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use crate::internal::*; use crate::num_traits::Zero; #[derive(Debug, Clone, Default, PartialEq, Hash)] pub struct Slice { pub axis: usize, pub start: TDim, pub end: TDim, } impl DynHash for Slice { fn dyn_hash(&self, hasher: &mut dyn std::hash::Hasher) { dyn_hash(&self, hasher) } } impl Slice { pub fn new(axis: usize, start: impl ToDim, end: impl ToDim) -> Slice { Slice { axis, start: start.to_dim(), end: end.to_dim() } } } impl Op for Slice { 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 EvalOp for Slice { 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 start = self.start.to_usize()?; let end = self.end.to_usize()?; let mut shape: TVec<_> = input.shape().into(); shape[self.axis] = end - start; let mut tensor = Tensor::uninitialized_dt(input.datum_type(), &shape)?; tensor.assign_slice_unchecked(.., &input, start..end, self.axis); Ok(tvec!(tensor.into_arc_tensor())) } } } impl TypedOp for Slice { fn output_facts(&self, inputs: &[&TypedFact]) -> TractResult<TVec<TypedFact>> { let mut fact = inputs[0].clone(); fact.shape.set(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 self.start.is_zero() && (self.end == 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); } else if patch.model.nodes.len() == 3 { let other = model.node(node.inputs[0].node); if other.op_is::<Self>() { patch.dont_apply_twice = Some(format!("Swap {} and {}", node.name, other.name)); } } 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!(); }