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
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
use super::PositiveDefiniteKernel;
use crate::KernelError;
use crate::Value;
use crate::{KernelAdd, KernelMul};
use std::marker::PhantomData;
use std::{fmt::Debug, ops::Add, ops::Mul};
#[derive(Clone)]
pub struct InstantKernel<T, F>
where
T: Value,
F: Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Clone + Send + Sync,
{
params_len: usize,
value_function: F,
phantom: PhantomData<T>,
}
impl<T, F> InstantKernel<T, F>
where
T: Value,
F: Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Clone + Send + Sync,
{
pub fn new(params_len: usize, value_function: F) -> Self {
Self {
params_len,
value_function,
phantom: PhantomData,
}
}
}
impl<T, F> Debug for InstantKernel<T, F>
where
T: Value,
F: Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Clone + Send + Sync,
{
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
write!(f, "InstantKernel {{ params_len: {} }}", self.params_len)
}
}
impl<T, F> PositiveDefiniteKernel<T> for InstantKernel<T, F>
where
T: Value,
F: Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Clone + Send + Sync,
{
fn params_len(&self) -> usize {
self.params_len
}
fn value(&self, params: &[f64], x: &T, xprime: &T) -> Result<f64, KernelError> {
(self.value_function)(params, x, xprime)
}
}
impl<T, R, F> Add<R> for InstantKernel<T, F>
where
T: Value,
R: PositiveDefiniteKernel<T>,
F: Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Clone + Send + Sync,
{
type Output = KernelAdd<Self, R, T>;
fn add(self, rhs: R) -> Self::Output {
Self::Output::new(self, rhs)
}
}
impl<T, R, F> Mul<R> for InstantKernel<T, F>
where
T: Value,
R: PositiveDefiniteKernel<T>,
F: Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Clone + Send + Sync,
{
type Output = KernelMul<Self, R, T>;
fn mul(self, rhs: R) -> Self::Output {
Self::Output::new(self, rhs)
}
}
#[cfg(test)]
mod tests {
use crate::*;
#[test]
fn it_works() {
let kernel = RBF + InstantKernel::new(0, |_, _, _| Ok(0.0));
let test_value = kernel
.value(&[1.0, 1.0], &vec![1.0, 2.0, 3.0], &vec![3.0, 2.0, 1.0])
.unwrap();
println!("{}", test_value);
}
}