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Improve the downsampling algorithm #15

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Feb 20, 2024
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1 change: 1 addition & 0 deletions .gitignore
Original file line number Diff line number Diff line change
@@ -1,6 +1,7 @@
# Generated by Cargo
# will have compiled files and executables
/target/
/.vscode/

Cargo.lock

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1 change: 1 addition & 0 deletions Cargo.toml
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,7 @@ image = "0.24.1"
stb_image = "0.3.0"
criterion = "0.5"
resize = "0.7"
fallible_collections = "0.4.5"

[[bench]]
name = "basic"
Expand Down
17 changes: 9 additions & 8 deletions benches/basic.rs
Original file line number Diff line number Diff line change
Expand Up @@ -4,18 +4,20 @@ use resize::{px::RGB, Type::Lanczos3};
use stb_image::image::{load, LoadResult};
use std::path::Path;

const DOWNSCALE: usize = 4;

pub fn ispc_downsampler(c: &mut Criterion) {
if let LoadResult::ImageU8(img) = load(Path::new("test_assets/square_test.png")) {
let src_fmt = if img.data.len() / (img.width * img.height) == 4 {
Format::RGBA8
Format::Rgba8
} else {
Format::RGB8
Format::Rgb8
};

let src_img = Image::new(&img.data, img.width as u32, img.height as u32, src_fmt);

let target_width = (img.width / 4) as u32;
let target_height = (img.height / 4) as u32;
let target_width = (img.width / DOWNSCALE) as u32;
let target_height = (img.height / DOWNSCALE) as u32;

c.bench_function("Downsample `square_test.png` using ispc_downsampler", |b| {
b.iter(|| downsample(&src_img, target_width, target_height))
Expand All @@ -25,19 +27,18 @@ pub fn ispc_downsampler(c: &mut Criterion) {

pub fn resize_rs(c: &mut Criterion) {
if let LoadResult::ImageU8(img) = load(Path::new("test_assets/square_test.png")) {
let target_width = img.width / 4;
let target_height = img.height / 4;
let target_width = img.width / DOWNSCALE;
let target_height = img.height / DOWNSCALE;

let src = img
.data
.chunks(3)
.map(|v| RGB::new(v[0], v[1], v[2]))
.collect::<Vec<_>>();

let mut dst = vec![RGB::new(0, 0, 0); target_width * target_height];

c.bench_function("Downsample `square_test.png` using resize", |b| {
b.iter(|| {
let mut dst = vec![RGB::new(0, 0, 0); target_width * target_height];
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Don't really want to benchmark allocation as part of the resize test? Maybe not even instantiating the resizer (which we might want to benchmark separately as it iirc pre-computes weight tables?).

let mut resizer = resize::new(
img.width,
img.height,
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5 changes: 4 additions & 1 deletion build.rs
Original file line number Diff line number Diff line change
Expand Up @@ -31,7 +31,10 @@ fn compile_bindings() {
.math_lib(MathLib::Fast)
.bindgen_builder(
builder()
.allowlist_function("resample")
.allowlist_function("resample_with_cached_weights_3")
.allowlist_function("resample_with_cached_weights_4")
.allowlist_function("calculate_weights")
.allowlist_function("calculate_weight_variables")
.allowlist_function("scale_to_alpha_coverage"),
)
.out_dir("src/ispc")
Expand Down
13 changes: 7 additions & 6 deletions examples/test.rs
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
use image::{RgbImage, RgbaImage};
use ispc_downsampler::{downsample, Format, Image};
use ispc_downsampler::{downsample_with_custom_scale, Format, Image};
use stb_image::image::{load, LoadResult};
use std::path::Path;
use std::time::Instant;
Expand All @@ -12,9 +12,9 @@ fn main() {
assert!(!img.data.is_empty());

let src_fmt = if img.data.len() / (img.width * img.height) == 4 {
Format::RGBA8
Format::Rgba8
} else {
Format::RGB8
Format::Rgb8
};

println!("Loaded image!");
Expand All @@ -26,20 +26,21 @@ fn main() {

let now = Instant::now();
println!("Downsampling started!");
let downsampled_pixels = downsample(&src_img, target_width, target_height);
let downsampled_pixels =
downsample_with_custom_scale(&src_img, target_width, target_height, 1.0);
println!("Finished downsampling in {:.2?}!", now.elapsed());

std::fs::create_dir_all("example_outputs").unwrap();
match src_fmt {
Format::RGBA8 => {
Format::Rgba8 | Format::Srgba8 => {
let save_image =
RgbaImage::from_vec(target_width, target_height, downsampled_pixels)
.unwrap();
save_image
.save("example_outputs/square_test_result.png")
.unwrap()
}
Format::RGB8 => {
Format::Rgb8 | Format::Srgb8 => {
let save_image =
RgbImage::from_vec(target_width, target_height, downsampled_pixels)
.unwrap();
Expand Down
185 changes: 179 additions & 6 deletions src/ispc/downsample_ispc.rs
Original file line number Diff line number Diff line change
@@ -1,15 +1,188 @@
#[allow(non_camel_case_types,dead_code,non_upper_case_globals,non_snake_case,improper_ctypes)]
pub mod downsample_ispc {
/* automatically generated by rust-bindgen 0.69.1 */
/* automatically generated by rust-bindgen 0.69.4 */

#[repr(C)]
#[derive(Debug, Copy, Clone)]
pub struct WeightDimensions {
pub src_center: f32,
pub src_start: f32,
pub src_end: f32,
}
#[test]
fn bindgen_test_layout_WeightDimensions() {
const UNINIT: ::std::mem::MaybeUninit<WeightDimensions> = ::std::mem::MaybeUninit::uninit();
let ptr = UNINIT.as_ptr();
assert_eq!(
::std::mem::size_of::<WeightDimensions>(),
12usize,
concat!("Size of: ", stringify!(WeightDimensions))
);
assert_eq!(
::std::mem::align_of::<WeightDimensions>(),
4usize,
concat!("Alignment of ", stringify!(WeightDimensions))
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).src_center) as usize - ptr as usize },
0usize,
concat!(
"Offset of field: ",
stringify!(WeightDimensions),
"::",
stringify!(src_center)
)
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).src_start) as usize - ptr as usize },
4usize,
concat!(
"Offset of field: ",
stringify!(WeightDimensions),
"::",
stringify!(src_start)
)
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).src_end) as usize - ptr as usize },
8usize,
concat!(
"Offset of field: ",
stringify!(WeightDimensions),
"::",
stringify!(src_end)
)
);
}
#[repr(C)]
#[derive(Debug, Copy, Clone)]
pub struct SampleWeights {
pub vertical_weights: *const WeightCollection,
pub horizontal_weights: *const WeightCollection,
}
#[test]
fn bindgen_test_layout_SampleWeights() {
const UNINIT: ::std::mem::MaybeUninit<SampleWeights> = ::std::mem::MaybeUninit::uninit();
let ptr = UNINIT.as_ptr();
assert_eq!(
::std::mem::size_of::<SampleWeights>(),
16usize,
concat!("Size of: ", stringify!(SampleWeights))
);
assert_eq!(
::std::mem::align_of::<SampleWeights>(),
8usize,
concat!("Alignment of ", stringify!(SampleWeights))
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).vertical_weights) as usize - ptr as usize },
0usize,
concat!(
"Offset of field: ",
stringify!(SampleWeights),
"::",
stringify!(vertical_weights)
)
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).horizontal_weights) as usize - ptr as usize },
8usize,
concat!(
"Offset of field: ",
stringify!(SampleWeights),
"::",
stringify!(horizontal_weights)
)
);
}
#[repr(C)]
#[derive(Debug, Copy, Clone)]
pub struct WeightCollection {
pub starts: *const u32,
pub weight_counts: *const u32,
pub values: *const *const f32,
}
#[test]
fn bindgen_test_layout_WeightCollection() {
const UNINIT: ::std::mem::MaybeUninit<WeightCollection> = ::std::mem::MaybeUninit::uninit();
let ptr = UNINIT.as_ptr();
assert_eq!(
::std::mem::size_of::<WeightCollection>(),
24usize,
concat!("Size of: ", stringify!(WeightCollection))
);
assert_eq!(
::std::mem::align_of::<WeightCollection>(),
8usize,
concat!("Alignment of ", stringify!(WeightCollection))
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).starts) as usize - ptr as usize },
0usize,
concat!(
"Offset of field: ",
stringify!(WeightCollection),
"::",
stringify!(starts)
)
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).weight_counts) as usize - ptr as usize },
8usize,
concat!(
"Offset of field: ",
stringify!(WeightCollection),
"::",
stringify!(weight_counts)
)
);
assert_eq!(
unsafe { ::std::ptr::addr_of!((*ptr).values) as usize - ptr as usize },
16usize,
concat!(
"Offset of field: ",
stringify!(WeightCollection),
"::",
stringify!(values)
)
);
}
extern "C" {
pub fn calculate_weight_variables(
filter_scale: f32,
src: u32,
target: u32,
out_variables: *mut WeightDimensions,
);
}
extern "C" {
pub fn calculate_weights(
image_scale: f32,
filter_scale: f32,
vars: *const WeightDimensions,
weights: *mut f32,
);
}
extern "C" {
pub fn resample_with_cached_weights_3(
src_width: u32,
src_height: u32,
target_width: u32,
target_height: u32,
cached_weights: *const SampleWeights,
scratch_space: *mut u8,
src_data: *const u8,
out_data: *mut u8,
);
}
extern "C" {
pub fn resample(
width: u32,
height: u32,
stride: u32,
num_channels: u8,
pub fn resample_with_cached_weights_4(
src_width: u32,
src_height: u32,
target_width: u32,
target_height: u32,
cached_weights: *const SampleWeights,
scratch_space: *mut u8,
src_data: *const u8,
out_data: *mut u8,
);
Expand Down
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