在Python标准库中,multiprocessing.Event
被明确声明为threading.Event
的副本,并具有相同的接口。我想注释变量和参数,以便它们可以接受这些类中的任何一个,并且mypy
将对其进行类型检查。我尝试创建一个协议(我使用了multiprocessing.synchronize.Event
,因为这是multiprocessing.Event
返回的实际类)。
import multiprocessing
import threading
from typing import Optional, Type, Protocol
class Event(Protocol):
def wait(self, timeout: Optional[float]) -> bool:
...
def set(self) -> None:
...
def clear(self) -> None:
...
def is_set(self) -> bool:
...
class Base:
flag_class: Type[Event]
def foo(self, e: Event):
pass
class DerivedOne(Base):
flag_class = multiprocessing.synchronize.Event
def foo(self, e: multiprocessing.synchronize.Event):
pass
class DerivedTwo(Base):
flag_class = threading.Event
def foo(self, e: threading.Event):
pass
但是,mypy
无法识别multiprocessing.Event
和threading.Event
都实现了我定义的协议:
$ mypy proto.py
proto.py:29: error: Incompatible types in assignment (expression has type "Type[multiprocessing.synchronize.Event]", base class "Base" defined the type as "Type[proto.Event]")
proto.py:31: error: Argument 1 of "foo" is incompatible with supertype "Base"; supertype defines the argument type as "Event"
proto.py:36: error: Incompatible types in assignment (expression has type "Type[threading.Event]", base class "Base" defined the type as "Type[proto.Event]")
proto.py:38: error: Argument 1 of "foo" is incompatible with supertype "Base"; supertype defines the argument type as "Event"
Found 4 errors in 1 file (checked 1 source file)
为什么mypy
无法识别我的协议,我该如何解决?
最初我使用的是mypy 0.730。升级到mypy 0.761之后,我只有两个错误,但在我看来仍然可以运行:
$ mypy proto.py
proto.py:31: error: Argument 1 of "foo" is incompatible with supertype "Base"; supertype defines the argument type as "Event"
proto.py:38: error: Argument 1 of "foo" is incompatible with supertype "Base"; supertype defines the argument type as "Event"
Found 2 errors in 1 file (checked 1 source file)
这不是Protocol
问题。您将foo
的签名更改为更严格的变体。 Base.foo()
接受any Event
实现,而每个子类仅接受一个具体实现。这违反了Liskov substitution principle,Mypy不允许这样做是正确的。
您必须在此处使用绑定的TypeVar
和Generic
的组合,因此您可以创建采用不同类型的Base
的不同具体子类:
from typing import Generic, Optional, Protocol, Type, TypeVar
# Only things that implement Event will do
T = TypeVar("T", bound=Event)
# Base is Generic, subclasses need to state what exact class
# they use for T; as long as it's an Event implementation, that is.
class Base(Generic[T]):
flag_class: Type[T]
def foo(self, e: T) -> None:
pass
然后不同Event
类的以下子类是正确的:
class DerivedOne(Base[multiprocessing.synchronize.Event]):
flag_class = multiprocessing.synchronize.Event
def foo(self, e: multiprocessing.synchronize.Event) -> None:
pass
class DerivedTwo(Base[threading.Event]):
flag_class = threading.Event
def foo(self, e: threading.Event) -> None:
pass
但是使用未实现协议方法的类是错误:
# Mypy flags the following class definition as an error, because a lock
# does not implement the methods of an event.
# error: Type argument "threading.Lock" of "Base" must be a subtype of "proto.Event"
class Wrong(Base[threading.Lock]):
flag_class = threading.Lock
def foo(self, e: threading.Lock) -> None:
pass
混合类型也是错误的:
# Mypy flags 'def foo' as an error because the type it accepts differs from
# the declared type of the Base[...] subclass
# error: Argument 1 of "foo" is incompatible with supertype "Base"; supertype defines the argument type as "Event"
class AlsoWrong(Base[threading.Event]):
flag_class = threading.Event
def foo(self, e: multiprocessing.synchronize.Event) -> None:
pass