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use crate::infer::*;
use crate::internal::*;
use tract_core::ops::array::MultiBroadcastTo as Typed;
#[derive(Debug, Clone, new, Default)]
pub struct MultiBroadcastTo;
impl Op for MultiBroadcastTo {
fn name(&self) -> Cow<str> {
"MultiBroadcastTo".into()
}
not_a_typed_op!();
not_a_pulsed_op!();
}
impl StatelessOp for MultiBroadcastTo {
fn eval(&self, mut inputs: TVec<Arc<Tensor>>) -> TractResult<TVec<Arc<Tensor>>> {
let (input, dims) = args_2!(inputs);
let dims: Vec<usize> = dims.to_array_view::<i64>()?.iter().map(|i| *i as usize).collect();
let dims = tract_core::broadcast::multi_broadcast(&[&*dims, &*input.shape()])
.ok_or("incompatible shapes")?;
dispatch_datum!(Typed::eval_t(input.datum_type())(&*input, &*dims))
}
}
impl InferenceRulesOp for MultiBroadcastTo {
fn rules<'r, 'p: 'r, 's: 'r>(
&'s self,
s: &mut Solver<'r>,
inputs: &'p [TensorProxy],
outputs: &'p [TensorProxy],
) -> InferenceResult {
check_input_arity(&inputs, 2)?;
check_output_arity(&outputs, 1)?;
s.equals(&outputs[0].datum_type, &inputs[0].datum_type)?;
s.equals(&inputs[1].rank, 1)?;
s.given(&inputs[0].shape, move |s, shape| {
s.given(&inputs[1].value, move |s, dims| {
let dims = dims.cast_to::<TDim>()?;
let dims =
tract_core::broadcast::multi_broadcast(&[&*dims.as_slice::<TDim>()?, &*shape])
.ok_or("incompatible shapes")
.unwrap();
s.equals(&outputs[0].shape, ShapeFactoid::from(dims))
})
})
}
fn to_typed(
&self,
source: &InferenceModel,
node: &InferenceNode,
target: &mut TypedModel,
mapping: &HashMap<OutletId, OutletId>,
) -> TractResult<TVec<OutletId>> {
if let (Some(input_shape), Some(shape)) = (
source.outlet_fact(node.inputs[0])?.shape.concretize(),
source.outlet_fact(node.inputs[1])?.value.concretize(),
) {
let shape = shape.cast_to::<TDim>()?;
let shape = shape.as_slice::<TDim>()?;
let dims = tract_core::broadcast::multi_broadcast(&[&*input_shape, shape])
.ok_or("incompatible shapes")?;
let op = Typed::new(dims.into());
return target.wire_node(&*node.name, op, [mapping[&node.inputs[0]]].as_ref());
}
bail!("shape input is variable")
}
as_op!();
}