tract_hir/ops/array/
split.rs

1use crate::infer::*;
2use crate::internal::*;
3
4#[derive(Debug, Clone, new, Default, Hash)]
5pub struct Split {
6    axis: isize,
7    outputs: usize,
8    split: Option<Vec<usize>>,
9}
10
11
12
13impl Split {
14    fn split_dims<D: DimLike>(&self, input: &D) -> TractResult<TVec<D>> {
15        if let Some(split) = self.split.as_ref() {
16            Ok(split.iter().map(|&d| D::from(d)).collect())
17        } else {
18            let bigs = input.clone().divceil(self.outputs);
19            let last = input.clone() - (bigs.clone() * (self.outputs - 1));
20            let mut splits = tvec!(bigs ; self.outputs - 1);
21            splits.push(last);
22            Ok(splits)
23        }
24    }
25}
26
27impl Expansion for Split {
28    fn name(&self) -> StaticName {
29        "Split".into()
30    }
31
32    fn rules<'r, 'p: 'r, 's: 'r>(
33        &'s self,
34        s: &mut Solver<'r>,
35        inputs: &'p [TensorProxy],
36        outputs: &'p [TensorProxy],
37    ) -> InferenceResult {
38        check_input_arity(inputs, 1)?;
39        check_output_arity(outputs, self.outputs)?;
40        (0..self.outputs).try_for_each(|i| {
41            s.equals(&inputs[0].datum_type, &outputs[i].datum_type)?;
42            s.equals(&inputs[0].rank, &outputs[i].rank)
43        })?;
44        s.given(&inputs[0].shape, move |s, shape| {
45            let axis =
46                if self.axis < 0 { self.axis + shape.len() as isize } else { self.axis } as usize;
47            let dims = self.split_dims(&shape[axis])?;
48            for i in 0..self.outputs {
49                let mut shape = shape.clone();
50                shape[axis] = dims[i].clone();
51                s.equals(&outputs[i].shape, shape)?;
52            }
53            Ok(())
54        })?;
55        Ok(())
56    }
57
58    fn nboutputs(&self) -> TractResult<usize> {
59        Ok(self.outputs)
60    }
61
62    fn wire(
63        &self,
64        prefix: &str,
65        target: &mut TypedModel,
66        inputs: &[OutletId],
67    ) -> TractResult<TVec<OutletId>> {
68        let input = target.outlet_fact(inputs[0])?.clone();
69        let mut outputs = tvec!();
70        let mut current = 0.to_dim();
71        let axis =
72            if self.axis < 0 { self.axis + input.rank() as isize } else { self.axis } as usize;
73        for (ix, len) in self.split_dims(&input.shape[axis])?.into_iter().enumerate() {
74            let end = current.clone() + len;
75            outputs.push(
76                target.wire_node(
77                    format!("{prefix}.axis{axis}_slice{ix}_{current}..{end}"),
78                    crate::ops::array::Slice::new(axis, current, end.clone()),
79                    inputs,
80                )?[0],
81            );
82            current = end;
83        }
84        Ok(outputs)
85    }
86}