Source code for mordred.EState

from enum import IntEnum
from functools import reduce

from rdkit.Chem import EState

from ._base import Descriptor
from ._util import parse_enum

try:
    import builtins
except ImportError:
    import __builtin__ as builtins


__all__ = ("AtomTypeEState",)


es_types = (
    "sLi", "ssBe", "ssssBe", "ssBH", "sssB", "ssssB", "sCH3", "dCH2", "ssCH2",
    "tCH", "dsCH", "aaCH", "sssCH", "ddC", "tsC", "dssC", "aasC", "aaaC",
    "ssssC", "sNH3", "sNH2", "ssNH2", "dNH", "ssNH", "aaNH", "tN", "sssNH",
    "dsN", "aaN", "sssN", "ddsN", "aasN", "ssssN", "sOH", "dO", "ssO", "aaO",
    "sF", "sSiH3", "ssSiH2", "sssSiH", "ssssSi", "sPH2", "ssPH", "sssP",
    "dsssP", "sssssP", "sSH", "dS", "ssS", "aaS", "dssS", "ddssS", "sCl",
    "sGeH3", "ssGeH2", "sssGeH", "ssssGe", "sAsH2", "ssAsH", "sssAs", "sssdAs",
    "sssssAs", "sSeH", "dSe", "ssSe", "aaSe", "dssSe", "ddssSe", "sBr", "sSnH3",
    "ssSnH2", "sssSnH", "ssssSn", "sI", "sPbH3", "ssPbH2", "sssPbH", "ssssPb",
)

es_type_set = set(es_types)


class EStateBase(Descriptor):
    __slots__ = ()
    explicit_hydrogens = False


class EStateCache(EStateBase):
    __slots__ = ()

    def parameters(self):
        return ()

    def calculate(self):
        return EState.TypeAtoms(self.mol), EState.EStateIndices(self.mol)


class AggrType(IntEnum):
    __slots__ = ()

    count = 1
    sum = 2
    max = 3
    min = 4

    @property
    def as_argument(self):
        return self.name

    def description(self):
        d = {
            self.count: "number",
            self.sum: "sum",
            self.max: "max",
            self.min: "min",
        }
        return d[self]


aggr_names = (
    (AggrType.count, "N"),
    (AggrType.sum, "S"),
    (AggrType.max, "MAX"),
    (AggrType.min, "MIN"),
)


aggr_name_dict = dict(aggr_names)


[docs]class AtomTypeEState(EStateBase): r"""atom type e-state descriptor. :type type: str :param type: one of aggr_types :type estate: str :param estate: one of es_types :returns: NaN when type in ["min", "max"] and :math:`N_{\rm X} = 0` References * :doi:`10.1021/ci00028a014` """ __slots__ = ("_type", "_estate",)
[docs] def description(self): return "{} of {}".format(self._type.description(), self._estate)
aggr_types = tuple(a.name for a in AggrType) es_types = es_types @classmethod def preset(cls): return ( cls(a, t) for a in AggrType for t in es_types ) def __str__(self): aggr = aggr_name_dict[self._type] return aggr + self._estate def parameters(self): return self._type, self._estate def __init__(self, type="count", estate="sLi"): assert estate in es_type_set self._type = parse_enum(AggrType, type) self._estate = estate def dependencies(self): return {"E": EStateCache()} def calculate(self, E): if self._type == AggrType.count: return reduce(lambda a, b: a + b, E[0]).count(self._estate) indices = map( lambda e: e[1], filter(lambda e: self._estate in e[0], zip(*E)), ) with self.rethrow_na(ValueError): return getattr(builtins, self._type.name)(indices) @property def rtype(self): r"""Return type. * "count": :py:class:`int` * "other": :py:class:`float` """ return int if self._type == AggrType.count else float _extra_docs = "aggr_types", "es_types"