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use crate::internal::*; use ndarray::prelude::*; #[derive(Debug, Clone, new, Default, PartialEq, Hash)] pub struct Slice<D: DimLike + ToDim> { pub axis: usize, pub start: D, pub end: D, } impl<D: DimLike + ToDim + Hash> DynHash for Slice<D> { fn dyn_hash(&self, hasher: &mut dyn std::hash::Hasher) { dyn_hash(&self, hasher) } } impl<D: DimLike + ToDim + Hash> Slice<D> { unsafe fn eval_t<T: Datum>(&self, input: &Tensor) -> TractResult<Tensor> { let mut input = input.to_array_view_unchecked::<T>(); input.slice_axis_inplace( Axis(self.axis), ::ndarray::Slice::from((self.start.to_isize()?)..(self.end.to_isize()?)), ); Ok(Tensor::from(input.to_owned()).into()) } } impl<D: DimLike + ToDim + Hash> Op for Slice<D> { fn name(&self) -> Cow<str> { "Slice".into() } fn info(&self) -> TractResult<Vec<String>> { Ok(vec![format!("axis: {}, {}..{}", self.axis, self.start, self.end)]) } op_core_lir_mir!(); op_as_typed_op!(); fn same_as(&self, other: &dyn Op) -> bool { if let Some(other) = other.downcast_ref::<Self>() { other == self } else { false } } } impl<D: DimLike + ToDim + Hash> EvalOp for Slice<D> { fn is_stateless(&self) -> bool { true } fn eval(&self, mut inputs: TVec<Arc<Tensor>>) -> TractResult<TVec<Arc<Tensor>>> { let input = args_1!(inputs); unsafe { let mut tensor = dispatch_datum_by_size!(Self::eval_t(input.datum_type())(self, &input))?; tensor.set_datum_type(input.datum_type()); Ok(tvec!(tensor.into_arc_tensor())) } } } impl<D: DimLike + ToDim + Hash> TypedOp for Slice<D> { fn output_facts(&self, inputs: &[&TypedFact]) -> TractResult<TVec<TypedFact>> { let mut fact = inputs[0].clone(); fact.shape[self.axis] = (self.end.clone() - &self.start).to_dim(); Ok(tvec!(fact)) } fn invariants(&self, model: &TypedModel, node: &TypedNode) -> TractResult<Invariants> { let fact = model.outlet_fact(node.inputs[0])?; let axes = (0..fact.shape.rank()) .filter(|&ax| self.axis != ax) .map(|axis| AxisInfo::simple(axis)) .collect(); Ok(axes) } fn change_axes( &self, model: &TypedModel, node: &TypedNode, _io: InOut, change: &AxisOp, ) -> TractResult<Option<AxisChangeConsequence>> { if let Some(axis) = change.transform_axis(self.axis) { if axis != self.axis { Ok(Some(AxisChangeConsequence::new( model, node, Some(Box::new(Slice { axis, ..self.clone() }) as _), change, ))) } else { Ok(Some(AxisChangeConsequence::new(model, node, None, change))) } } else { Ok(None) } } fn declutter( &self, model: &TypedModel, node: &TypedNode, ) -> TractResult<Option<TypedModelPatch>> { let prec = model.node(node.inputs[0].node); if let Some(tdim) = node.op_as::<Slice<TDim>>() { if let (Ok(start), Ok(end)) = (tdim.start.to_usize(), tdim.end.to_usize()) { return Ok(Some( TypedModelPatch::replace_single_op( model, node, &node.inputs, Slice { start, end, axis: self.axis }, )? .with_context("dim to integer"), )); } } if self.start == D::zero() && (self.end.clone().to_dim() == model.outlet_fact(node.inputs[0])?.shape[self.axis]) { return Ok(Some(TypedModelPatch::shunt_one_op(model, node)?.with_context("noop"))); } let (start, end) = if let (Ok(s), Ok(e)) = (self.start.to_usize(), self.end.to_usize()) { (s, e) } else { return Ok(None); }; let mut patch = TypedModelPatch::default(); if let Some(wire) = prec.op().as_typed().unwrap().slice_output( model, prec, &mut patch, node.inputs[0].slot, self.axis, start, end, )? { patch.shunt_outside(model, OutletId::new(node.id, 0), wire)?; if patch.model.nodes.len() == 2 && patch.model.node(1).op().same_as(self) { return Ok(None); } return Ok(Some(patch)); } Ok(None) } fn slice_output( &self, model: &TypedModel, node: &TypedNode, patch: &mut TypedModelPatch, _output_slot: usize, axis: usize, start: usize, end: usize, ) -> TractResult<Option<OutletId>> { let prec = model.node(node.inputs[0].node); if axis != self.axis { return prec .op() .as_typed() .unwrap() .slice_output(model, &prec, patch, node.inputs[0].slot, axis, start, end)? .map(|w| Ok(patch.wire_node(&node.name, self.clone(), &[w])?[0])) .transpose(); } Ok(None) } as_op!(); }