argmin_testfunctions 0.1.1

Test functions for optimization algorithms
Documentation 
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

// Copyright 2018 Stefan Kroboth
//
// Licensed under the Apache License, Version 2.0 <LICENSE-APACHE or
// http://apache.org/licenses/LICENSE-2.0> or the MIT license <LICENSE-MIT or
// http://opensource.org/licenses/MIT>, at your option. This file may not be
// copied, modified, or distributed except according to those terms.

//! # Eggholder test function
//!
//! Defined as
//!
//! `f(x_1, x_2) = -(x_2 + 47) * sin( sqrt( abs( x_2 + x_1/2 + 47 ) ) ) -
//!                x_1 * sin( sqrt( abs( x_1 - (x_2 + 47) ) ) )`
//!
//! where `x_i \in [-512, 512]`.
//!
//! The global minimum is at * `f(x_1, x_2) = f(512, 404.2319) = -959.6407`.

use num::{Float, FromPrimitive};

/// Eggholder test function
///
/// Defined as
///
/// `f(x_1, x_2) = -(x_2 + 47) * sin( sqrt( abs( x_2 + x_1/2 + 47 ) ) ) -
///                x_1 * sin( sqrt( abs( x_1 - (x_2 + 47) ) ) )`
///
/// where `x_i \in [-512, 512]`.
///
/// The global minimum is at * `f(x_1, x_2) = f(512, 404.2319) = -959.6407`.
pub fn eggholder<T: Float + FromPrimitive>(param: &[T]) -> T {
    assert!(param.len() == 2);
    let (x1, x2) = (param[0], param[1]);
    let n47 = T::from_f64(47.0).unwrap();
    -(x2 + n47)
        * (x2 + x1 / T::from_f64(2.0).unwrap() + n47)
            .abs()
            .sqrt()
            .sin() - x1 * (x1 - (x2 + n47)).abs().sqrt().sin()
}

mod tests {
    #[test]
    fn test_eggholder_optimum() {
        assert!(
            (::eggholder(&[512.0_f32, 404.2319_f32]) + 959.6407_f32).abs() < ::std::f32::EPSILON
        );
    }

    #[test]
    #[should_panic]
    fn test_eggholder_param_length() {
        ::eggholder(&[0.0_f32, -1.0_f32, 0.1_f32]);
    }
}