1
 2
 3
 4
 5
 6
 7
 8
 9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78

use crate::infer::*;
use crate::internal::*;

#[derive(Debug, Clone, new, Default)]
pub struct Crop {
    pub axis: usize,
    pub start: usize,
    pub end: usize,
}

impl Op for Crop {
    fn name(&self) -> Cow<str> {
        "Crop".into()
    }

    not_a_typed_op!();
    not_a_pulsed_op!();
}

impl StatelessOp for Crop {
    /// Evaluates the operation given the input tensors.
    fn eval(&self, inputs: TVec<Arc<Tensor>>) -> TractResult<TVec<Arc<Tensor>>> {
        let slice = crate::ops::array::Slice::new(
            self.axis,
            self.start,
            inputs[0].shape()[self.axis] - self.end,
        );
        slice.eval(inputs)
    }
}

impl InferenceRulesOp for Crop {
    fn rules<'r, 'p: 'r, 's: 'r>(
        &'s self,
        s: &mut Solver<'r>,
        inputs: &'p [TensorProxy],
        outputs: &'p [TensorProxy],
    ) -> InferenceResult {
        check_input_arity(&inputs, 1)?;
        check_output_arity(&outputs, 1)?;
        s.equals(&inputs[0].datum_type, &outputs[0].datum_type)?;
        s.equals(&inputs[0].rank, &outputs[0].rank)?;
        s.given(&inputs[0].rank, move |s, rank| {
            (0..rank as usize).try_for_each(|ax| {
                if self.axis == ax {
                    s.equals(
                        &inputs[0].shape[ax],
                        outputs[0].shape[ax].bex() + self.start.to_dim() + self.end.to_dim(),
                    )
                } else {
                    s.equals(&inputs[0].shape[ax], &outputs[0].shape[ax])
                }
            })
        })?;
        Ok(())
    }

    fn to_typed(
        &self,
        _source: &InferenceModel,
        node: &InferenceNode,
        target: &mut TypedModel,
        mapping: &HashMap<OutletId, OutletId>,
    ) -> TractResult<TVec<OutletId>> {
        let len = target.outlet_fact(mapping[&node.inputs[0]])?.shape.dim(self.axis);
        target.wire_node(
            &*node.name,
            crate::ops::array::Slice::new(
                self.axis as usize,
                self.start.to_dim(),
                len - self.end.to_dim(),
            ),
            [mapping[&node.inputs[0]]].as_ref(),
        )
    }

    as_op!();
}