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Author SHA1 Message Date
cmdr2
645b596eb0
Revert "Frontend of the batch merger" 2023-01-25 19:45:52 +05:30

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@ -1,373 +0,0 @@
(function() {
"use strict"
///////////////////// Function section
function smoothstep(x) {
return x * x * (3 - 2 * x)
}
function smootherstep(x) {
return x * x * x * (x * (x * 6 - 15) + 10)
}
function smootheststep(x) {
let y = -20 * Math.pow(x, 7)
y += 70 * Math.pow(x, 6)
y -= 84 * Math.pow(x, 5)
y += 35 * Math.pow(x, 4)
return y
}
function getCurrentTime() {
const now = new Date();
let hours = now.getHours();
let minutes = now.getMinutes();
let seconds = now.getSeconds();
hours = hours < 10 ? `0${hours}` : hours;
minutes = minutes < 10 ? `0${minutes}` : minutes;
seconds = seconds < 10 ? `0${seconds}` : seconds;
return `${hours}:${minutes}:${seconds}`;
}
function addLogMessage(message) {
const logContainer = document.getElementById('merge-log');
logContainer.innerHTML += `<i>${getCurrentTime()}</i> ${message}<br>`;
// Scroll to the bottom of the log
logContainer.scrollTop = logContainer.scrollHeight;
}
function addLogSeparator() {
const logContainer = document.getElementById('merge-log');
logContainer.innerHTML += '<hr>'
logContainer.scrollTop = logContainer.scrollHeight;
}
function drawDiagram(fn) {
const canvas = document.getElementById('merge-canvas');
canvas.width=canvas.width
const ctx = canvas.getContext('2d');
// Draw coordinate system
ctx.scale(1, -1);
ctx.translate(0, -canvas.height);
ctx.lineWidth = 1;
ctx.beginPath();
ctx.strokeStyle = 'white'
ctx.moveTo(0,0); ctx.lineTo(0,400); ctx.lineTo(400,400); ctx.lineTo(400,0); ctx.lineTo(0,0); ctx.lineTo(400,400);
ctx.stroke()
ctx.beginPath()
ctx.setLineDash([1,2])
for (let i=40; i<400; i+=40) {
ctx.moveTo(0,i)
ctx.lineTo(400,i)
ctx.moveTo(i,0)
ctx.lineTo(i,400)
}
ctx.stroke()
ctx.beginPath()
ctx.setLineDash([])
ctx.beginPath();
ctx.strokeStyle = 'black'
ctx.lineWidth = 3;
// Plot function
const numSamples = 20;
for (let i = 0; i <= numSamples; i++) {
const x = i / numSamples;
const y = fn(x);
const canvasX = x * 400;
const canvasY = y * 400;
if (i === 0) {
ctx.moveTo(canvasX, canvasY);
} else {
ctx.lineTo(canvasX, canvasY);
}
}
ctx.stroke()
// Plot alpha values (yellow boxes)
let start = parseFloat( document.querySelector('#merge-start').value )
let step = parseFloat( document.querySelector('#merge-step').value )
let iterations = document.querySelector('#merge-count').value>>0
ctx.beginPath()
ctx.fillStyle = "yellow"
for (let i=0; i< iterations; i++) {
const alpha = ( start + i * step ) / 100
const x = alpha*400
const y = fn(alpha) * 400
if (x <= 400) {
ctx.rect(x-3,y-3,6,6)
ctx.fill()
} else {
ctx.strokeStyle = 'red'
ctx.moveTo(0,0); ctx.lineTo(0,400); ctx.lineTo(400,400); ctx.lineTo(400,0); ctx.lineTo(0,0); ctx.lineTo(400,400);
ctx.stroke()
addLogMessage('<i>Warning: maximum ratio is &#8805; 100%</i>')
}
}
}
function updateChart() {
let fn = (x) => x
switch (document.querySelector('#merge-interpolation').value) {
case 'SmoothStep':
fn = smoothstep
break
case 'SmootherStep':
fn = smootherstep
break
case 'SmoothestStep':
fn = smootheststep
break
}
drawDiagram(fn)
}
/////////////////////// Tab implementation
document.querySelector('#tab-container')?.insertAdjacentHTML('beforeend', `
<span id="tab-merge" class="tab">
<span><i class="fa fa-code-merge icon"></i> Merge models</span>
</span>
`)
document.querySelector('#tab-content-wrapper')?.insertAdjacentHTML('beforeend', `
<div id="tab-content-merge" class="tab-content">
<div id="merge" class="tab-content-inner">
Loading..
</div>
</div>
`)
const tabMerge = document.querySelector('#tab-merge')
if (tabMerge) {
linkTabContents(tabMerge)
}
const merge = document.querySelector('#merge')
if (!merge) {
// merge tab not found, dont exec plugin code.
return
}
document.querySelector('body').insertAdjacentHTML('beforeend', `
<style>
#tab-content-merge .tab-content-inner {
max-width: 100%;
text-align: center;
padding: 10pt;
}
.merge-container {
margin-left: 15%;
margin-right: 15%;
text-align: left;
display: inline-grid;
grid-template-columns: 1fr 1fr;
grid-template-rows: auto auto auto;
gap: 0px 0px;
grid-auto-flow: row;
grid-template-areas:
"merge-input merge-config"
"merge-buttons merge-buttons";
}
.merge-input {
grid-area: merge-input;
padding-left:1em;
}
.merge-config {
grid-area: merge-config;
padding:1em;
}
.merge-config input {
margin-bottom: 3px;
}
.merge-config select {
margin-bottom: 3px;
}
.merge-buttons {
grid-area: merge-buttons;
padding:1em;
text-align: center;
}
#merge-button {
padding: 8px;
width:20em;
}
div#merge-log {
height:150px;
overflow-x:hidden;
overflow-y:scroll;
background:var(--background-color1);
}
div#merge-log i {
color: hsl(var(--accent-hue), 100%, calc(2*var(--accent-lightness)));
font-family: monospace;
}
.disabled {
background: var(--background-color4);
color: var(--text-color);
}
</style>
`)
merge.innerHTML = `
<div class="merge-container panel-box">
<div class="merge-input">
<h1>Batch merger</h1>
<p><label for="#mergeModelA">Select Model A:</label></p>
<select id="mergeModelA">
<option>A</option>
</select>
<p><label for="#mergeModelB">Select Model B:</label></p>
<select id="mergeModelB">
<option>A</option>
</select>
<p><label for="#merge-log">Log messages:</label></p>
<div id="merge-log"></div>
</div>
<div class="merge-config">
<table>
<tr><td><label for="#merge-count">Step count:</label></td>
<td> <input id="merge-count" size=2 value="5"></td>
<td> <i class="fa-solid fa-circle-question help-btn"><span class="simple-tooltip top-left">Number of models to create</span></i></td></tr>
<tr><td><label for="#merge-start">Start batch from:</label></td>
<td> <input id="merge-start" size=2 value="5">%</td>
<td> <i class="fa-solid fa-circle-question help-btn"><span class="simple-tooltip top-left">Smallest share of model A in the mix</span></i></td></tr>
<tr><td><label for="#merge-step">Step size:</label></td>
<td> <input id="merge-step" size=2 value="10">%</td>
<td> <i class="fa-solid fa-circle-question help-btn"><span class="simple-tooltip top-left">Share of model A added into the mix per step</span></i></td></tr>
<tr><td><label for="#merge-interpolation">Interpolation model:</label></td>
<td> <select id="merge-interpolation">
<option>Exact</option>
<option>SmoothStep</option>
<option>SmootherStep</option>
<option>SmoothestStep</option>
</select></td>
<td> <i class="fa-solid fa-circle-question help-btn"><span class="simple-tooltip top-left">Sigmoid function to be applied to the model share before mixing</span></i></td></tr>
<tr><td><label for="#merge-fp">Float precision:</label></td><td> <select id="merge-fp">
<option value="fp16">fp16 - Half precision (compact file size)</option>
<option value="fp32">fp32 - Full precision (larger file size)</option>
</select></td>
<td> <i class="fa-solid fa-circle-question help-btn"><span class="simple-tooltip top-left">Image generation uses fp16, so it's a good choice.<br>Use fp32 if you want to use the result models for more mixes</span></i></td></tr>
<hr />
<tr><td><label for="#merge-filename">Output file name:</label></td>
<td> <input id="merge-filename" size=24></td>
<td> <i class="fa-solid fa-circle-question help-btn"><span class="simple-tooltip top-left">Base name of the output file.<br>Mix ratio and file suffix will be appended to this.</span></i></td></tr>
<tr><td><label for="#merge-format">File format:</label></td><td> <select id="merge-format">
<option value="safetensors">Safetensors (recommended)</option>
<option value="ckpt">CKPT (legacy format)</option>
</select></td>
<td> <i class="fa-solid fa-circle-question help-btn"><span class="simple-tooltip top-left">Use safetensors. It's the better format. Only use ckpt if you want to use<br>the models in legacy software not supporting saftensors.</span></i></td></tr>
</table>
<canvas id="merge-canvas" width="400" height="400"></canvas>
</div>
<div class="merge-buttons">
<button id="merge-button" class="primaryButton">Merge models</button>
</div>
</div>`
/////////////////////// Event Listener
document.addEventListener('tabClick', (e) => {
if (e.detail.name == 'merge') {
console.log('Activate')
let modelList = stableDiffusionModelField.cloneNode(true)
modelList.id = "mergeModelA"
modelList.size = 8
document.querySelector("#mergeModelA").replaceWith(modelList)
modelList = stableDiffusionModelField.cloneNode(true)
modelList.id = "mergeModelB"
modelList.size = 8
document.querySelector("#mergeModelB").replaceWith(modelList)
updateChart()
}
})
document.querySelector('.merge-config').addEventListener('change', updateChart)
document.querySelector('#merge-button').addEventListener('click', async function(e) {
// Build request template
let model0 = document.querySelector('#mergeModelA').value
let model1 = document.querySelector('#mergeModelB').value
let request = { model0: model0, model1: model1 }
request['use_fp16'] = document.querySelector('#merge-fp').value == 'fp16'
let iterations = document.querySelector('#merge-count').value>>0
let start = parseFloat( document.querySelector('#merge-start').value )
let step = parseFloat( document.querySelector('#merge-step').value )
addLogMessage(`start = ${start}%`)
addLogMessage(`step = ${step}%`)
if (start + iterations * (step-1) >= 100) {
addLogMessage('<i>Aborting: maximum ratio is &#8805; 100%</i>')
addLogMessage('Reduce the number of steps or the step size')
addLogSeparator()
document.querySelector('#merge-count').focus()
return
}
if (document.querySelector('#merge-filename').value == "") {
addLogMessage('<i>Aborting: No output file name specified</i>')
addLogSeparator()
document.querySelector('#merge-filename').focus()
return
}
// Disable merge button
e.target.disabled=true
e.target.classList.add('disabled')
let cursor = $("body").css("cursor");
let label = document.querySelector('#merge-button').innerHTML
$("body").css("cursor", "progress");
document.querySelector('#merge-button').innerHTML = 'Merging models ...'
addLogMessage("Merging models")
addLogMessage("Model A: "+model0)
addLogMessage("Model B: "+model1)
// Batch main loop
for (let i=0; i<iterations; i++) {
let alpha = ( start + i * step ) / 100
addLogMessage(`merging batch job ${i+1}/${iterations}, alpha = ${alpha}...`)
request['out_path'] = document.querySelector('#merge-filename').value
request['out_path'] += '-' +alpha+ '.' + document.querySelector('#merge-format').value
addLogMessage(`&nbsp;&nbsp;filename: ${request['out_path']}`)
switch (document.querySelector('#merge-interpolation').value) {
case 'SmoothStep':
alpha = smoothstep(alpha)
break
case 'SmootherStep':
alpha = smootherstep(alpha)
break
case 'SmoothestStep':
alpha = smootheststep(alpha)
break
}
request['ratio'] = alpha
let res = await fetch('/model/merge', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify(request) })
const data = await res.json();
addLogMessage(JSON.stringify(data))
}
addLogMessage("<b>Done.</b> The models have been saved to your <tt>models/stable-diffusion</tt> folder.")
addLogSeparator()
// Re-enable merge button
$("body").css("cursor", cursor);
document.querySelector('#merge-button').innerHTML = label
e.target.disabled=false
e.target.classList.remove('disabled')
// Update model list
stableDiffusionModelField.innerHTML = ''
vaeModelField.innerHTML = ''
hypernetworkModelField.innerHTML = ''
await getModels()
})
})()