mirror of
https://github.com/checktheroads/hyperglass
synced 2024-05-11 05:55:08 +00:00
324 lines
11 KiB
Python
324 lines
11 KiB
Python
"""Data models used throughout hyperglass."""
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# Standard Library
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# Standard Library
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import re
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import json
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import typing as t
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from pathlib import Path
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# Third Party
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from pydantic import HttpUrl, BaseModel, BaseConfig, PrivateAttr
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from pydantic.generics import GenericModel
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# Project
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from hyperglass.log import log
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from hyperglass.util import compare_init, snake_to_camel, repr_from_attrs
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from hyperglass.types import Series
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MultiModelT = t.TypeVar("MultiModelT", bound=BaseModel)
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class HyperglassModel(BaseModel):
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"""Base model for all hyperglass configuration models."""
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class Config(BaseConfig):
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"""Pydantic model configuration."""
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validate_all = True
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extra = "forbid"
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validate_assignment = True
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allow_population_by_field_name = True
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json_encoders = {HttpUrl: lambda v: str(v), Path: str}
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@classmethod
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def alias_generator(cls: "HyperglassModel", field: str) -> str:
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"""Remove unsupported characters from field names.
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Converts any "desirable" seperators to underscore, then removes all
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characters that are unsupported in Python class variable names.
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Also removes leading numbers underscores.
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"""
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_replaced = re.sub(r"[\-|\.|\@|\~|\:\/|\s]", "_", field)
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_scrubbed = "".join(re.findall(r"([a-zA-Z]\w+|\_+)", _replaced))
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snake_field = _scrubbed.lower()
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if snake_field != field:
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log.debug(
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"Model field '{}.{}' was converted from {} to {}",
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cls.__module__,
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snake_field,
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repr(field),
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repr(snake_field),
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)
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return snake_to_camel(snake_field)
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def _repr_from_attrs(self, attrs: Series[str]) -> str:
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"""Alias to `hyperglass.util:repr_from_attrs` in the context of this model."""
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return repr_from_attrs(self, attrs)
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def export_json(self, *args, **kwargs):
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"""Return instance as JSON."""
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export_kwargs = {"by_alias": False, "exclude_unset": False}
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for key in kwargs.keys():
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export_kwargs.pop(key, None)
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return self.json(*args, **export_kwargs, **kwargs)
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def export_dict(self, *args, **kwargs):
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"""Return instance as dictionary."""
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export_kwargs = {"by_alias": False, "exclude_unset": False}
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for key in kwargs.keys():
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export_kwargs.pop(key, None)
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return self.dict(*args, **export_kwargs, **kwargs)
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def export_yaml(self, *args, **kwargs):
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"""Return instance as YAML."""
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# Standard Library
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import json
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# Third Party
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import yaml
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export_kwargs = {
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"by_alias": kwargs.pop("by_alias", False),
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"exclude_unset": kwargs.pop("exclude_unset", False),
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}
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return yaml.safe_dump(json.loads(self.export_json(**export_kwargs)), *args, **kwargs)
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class HyperglassUniqueModel(HyperglassModel):
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"""hyperglass model that is unique by its `id` field."""
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_unique_fields: t.ClassVar[Series[str]] = ()
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def __init_subclass__(cls, *, unique_by: Series[str], **kw: t.Any) -> None:
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"""Assign unique fields to class."""
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cls._unique_fields = tuple(unique_by)
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return super().__init_subclass__(**kw)
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def __eq__(self: "HyperglassUniqueModel", other: "HyperglassUniqueModel") -> bool:
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"""Other model is equal to this model."""
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if not isinstance(other, self.__class__):
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return False
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if hash(self) == hash(other):
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return True
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return False
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def __ne__(self: "HyperglassUniqueModel", other: "HyperglassUniqueModel") -> bool:
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"""Other model is not equal to this model."""
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return not self.__eq__(other)
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def __hash__(self: "HyperglassUniqueModel") -> int:
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"""Create a hashed representation of this model's name."""
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fields = dict(zip(self._unique_fields, (getattr(self, f) for f in self._unique_fields)))
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return hash(json.dumps(fields))
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class HyperglassModelWithId(HyperglassModel):
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"""hyperglass model that is unique by its `id` field."""
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id: str
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def __eq__(self: "HyperglassModelWithId", other: "HyperglassModelWithId") -> bool:
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"""Other model is equal to this model."""
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if not isinstance(other, self.__class__):
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return False
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if hasattr(other, "id"):
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return other and self.id == other.id
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return False
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def __ne__(self: "HyperglassModelWithId", other: "HyperglassModelWithId") -> bool:
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"""Other model is not equal to this model."""
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return not self.__eq__(other)
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def __hash__(self: "HyperglassModelWithId") -> int:
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"""Create a hashed representation of this model's name."""
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return hash(self.id)
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class MultiModel(GenericModel, t.Generic[MultiModelT]):
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"""Extension of HyperglassModel for managing multiple models as a list."""
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model: t.ClassVar[MultiModelT]
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unique_by: t.ClassVar[str]
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model_name: t.ClassVar[str] = "MultiModel"
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__root__: t.List[MultiModelT] = []
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_count: int = PrivateAttr()
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class Config(BaseConfig):
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"""Pydantic model configuration."""
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validate_all = True
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extra = "forbid"
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validate_assignment = True
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def __init__(self, *items: t.Union[MultiModelT, t.Dict[str, t.Any]]) -> None:
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"""Validate items."""
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for cls_var in ("model", "unique_by"):
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if getattr(self, cls_var, None) is None:
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raise AttributeError(f"MultiModel is missing class variable '{cls_var}'")
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valid = self._valid_items(*items)
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super().__init__(__root__=valid)
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self._count = len(self.__root__)
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def __init_subclass__(cls, **kw: t.Any) -> None:
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"""Add class variables from keyword arguments."""
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model = kw.pop("model", None)
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cls.model = model
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cls.unique_by = kw.pop("unique_by", None)
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cls.model_name = getattr(model, "__name__", "MultiModel")
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super().__init_subclass__()
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def __repr__(self) -> str:
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"""Represent model."""
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return repr_from_attrs(self, ["_count", "unique_by", "model_name"], strip="_")
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def __iter__(self) -> t.Iterator[MultiModelT]:
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"""Iterate items."""
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return iter(self.__root__)
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def __getitem__(self, value: t.Union[int, str]) -> MultiModelT:
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"""Get an item by its `unique_by` property."""
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if not isinstance(value, (str, int)):
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raise TypeError(
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"Value of {}.{!s} should be a string or integer. Got {!r} ({!s})".format(
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self.__class__.__name__, self.unique_by, value, type(value)
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)
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)
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if isinstance(value, int):
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return self.__root__[value]
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for item in self:
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if hasattr(item, self.unique_by) and getattr(item, self.unique_by) == value:
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return item
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raise IndexError(
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"No match found for {!s}.{!s}={!r}".format(
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self.model.__class__.__name__, self.unique_by, value
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),
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)
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def __add__(self, other: MultiModelT) -> MultiModelT:
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"""Merge another MultiModel with this one.
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Note: If you're subclassing `HyperglassMultiModel` and overriding `__init__`, you need to
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override this too.
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"""
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valid = all(
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(
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isinstance(other, self.__class__),
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hasattr(other, "model"),
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getattr(other, "model", None) == self.model,
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),
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)
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if not valid:
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raise TypeError(f"Cannot add {other!r} to {self.__class__.__name__}")
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merged = self._merge_with(*other, unique_by=self.unique_by)
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if compare_init(self.__class__, other.__class__):
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return self.__class__(*merged)
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raise TypeError(
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f"{self.__class__.__name__} and {other.__class__.__name__} have different `__init__` "
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"signatures. You probably need to override `MultiModel.__add__`"
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)
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def __len__(self) -> int:
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"""Get number of items."""
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return len(self.__root__)
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@property
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def ids(self) -> t.Tuple[t.Any, ...]:
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"""Get values of all items by `unique_by` property."""
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return tuple(sorted(getattr(item, self.unique_by) for item in self))
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@property
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def count(self) -> int:
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"""Access item count."""
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return self._count
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@classmethod
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def create(cls, name: str, *, model: MultiModelT, unique_by: str) -> "MultiModel":
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"""Create a MultiModel."""
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new = type(name, (cls,), cls.__dict__)
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new.model = model
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new.unique_by = unique_by
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new.model_name = getattr(model, "__name__", "MultiModel")
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return new
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def _valid_items(
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self, *to_validate: t.List[t.Union[MultiModelT, t.Dict[str, t.Any]]]
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) -> t.List[MultiModelT]:
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items = [
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item
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for item in to_validate
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if any(
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(
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(isinstance(item, self.model) and hasattr(item, self.unique_by)),
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(isinstance(item, t.Dict) and self.unique_by in item),
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),
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)
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]
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for index, item in enumerate(items):
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if isinstance(item, t.Dict):
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items[index] = self.model(**item)
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return items
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def _merge_with(self, *items, unique_by: t.Optional[str] = None) -> Series[MultiModelT]:
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to_add = self._valid_items(*items)
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if unique_by is not None:
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unique_by_values = {
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getattr(obj, unique_by) for obj in (*self, *to_add) if hasattr(obj, unique_by)
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}
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unique_by_objects = {
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v: o
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for v in unique_by_values
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for o in (*self, *to_add)
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if getattr(o, unique_by) == v
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}
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return tuple(unique_by_objects.values())
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return (*self.__root__, *to_add)
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def filter(self, *properties: str) -> MultiModelT:
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"""Get only items with `unique_by` properties matching values in `properties`."""
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return self.__class__(
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*(item for item in self if getattr(item, self.unique_by, None) in properties)
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)
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def matching(self, *unique: str) -> MultiModelT:
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"""Get a new instance containing partial matches from `accessors`."""
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def matches(*searches: str) -> t.Generator[MultiModelT, None, None]:
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"""Get any matching items by unique_by property.
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For example, if `unique` is `('one', 'two')`, and `Model.<unique_by>` is `'one'`,
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`Model` is yielded.
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"""
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for search in searches:
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pattern = re.compile(fr".*{search}.*", re.IGNORECASE)
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for item in self:
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if pattern.match(getattr(item, self.unique_by)):
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yield item
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return self.__class__(*matches(*unique))
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def add(self, *items, unique_by: t.Optional[str] = None) -> None:
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"""Add an item to the model."""
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new = self._merge_with(*items, unique_by=unique_by)
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self.__root__ = new
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self._count = len(self.__root__)
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for item in new:
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log.debug(
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"Added {} '{!s}' to {}",
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item.__class__.__name__,
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getattr(item, self.unique_by),
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self.__class__.__name__,
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)
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