AstrAI/astrai/config/base.py

87 lines
3.0 KiB
Python

import json
from dataclasses import MISSING, dataclass, fields
from typing import Any, Dict, Optional, Self, get_type_hints
@dataclass
class BaseConfig:
def to_dict(self) -> Dict[str, Any]:
d = {}
for fld in fields(self):
v = getattr(self, fld.name)
if isinstance(v, (str, int, float, bool)):
d[fld.name] = v
elif v is None:
d[fld.name] = None
elif isinstance(v, (dict, list, tuple)):
try:
val = list(v) if isinstance(v, tuple) else v
json.dumps(val)
d[fld.name] = val
except (TypeError, ValueError):
pass
elif isinstance(v, BaseConfig):
d[fld.name] = v.to_dict()
elif hasattr(v, "__dataclass_fields__"):
sub = {}
for f in fields(v):
a = getattr(v, f.name)
sub[f.name] = list(a) if isinstance(a, tuple) else a
d[fld.name] = sub
return d
@classmethod
def from_dict(cls, d: Dict[str, Any]) -> Self:
hints = get_type_hints(cls)
inst = cls.__new__(cls)
for fld in fields(cls):
if fld.name in d:
v = d[fld.name]
target = cls._unwrap_optional(hints.get(fld.name))
if target is not None:
try:
v = cls._coerce(v, target)
except (TypeError, ValueError):
pass
object.__setattr__(inst, fld.name, v)
elif fld.default is not MISSING:
object.__setattr__(inst, fld.name, fld.default)
elif fld.default_factory is not MISSING:
object.__setattr__(inst, fld.name, fld.default_factory())
else:
object.__setattr__(inst, fld.name, None)
return inst
@staticmethod
def _unwrap_optional(tp) -> Optional[type]:
if tp is None:
return None
origin = getattr(tp, "__origin__", None)
if origin is not None:
args = getattr(tp, "__args__", ())
non_none = [a for a in args if a is not type(None)]
return non_none[0] if non_none else None
return tp
@staticmethod
def _coerce(value: Any, target_type: type) -> Any:
if target_type is bool and isinstance(value, bool):
return value
if (
target_type is int
and isinstance(value, (int, float))
and not isinstance(value, bool)
):
return int(value)
if (
target_type is float
and isinstance(value, (int, float))
and not isinstance(value, bool)
):
return float(value)
if target_type is str and isinstance(value, str):
return value
if isinstance(value, target_type):
return value
raise TypeError