first commit

This commit is contained in:
Sander Hautvast 2022-02-21 18:17:48 +01:00
commit 6b90f1b054
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name = "yew-app"
version = "0.1.0"
dependencies = [
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"image",
"imageproc",
"log",
"wasm-bindgen",
"wasm-logger",
"web-sys",
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30
Cargo.toml Normal file
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[package]
edition = "2021"
name = "yew-app"
version = "0.1.0"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
gloo-utils = "0.1.2"
log = "0.4.6"
wasm-bindgen = "0.2.79"
wasm-logger = "0.2.0"
web-sys = {version = "0.3.56", features = [
"DataTransfer",
"DataTransferItemList",
"DataTransferItem",
"Document",
"Element",
"Node",
"HtmlElement",
"HtmlImageElement",
"Url",
'Blob',
'HtmlCanvasElement',
'ImageData',
'CanvasRenderingContext2d'
]}
yew = "0.19"
image = "0.23.14"
imageproc="0.22.0"

3
README.md Normal file
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work in progress
Goal: image filters, running clientside
![](source.jpg) => ![](destination.jpg)

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10
index.html Normal file
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<!DOCTYPE html>
<html>
<head>
<link data-trunk rel="copy-dir" href="/static"/>
<meta charset="utf-8"/>
<title>Spiegel</title>
<link rel="stylesheet" href="static/css/style.css">
</head>
</html>

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use gloo_utils::document;
use wasm_bindgen::JsCast;
use web_sys::{DragEvent, HtmlImageElement};
use web_sys::{CanvasRenderingContext2d, HtmlCanvasElement, ImageData};
use web_sys::Url;
use yew::{Component, Context, html, Html};
pub enum Msg {
Dropped(DragEvent),
Dragged(DragEvent),
ImageLoaded,
}
pub struct DropPhoto {}
impl Component for DropPhoto {
type Message = Msg;
type Properties = ();
fn create(_ctx: &Context<Self>) -> Self {
Self {}
}
fn update(&mut self, _ctx: &Context<Self>, msg: Self::Message) -> bool {
match msg {
Msg::Dragged(event) => {
event.prevent_default();
false
}
Msg::Dropped(event) => {
event.prevent_default();
let data_transfer = event
.data_transfer()
.expect("Event should have DataTransfer");
let item_list = data_transfer.items();
for i in 0..item_list.length() {
let item = item_list.get(i).expect("Should find an item");
if item.kind() == "file" {
let file = item
.get_as_file()
.expect("Should find a file here")
.unwrap();
let url = Url::create_object_url_with_blob(&file).expect("Cannot create url");
let img = document().get_element_by_id("source-image").expect("cannot get #source-image").dyn_into::<HtmlImageElement>().unwrap();
img.set_src(&url);
}
}
true
}
Msg::ImageLoaded => {
if let Some(canvas) = document().get_element_by_id("source").and_then(|e| e.dyn_into::<HtmlCanvasElement>().ok()) {
let ctx: CanvasRenderingContext2d = canvas
.get_context("2d")
.unwrap()
.unwrap()
.dyn_into::<CanvasRenderingContext2d>()
.unwrap();
if let Some(img) = document().get_element_by_id("source-image").and_then(|e| e.dyn_into::<HtmlImageElement>().ok()) {
canvas.set_width(img.width());
canvas.set_height(img.height());
ctx.draw_image_with_html_image_element(&img, 0.0, 0.0).expect("Cannot draw image on canvas");
}
if let Some(drop_zone) = document().get_element_by_id("drop-zone") {
drop_zone.set_attribute("style", "display:none").expect("Cannot update attribute");
}
}
true
}
}
}
fn view(&self, ctx: &Context<Self>) -> Html {
let link = ctx.link();
html! {
<>
<div id="drop-zone" class="drop-zone"
ondragover={link.callback(|e| Msg::Dragged(e))}
ondrop={link.callback(|e| Msg::Dropped(e))}>
<p>{ "drag your photos here" }</p>
</div>
<img id="source-image" style="display:none" onload={link.callback(|_| Msg::ImageLoaded)}/>
<canvas id="source"></canvas>
<canvas id="dest"></canvas>
</>
}
}
}
//make generic for element type
// fn with_element<F>(id: &str, action: F)
// where
// F: Fn(Element),
// {
// if let Some(element) = document()
// .get_element_by_id(id) {
// action(element);
// }
// }
fn create_element<'a, T>(element_type: &str) -> T
where
T: JsCast,
{
let element = document().create_element(element_type).unwrap();
element
.dyn_into::<T>()
.expect(&format!("Cannot create element {}", element_type))
}
pub fn _get_image_data(canvas: &HtmlCanvasElement, ctx: &CanvasRenderingContext2d) -> ImageData {
ctx.get_image_data(0.0, 0.0, canvas.width() as f64, canvas.height() as f64).unwrap()
}

8
src/main.rs Normal file
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mod app;
mod transform;
mod quantizer;
fn main() {
wasm_logger::init(wasm_logger::Config::default());
yew::start_app::<crate::app::DropPhoto>();
}

347
src/quantizer.rs Normal file
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use std::{cell::RefCell, rc::Rc};
use image::{Pixel, Rgb, RgbImage};
const MAX_LEVEL: usize = 5;
pub(crate) fn quantize(image: &RgbImage, num_colors: usize) -> RgbImage {
let mut quantizer = OctTreeQuantizer::new(num_colors);
quantizer.quantize(image)
}
struct OctTreeQuantizer {
root: Rc<RefCell<OctTreeNode>>,
reduce_colors: usize,
maximum_colors: usize,
colors: usize,
color_list: Vec<Vec<Option<Rc<RefCell<OctTreeNode>>>>>,
}
impl OctTreeQuantizer {
fn new(num_colors: usize) -> Self {
let mut new_quantizer = Self {
root: Rc::new(RefCell::new(OctTreeNode::new())),
reduce_colors: usize::max(512, num_colors * 2),
maximum_colors: num_colors,
color_list: vec![],
colors: 0,
};
for _ in 0..=MAX_LEVEL {
new_quantizer.color_list.push(Vec::new());
}
new_quantizer
}
pub fn quantize(&mut self, image: &RgbImage) -> RgbImage {
for pixel in image.pixels() {
self.insert_color(pixel, Rc::clone(&self.root));
if self.colors > self.reduce_colors {
self.reduce_tree(self.reduce_colors);
//reduce sets to None and the code below actually removes nodes from the list
for level in &mut self.color_list {
level.retain(|c| c.is_some());
}
}
}
let table = self.build_color_table();
let mut imgbuf = RgbImage::new(image.width(), image.height());
for (x, y, pixel) in image.enumerate_pixels() {
if let Some(index) = self.get_index_for_color(pixel, &self.root) {
let color = &table[index];
if let Some(color) = color {
imgbuf.put_pixel(x, y, *color);
}
}
}
imgbuf
}
fn get_index_for_color<P>(&self, color: &P, node: &Rc<RefCell<OctTreeNode>>) -> Option<usize>
where
P: Pixel<Subpixel = u8> + 'static,
{
fn get_index_for_color<P>(
quantizer: &OctTreeQuantizer,
color: &P,
level: usize,
node: &Rc<RefCell<OctTreeNode>>,
) -> Option<usize>
where
P: Pixel<Subpixel = u8> + 'static,
{
if level > MAX_LEVEL {
return None;
}
let node = Rc::clone(node);
let index = get_bitmask(color, &level);
let node_b = node.borrow();
let child = &node_b.leaf[index];
if let Some(child) = child {
let child_b = child.borrow();
if child_b.is_leaf {
return Some(child_b.index);
} else {
return get_index_for_color(quantizer, color, level + 1, child);
}
} else {
return Some(node_b.index);
}
}
get_index_for_color(&self, color, 0, node)
}
fn build_color_table(&mut self) -> Vec<Option<Rgb<u8>>> {
//nested function that is called recursively
fn build_color_table(
quantizer: &mut OctTreeQuantizer,
node: &Rc<RefCell<OctTreeNode>>,
table: &mut Vec<Option<Rgb<u8>>>,
index: usize,
) -> usize {
if quantizer.colors > quantizer.maximum_colors {
quantizer.reduce_tree(quantizer.maximum_colors);
}
if node.borrow().is_leaf {
{
let node = node.borrow();
let count = node.count;
table[index] = Some(Rgb::from([
(node.total_red / count as u32) as u8,
(node.total_green / count as u32) as u8,
(node.total_blue / count as u32) as u8,
]));
}
node.borrow_mut().index = index;
index + 1
} else {
let mut result = index;
for i in 0..8 {
// cannot iterate leaf, because that widens the scope of the borrow (of node)
let mut node = node.borrow_mut();
if let Some(leaf) = &node.leaf[i] {
//could be immutable borrow
let new_index = build_color_table(quantizer, leaf, table, result);
node.index = index; //but also need mutable borrow here
result = new_index;
}
}
result
}
}
let mut table: Vec<Option<Rgb<u8>>> = vec![None; self.colors];
let node = Rc::clone(&self.root);
build_color_table(self, &node, &mut table, 0);
table
}
fn insert_color<P>(&mut self, rgb: &P, node: Rc<RefCell<OctTreeNode>>)
where
P: Pixel<Subpixel = u8> + 'static,
{
//nested function that is called recursively
fn insert_color<P>(
quantizer: &mut OctTreeQuantizer,
color: &P,
level: usize,
node: Rc<RefCell<OctTreeNode>>,
) where
P: Pixel<Subpixel = u8> + 'static,
{
if level > MAX_LEVEL {
return;
}
let index = get_bitmask(color, &level);
if node.borrow().leaf[index].is_none() {
let mut child = OctTreeNode::new();
child.parent = Some(Rc::clone(&node));
child.p_index = quantizer.color_list[level].len();
if level == MAX_LEVEL {
child.is_leaf = true;
child.count = 1;
child.total_red = color.channels()[0] as u32;
child.total_green = color.channels()[1] as u32;
child.total_blue = color.channels()[2] as u32;
child.level = level;
quantizer.colors += 1;
}
let child = Rc::new(RefCell::new(child));
quantizer.color_list[level].push(Some(Rc::clone(&child)));
let clone = Rc::clone(&child);
{
let mut mutnode = node.borrow_mut();
mutnode.children += 1;
mutnode.is_leaf = false;
mutnode.leaf[index] = Some(child);
}
if level < MAX_LEVEL {
insert_color(quantizer, color, level + 1, clone);
} else {
return;
}
} else {
if node
.borrow()
.leaf
.get(index)
.unwrap()
.as_ref()
.unwrap()
.borrow()
.is_leaf
{
let mut node = node.borrow_mut();
let mut child = node
.leaf
.get_mut(index)
.unwrap()
.as_ref()
.unwrap()
.borrow_mut();
child.count += 1;
child.total_red += color.channels()[0] as u32;
child.total_green += color.channels()[1] as u32;
child.total_blue += color.channels()[2] as u32;
return;
} else {
insert_color(
quantizer,
color,
level + 1,
Rc::clone(&(node.borrow().leaf[index]).as_ref().unwrap()),
);
}
}
}
insert_color(self, rgb, 0, node);
}
fn reduce_tree(&mut self, num_colors: usize) {
// Nested function that is called recursively
fn reduce_tree(quantizer: &mut OctTreeQuantizer, num_colors: usize, level: isize) {
if level < 0 {
return;
} else {
let mut removals = Vec::new();
let list = &quantizer.color_list[level as usize];
for node in list {
if let Some(node) = node {
if node.borrow().children > 0 {
for i in 0..8 {
let mut color: Option<(usize, u32, u32, u32, usize)> = None;
if let Some(child) = node.borrow().leaf.get(i) {
if let Some(child) = child {
let child = child.borrow();
color = Some((
child.count,
child.total_red,
child.total_green,
child.total_blue,
child.p_index,
));
}
}
// need to mutate node, which conflicts with previous borrow to retrieve the child
if let Some(color) = color {
let mut node = node.borrow_mut();
node.count += color.0;
node.total_red += color.1;
node.total_green += color.2;
node.total_blue += color.3;
node.leaf[i] = None;
node.children -= 1;
quantizer.colors -= 1;
removals.push(color.4); //save for further processing outside loop (and borrow of colorlist)
}
}
node.borrow_mut().is_leaf = true;
quantizer.colors += 1;
if quantizer.colors <= num_colors {
return;
}
}
}
}
let color_list = &mut quantizer.color_list[(level as usize + 1)];
for index in removals {
color_list[index] = None; //set to None here, Option removed later
}
reduce_tree(quantizer, num_colors, level - 1);
}
}
// call to nested function
reduce_tree(self, num_colors, (MAX_LEVEL - 1) as isize);
}
}
struct OctTreeNode {
children: usize,
level: usize,
parent: Option<Rc<RefCell<OctTreeNode>>>,
leaf: Vec<Option<Rc<RefCell<OctTreeNode>>>>,
is_leaf: bool,
count: usize,
total_red: u32,
total_green: u32,
total_blue: u32,
index: usize,
p_index: usize,
}
impl OctTreeNode {
fn new() -> Self {
Self {
children: 0,
level: 0,
parent: None,
leaf: vec![None; 8],
is_leaf: false,
count: 0,
total_red: 0,
total_green: 0,
total_blue: 0,
index: 0,
p_index: 0,
}
}
}
fn get_bitmask<P>(color: &P, level: &usize) -> usize
where
P: Pixel<Subpixel = u8> + 'static,
{
let bit = 0x80 >> level;
let mut index = 0;
if (color.channels()[0] & bit) != 0 {
index += 4;
}
if (color.channels()[1] & bit) != 0 {
index += 2;
}
if (color.channels()[2] & bit) != 0 {
index += 1;
}
index
}

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src/transform.rs Normal file
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use std::{error::Error, fs, result::Result};
use image::{GenericImageView, ImageBuffer, Pixel, Rgb, RgbImage};
use imageproc::point::Point;
use crate::quantizer;
pub fn run(image_filename: &String) -> Result<(), Box<dyn Error>> {
println!("reading image samples");
let color_samples = read_color_samples()?;
let src: RgbImage = image::open(image_filename).unwrap().into_rgb8();
println!("applying gaussian blur filter");
let gauss = imageproc::filter::gaussian_blur_f32(&src, 2.0);
println!("applying median filter");
let median = imageproc::filter::median_filter(&gauss, 2, 2);
println!("applying color quantization filter");
let quantized = quantizer::quantize(&median, 256);
println!("applying samples");
let out = apply_samples_to_image(quantized, &color_samples);
out.save_with_format("output.jpg", image::ImageFormat::Jpeg)?;
Ok(())
}
fn apply_samples_to_image(mut src: RgbImage, color_samples: &Vec<ColorSample>) -> RgbImage{
let mut imgbuf = RgbImage::new(src.width(), src.height());
unsafe {
for y in 0..src.height() {
for x in 0..src.width() {
let pixel = &src.unsafe_get_pixel(x, y);
if imgbuf.unsafe_get_pixel(x, y).channels() == [0, 0, 0] {
if let Some(sample) = get_closest(&color_samples, pixel) {
fill(&mut src, sample, &mut imgbuf, pixel, x, y);
}
}
}
}
}
imgbuf
}
fn fill(
src: &mut ImageBuffer<Rgb<u8>, Vec<u8>>,
sample: &ColorSample,
dest: &mut ImageBuffer<Rgb<u8>, Vec<u8>>,
color: &Rgb<u8>,
px: u32,
py: u32,
) {
if color.channels() == [0, 0, 0] {
return;
}
let height = sample.image.height();
let width = sample.image.width();
let mut points = List::new();
if is_same(src.get_pixel(px, py), &color) {
points.push(Point { x: px, y: py });
}
while !points.is_empty() {
if let Some(point) = points.pop() {
let orig_pixel = src.get_pixel(point.x, point.y);
let x = point.x;
let y = point.y;
if src.get_pixel(x, y).channels() != [0, 0, 0] {
if is_same(orig_pixel, &color) {
let mut xx = x;
let mut yy = y;
while xx >= width {
xx -= width;
}
while yy >= height {
yy -= height;
}
dest.put_pixel(x, y, *sample.image.get_pixel(xx, yy));
src.put_pixel(x, y, Rgb([0, 0, 0]));
if x > 1 {
points.push(Point::new(x - 1, y));
}
if y > 1 {
points.push(Point::new(x, y - 1));
}
if x < src.width() - 1 {
points.push(Point::new(x + 1, y));
}
if y < src.height() - 1 {
points.push(Point::new(x, y + 1));
}
}
}
} else {
println!("break");
break;
}
}
}
fn is_same(p1: &Rgb<u8>, p2: &Rgb<u8>) -> bool {
let p1 = p1.channels();
let p2 = p2.channels();
i16::abs(p1[0] as i16 - p2[0] as i16) < 4
&& i16::abs(p1[1] as i16 - p2[1] as i16) < 4
&& i16::abs(p1[2] as i16 - p2[2] as i16) < 4
}
fn get_closest<'a>(
color_samples: &'a Vec<ColorSample>,
pixel: &Rgb<u8>,
) -> Option<&'a ColorSample> {
let mut closest = None;
let mut min_diff: f32 = 4294967295.0; //0xFFFFFFFF
for sample in color_samples {
let diff = get_distance(sample.r, sample.g, sample.b, pixel);
if diff < min_diff {
closest = Some(sample);
min_diff = diff;
}
}
closest
}
fn get_distance(r: u8, g: u8, b: u8, c2: &Rgb<u8>) -> f32 {
let red_dif = r as f32 - c2.channels()[0] as f32;
let green_dif = g as f32 - c2.channels()[1] as f32;
let blue_dif = b as f32 - c2.channels()[2] as f32;
return f32::sqrt(red_dif * red_dif + green_dif * green_dif + blue_dif * blue_dif);
}
fn read_color_samples() -> Result<Vec<ColorSample>, Box<dyn Error>> {
let paths = fs::read_dir("samples")?;
let mut color_samples: Vec<ColorSample> = Vec::new();
for path in paths {
let path = path?.path();
let filename = path.to_str().unwrap().to_owned();
if filename.ends_with(".jpg") {
let sample_image: RgbImage = image::open(&filename).unwrap().into_rgb8();
let hex_r = &filename[8..10];
let hex_g = &filename[10..12];
let hex_b = &filename[12..14];
color_samples.push(ColorSample {
r: u8::from_str_radix(&hex_r, 16).unwrap(),
g: u8::from_str_radix(&hex_g, 16).unwrap(),
b: u8::from_str_radix(&hex_b, 16).unwrap(),
image: sample_image,
});
}
}
Ok(color_samples)
}
struct ColorSample {
r: u8,
g: u8,
b: u8,
image: RgbImage,
}
#[derive(Debug)]
struct List {
head: Option<Box<Node>>,
}
impl List {
fn new() -> Self {
Self { head: None }
}
fn push(&mut self, point: Point<u32>) {
let new_node = Box::new(Node {
value: point,
next: self.head.take(),
});
self.head = Some(new_node);
}
fn pop(&mut self) -> Option<Point<u32>> {
self.head.take().map(|node| {
self.head = node.next;
node.value
})
}
fn is_empty(&self) -> bool {
self.head.is_none()
}
}
#[derive(Debug)]
struct Node {
value: Point<u32>,
next: Option<Box<Node>>,
}
#[cfg(test)]
mod test {
use super::*;
#[test]
fn test() {
let mut list = List::new();
list.push(Point::new(1, 1));
list.push(Point::new(2, 2));
assert_eq!(2, list.pop().unwrap().x);
assert_eq!(1, list.pop().unwrap().x);
}
}

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static/css/style.css Normal file
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html {
font-family: 'Gill Sans', 'Gill Sans MT', Calibri, 'Trebuchet MS', sans-serif;
color: rgb(20, 20, 104);
}
.drop-zone {
border: 4px dashed rgb(17, 122, 184);
width: 200px;
height: 100px;
background-color: rgb(202, 202, 238);
}
p {
display: table;
margin: 0 auto;
transform: translateY(50%);
}
.body > img {
width: 25%;
border: rgb(17, 122, 184) solid 3px;
}
.photo > canvas {
width: 25%;
border: rgb(17, 122, 184) solid 3px;
}