Files
AstrAI/astrai/factory.py
T
ViperEkura fc47319240 refactor: simplify BaseFactory and separate ModelFactory from AutoModel
- Extract _resolve_base_type and _validate_component as module-level helpers
- Replace ForwardRef._evaluate private API with eval in module namespace
- Remove broad except Exception in __init_subclass__, _component_base always set
- Replace direct _entries mutation in strategy.py with register() call form
- Remove dead TOKENIZER_CLASSES registry from AutoTokenizer
- Extract ModelFactory(BaseFactory[nn.Module]) as pure factory
- AutoModel now inherits only nn.Module, no factory state
- Move @AutoModel.register to @ModelFactory.register in transformer.py and encoder.py
2026-07-30 09:38:20 +08:00

154 lines
4.7 KiB
Python

"""Base factory with decorator-based registration and kwarg-filtered instantiation."""
import inspect
import sys
from abc import ABC
from typing import (
Callable,
Dict,
ForwardRef,
Generic,
List,
Optional,
Type,
TypeVar,
Union,
get_args,
get_origin,
)
T = TypeVar("T")
def _resolve_base_type(
arg: Union[Type, str, ForwardRef], factory_cls: type
) -> Optional[Type]:
"""Resolve the generic type-arg T to a concrete class.
- Concrete class (``BaseFactory[MyBase]``): returned directly.
- Forward reference (``BaseFactory["MyBase"]``): ``Base["X"]``
produces a ``ForwardRef("X")`` at class-creation time. We
extract the name and evaluate it in the factory module's
global namespace — the same mechanism ``typing.get_type_hints``
uses internally.
"""
if isinstance(arg, type):
return arg
if isinstance(arg, str):
name = arg
elif isinstance(arg, ForwardRef):
name = arg.__forward_arg__
else:
return None
mod = sys.modules.get(factory_cls.__module__)
if mod is None:
return None
try:
return eval(name, vars(mod)) # noqa: S307
except NameError:
return None
def _validate_component(component_cls: Type, base: Optional[Type]) -> None:
"""Validate that *component_cls* inherits from *base*.
No-op when *base* is ``None`` (e.g. forward-ref resolution failed).
"""
if base is not None and not issubclass(component_cls, base):
raise TypeError(f"{component_cls.__name__} must inherit from {base.__name__}")
class BaseFactory(ABC, Generic[T]):
"""Generic factory with decorator-based registration.
Create a factory by subclassing with the desired base type::
class MyFactory(BaseFactory[MyBase]):
pass
Register components with the ``register`` decorator::
@MyFactory.register("custom")
class CustomComponent(MyBase):
...
obj = MyFactory.create("custom", *args, **kwargs)
``create()`` filters kwargs to match the component's ``__init__``
signature so components don't need ``**kwargs`` just to absorb
unrelated parameters.
"""
_entries: Dict[str, Type[T]]
def __init_subclass__(cls, **kwargs):
super().__init_subclass__(**kwargs)
for orig_base in getattr(cls, "__orig_bases__", ()):
if get_origin(orig_base) is BaseFactory:
(arg,) = get_args(orig_base)
cls._entries = {}
cls._component_base = _resolve_base_type(arg, cls)
return
@classmethod
def register(cls, name: str) -> Callable[[Type[T]], Type[T]]:
"""Decorator to register a component class.
Validates that the decorated class inherits from the generic
type parameter ``T`` declared on the factory.
"""
def decorator(component_cls: Type[T]) -> Type[T]:
_validate_component(component_cls, cls._component_base)
if name in cls._entries:
raise ValueError(f"Component '{name}' is already registered")
cls._entries[name] = component_cls
return component_cls
return decorator
@classmethod
def create(cls, name: str, *args, **kwargs) -> T:
"""Create a component instance by name, filtering kwargs to match
the component's ``__init__`` signature.
"""
component_cls = cls._entries.get(name)
if component_cls is None:
raise ValueError(
f"Unknown component: '{name}'. Supported types: {sorted(cls._entries)}"
)
sig = inspect.signature(component_cls.__init__)
has_var_kwargs = any(
p.kind == inspect.Parameter.VAR_KEYWORD for p in sig.parameters.values()
)
if not has_var_kwargs:
valid = {
p.name
for p in sig.parameters.values()
if p.name != "self" and p.kind != inspect.Parameter.VAR_KEYWORD
}
kwargs = {k: v for k, v in kwargs.items() if k in valid}
return component_cls(*args, **kwargs)
@classmethod
def get_component_class(cls, name: str) -> Type[T]:
"""Get the registered component class without instantiating it."""
entry = cls._entries.get(name)
if entry is None:
raise ValueError(
f"Unknown component: '{name}'. Supported types: {sorted(cls._entries)}"
)
return entry
@classmethod
def list_registered(cls) -> List[str]:
"""List all registered component names."""
return sorted(cls._entries)
@classmethod
def is_registered(cls, name: str) -> bool:
"""Check if a component name is registered."""
return name in cls._entries