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<docs lang="markdown"> | |
## Porting Arbitrary Style Transfer to the Browser | |
https://magenta.tensorflow.org/blog/2018/12/20/style-transfer-js/ | |
``` | |
/** | |
* Copyright 2018 Google Inc. All Rights Reserved. | |
* Licensed under the Apache License, Version 2.0 (the "License"); | |
* you may not use this file except in compliance with the License. | |
* You may obtain a copy of the License at | |
* http://www.apache.org/licenses/LICENSE-2.0 | |
* Unless required by applicable law or agreed to in writing, software | |
* distributed under the License is distributed on an "AS IS" BASIS, | |
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
* See the License for the specific language governing permissions and | |
* limitations under the License. | |
*/ | |
``` | |
</docs> | |
<config lang="json"> | |
{ | |
"name": "StyleTransfer", | |
"type": "window", | |
"tags": [], | |
"ui": "", | |
"version": "0.1.0", | |
"cover": "", | |
"description": "Arbitrary Style Transfer", | |
"icon": "extension", | |
"inputs": null, | |
"outputs": null, | |
"api_version": "0.1.8", | |
"env": "", | |
"permissions": [], | |
"requirements": ["https://cdn.jsdelivr.net/npm/@magenta/[email protected]/dist/magentaimage.min.js"], | |
"dependencies": [], | |
"defaults": {"w": 20, "h": 10} | |
} | |
</config> | |
<script lang="javascript"> | |
const model = new mi.ArbitraryStyleTransferNetwork(); | |
const canvas = document.getElementById('stylized'); | |
const ctx = canvas.getContext('2d'); | |
const contentImg = document.getElementById('content'); | |
const styleImg = document.getElementById('style'); | |
const loading = document.getElementById('loading'); | |
const notLoading = document.getElementById('ready'); | |
function setupDemo() { | |
model.initialize().then(() => { | |
stylize(); | |
}); | |
} | |
async function clearCanvas() { | |
// Don't block painting until we've reset the state. | |
await mi.tf.nextFrame(); | |
ctx.clearRect(0, 0, canvas.width, canvas.height); | |
await mi.tf.nextFrame(); | |
} | |
async function stylize() { | |
await clearCanvas(); | |
// Resize the canvas to be the same size as the source image. | |
canvas.width = contentImg.width; | |
canvas.height = contentImg.height; | |
// This does all the work! | |
model.stylize(contentImg, styleImg).then((imageData) => { | |
stopLoading(); | |
ctx.putImageData(imageData, 0, 0); | |
}); | |
} | |
function loadImage(event, imgElement) { | |
const reader = new FileReader(); | |
reader.onload = (e) => { | |
imgElement.src = e.target.result; | |
startLoading(); | |
stylize(); | |
}; | |
reader.readAsDataURL(event.target.files[0]); | |
} | |
window.loadContent = function(event) { | |
loadImage(event, contentImg); | |
} | |
window.loadStyle = function(event) { | |
loadImage(event, styleImg); | |
} | |
function startLoading() { | |
loading.hidden = false; | |
notLoading.hidden = true; | |
canvas.style.opacity = 0; | |
} | |
function stopLoading() { | |
loading.hidden = true; | |
notLoading.hidden = false; | |
canvas.style.opacity = 1; | |
} | |
class ImJoyPlugin { | |
async setup() { | |
api.log('initialized') | |
} | |
async run(ctx) { | |
setupDemo(); | |
} | |
} | |
api.export(new ImJoyPlugin()) | |
</script> | |
<window lang="html"> | |
<div> | |
<div class="container"> | |
<div class="left"> | |
<h1> | |
<b>Arbitrary</b> Style Transfer with <a href="https://www.npmjs.com/package/@magenta/image">magenta.js</a> | |
</h1> | |
</div> | |
</div> | |
<div class="container"> | |
<div class="left"> | |
<div class="frame"> | |
<h2>Step 1. <label>upload photo <input type="file" onchange="loadContent(event)"></label></h2> | |
<img id="content" class="image" crossorigin="anonymous" src="https://cdn.glitch.com/93893683-46da-4058-829c-a05792722f2b%2Fcontent.jpg?1545163443723"/> | |
</div> | |
<div class="right"> | |
<div class="frame"> | |
<h2>Step 2. <label>upload style <input type="file" onchange="loadStyle(event)"></label></h2> | |
<img id="style" class="image" crossorigin="anonymous" src="https://cdn.glitch.com/93893683-46da-4058-829c-a05792722f2b%2Fstyle.jpg?1545163447216" /> | |
</div> | |
</div> | |
</div> | |
<div class="frame"> | |
<h2 class="dark">Step 3. <span id="loading">Transmogrifying ...</span><span id="ready" hidden>Profit!</span></h2> | |
<canvas id="stylized" height="250px"></canvas> | |
</div> | |
</div> | |
</div> | |
</window> | |
<style lang="css"> | |
* {box-sizing: border-box; } | |
body { | |
font-family: "Helvetica Neue", helvetica, arial, sans-serif; | |
margin: 0; | |
background: #f7f1f8; | |
color: white; | |
} | |
h1 { | |
padding: 0 14px; | |
font-weight: 100; | |
} | |
h2 { | |
margin-top: 0; | |
padding-top: 0; | |
} | |
a:link, a:visited { | |
color: white; | |
font-weight: bold; | |
} | |
.dark { | |
color: #2d1832; | |
} | |
.container { | |
display: flex; | |
flex-direction: row; | |
align-items: flex-start; | |
width: 100%; | |
} | |
.left { | |
width: 50vw; | |
max-width: 800px; | |
background: #2d1832; | |
text-align: center; | |
} | |
.bottom { | |
display: flex; | |
flex-direction: column; | |
justify-content: center; | |
align-items: center; | |
} | |
.frame { | |
color: white; | |
padding: 24px; | |
margin: 12px; | |
} | |
.frame.flex { | |
display: flex; | |
flex-direction: column; | |
} | |
.frame label { | |
cursor: pointer; | |
border: none; | |
vertical-align: middle; | |
background: #f7f1f8; | |
color: #2d1832; | |
font-weight: 600; | |
text-transform: uppercase; | |
margin: 0 16px; | |
padding: 8px 24px; | |
font-size: 14px; | |
text-align: center; | |
border-radius: 3px; | |
transition: all 0.25s ease-in 0s; | |
} | |
input[type="file"] { | |
width: 0; | |
height: 0; | |
opacity: 0; | |
cursor: pointer; | |
display: none; | |
} | |
.image { | |
height: 256px; /* TODO */ | |
margin: 0 auto; | |
display: block; | |
} | |
canvas { | |
margin-bottom: 100px; | |
} | |
#loading { | |
animation: pulsing-fade 1.2s ease-in-out infinite; | |
} | |
@keyframes pulsing-fade { | |
50% { opacity: 0.3; } | |
} | |
@media screen and (max-width: 1000px) { | |
.right { | |
width: 50vw; | |
} | |
} | |
@media screen and (max-width: 700px) { | |
.container { | |
flex-direction: column; | |
overflow-x: hidden; | |
} | |
.left, .right { | |
width: 100vw; | |
} | |
.frame { | |
text-align: center; | |
width: 100%; | |
} | |
} | |
</style> |
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