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Merge pull request #54 from arosen93/rosen-schemas
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Create molecule schema
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utf authored Jan 24, 2022
2 parents 9145850 + 6dd49af commit ca82cb4
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182 changes: 182 additions & 0 deletions src/atomate2/common/schemas/molecule.py
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"""Core definition of Molecule metadata."""

from typing import List, Optional, Type, TypeVar

from pydantic import BaseModel, Field
from pymatgen.core import Composition, Molecule
from pymatgen.core.periodic_table import Element
from pymatgen.symmetry.analyzer import PointGroupAnalyzer

__all__ = ["MoleculeMetadata"]

T = TypeVar("T", bound="MoleculeMetadata")


class MoleculeMetadata(BaseModel):
"""Mix-in class for molecule metadata."""

# Molecule metadata
nsites: int = Field(None, description="Total number of sites in the structure")
elements: List[Element] = Field(
None, description="List of elements in the material"
)
nelements: int = Field(None, title="Number of Elements")
composition: Composition = Field(
None, description="Full composition for the material"
)
composition_reduced: Composition = Field(
None,
title="Reduced Composition",
description="Simplified representation of the composition",
)
formula_pretty: str = Field(
None,
title="Pretty Formula",
description="Cleaned representation of the formula",
)
formula_anonymous: str = Field(
None,
title="Anonymous Formula",
description="Anonymized representation of the formula",
)
chemsys: str = Field(
None,
title="Chemical System",
description="dash-delimited string of elements in the material",
)
point_group: str = Field(
None, title="Point group", description="Point group for the molecule"
)
charge: int = Field(
None, title="Charge", description="Total (net) charge of the molecule"
)
spin_multiplicity: int = Field(
None,
title="Spin multiplicity",
description="The spin multiplicity (2*S+1) for the molecule",
)
nelectrons: int = Field(
None,
title="Number of electrons",
description="The total number of electrons for the molecule",
)

@classmethod
def from_composition(
cls: Type[T],
composition: Composition,
fields: Optional[List[str]] = None,
**kwargs
) -> T:
"""
Create a MoleculeMetadata model from a composition.
Parameters
----------
composition : .Composition
A pymatgen composition.
fields : list of str or None
Composition fields to include.
**kwargs
Keyword arguements that are passed to the model constructor.
Returns
-------
T
A molecule metadata model.
"""
fields = (
[
"elements",
"nelements",
"composition",
"composition_reduced",
"formula_pretty",
"formula_anonymous",
"chemsys",
]
if fields is None
else fields
)
elsyms = sorted({e.symbol for e in composition.elements})

data = {
"elements": elsyms,
"nelements": len(elsyms),
"composition": composition,
"composition_reduced": composition.reduced_composition,
"formula_pretty": composition.reduced_formula,
"formula_anonymous": composition.anonymized_formula,
"chemsys": "-".join(elsyms),
}

return cls(**{k: v for k, v in data.items() if k in fields}, **kwargs)

@classmethod
def from_molecule(
cls: Type[T],
molecule: Molecule,
fields: Optional[List[str]] = None,
include_molecule: bool = False,
**kwargs
) -> T:
"""
Create schema from a molecule.
Parameters
----------
molecule : .Molecule
A pymatgen molecule.
fields : list of str or None
Molecule fields to include.
include_molecule : bool
Whether to include the molecule itself in the schema.
**kwargs
Keyword args that are passed to the Schema constructor.
Returns
-------
T
A molecule metadata model.
"""
fields = (
[
"nsites",
"elements",
"nelements",
"composition",
"composition_reduced",
"formula_pretty",
"formula_anonymous",
"chemsys",
"point_group",
"charge",
"spin_multiplicity",
"nelectrons",
]
if fields is None
else fields
)
comp = molecule.composition
elsyms = sorted({e.symbol for e in comp.elements})
point_group = PointGroupAnalyzer(molecule).sch_symbol

data = {
"nsites": molecule.num_sites,
"elements": elsyms,
"nelements": len(elsyms),
"composition": comp,
"composition_reduced": comp.reduced_composition,
"formula_pretty": comp.reduced_formula,
"formula_anonymous": comp.anonymized_formula,
"chemsys": "-".join(elsyms),
"point_group": point_group,
"charge": int(molecule.charge),
"spin_multiplicity": molecule.spin_multiplicity,
"nelectrons": int(molecule.nelectrons),
}

if include_molecule:
kwargs.update({"molecule": molecule})

return cls(**{k: v for k, v in data.items() if k in fields}, **kwargs)
37 changes: 37 additions & 0 deletions tests/common/schemas/test_molecule.py
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from pymatgen.core import Molecule
from pymatgen.core.composition import Composition
from pymatgen.core.periodic_table import Element

from atomate2.common.schemas.molecule import MoleculeMetadata

molecule = Molecule(
species=["Mg", "O"],
coords=[[0, 0, 0], [0.5, 0.5, 0.5]],
)


def test_from_molecule(test_dir):
metadata = MoleculeMetadata.from_molecule(molecule).dict()
assert metadata["nsites"] == 2
assert metadata["elements"] == [Element("Mg"), Element("O")]
assert metadata["nelements"] == 2
assert metadata["composition"] == Composition("MgO")
assert metadata["composition_reduced"] == Composition("MgO").reduced_composition
assert metadata["formula_pretty"] == "MgO"
assert metadata["formula_anonymous"] == "AB"
assert metadata["chemsys"] == "Mg-O"
assert metadata["point_group"] == "C*v"
assert metadata["charge"] == 0
assert metadata["spin_multiplicity"] == 1
assert metadata["nelectrons"] == 20


def test_from_comp(test_dir):
metadata = MoleculeMetadata.from_composition(molecule.composition).dict()
assert metadata["elements"] == [Element("Mg"), Element("O")]
assert metadata["nelements"] == 2
assert metadata["composition"] == Composition("MgO")
assert metadata["composition_reduced"] == Composition("MgO").reduced_composition
assert metadata["formula_pretty"] == "MgO"
assert metadata["formula_anonymous"] == "AB"
assert metadata["chemsys"] == "Mg-O"
43 changes: 43 additions & 0 deletions tests/common/schemas/test_structure.py
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from pymatgen.core import Structure
from pymatgen.core.composition import Composition
from pymatgen.core.periodic_table import Element
from pytest import approx

from atomate2.common.schemas.structure import StructureMetadata

structure = Structure(
lattice=[[0, 2.13, 2.13], [2.13, 0, 2.13], [2.13, 2.13, 0]],
species=["Mg", "O"],
coords=[[0, 0, 0], [0.5, 0.5, 0.5]],
)


def test_from_structure(test_dir):
metadata = StructureMetadata.from_structure(structure).dict()
assert metadata["nsites"] == 2
assert metadata["elements"] == [Element("Mg"), Element("O")]
assert metadata["nelements"] == 2
assert metadata["composition"] == Composition("MgO")
assert metadata["composition_reduced"] == Composition("MgO").reduced_composition
assert metadata["formula_pretty"] == "MgO"
assert metadata["formula_anonymous"] == "AB"
assert metadata["chemsys"] == "Mg-O"
assert metadata["volume"] == approx(19.327194)
assert metadata["density"] == approx(3.4628426017699754)
assert metadata["density_atomic"] == approx(9.663597)
assert metadata["symmetry"]["symbol"] == "Fm-3m"
assert metadata["symmetry"]["number"] == 225
assert metadata["symmetry"]["point_group"] == "m-3m"
assert metadata["symmetry"]["symprec"] == 0.1
assert type(metadata["symmetry"]["version"]) is str


def test_from_composition(test_dir):
metadata = StructureMetadata.from_composition(structure.composition).dict()
assert metadata["elements"] == [Element("Mg"), Element("O")]
assert metadata["nelements"] == 2
assert metadata["composition"] == Composition("MgO")
assert metadata["composition_reduced"] == Composition("MgO").reduced_composition
assert metadata["formula_pretty"] == "MgO"
assert metadata["formula_anonymous"] == "AB"
assert metadata["chemsys"] == "Mg-O"

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