spaCy/spacy/ty.py

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from typing import TYPE_CHECKING
from typing import Optional, Any, Iterable, Dict, Callable, Sequence, List
from .compat import Protocol, runtime_checkable
from thinc.api import Optimizer, Model
if TYPE_CHECKING:
from .training import Example
@runtime_checkable
class TrainableComponent(Protocol):
model: Any
is_trainable: bool
def update(
self,
examples: Iterable["Example"],
*,
drop: float = 0.0,
sgd: Optional[Optimizer] = None,
losses: Optional[Dict[str, float]] = None
) -> Dict[str, float]:
...
def finish_update(self, sgd: Optimizer) -> None:
...
@runtime_checkable
class InitializableComponent(Protocol):
def initialize(
self,
get_examples: Callable[[], Iterable["Example"]],
nlp: Iterable["Example"],
**kwargs: Any
):
...
@runtime_checkable
class ListenedToComponent(Protocol):
model: Any
listeners: Sequence[Model]
listener_map: Dict[str, Sequence[Model]]
listening_components: List[str]
def add_listener(self, listener: Model, component_name: str) -> None:
...
def remove_listener(self, listener: Model, component_name: str) -> bool:
...
def find_listeners(self, component) -> None:
...