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
79
80
81
use crate::infer::*;
use crate::internal::*;
#[derive(Debug, Clone, new, Default)]
pub struct Tile;
impl Op for Tile {
fn name(&self) -> Cow<str> {
"Tile".into()
}
not_a_typed_op!();
not_a_pulsed_op!();
}
impl StatelessOp for Tile {
fn eval(&self, mut inputs: TVec<Arc<Tensor>>) -> TractResult<TVec<Arc<Tensor>>> {
let (data, multipliers) = args_2!(inputs);
let multipliers: TVec<usize> = multipliers
.cast_to::<i32>()?
.to_array_view::<i32>()?
.iter()
.map(|&x| x as usize)
.collect();
tract_core::ops::array::Tile::new(multipliers).eval(tvec!(data))
}
}
impl InferenceRulesOp for Tile {
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(&inputs[0].datum_type, &outputs[0].datum_type)?;
s.equals(&inputs[0].rank, &outputs[0].rank)?;
s.equals(&inputs[1].rank, 1)?;
s.equals(&inputs[1].shape[0], inputs[0].rank.bex().to_dim())?;
s.given(&inputs[1].value, move |s, mult| {
for (ix, &m) in mult.cast_to::<i32>()?.as_slice::<i32>()?.iter().enumerate() {
s.equals(m * inputs[0].shape[ix].bex(), &outputs[0].shape[ix])?;
}
Ok(())
})?;
Ok(())
}
fn to_typed(
&self,
source: &InferenceModel,
node: &InferenceNode,
target: &mut TypedModel,
mapping: &HashMap<OutletId, OutletId>,
) -> TractResult<TVec<OutletId>> {
if let Some(ref mult) = source.outlet_fact(node.inputs[1])?.value.concretize() {
let mult: TVec<usize> =
mult.cast_to::<i64>()?.as_slice::<i64>()?.iter().map(|i| *i as usize).collect();
let input = mapping[&node.inputs[0]];
let op = tract_core::ops::array::Tile::new(mult);
let facts = op.output_facts(&[target.outlet_fact(input)?])?;
let id = target.add_node(&*node.name, op, facts)?;
target.add_edge(mapping[&node.inputs[0]], InletId::new(id, 0))?;
return Ok(tvec!(OutletId::new(id, 0)));
}
bail!("shape input is variable")
}
as_op!();
}