"""Types used for offline translation."""
import dataclasses as _dataclasses
import typing as _t
from collections.abc import Sequence as _Sequence
from .. import types as _tt
if _t.TYPE_CHECKING:
import pandas
from ._format import Format
FormatType = _t.Union[str, "Format"]
PlaceholdersTuple = tuple[str, ...]
TranslatedIds = dict[_tt.IdType, str] # {id: translation}
DictMakeTypes = _t.Mapping[str, _Sequence[_t.Any]] | _t.Mapping[_tt.IdType, str]
[docs]
@_dataclasses.dataclass
class PlaceholderTranslations(_t.Generic[_tt.SourceType]):
"""Matrix of ID translation components returned by fetchers."""
source: _tt.SourceType
"""Source from which translations were retrieved."""
placeholders: PlaceholdersTuple
"""Names of placeholders in the order in which they appear in `records`."""
records: _Sequence[_Sequence[_t.Any]]
"""Matrix of shape `N x M` where `N` is the number of IDs returned and `M` is the length of `placeholders`."""
id_pos: int = -1
"""Position if the ID placeholder in `placeholders`."""
[docs]
@classmethod
def make(cls, source: _tt.SourceType, data: "MakeTypes[_tt.SourceType, _tt.IdTypes]") -> _t.Self:
"""Try to make in instance from arbitrary input data.
Args:
source: Source label for the translations.
data: Some data to convert to a ``PlaceholderTranslations`` instance.
Returns:
A new :class:`PlaceholderTranslations` instance.
Raises:
TypeError: If `data` cannot be converted.
"""
try:
from pandas import DataFrame # noqa: PLC0415
if isinstance(data, DataFrame):
return cls.from_dataframe(source, data)
except ImportError:
pass
if isinstance(data, dict):
return cls.from_dict(source, data)
if isinstance(data, PlaceholderTranslations):
return cls(**_dataclasses.asdict(data))
raise TypeError(data) # pragma: no cover
[docs]
def to_dict(self, max_rows: int = 0) -> dict[str, _Sequence[_t.Any]]:
"""Create a dict representation of the translations."""
records = self.records[:max_rows] if max_rows else self.records
return {placeholder: [row[i] for row in records] for i, placeholder in enumerate(self.placeholders)}
[docs]
def to_pandas(self, max_rows: int = 0) -> "pandas.DataFrame":
"""Create a pandas DataFrame representation of the translations."""
from pandas import DataFrame # noqa: PLC0415
return DataFrame.from_dict(self.to_dict(max_rows))
[docs]
@staticmethod
def to_dicts(
source_translations: "SourcePlaceholderTranslations[_tt.SourceType]",
max_rows: int = 0,
) -> dict[_tt.SourceType, dict[str, _Sequence[_t.Any]]]:
"""Create a nested dict representation of the translations."""
return {source: translations.to_dict(max_rows) for source, translations in source_translations.items()}
[docs]
@classmethod
def from_dataframe(cls, source: _tt.SourceType, data: "pandas.DataFrame") -> _t.Self:
"""Create instance from a pandas DataFrame."""
return cls(
source,
placeholders=tuple(data),
records=data.to_numpy().tolist(),
id_pos=data.columns.get_loc(_tt.ID) if _tt.ID in data else -1,
)
[docs]
@classmethod
def from_dict(cls, source: _tt.SourceType, data: DictMakeTypes[_tt.IdType]) -> _t.Self:
"""Create instance from a dict."""
if cls._is_simple_form(data):
# Users may pass dicts on the form {source: {id: name}}, where our data={id: name}.
_t.assert_type(data, dict[_tt.IdType, str])
records = tuple(tuple(item) for item in data.items())
return cls(source, (_tt.ID, "name"), records, id_pos=0)
try:
from pandas import DataFrame # noqa: PLC0415
return cls.from_dataframe(source, DataFrame.from_dict(data))
except ImportError:
placeholders: tuple[str, ...] = tuple(data) # type: ignore[arg-type]
records = tuple(zip(*data.values(), strict=True))
id_pos = placeholders.index(_tt.ID) if _tt.ID in placeholders else -1
return cls(source, placeholders, records, id_pos)
@classmethod
def _is_simple_form(cls, data: DictMakeTypes[_tt.IdType]) -> _t.TypeGuard[dict[_tt.IdType, str]]:
id_types = _t.get_args(_tt.IdTypes)
return all(isinstance(key, id_types) and isinstance(value, str) for key, value in data.items())
MakeTypes = _t.Union[PlaceholderTranslations[_tt.SourceType], "pandas.DataFrame", DictMakeTypes[_tt.IdType]]
SourcePlaceholderTranslations = dict[_tt.SourceType, PlaceholderTranslations[_tt.SourceType]]
