from typing import Callable, Tuple, cast from ..config import registry from ..model import Model from ..types import Floats2d, Ragged from ..util import ArrayInfo InT = Ragged OutT = Floats2d @registry.layers("reduce_sum.v1") def reduce_sum() -> Model[InT, OutT]: return Model("reduce_sum", forward) def forward(model: Model[InT, OutT], Xr: InT, is_train: bool) -> Tuple[OutT, Callable]: Y = model.ops.reduce_sum(cast(Floats2d, Xr.data), Xr.lengths) lengths = Xr.lengths array_info = ArrayInfo.from_array(Y) def backprop(dY: OutT) -> InT: array_info.check_consistency(dY) return Ragged(model.ops.backprop_reduce_sum(dY, lengths), lengths) return Y, backprop