9 releases
0.4.0 | Apr 6, 2024 |
---|---|
0.3.1 | Jun 11, 2023 |
0.2.1 | Jun 11, 2023 |
0.1.4 | Jun 11, 2023 |
0.1.2 | May 4, 2023 |
#727 in Math
444 downloads per month
12KB
263 lines
rusty-rootsearch
This is a small Rust-package that performs Newton's method for finding the roots of a function using the method of bisections.
It stands completely on the shoulders of the num_dual crate that implements auto-differentation for floating point numbers.
In an effort to generalise the implementation, the traits Derivable
and Coercable
are defined that allow the user to
define their own types that can be used within the root_search
, newton
, and find_bisections
functions. The Derivable
trait is used to
define the derivative of a number, which in the current implementation works well with the num_dual
crate. The Coercable
trait is used to convert a floating point number into the type that is derivable. This is useful for example when using
the f64
type, which is not derivable, but can be converted to a Dual
type exposed by the num_dual
crate.
Example
use rusty_rootsearch::{root_search};
use num_dual::*;
fn find_sine_roots() {
fn sine<D: DualNum<f32>>(x: D) -> D {
x.sin()
}
let roots = root_search::<_,Dual32,f32>(&sine, -5.0, 5.0, 2000, 1000, 0.0001);
for root in &roots.0 {
println!("root: {}", root);
}
assert_eq!(roots.0.len(), 3);
assert!(roots.0.contains(&std::f32::consts::PI));
assert!(roots.0.contains(&(-std::f32::consts::PI)));
assert!(roots.0.contains(&0.0));
}
Dependencies
~3MB
~62K SLoC