kupferbootstrap/dataclass.py

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from __future__ import annotations
from dataclasses import dataclass
from munch import Munch
from typing import ClassVar, Optional, Union, Mapping, Any, get_type_hints, get_origin, get_args, Iterable
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from types import UnionType
def munchclass(*args, init=False, **kwargs):
return dataclass(*args, init=init, slots=True, **kwargs)
def resolve_type_hint(hint: type) -> Iterable[type]:
origin = get_origin(hint)
args: Iterable[type] = get_args(hint)
if origin is Optional:
args = set(list(args) + [type(None)])
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if origin in [Union, UnionType, Optional]:
results: list[type] = []
for arg in args:
results += resolve_type_hint(arg)
return results
return [origin or hint]
class DataClass(Munch):
_type_hints: ClassVar[dict[str, Any]]
def __init__(self, d: dict = {}, validate: bool = True, **kwargs):
self.update(d | kwargs, validate=validate)
@classmethod
def transform(cls, values: Mapping[str, Any], validate: bool = True, allow_extra: bool = False) -> Any:
results = {}
values = dict(values)
for key in list(values.keys()):
value = values.pop(key)
type_hints = cls._type_hints
if key in type_hints:
_classes = tuple[type](resolve_type_hint(type_hints[key]))
optional = type(None) in _classes
if issubclass(_classes[0], dict):
assert isinstance(value, dict) or optional
target_class = _classes[0]
if target_class is dict:
target_class = Munch
if not isinstance(value, target_class):
if not (optional and value is None):
assert issubclass(target_class, Munch)
# despite the above assert, mypy doesn't seem to understand target_class is a Munch here
kwargs = {'validate': validate} if issubclass(target_class, DataClass) else {}
value = target_class.fromDict(value, **kwargs) # type:ignore[attr-defined]
# handle numerics
elif set(_classes).intersection([int, float]) and isinstance(value, str) and str not in _classes:
parsed_number = None
parsers: list[tuple[type, list]] = [(int, [10]), (int, [0]), (float, [])]
for _cls, args in parsers:
if _cls not in _classes:
continue
try:
parsed_number = _cls(value, *args)
break
except ValueError:
continue
if parsed_number is None:
if validate:
raise Exception(f"Couldn't parse string value {repr(value)} for key '{key}' into number formats: " +
(', '.join(list(c.__name__ for c in _classes))))
else:
value = parsed_number
if validate:
if not isinstance(value, _classes):
raise Exception(f'key "{key}" has value of wrong type! expected: '
f'{" ,".join([ c.__name__ for c in _classes])}; '
f'got: {type(value).__name__}; value: {value}')
elif validate and not allow_extra:
raise Exception(f'Unknown key "{key}"')
else:
if isinstance(value, dict) and not isinstance(value, Munch):
value = Munch.fromDict(value)
results[key] = value
if values:
if validate:
raise Exception(f'values contained unknown keys: {list(values.keys())}')
results |= values
return results
@classmethod
def fromDict(cls, values: Mapping[str, Any], validate: bool = True):
return cls(**cls.transform(values, validate))
def update(self, d: Mapping[str, Any], validate: bool = True):
Munch.update(self, type(self).transform(d, validate))
def __init_subclass__(cls):
super().__init_subclass__()
cls._type_hints = {name: hint for name, hint in get_type_hints(cls).items() if get_origin(hint) is not ClassVar}
def __repr__(self):
return f'{type(self)}{dict.__repr__(self.toDict())}'