Crate vector_expr

source ·
Expand description

Vectorized math expression parser/evaluator.

Why?

Performance. Evaluation of math expressions involving many variables can incur significant overhead from traversing the expression tree or performing variable lookups. We amortize that cost by performing intermediate operations on vectors of input data at a time (with optional data parallelism via the rayon feature).

Example

use vector_expr::*;

fn binding_map(var_name: &str) -> BindingId {
    match var_name {
        "bar" => 0,
        "baz" => 1,
        "foo" => 2,
        _ => unreachable!(),
    }
}
let parsed = Expression::parse("2 * (foo + bar) * baz", binding_map).unwrap();
let real = parsed.unwrap_real();

let bar = [1.0, 2.0, 3.0];
let baz = [4.0, 5.0, 6.0];
let foo = [7.0, 8.0, 9.0];
let bindings: &[&[f64]] = &[&bar, &baz, &foo];
let mut registers = Registers::new(3);
let output = real.evaluate(bindings, &mut registers);
assert_eq!(&output, &[64.0, 100.0, 144.0]);

Modules

Structs

  • Scratch space for calculations. Can be reused across evaluations with the same data binding length.

Enums

Traits

Functions

Type Aliases

  • Index into the &[&[f64]] bindings passed to expression evaluation.
  • To speed up string comparisons, we use string interning.