This crate provides a custom derive (#[derive(StructOfArray)]) to
automatically generate code from a given struct T that allow to replace
Vec<T> with a struct of arrays. For example, the following code
#[derive(StructOfArray)]
pub struct Cheese {
pub smell: f64,
pub color: (f64, f64, f64),
pub with_mushrooms: bool,
pub name: String,
}will generate a CheeseVec struct that looks like this:
pub struct CheeseVec {
pub smell: Vec<f64>,
pub color: Vec<(f64, f64, f64)>,
pub with_mushrooms: Vec<bool>,
pub name: Vec<String>,
}It will also generate the same functions that a Vec<Cheese> would have, and a
few helper structs: CheeseSlice, CheeseSliceMut, CheeseRef and
CheeseRefMut corresponding respectivly to &[Cheese], &mut [Cheese],
&Cheese and &mut Cheese.
Any struct derived by StructOfArray will auto impl trait StructOfArray.
You can use <Cheese as StructOfArray>::Type instead of the explicitly named type CheeseVec.
Add #[derive(StructOfArray)] to each struct you want to derive a struct of
array version. If you need the helper structs to derive additional traits (such
as Debug or PartialEq), you can add an attribute #[soa_derive(Debug, PartialEq)] to the struct declaration.
#[derive(Debug, PartialEq, StructOfArray)]
#[soa_derive(Debug, PartialEq)]
pub struct Cheese {
pub smell: f64,
pub color: (f64, f64, f64),
pub with_mushrooms: bool,
pub name: String,
}If you want to add attribute to a specific generated struct(such as
#[cfg_attr(test, derive(PartialEq))] on CheeseVec), you can add an
attribute #[soa_attr(Vec, cfg_attr(test, derive(PartialEq)))] to the
struct declaration.
#[derive(Debug, PartialEq, StructOfArray)]
#[soa_attr(Vec, cfg_attr(test, derive(PartialEq)))]
pub struct Cheese {
pub smell: f64,
pub color: (f64, f64, f64),
pub with_mushrooms: bool,
pub name: String,
}Mappings for first argument of soa_attr to the generated struct for Cheese:
Vec=>CheeseVecSlice=>CheeseSliceSliceMut=>CheeseSliceMutRef=>CheeseRefRefMut=>CheeseRefMutPtr=>CheesePtrPtrMut=>CheesePtrMut
All the generated code have some generated documentation with it, so you
should be able to use cargo doc on your crate and see the documentation
for all the generated structs and functions.
Most of the time, you should be able to replace Vec<Cheese> by
CheeseVec, with exception of code using direct indexing in the vector and
a few other caveats listed below.
Vec<T> functionalities rely a lot on references and automatic deref feature,
for getting function from [T] and indexing. But the SoA vector (let's call it
CheeseVec, generated from the Cheese struct) generated by this crate can not
implement Deref<Target=CheeseSlice>, because Deref is required to return a
reference, and CheeseSlice is not a reference. The same applies to Index and
IndexMut trait, that can not return CheeseRef/CheeseRefMut. This means that
the we can not index into a CheeseVec, and that a few functions are
duplicated, or require a call to as_ref()/as_mut() to change the type used.
It is possible to iterate over the values in a CheeseVec
let mut vec = CheeseVec::new();
vec.push(Cheese::new("stilton"));
vec.push(Cheese::new("brie"));
for cheese in vec.iter() {
// when iterating over a CheeseVec, we load all members from memory
// in a CheeseRef
let typeof_cheese: CheeseRef = cheese;
println!("this is {}, with a smell power of {}", cheese.name, cheese.smell);
}One of the main advantage of the SoA layout is to be able to only load some fields from memory when iterating over the vector. In order to do so, one can manually pick the needed fields:
for name in &vec.name {
// We get referenes to the names
let typeof_name: &String = name;
println!("got cheese {}", name);
}In order to iterate over multiple fields at the same time, one can use the soa_zip! macro.
for (name, smell, color) in soa_zip!(vec, [name, mut smell, color]) {
println!("this is {}, with color {:#?}", name, color);
// smell is a mutable reference
*smell += 1.0;
}In order to nest a struct of arrays inside another struct of arrays, one can use the #[nested_soa] attribute.
For example, the following code
#[derive(StructOfArray)]
pub struct Point {
x: f32,
y: f32,
}
#[derive(StructOfArray)]
pub struct Particle {
#[nested_soa]
point: Point,
mass: f32,
}will generate structs that looks like this:
pub struct PointVec {
x: Vec<f32>,
y: Vec<f32>,
}
pub struct ParticleVec {
point: PointVec, // rather than Vec<Point>
mass: Vec<f32>
}All helper structs will be also nested, for example PointSlice will be nested in ParticleSlice.
Please see http://lumol.org/soa-derive/soa_derive_example/ for a small example and the documentation of all the generated code.
Here are a few simple benchmarks results, on my machine:
running 10 tests
test aos_big_do_work_100k ... bench: 415,315 ns/iter (+/- 72,861)
test aos_big_do_work_10k ... bench: 10,087 ns/iter (+/- 219)
test aos_big_push ... bench: 50 ns/iter (+/- 10)
test aos_small_do_work_100k ... bench: 93,377 ns/iter (+/- 1,106)
test aos_small_push ... bench: 3 ns/iter (+/- 1)
test soa_big_do_work_100k ... bench: 93,719 ns/iter (+/- 2,793)
test soa_big_do_work_10k ... bench: 9,253 ns/iter (+/- 103)
test soa_big_push ... bench: 39 ns/iter (+/- 13)
test soa_small_do_work_100k ... bench: 93,301 ns/iter (+/- 1,765)
test soa_small_push ... bench: 4 ns/iter (+/- 1)
Benchmarks tests exist for soa (struct of array) and aos (array of struct) versions of the same code, using a small (24 bytes) and a big (240 bytes) struct.
You can run the same benchmarks on your own system by cloning this repository
and running cargo bench.
This crate distributed under either the MIT or the Apache license, at your choice. Contributions are welcome, please open an issue before to discuss your changes !
Thanks to @maikklein for the initial idea: https://maikklein.github.io/soa-rust/
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent