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use crate::algorithms::Options;
use crate::config::Config;
use crate::model::{ModelOutputFailure, ModelOutputSuccess};
use crate::problem::{DefaultGivenOnlineProblem, Online, Problem};
use crate::result::Result;
use crate::schedule::Schedule;
use crate::value::Value;
use pyo3::{IntoPy, PyObject};
use serde::de::DeserializeOwned;
use serde::Serialize;
pub mod multi_dimensional;
pub mod uni_dimensional;
pub struct Step<T, M>(pub Config<T>, pub Option<M>);
pub type IntegralStep<M> = Step<i32, M>;
pub type FractionalStep<M> = Step<f64, M>;
pub trait Memory<'a, T, P, C, D>:
Clone
+ std::fmt::Debug
+ DefaultGivenOnlineProblem<T, P, C, D>
+ DeserializeOwned
+ IntoPy<PyObject>
+ Send
+ Serialize
+ 'a
where
P: Problem<T, C, D>,
C: ModelOutputSuccess,
D: ModelOutputFailure,
{
}
impl<'a, T, P, C, D, M> Memory<'a, T, P, C, D> for M
where
M: Clone
+ std::fmt::Debug
+ DefaultGivenOnlineProblem<T, P, C, D>
+ DeserializeOwned
+ IntoPy<PyObject>
+ Send
+ Serialize
+ 'a,
P: Problem<T, C, D>,
C: ModelOutputSuccess,
D: ModelOutputFailure,
{
}
pub trait OnlineAlgorithm<'a, T, P, M, O, C, D>:
Fn(Online<P>, i32, &Schedule<T>, M, O) -> Result<Step<T, M>> + Send + Sync
where
T: Value<'a>,
P: Problem<T, C, D> + 'a,
M: Memory<'a, T, P, C, D>,
O: Options<T, P, C, D>,
C: ModelOutputSuccess,
D: ModelOutputFailure,
{
fn next(
&self,
o: Online<P>,
xs: &Schedule<T>,
prev_m_: Option<M>,
options: O,
) -> Result<Step<T, M>> {
let t = xs.t_end() + 1;
let prev_m = match prev_m_ {
None => M::default(&o),
Some(prev_m) => prev_m,
};
self(o, t, xs, prev_m, options)
}
fn next_with_default_options(
&self,
o: Online<P>,
xs: &Schedule<T>,
prev_m_: Option<M>,
) -> Result<Step<T, M>> {
let options = O::default(&o.p);
self.next(o, xs, prev_m_, options)
}
}
impl<'a, T, P, M, O, C, D, F> OnlineAlgorithm<'a, T, P, M, O, C, D> for F
where
T: Value<'a>,
P: Problem<T, C, D> + 'a,
M: Memory<'a, T, P, C, D>,
O: Options<T, P, C, D>,
C: ModelOutputSuccess,
D: ModelOutputFailure,
F: Fn(Online<P>, i32, &Schedule<T>, M, O) -> Result<Step<T, M>>
+ Send
+ Sync,
{
}