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use super::Kernel;
use crate::KernelError;
use crate::Value;
use crate::{KernelAdd, KernelMul};
use std::{fmt::Debug, ops::Add, ops::Mul};
#[derive(Clone)]
pub struct InstantKernel<'a, T>
where
T: Value,
{
params_len: usize,
value: &'a (dyn Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Send + Sync),
value_with_grad:
&'a (dyn Fn(&[f64], &T, &T) -> Result<(f64, Vec<f64>), KernelError> + Send + Sync),
}
impl<'a, T> InstantKernel<'a, T>
where
T: Value,
{
pub fn new(
params_len: usize,
value: &'a (dyn Fn(&[f64], &T, &T) -> Result<f64, KernelError> + Send + Sync),
value_with_grad: &'a (dyn Fn(&[f64], &T, &T) -> Result<(f64, Vec<f64>), KernelError>
+ Send
+ Sync),
) -> Self {
Self {
params_len,
value,
value_with_grad,
}
}
}
impl<'a, T> Debug for InstantKernel<'a, T>
where
T: Value,
{
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
write!(f, "InstantKernel {{ params_len: {} }}", self.params_len)
}
}
impl<'a, T> Kernel<T> for InstantKernel<'a, T>
where
T: Value,
{
fn params_len(&self) -> usize {
self.params_len
}
fn value(&self, params: &[f64], x: &T, xprime: &T) -> Result<f64, KernelError> {
(self.value)(params, x, xprime)
}
fn value_with_grad(
&self,
params: &[f64],
x: &T,
xprime: &T,
) -> Result<(f64, Vec<f64>), KernelError> {
(self.value_with_grad)(params, x, xprime)
}
}
impl<'a, T, R> Add<R> for InstantKernel<'a, T>
where
T: Value,
R: Kernel<T>,
{
type Output = KernelAdd<Self, R, T>;
fn add(self, rhs: R) -> Self::Output {
Self::Output::new(self, rhs)
}
}
impl<'a, T, R> Mul<R> for InstantKernel<'a, T>
where
T: Value,
R: Kernel<T>,
{
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), &|_, _, _| Ok((0.0, vec![])));
let (func, grad) = kernel
.value_with_grad(&[1.0, 1.0], &vec![1.0, 2.0, 3.0], &vec![3.0, 2.0, 1.0])
.unwrap();
println!("{}", func);
println!("{:#?}", grad);
}
}