es = ElectronicStructure() >>> es.addKey("eks","Kohn-Sham")
- plotDOS(kk=[1], ss=[1], energyKeys=['eks'], sigma=0.1, weight=1.0, energyRange=[-20.0, 0.0, 0.01], fname='dos.png')
Plots desnity of states (DOS).
- Parameters:
ss (list of int) – list of spin channels (must be [1], [2], or [1,2])
energyKeys (list of string) – energy keys (mush match the available keys)
sigma (float or string) – standard deviation of gaussian (eV), optional (mush match the available keys)
weight (float or string) – weight, optional (mush match the available keys)
energyRange (3-dim tuple of float) – energy range = min, max, step (eV), optional
fname (string) – output file name, optional
- Example:
>>> from westpy import * >>> es = ElectronicStructure() >>> es.addKey("eks","Kohn-Sham energy in eV") >>> es.addDataPoint([1,1,1],"eks",-4.6789) >>> es.addDataPoint([1,1,2],"eks",-4.3456) >>> es.addDataPoint([1,2,1],"eks",-4.4567) >>> es.addDataPoint([1,2,2],"eks",-4.0123) >>> es.plotDOS(kk=[1],ss=[1,2],energyKeys=["eks"],energyRange=[-5.,-3,0.01])
- plotLDOS(kk=[1], ss=[1], energyKeys=['eks'], sigma=0.1, weight=1.0, energyRange=[-20.0, 0.0, 0.01], wfcKey='wfcFile', fname='ldos.png')
Plots desnity of states (DOS).
- Parameters:
ss (list of int) – list of spin channels (must be [1], [2], or [1,2])
energyKeys (list of string) – energy keys (mush match the available keys)
sigma (float or string) – standard deviation of gaussian (eV), optional (mush match the available keys)
weight (float or string) – weight, optional (mush match the available keys)
energyRange (3-dim tuple of float) – energy range = min, max, step (eV), optional
wfcKey (string) – wavefunction file (mush match the available keys)
fname (string) – output file name, optional
- Example:
>>> from westpy import * >>> es = ElectronicStructure() >>> es.addKey("eks","Kohn-Sham energy in eV") >>> es.addDataPoint([1,1,1],"eks",-4.6789) >>> es.addDataPoint([1,1,2],"eks",-4.3456) >>> es.addDataPoint([1,2,1],"eks",-4.4567) >>> es.addDataPoint([1,2,2],"eks",-4.0123) >>> es.plotLDOS(kk=[1],ss=[1,2],energyKeys=["eks"],energyRange=[-5.,-3,0.01])
- removeKey(key)
Removes key from metadata.
- Parameters:
key (string) – key
- Example:
>>> from westpy import * >>> es = ElectronicStructure() >>> es.addKey("eks","Kohn-Sham") >>> es.removeKey("eks")
- showKeys()
Shows keys in metadata.
- Example:
>>> from westpy import * >>> es = ElectronicStructure() >>> es.showKeys()
Geometry
- class westpy.geometry.Geometry(cell=None)
Bases:
object
Class for representing a set of atoms in a periodic cell.
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.setCell( (1,0,0), (0,1,0), (0,0,1) ) >>> geom.addAtom( symbol="Si", abs_coord=(0,0,0) ) >>> geom.addSpecies( "Si", "http://www.quantum-simulation.org/potentials/sg15_oncv/upf/Si_ONCV_PBE-1.1.upf" )
Note
Vectors are set in a.u. by default. If you set units=Angstrom a coversion to a.u. will be made.
- Bohr = 1.0
- addAtom(symbol, abs_coord, units=1.0)
Adds a single atom.
- Parameters:
symbol (string) – chemical symbol
abs_coord (3-dim tuple of float) – absolute coordinates
units ("Bohr" or "Angstrom") – Units, optional
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addAtom( symbol="Si", abs_coord=(0,0,0) )
- addAtomsFromOnlineXYZ(url)
Adds atoms from XYZ file (only one image) located at url.
- Parameters:
url (string) – url
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addAtomsFromOnlineXYZ( "https://west-code.org/database/gw100/xyz/CH4.xyz" )
- addAtomsFromXYZFile(fname)
Adds atoms from XYZ file (only one image).
- Parameters:
fname (string) – file name
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addAtomFromXYZFile( "CH4.xyz" )
- addFracCoordAtom(symbol, frac_coord)
adds a single atom by fractional coords
- Parameters:
symbol (string) – chemical symbol
frac_coord (3-dim tuple of float) – fractional coordinates
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addFracCoordAtom( "Si", (0,1/3.0,2/3.0) )
- addSpecies(symbol, url)
Adds a species.
- Parameters:
symbol (string) – chemical symbol
url (string) – url
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addSpecies( "Si", "http://www.quantum-simulation.org/potentials/sg15_oncv/upf/Si_ONCV_PBE-1.1.upf" )
Note
You can use this method to add either upf or xml pseudopotentials. However it is forbidden to mix them.
- downloadPseudopotentials()
Download Pseudopotentials.
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addAtomsFromOnlineXYZ( "https://west-code.org/database/gw100/xyz/CH4.xyz" ) >>> geom.addSpecies( "C", "http://www.quantum-simulation.org/potentials/sg15_oncv/xml/C_ONCV_PBE-1.0.xml") >>> geom.addSpecies( "H", "http://www.quantum-simulation.org/potentials/sg15_oncv/xml/H_ONCV_PBE-1.0.xml") >>> geom.downloadPseudopotentials()
Note
Pseudopotential files will be downloaded in the current directory.
- getNumberOfAtoms()
Returns number of atoms.
- Returns:
number of atoms
- Return type:
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addAtomsFromOnlineXYZ( "https://west-code.org/database/gw100/xyz/CH4.xyz" ) >>> nat = geom.getNumberOfAtoms() >>> print( nat ) 5
- getNumberOfElectrons()
Returns number of electrons.
- Returns:
number of electrons
- Return type:
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addAtomsFromOnlineXYZ( "https://west-code.org/database/gw100/xyz/CH4.xyz" ) >>> geom.addSpecies( "C", "http://www.quantum-simulation.org/potentials/sg15_oncv/xml/C_ONCV_PBE-1.0.xml") >>> geom.addSpecies( "H", "http://www.quantum-simulation.org/potentials/sg15_oncv/xml/H_ONCV_PBE-1.0.xml") >>> nelec = geom.getNumberOfElectrons() >>> print( nelec ) 8
- getNumberOfSpecies()
Returns number of species.
- Returns:
number of species
- Return type:
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.addAtomsFromOnlineXYZ( "https://west-code.org/database/gw100/xyz/CH4.xyz" ) >>> ntyp = geom.getNumberOfSpecies() >>> print( ntyp ) 2
- isValid()
Checks if geometry is valid
- The method checks that:
the cell is set
at least one atom has been added
the pseudopotentials of all species are defined
the pseudopotentials do not contain a mix of upf and xml formats
- setCell(a1=(0, 0, 0), a2=(0, 0, 0), a3=(0, 0, 0), units=1.0)
Sets cell, given the three vectors \(a_1\), \(a_2\), \(a_3\).
- Parameters:
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.setCell( (1,0,0), (0,1,0), (0,0,1) )
- view(style='stick', width=800, height=800, ix=1, iy=1, iz=1, debug=False)
Display simulation box geom in Angstrom. ix, iy, iz is the perodic display. style can be line, stick, sphere.
Ground State
- class westpy.groundState.GroundState(geom, xc, ecut)
Bases:
object
Class for representing a ground state calculation with DFT.
- Parameters:
- Example:
>>> from westpy import * >>> geom = Geometry() >>> geom.setCell( (1,0,0), (0,1,0), (0,0,1) ) >>> geom.addAtom( "Si", (0,0,0) ) >>> geom.addSpecies( "Si", "http://www.quantum-simulation.org/potentials/sg15_oncv/upf/Si_ONCV_PBE-1.1.upf" ) >>> gs = GroundState(geom,"PBE",30.0)
Note
Vectors are set in a.u. by default. If you set units=Angstrom a coversion to a.u. will be made.
- downloadPseudopotentials()
Download Pseudopotentials.
- Example:
>>> gs.downloadPseudopotentials()
Note
Pseudopotential files will be downloaded in the current directory.
- generateInputPW(fname='pw.in')
Generates input file for pwscf. Valid only for QuantumEspresso calculations.
- Parameters:
fname (string) – fname, optional
- Example:
>>> gs.generateInputPW("pw.in")
- generateInputQbox(fname='qbox.in')
Generates input file for qbox. Valid only for Qbox calculations.
- Parameters:
fname (string) – fname, optional
- Example:
>>> gs.generateInputQbox("qbox.in")
- setCollinearSpin(tot_magnetization=0.0)
Sets collinear spin.
- Parameters:
tot_magnetization (float) – Total majority spin charge - minority spin charge, optional
- Example:
>>> gs.setCollinearSpin()
- setIsolated()
Sets isolated system. Valid only for QuantumEspresso calculations.
- Example:
>>> gs.setIsolated()
- setKmesh(kmesh)
Sets the uniform grid for k-points sampling.
- Parameters:
kmesh (3-dim tuple of int) – kmesh
- Example:
>>> gs.setKmesh((2,2,2))
- setNempty(nempty)
Sets the number of empty bands.
- Parameters:
nempty (int) – number of empty bands
- Example:
>>> gs.setNempty(10)
- setNonCollinearSpin(lspinorb=False)
Sets non collinear spin. Requires fully relativistic pseudopotentials. Valid only for QuantumEspresso calculations.
Optionally spin-orbit can be turned on.
- Parameters:
lspinorb (boolean) – spin-orbit, optional
- Example:
>>> gs.setNonCollinearSpin()
- updateSpecies(symbol, url)
Update a species.
- Parameters:
symbol (string) – chemical symbol
url (string) – url
- Example:
>>> geom.addSpecies( "Si", "http://www.quantum-simulation.org/potentials/sg15_oncv/upf/Si_ONCV_PBE-1.1.upf" )
Note
You can use this method to add either upf or xml pseudopotentials. However it is forbidden to mix them.
Life Time
- westpy.lifetime.radiative_lifetime(westpp_file, ispin, band1, band2, n=None, e_zpl=None)
Computes radiative lifetime.
- Parameters:
westpp_file (string) – The JSON output file of Westpp
ispin (int) – spin index
band1 (int) – band index (transition from band1 to band2 is computed)
band2 (int) – band index (transition from band1 to band2 is computed)
n (float or function of e_zpl) – refractive index
e_zpl (float) – zero-phonon line (ZPL) energy (Rydberg)
- Example:
>>> from westpy import * >>> tau = radiative_lifetime("westpp.json",2,101,102,2.0,1.25)
QDET
- class westpy.qdet.qdetresult.QDETResult(filename: str, point_group: PointGroup | None = None, wfct_filenames: list | None = None, symmetrize: Dict[str, bool] = {})
Bases:
object
- class westpy.qdet.symm.PointGroup(name: str, operations: Sequence[PointGroupOperation], ctable: Dict[str, Sequence])
Bases:
object
- compute_rep_on_orbitals(orbitals: Sequence[VData], orthogonalize: bool = False) Tuple[PointGroupRep, List[str]]
- Compute representation matrix on the Hilbert space spanned by a set
of orbitals.
- Parameters:
orbitals – a set of orbitals.
orthogonalize – if True, orthorgonalize representation matrix.
- Returns:
(matrix representation, symmetries)
- class westpy.qdet.symm.PointGroupInversion(origin: Sequence[float] | ndarray = (0.0, 0.0, 0.0), cell: ndarray = None)
Bases:
PointGroupOperation
- class westpy.qdet.symm.PointGroupOperation(T: ndarray, origin: Sequence[float] | ndarray = None, cell: ndarray = None)
Bases:
object
An operation in the point group.
- Parameters:
T – 4x4 affine transformation matrix for point group operation
origin – origin of operation, defined as follows: let [x,y,z] denote the coordinates of the origin in crystal (fractional) unit, and [nx,ny,nz] denote the shape of the volumetric data, i.e., the dimension of the real space grid, then origin = [x*nx,y*ny,z*nz]
cell – transformation matrix to the volumetric cell data, defined as follows let A = np.array([x1,y1,z1], [x2,y2,z2], [x3,y3,z3]).T denote the crystal vector matrix, where [xi,yi,zi] is the ith crystal basis vector in any unit, and B = 1 / np.array([nx,0,0], [0,ny,0], [0,0,nz]), where [nx,ny,nz] denote the shape of the volumetric data, i.e., the dimension of the real space grid, then cell = A @ B
- property inv
Inverse operator
- class westpy.qdet.symm.PointGroupReflection(normal: Sequence[float] | ndarray, origin: Sequence[float] | ndarray = (0.0, 0.0, 0.0), cell: ndarray = None)
Bases:
PointGroupOperation
- class westpy.qdet.symm.PointGroupRep(point_group: PointGroup, orbitals: Sequence[VData], orthogonalize: bool = False)
Bases:
object
Relaxation
- class westpy.relaxation.bfgs_iter(run_pw: str, run_wbse: str, run_nscf: str = None, run_wbse_init: str = None, pp: list = [], pw_input: str = 'pw.in', nscf_input: str = 'nscf.in', wbse_input: str = 'wbse.in', wbse_init_input: str = 'wbse_init.in', l_copy_save_dir: bool = True, l_restart: bool = False, energy_thr: float = 0.0001, grad_thr: float = 0.001, maxiter: int = 100, w1: float = 0.01, w2: float = 0.5, bfgs_ndim: int = 1, trust_radius_ini: float = 0.5, trust_radius_min: float = 0.0002, trust_radius_max: float = 0.8)
Bases:
object
Class for carrying out BFGS geometry relaxation.
- Parameters:
run_pw (string) – Full command to run pwscf, e.g., mpirun -n 2 /path/to/qe/bin/pw.x
run_wbse (string) – Full command to run wbse, e.g., mpirun -n 4 /path/to/qe/bin/wbse.x -nb 4
run_nscf (string) – Full command to run nscf, e.g., mpirun -n 2 /path/to/qe/bin/pw.x
run_wbse_init (string) – Full command to run wbse_init, e.g., mpirun -n 4 /path/to/qe/bin/wbse_init.x
pp (string) – List of pseudopotential files
pw_input (string) – pw.x input file name
nscf_input (string) – pw.x input file name for nscf calculation
wbse_input (string) – wbse.x input file name
wbse_init_input (string) – wbse_init.x input file name
l_copy_save_dir (boolean) – If False, does not copy .save dir (True if startingpot/wfc=’file’)
l_restart (boolean) – If True, restart an unfinished run
energy_thr (float) – Convergence threshold on total energy (Ry) for ionic minimization
grad_thr (float) – Convergence threshold on forces (Ry/Bohr) for ionic minimization
maxiter (int) – Maximum number of BFGS steps
w1 (float) – Parameters used in line search based on the Wolfe conditions
w2 (float) – Parameters used in line search based on the Wolfe conditions
bfgs_ndim (int) – Dimension of BFGS. Only bfgs_ndim == 1 implemented
trust_radius_ini (float) – Initial ionic displacement in the structural relaxation
trust_radius_min (float) – Minimum ionic displacement in the structural relaxation
trust_radius_max (float) – Maximum ionic displacement in the structural relaxation
- Example:
>>> from westpy import * >>> run_pw = "mpirun -n 1 pw.x" >>> run_wbse = "mpirun -n 4 wbse.x -nb 4" >>> run_wbse_init = "mpirun -n 4 wbse_init.x -ni 4" >>> bfgs = bfgs_iter(run_pw=run_pw, run_wbse=run_wbse, grad_thr=1e-4, maxiter=30) >>> bfgs.solve()
- solve()
Run BFGS geometry relaxation.
Session
- class westpy.session.Session(emailId)
Bases:
object
Class for setting up a session, connected to a remove server via rest APIs.
- Example:
>>> from westpy import * >>> session = Session("your.email@domain.edu")
- getToken()
Returns the token of the session.
- Example:
>>> from westpy import * >>> session = Session("your.email@domain.edu") >>> token = session.getToken() >>> print(token)
- run(executable=None, inputFile=None, outputFile=None, downloadUrl=[], number_of_cores=2)
Runs the executable on the remote server.
- Parameters:
executable (string) – name of executable
inputFile (string) – name of input file
outputFile (string) – name of output file
downloadUrl (string) – URLs to be downloaded
number_of_cores (int) – number of cores
- Example:
>>> from westpy import * >>> session = Session("your.email@domain.edu") >>> session.run( "pw", "pw.in", "pw.out", ["http://www.quantum-simulation.org/potentials/sg15_oncv/upf/C_ONCV_PBE-1.0.upf"] , 2 ) >>> session.stop()
- status()
Returns whether the session is active and time left.
- Example:
>>> from westpy import * >>> session = Session("your.email@domain.edu") >>> session.status()
- stop()
Stops the session and clears the remote workspace.
- Example:
>>> from westpy import * >>> session = Session("your.email@domain.edu") >>> session.stop()
Units
Westpy uses Hartree atomic units.
- class westpy.units.Units(*args, **kwargs)
Bases:
dict
Dictionary for units that supports .attribute access.
- westpy.units.set_units()
Sets Rydberg atomic units.
- Available units are:
Bohr
Angstrom, Ang
Rydberg, Ry
Hartree, Ha
eV
Joule
Note
westpy operates in Rydberg atomic units.
Utilities
Set of utilities.
- westpy.utils.bool2str(logical)
Converts a boolean type into a string .TRUE. or .FALSE. .
- Parameters:
logical (boolean) – logical
- Returns:
.TRUE. or .FALSE.
- Return type:
string
- Example:
>>> from westpy import * >>> t = bool2str(True) >>> f = bool2str(False) >>> print(t,f) .TRUE. .FALSE.
- westpy.utils.convertYaml2Json(fyml, fjson)
Converts the file from YAML to JSON.
- Parameters:
fyml (string) – Name of YAML file
fjson (string) – Name of JSON file
- Example:
>>> from westpy import * >>> convertYaml2Json("file.yml","file.json")
Note
The file fjson will be created, fyml will not be overwritten.
- westpy.utils.download(url, fname=None)
Downloads a file from url.
- Parameters:
url (string) – url
fname (string) – file name
- Example:
>>> from westpy import * >>> download("https://west-code.org/database/gw100/xyz/CH4.xyz")
Note
The file will be downloaded in the current directory.
- westpy.utils.extractFileNamefromUrl(url)
Extracts a file name from url.
- Parameters:
url (string) – url
- Returns:
file name
- Return type:
string
- Example:
>>> from westpy import * >>> extractFileNamefromUrl("https://west-code.org/database/gw100/xyz/CH4.xyz")
- westpy.utils.gaussian(x, mu, sig)
return normal distribution at point x.
\(f(x;\mu,\sigma) = \frac{1}{\sigma\sqrt{2\pi}}e^{-\frac{(x-\mu)^2}{2\sigma^2}}\)
- Parameters:
- Returns:
\(f(x;\mu,\sigma)\)
- Return type:
- Example:
>>> from westpy import * >>> gaussian(1.0,2.0,3.0)
- westpy.utils.listLinesWithKeyfromOnlineText(url, key)
List lines from text file located at url, with key.
- Parameters:
url (string) – url
key (string) – keyword
- Returns:
list of lines
- Return type:
- Example:
>>> from westpy import * >>> url = "http://www.quantum-simulation.org/potentials/sg15_oncv/upf/Si_ONCV_PBE-1.1.upf" >>> key = "z_valence" >>> l = listLinesWithKeyfromOnlineText(url,key) >>> print(l) [' z_valence=" 4.00"']
Note
Can be used to grep values from a UPF file.
- westpy.utils.listValuesWithKeyFromOnlineXML(url, key)
List values from XML file located at url, with key.
- Parameters:
url (string) – url
key (string) – keyword
- Returns:
list of values
- Return type:
- Example:
>>> from westpy import * >>> url = "http://www.quantum-simulation.org/potentials/sg15_oncv/xml/Si_ONCV_PBE-1.1.xml" >>> key = "valence_charge" >>> l = listLinesWithKeyfromOnlineXML(url,key) >>> print(l) ['4']
Note
Can be used to grep values from an XML file.
- westpy.utils.readJsonFile(fname)
Reads data from file using the JSON format.
- Parameters:
fname (string) – file name
- Returns:
data
- Return type:
dict/list
- Example:
>>> from westpy import * >>> data = readJsonFile("mass.json")
Note
The file will be read from the current directory.
- westpy.utils.read_cube(fname)
Read cube file into numpy array
- Parameters:
fname (string) – file name of cube file
- Returns:
(data, metadata)
- Return type:
(np.array, dict)
- westpy.utils.read_imcube(rfname, ifname='')
Convenience function to read in two cube files at once, where one contains the real part and the other contains the imag part. If only one file name given, other file name is inferred.
- Parameters:
rfname (string) – file name of cube file of real part
ifname (string) – optional, file name of cube file of imag part
- Returns:
(data, metadata), where data is (real part + j*imag part)
- Return type:
(np.array, dict)
- westpy.utils.wfreq2df(fname='wfreq.json', dfKeys=['eks', 'eqpLin', 'eqpSec', 'sigmax', 'sigmac_eks', 'sigmac_eqpLin', 'sigmac_eqpSec', 'vxcl', 'vxcnl', 'hf'])
Loads the wfreq JSON output into a pandas dataframe.
- westpy.utils.writeJsonFile(fname, data)
Writes data to file using the JSON format.
- Parameters:
fname (string) – file name
data (dict/list) – data
- Example:
>>> from westpy import * >>> data = {} >>> data["mass"] = 1.0 >>> writeJsonFile("mass.json",data)
Note
The file will be generated in the current directory.
- westpy.utils.write_cube(data, meta, fname)
Write volumetric data to cube file along
- Parameters:
- westpy.utils.write_imcube(data, meta, rfname, ifname='')
Convenience function to write two cube files from complex valued volumetric data, one for the real part and one for the imaginary part. Data about atoms, origin and lattice vectors are kept same for both. If only one file name given, other file name is inferred.
- Parameters:
data (list of float) – volumetric data consisting of complex values
meta (dict) – dict containing metadata with following keys: - atoms: list of atoms in the form (mass, [position]) - org: origin - xvec,yvec,zvec: lattice vector basis
rfname (string) – file name of cubefile of real part
ifname (string) – file name of cubefile of imag part