Refine type hint for ReparamMessenger

pyro/poutine/handlers.py

@@ -79,7 +79,7 @@
 from pyro.poutine.lift_messenger import LiftMessenger
 from pyro.poutine.markov_messenger import MarkovMessenger
 from pyro.poutine.mask_messenger import MaskMessenger
-from pyro.poutine.reparam_messenger import ReparamMessenger
+from pyro.poutine.reparam_messenger import ReparamHandler, ReparamMessenger
 from pyro.poutine.replay_messenger import ReplayMessenger
 from pyro.poutine.runtime import NonlocalExit
 from pyro.poutine.scale_messenger import ScaleMessenger
@@ -152,7 +152,7 @@ def block(
 
 @overload
 def block(
-    fn: Callable[_P, _T] = ...,
+    fn: Callable[_P, _T],
     hide_fn: Optional[Callable[["Message"], Optional[bool]]] = None,
     expose_fn: Optional[Callable[["Message"], Optional[bool]]] = None,
     hide_all: bool = True,
@@ -186,7 +186,7 @@ def broadcast(
 
 @overload
 def broadcast(
-    fn: Callable[_P, _T] = ...,
+    fn: Callable[_P, _T],
 ) -> Callable[_P, _T]: ...
 
 
@@ -206,7 +206,7 @@ def collapse(
 
 @overload
 def collapse(
-    fn: Callable[_P, _T] = ...,
+    fn: Callable[_P, _T],
     *args: Any,
     **kwargs: Any,
 ) -> Callable[_P, _T]: ...
@@ -269,7 +269,7 @@ def enum(
 
 @overload
 def enum(
-    fn: Callable[_P, _T] = ...,
+    fn: Callable[_P, _T],
     first_available_dim: Optional[int] = None,
 ) -> Callable[_P, _T]: ...
 
@@ -371,14 +371,14 @@ def reparam(
 def reparam(
     fn: Callable[_P, _T],
     config: Union[Dict[str, "Reparam"], Callable[["Message"], Optional["Reparam"]]],
-) -> Callable[_P, _T]: ...
+) -> ReparamHandler[_P, _T]: ...
 
 
 @_make_handler(ReparamMessenger)
 def reparam(  # type: ignore[empty-body]
     fn: Callable[_P, _T],
     config: Union[Dict[str, "Reparam"], Callable[["Message"], Optional["Reparam"]]],
-) -> Union[ReparamMessenger, Callable[_P, _T]]: ...
+) -> Union[ReparamMessenger, ReparamHandler[_P, _T]]: ...
 
 
 @overload
@@ -391,7 +391,7 @@ def replay(
 
 @overload
 def replay(
-    fn: Callable[_P, _T] = ...,
+    fn: Callable[_P, _T],
     trace: Optional["Trace"] = None,
     params: Optional[Dict[str, "torch.Tensor"]] = None,
 ) -> Callable[_P, _T]: ...
@@ -467,7 +467,7 @@ def substitute(  # type: ignore[empty-body]
 
 @overload
 def trace(
-    fn: None = None,
+    fn: None = ...,
     graph_type: Optional[Literal["flat", "dense"]] = None,
     param_only: Optional[bool] = None,
 ) -> TraceMessenger: ...

pyro/poutine/reparam_messenger.py

@@ -67,7 +67,7 @@ def __init__(
         self.config = config
         self._args_kwargs = None
 
-    def __call__(self, fn: Callable[_P, _T]) -> Callable[_P, _T]:
+    def __call__(self, fn: Callable[_P, _T]) -> "ReparamHandler[_P, _T]":
         return ReparamHandler(self, fn)
 
     def _pyro_sample(self, msg: "Message") -> None:

pyro/poutine/trace_messenger.py

@@ -110,7 +110,7 @@ def __exit__(self, *args, **kwargs) -> None:
             identify_dense_edges(self.trace)
         return super().__exit__(*args, **kwargs)
 
-    def __call__(self, fn: Callable[_P, _T]) -> Callable[_P, _T]:
+    def __call__(self, fn: Callable[_P, _T]) -> "TraceHandler[_P, _T]":
         """
         TODO docs
         """