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use crate::KernelError;
use crate::Value;
use crate::{KernelMul, PositiveDefiniteKernel};
use std::fmt::Debug;
use std::marker::PhantomData;
use std::{ops::Add, ops::Mul};
#[derive(Clone, Debug)]
pub struct KernelAdd<L, R, T>
where
L: PositiveDefiniteKernel<T>,
R: PositiveDefiniteKernel<T>,
T: Value,
{
lhs: L,
rhs: R,
phantom: PhantomData<T>,
}
impl<L, R, T> KernelAdd<L, R, T>
where
L: PositiveDefiniteKernel<T>,
R: PositiveDefiniteKernel<T>,
T: Value,
{
pub fn new(lhs: L, rhs: R) -> Self {
Self {
lhs,
rhs,
phantom: PhantomData,
}
}
}
impl<L, R, T> PositiveDefiniteKernel<T> for KernelAdd<L, R, T>
where
L: PositiveDefiniteKernel<T>,
R: PositiveDefiniteKernel<T>,
T: Value,
{
fn params_len(&self) -> usize {
self.lhs.params_len() + self.rhs.params_len()
}
fn value(&self, params: &[f64], x: &T, xprime: &T) -> Result<f64, KernelError> {
let lhs_params_len = self.lhs.params_len();
let fx = self.lhs.value(¶ms[..lhs_params_len], x, xprime)?;
let gx = self.rhs.value(¶ms[lhs_params_len..], x, xprime)?;
let hx = fx + gx;
Ok(hx)
}
}
impl<Rhs, L, R, T> Add<Rhs> for KernelAdd<L, R, T>
where
Rhs: PositiveDefiniteKernel<T>,
L: PositiveDefiniteKernel<T>,
R: PositiveDefiniteKernel<T>,
T: Value,
{
type Output = KernelAdd<Self, Rhs, T>;
fn add(self, rhs: Rhs) -> Self::Output {
Self::Output::new(self, rhs)
}
}
impl<Rhs, L, R, T> Mul<Rhs> for KernelAdd<L, R, T>
where
Rhs: PositiveDefiniteKernel<T>,
L: PositiveDefiniteKernel<T>,
R: PositiveDefiniteKernel<T>,
T: Value,
{
type Output = KernelMul<Self, Rhs, T>;
fn mul(self, rhs: Rhs) -> Self::Output {
Self::Output::new(self, rhs)
}
}