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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>MCMC_WALKER.exe // NEURAL SAMPLER v2.077</title>
<style>
@import url('https://fonts.googleapis.com/css2?family=Orbitron:wght@400;700;900&family=Share+Tech+Mono&display=swap');
* {
box-sizing: border-box;
}
body {
margin: 0;
padding: 20px;
background-color: #0a0a0f;
color: #eee;
font-family: 'Share Tech Mono', monospace;
display: flex;
flex-direction: column;
align-items: center;
min-height: 100vh;
overflow-x: hidden;
position: relative;
}
/* Scanline overlay */
body::before {
content: "";
position: fixed;
top: 0;
left: 0;
width: 100%;
height: 100%;
background: repeating-linear-gradient(
0deg,
rgba(0, 0, 0, 0.15),
rgba(0, 0, 0, 0.15) 1px,
transparent 1px,
transparent 2px
);
pointer-events: none;
z-index: 1000;
}
/* Grid background */
body::after {
content: "";
position: fixed;
top: 0;
left: 0;
width: 100%;
height: 100%;
background-image:
linear-gradient(rgba(255, 0, 128, 0.03) 1px, transparent 1px),
linear-gradient(90deg, rgba(255, 0, 128, 0.03) 1px, transparent 1px);
background-size: 50px 50px;
pointer-events: none;
z-index: -1;
}
h1 {
margin: 0;
font-family: 'Orbitron', sans-serif;
font-weight: 900;
font-size: 1.5rem;
letter-spacing: 4px;
text-transform: uppercase;
background: linear-gradient(90deg, #ff0080, #00ffff, #ff0080);
background-size: 200% auto;
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
animation: gradient-shift 3s linear infinite;
text-shadow: 0 0 30px rgba(255, 0, 128, 0.5);
}
@keyframes gradient-shift {
0% { background-position: 0% center; }
100% { background-position: 200% center; }
}
.subtitle {
color: #00ffff;
font-size: 0.75rem;
margin-bottom: 10px;
letter-spacing: 3px;
opacity: 0.7;
}
/* Info Banner */
.info-banner {
width: 100%;
max-width: 1000px;
background: linear-gradient(90deg, rgba(0, 255, 255, 0.1), rgba(255, 0, 128, 0.1));
border: 1px solid rgba(0, 255, 255, 0.3);
padding: 12px 20px;
margin-bottom: 15px;
font-size: 0.8rem;
color: #aaa;
line-height: 1.5;
position: relative;
}
.info-banner::before {
content: "◈ PROTOCOL";
position: absolute;
top: -8px;
left: 15px;
background: #0a0a0f;
padding: 0 8px;
font-size: 0.6rem;
color: #ff0080;
letter-spacing: 2px;
}
.info-banner strong {
color: #00ffff;
}
.info-banner em {
color: #ff0080;
font-style: normal;
}
.container {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 20px;
width: 100%;
max-width: 1000px;
flex-grow: 1;
max-height: 450px;
}
.panel {
background: linear-gradient(135deg, rgba(10, 10, 20, 0.95), rgba(20, 10, 30, 0.95));
border: 1px solid #ff0080;
border-radius: 0;
display: flex;
flex-direction: column;
position: relative;
box-shadow:
0 0 20px rgba(255, 0, 128, 0.3),
inset 0 0 60px rgba(255, 0, 128, 0.05);
clip-path: polygon(0 10px, 10px 0, 100% 0, 100% calc(100% - 10px), calc(100% - 10px) 100%, 0 100%);
}
.panel::before {
content: "";
position: absolute;
top: 0;
left: 0;
right: 0;
height: 2px;
background: linear-gradient(90deg, transparent, #ff0080, #00ffff, #ff0080, transparent);
animation: scan-line 2s linear infinite;
}
@keyframes scan-line {
0% { opacity: 1; }
50% { opacity: 0.5; }
100% { opacity: 1; }
}
.panel-header {
padding: 8px 15px;
background: linear-gradient(90deg, rgba(255, 0, 128, 0.2), rgba(0, 255, 255, 0.1));
border-bottom: 1px solid rgba(255, 0, 128, 0.5);
font-size: 0.75rem;
display: flex;
justify-content: space-between;
align-items: center;
text-transform: uppercase;
letter-spacing: 2px;
}
.panel-header span:first-child {
color: #ff0080;
text-shadow: 0 0 10px rgba(255, 0, 128, 0.8);
}
/* Panel description overlay */
.panel-desc {
position: absolute;
bottom: 0;
left: 0;
right: 0;
background: linear-gradient(transparent, rgba(0, 0, 0, 0.95));
padding: 30px 12px 10px 12px;
font-size: 0.65rem;
color: #888;
pointer-events: none;
z-index: 5;
line-height: 1.4;
}
.panel-desc .highlight {
color: #00ffff;
}
.panel-desc .action {
color: #ff0080;
}
canvas {
flex-grow: 1;
width: 100%;
height: 100%;
cursor: crosshair;
touch-action: none;
background: #050508;
}
/* Controls */
.controls {
margin-top: 15px;
display: flex;
gap: 15px;
background: linear-gradient(135deg, rgba(20, 10, 30, 0.9), rgba(10, 20, 30, 0.9));
padding: 15px 25px;
border: 1px solid rgba(0, 255, 255, 0.3);
align-items: center;
flex-wrap: wrap;
justify-content: center;
position: relative;
clip-path: polygon(10px 0, calc(100% - 10px) 0, 100% 10px, 100% 100%, 0 100%, 0 10px);
}
.controls::before {
content: "// CONTROL_MATRIX";
position: absolute;
top: -10px;
left: 20px;
background: #0a0a0f;
padding: 0 10px;
font-size: 0.65rem;
color: #00ffff;
letter-spacing: 2px;
}
button {
background: linear-gradient(135deg, rgba(255, 0, 128, 0.2), rgba(255, 0, 128, 0.1));
color: #ff0080;
border: 1px solid #ff0080;
padding: 10px 20px;
cursor: pointer;
font-weight: 600;
font-size: 0.75rem;
transition: all 0.3s;
font-family: 'Orbitron', sans-serif;
text-transform: uppercase;
letter-spacing: 2px;
position: relative;
overflow: hidden;
clip-path: polygon(5px 0, 100% 0, 100% calc(100% - 5px), calc(100% - 5px) 100%, 0 100%, 0 5px);
}
button::before {
content: "";
position: absolute;
top: 0;
left: -100%;
width: 100%;
height: 100%;
background: linear-gradient(90deg, transparent, rgba(255, 0, 128, 0.4), transparent);
transition: left 0.5s;
}
button:hover {
background: linear-gradient(135deg, rgba(255, 0, 128, 0.4), rgba(255, 0, 128, 0.2));
box-shadow: 0 0 20px rgba(255, 0, 128, 0.5), inset 0 0 20px rgba(255, 0, 128, 0.1);
text-shadow: 0 0 10px #ff0080;
}
button:hover::before {
left: 100%;
}
button.primary {
background: linear-gradient(135deg, rgba(0, 255, 255, 0.3), rgba(0, 255, 255, 0.1));
color: #00ffff;
border-color: #00ffff;
}
button.primary:hover {
background: linear-gradient(135deg, rgba(0, 255, 255, 0.5), rgba(0, 255, 255, 0.2));
box-shadow: 0 0 20px rgba(0, 255, 255, 0.5), inset 0 0 20px rgba(0, 255, 255, 0.1);
text-shadow: 0 0 10px #00ffff;
}
button.preset {
padding: 6px 12px;
font-size: 0.6rem;
background: linear-gradient(135deg, rgba(128, 0, 255, 0.2), rgba(128, 0, 255, 0.1));
color: #a855f7;
border-color: #a855f7;
}
button.preset:hover {
background: linear-gradient(135deg, rgba(128, 0, 255, 0.4), rgba(128, 0, 255, 0.2));
box-shadow: 0 0 15px rgba(128, 0, 255, 0.5);
}
.stat-val {
color: #00ffff;
font-family: 'Share Tech Mono', monospace;
text-shadow: 0 0 10px rgba(0, 255, 255, 0.8);
}
/* Stats Display */
#stats-output {
margin-top: 15px;
width: 100%;
max-width: 1000px;
background: linear-gradient(135deg, rgba(10, 10, 20, 0.95), rgba(20, 10, 30, 0.95));
border: 1px solid #00ffff;
padding: 12px 20px;
font-size: 0.8rem;
color: #ddd;
min-height: 50px;
display: flex;
align-items: center;
gap: 25px;
position: relative;
clip-path: polygon(0 0, calc(100% - 10px) 0, 100% 10px, 100% 100%, 10px 100%, 0 calc(100% - 10px));
box-shadow: 0 0 20px rgba(0, 255, 255, 0.2);
flex-wrap: wrap;
}
#stats-output::before {
content: "";
position: absolute;
bottom: 0;
left: 0;
right: 0;
height: 2px;
background: linear-gradient(90deg, #00ffff, #ff0080, #00ffff);
animation: pulse-line 1.5s ease-in-out infinite;
}
@keyframes pulse-line {
0%, 100% { opacity: 0.5; }
50% { opacity: 1; }
}
.stats-label {
font-family: 'Orbitron', sans-serif;
font-weight: bold;
color: #ff0080;
margin-right: 10px;
font-size: 0.65rem;
text-transform: uppercase;
letter-spacing: 2px;
white-space: nowrap;
text-shadow: 0 0 10px rgba(255, 0, 128, 0.8);
}
.stat-item {
display: flex;
align-items: center;
gap: 6px;
}
.stat-item span:first-child {
color: #666;
font-size: 0.7rem;
text-transform: uppercase;
letter-spacing: 1px;
}
.stat-item .stat-val {
min-width: 50px;
}
.stat-item.good .stat-val { color: #22c55e; text-shadow: 0 0 10px rgba(34, 197, 94, 0.8); }
.stat-item.warn .stat-val { color: #eab308; text-shadow: 0 0 10px rgba(234, 179, 8, 0.8); }
.stat-item.bad .stat-val { color: #ef4444; text-shadow: 0 0 10px rgba(239, 68, 68, 0.8); }
/* Sliders */
.slider-group {
display: flex;
flex-direction: column;
align-items: center;
gap: 4px;
font-size: 0.6rem;
color: #888;
text-transform: uppercase;
letter-spacing: 1px;
}
.slider-group .slider-label {
display: flex;
justify-content: space-between;
width: 100%;
color: #666;
}
.slider-group .slider-value {
color: #00ffff;
font-size: 0.7rem;
}
input[type="range"] {
-webkit-appearance: none;
width: 80px;
height: 4px;
background: linear-gradient(90deg, #ff0080, #00ffff);
border-radius: 0;
outline: none;
}
input[type="range"]::-webkit-slider-thumb {
-webkit-appearance: none;
width: 12px;
height: 20px;
background: #00ffff;
cursor: pointer;
box-shadow: 0 0 10px #00ffff;
clip-path: polygon(50% 0%, 100% 25%, 100% 75%, 50% 100%, 0% 75%, 0% 25%);
}
input[type="range"]::-moz-range-thumb {
width: 12px;
height: 20px;
background: #00ffff;
cursor: pointer;
border: none;
box-shadow: 0 0 10px #00ffff;
}
.divider {
width: 1px;
height: 30px;
background: linear-gradient(180deg, transparent, #ff0080, transparent);
margin: 0 5px;
}
/* Glitch effect for title on hover */
h1:hover {
animation: glitch 0.3s infinite;
}
@keyframes glitch {
0% { transform: translate(0); }
20% { transform: translate(-2px, 2px); }
40% { transform: translate(-2px, -2px); }
60% { transform: translate(2px, 2px); }
80% { transform: translate(2px, -2px); }
100% { transform: translate(0); }
}
/* Corner decorations */
.corner-decor {
position: fixed;
width: 80px;
height: 80px;
pointer-events: none;
opacity: 0.3;
}
.corner-decor.top-left {
top: 10px;
left: 10px;
border-top: 2px solid #ff0080;
border-left: 2px solid #ff0080;
}
.corner-decor.top-right {
top: 10px;
right: 10px;
border-top: 2px solid #00ffff;
border-right: 2px solid #00ffff;
}
.corner-decor.bottom-left {
bottom: 10px;
left: 10px;
border-bottom: 2px solid #00ffff;
border-left: 2px solid #00ffff;
}
.corner-decor.bottom-right {
bottom: 10px;
right: 10px;
border-bottom: 2px solid #ff0080;
border-right: 2px solid #ff0080;
}
/* Tooltip styles */
.tooltip {
position: relative;
cursor: help;
border-bottom: 1px dotted #666;
}
.tooltip:hover::after {
content: attr(data-tip);
position: absolute;
bottom: 100%;
left: 50%;
transform: translateX(-50%);
background: rgba(0, 0, 0, 0.95);
border: 1px solid #00ffff;
padding: 8px 12px;
font-size: 0.7rem;
white-space: nowrap;
z-index: 100;
color: #ddd;
}
@media (max-width: 700px) {
.container { grid-template-columns: 1fr; max-height: none; }
.panel { min-height: 300px; }
#stats-output { flex-wrap: wrap; gap: 15px; }
.controls { gap: 10px; }
.info-banner { font-size: 0.7rem; }
}
</style>
</head>
<body>
<div class="corner-decor top-left"></div>
<div class="corner-decor top-right"></div>
<div class="corner-decor bottom-left"></div>
<div class="corner-decor bottom-right"></div>
<h1>MCMC_WALKER.exe</h1>
<p class="subtitle">// NEURAL PROBABILITY SAMPLER v2.077</p>
<!-- Info Banner -->
<div class="info-banner">
<strong>Draw a probability landscape</strong> on the left — <em>brightness = probability</em>.
The walker on the right uses <strong>Metropolis-Hastings</strong> to sample from your distribution.
It visits bright regions more often, reconstructing your drawing through random exploration!
</div>
<div class="container">
<!-- Input Canvas -->
<div class="panel">
<div class="panel-header">
<span>◈ Target_Distribution</span>
<div style="display:flex; gap:5px;">
<button class="preset" onclick="loadPreset('hex')">Hex</button>
<button class="preset" onclick="loadPreset('gaussian')">Gauss</button>
<button class="preset" onclick="loadPreset('rings')">Rings</button>
<button onclick="clearCanvas()" style="padding:4px 10px; font-size:0.6rem;">Purge</button>
</div>
</div>
<canvas id="canvas-target"></canvas>
<div class="panel-desc">
<span class="action">DRAW</span> to define probability density.
<span class="highlight">Brighter = Higher probability</span>.
The walker will spend more time in bright regions.
</div>
</div>
<!-- Output Simulation -->
<div class="panel">
<div class="panel-header">
<span>◈ MCMC_Reconstruction</span>
<span class="stat-val" id="step-count">CYCLES: 0</span>
</div>
<canvas id="canvas-sim"></canvas>
<div class="panel-desc">
<span class="highlight">LIVE SAMPLING</span> — Walker proposes random jumps,
accepts moves to brighter areas, sometimes rejects moves to darker regions.
Trail reveals the underlying distribution!
</div>
</div>
</div>
<!-- Stats Display -->
<div id="stats-output">
<span class="stats-label">◈ Telemetry</span>
<div class="stat-item" id="stat-accept">
<span class="tooltip" data-tip="Ideal: 20-50%. Too high = slow exploration. Too low = stuck.">Accept:</span>
<span class="stat-val" id="accept-rate">0%</span>
</div>
<div class="stat-item">
<span class="tooltip" data-tip="Current (X, Y) coordinates of the walker">Position:</span>
<span class="stat-val" id="walker-pos">[0, 0]</span>
</div>
<div class="stat-item">
<span class="tooltip" data-tip="Brightness at current position (0-255). Higher = more probable">Density:</span>
<span class="stat-val" id="current-density">0</span>
</div>
<div class="stat-item">
<span class="tooltip" data-tip="Estimated time to explore full distribution">Coverage:</span>
<span class="stat-val" id="coverage">0%</span>
</div>
</div>
<div class="controls">
<button class="primary" onclick="resetWalker()">↻ Reset</button>
<button onclick="togglePause()"><span id="pause-btn">⏸ Halt</span></button>
<div class="divider"></div>
<div class="slider-group">
<div class="slider-label">
<span>Brush</span>
<span class="slider-value" id="brush-val">20</span>
</div>
<input type="range" id="brush-size" min="5" max="50" value="20">
</div>
<div class="slider-group">
<div class="slider-label">
<span class="tooltip" data-tip="Steps per frame — higher = faster sampling">Speed</span>
<span class="slider-value" id="speed-val">50</span>
</div>
<input type="range" id="speed" min="10" max="200" value="50">
</div>
<div class="slider-group">
<div class="slider-label">
<span class="tooltip" data-tip="Proposal distance — affects acceptance rate">Jump</span>
<span class="slider-value" id="jump-val">10</span>
</div>
<input type="range" id="jump-size" min="2" max="30" value="10">
</div>
</div>
<script>
// --- Setup ---
const cvsTarget = document.getElementById('canvas-target');
const ctxTarget = cvsTarget.getContext('2d', { willReadFrequently: true });
const cvsSim = document.getElementById('canvas-sim');
const ctxSim = cvsSim.getContext('2d');
let width, height;
let isDrawing = false;
let brushSize = 20;
let stepSize = 50;
let jumpSize = 10;
let pixelData = null;
let isPaused = false;
// Walker State
let walker = { x: 0, y: 0 };
let totalSteps = 0;
let acceptedSteps = 0;
// Coverage tracking
let visitedCells = new Set();
let totalTargetCells = 0;
// Trail history for glow effect
let trailHistory = [];
const maxTrailHistory = 500;
// --- Canvas Handling ---
function resize() {
const rect = cvsTarget.parentElement.getBoundingClientRect();
width = rect.width;
height = rect.height - 70; // Account for header and description
cvsTarget.width = width;
cvsTarget.height = height;
cvsSim.width = width;
cvsSim.height = height;
ctxTarget.fillStyle = '#050508';
ctxTarget.fillRect(0, 0, width, height);
ctxSim.fillStyle = '#050508';
ctxSim.fillRect(0, 0, width, height);
loadPreset('hex');
}
function loadPreset(type) {
ctxTarget.fillStyle = '#050508';
ctxTarget.fillRect(0, 0, width, height);
const cx = width / 2;
const cy = height / 2;
ctxTarget.shadowBlur = 20;
if (type === 'hex') {
// Hexagon with inner triangle
const r = height / 3;
ctxTarget.strokeStyle = '#ff0080';
ctxTarget.shadowColor = '#ff0080';
ctxTarget.lineWidth = 15;
ctxTarget.lineCap = 'square';
ctxTarget.beginPath();
for (let i = 0; i < 6; i++) {
const angle = (i * Math.PI / 3) - Math.PI / 2;
const x = cx + r * Math.cos(angle);
const y = cy + r * Math.sin(angle);
if (i === 0) ctxTarget.moveTo(x, y);
else ctxTarget.lineTo(x, y);
}
ctxTarget.closePath();
ctxTarget.stroke();
// Inner triangle
ctxTarget.strokeStyle = '#00ffff';
ctxTarget.shadowColor = '#00ffff';
ctxTarget.lineWidth = 10;
ctxTarget.beginPath();
for (let i = 0; i < 3; i++) {
const angle = (i * 2 * Math.PI / 3) - Math.PI / 2;
const x = cx + (r * 0.5) * Math.cos(angle);
const y = cy + (r * 0.5) * Math.sin(angle);
if (i === 0) ctxTarget.moveTo(x, y);
else ctxTarget.lineTo(x, y);
}
ctxTarget.closePath();
ctxTarget.stroke();
// Center dot
ctxTarget.fillStyle = '#ffffff';
ctxTarget.shadowColor = '#ffffff';
ctxTarget.beginPath();
ctxTarget.arc(cx, cy, 8, 0, Math.PI * 2);
ctxTarget.fill();
} else if (type === 'gaussian') {
// Bivariate Gaussian blob
const imgData = ctxTarget.createImageData(width, height);
const sigma = height / 4;
for (let y = 0; y < height; y++) {
for (let x = 0; x < width; x++) {
const dx = x - cx;
const dy = y - cy;
const val = Math.exp(-(dx*dx + dy*dy) / (2 * sigma * sigma));
const intensity = Math.floor(val * 255);
const idx = (y * width + x) * 4;
imgData.data[idx] = intensity;
imgData.data[idx + 1] = Math.floor(intensity * 0.5);
imgData.data[idx + 2] = intensity;
imgData.data[idx + 3] = 255;
}
}
ctxTarget.putImageData(imgData, 0, 0);
} else if (type === 'rings') {
// Concentric rings - multimodal
ctxTarget.lineWidth = 12;
const colors = ['#ff0080', '#00ffff', '#a855f7', '#22c55e'];
const radii = [height * 0.4, height * 0.28, height * 0.16];
radii.forEach((r, i) => {
ctxTarget.strokeStyle = colors[i % colors.length];
ctxTarget.shadowColor = colors[i % colors.length];
ctxTarget.beginPath();
ctxTarget.arc(cx, cy, r, 0, Math.PI * 2);
ctxTarget.stroke();
});
// Center
ctxTarget.fillStyle = '#ffffff';
ctxTarget.shadowColor = '#ffffff';
ctxTarget.beginPath();
ctxTarget.arc(cx, cy, 6, 0, Math.PI * 2);
ctxTarget.fill();
}
ctxTarget.shadowBlur = 0;
updatePixelCache();
resetWalker();
}
function clearCanvas() {
ctxTarget.fillStyle = '#050508';
ctxTarget.fillRect(0, 0, width, height);
ctxSim.fillStyle = '#050508';
ctxSim.fillRect(0, 0, width, height);
trailHistory = [];
visitedCells = new Set();
updatePixelCache();
resetWalker();
}
// --- Interaction ---
function startDraw(e) {
isDrawing = true;
draw(e);
}
function endDraw() {
if (isDrawing) {
isDrawing = false;
updatePixelCache();
}
}
function draw(e) {
if (!isDrawing) return;
const rect = cvsTarget.getBoundingClientRect();
const clientX = e.touches ? e.touches[0].clientX : e.clientX;
const clientY = e.touches ? e.touches[0].clientY : e.clientY;
const x = clientX - rect.left;
const y = clientY - rect.top;
// Neon glow brush
const gradient = ctxTarget.createRadialGradient(x, y, 0, x, y, brushSize);
gradient.addColorStop(0, '#ffffff');
gradient.addColorStop(0.3, '#ff0080');
gradient.addColorStop(0.7, '#ff008080');
gradient.addColorStop(1, 'transparent');
ctxTarget.fillStyle = gradient;
ctxTarget.beginPath();
ctxTarget.arc(x, y, brushSize, 0, Math.PI * 2);
ctxTarget.fill();
}
function togglePause() {
isPaused = !isPaused;
document.getElementById('pause-btn').textContent = isPaused ? '▶ Run' : '⏸ Halt';
}
// Event Listeners
window.addEventListener('resize', resize);
cvsTarget.addEventListener('mousedown', startDraw);
window.addEventListener('mouseup', endDraw);
cvsTarget.addEventListener('mousemove', draw);
cvsTarget.addEventListener('touchstart', (e) => { e.preventDefault(); startDraw(e); }, { passive: false });
window.addEventListener('touchend', endDraw);
cvsTarget.addEventListener('touchmove', (e) => { e.preventDefault(); draw(e); }, { passive: false });
document.getElementById('brush-size').addEventListener('input', e => {
brushSize = parseInt(e.target.value);
document.getElementById('brush-val').textContent = brushSize;
});
document.getElementById('speed').addEventListener('input', e => {
stepSize = parseInt(e.target.value);
document.getElementById('speed-val').textContent = stepSize;
});
document.getElementById('jump-size').addEventListener('input', e => {
jumpSize = parseInt(e.target.value);
document.getElementById('jump-val').textContent = jumpSize;
});
// --- MCMC Logic ---
function updatePixelCache() {
const imgData = ctxTarget.getImageData(0, 0, width, height);
pixelData = new Uint8Array(width * height);
totalTargetCells = 0;
for (let i = 0; i < pixelData.length; i++) {
// Use max of RGB for brightness
const r = imgData.data[i * 4];
const g = imgData.data[i * 4 + 1];
const b = imgData.data[i * 4 + 2];
const val = Math.max(r, g, b);
pixelData[i] = Math.max(1, val);
if (val > 20) totalTargetCells++;
}
}
function getDensity(x, y) {
if (x < 0 || x >= width || y < 0 || y >= height) return 0;
const idx = Math.floor(y) * width + Math.floor(x);
return pixelData[idx];
}
function resetWalker() {
// Start in center
walker.x = width / 2;
walker.y = height / 2;
totalSteps = 0;
acceptedSteps = 0;
trailHistory = [];
visitedCells = new Set();
ctxSim.fillStyle = '#050508';
ctxSim.fillRect(0, 0, width, height);
}
function metropolisStep() {
// Propose a random jump
const propX = walker.x + (Math.random() - 0.5) * jumpSize * 2;
const propY = walker.y + (Math.random() - 0.5) * jumpSize * 2;
const pCurrent = getDensity(walker.x, walker.y);
const pProp = getDensity(propX, propY);
// Metropolis-Hastings acceptance ratio
const ratio = pProp / pCurrent;
// Accept if ratio >= 1 OR with probability = ratio
if (ratio >= 1 || Math.random() < ratio) {
walker.x = propX;
walker.y = propY;
return true;
}
return false;
}
// --- Animation ---
function loop() {
if (pixelData && !isPaused) {
// Subtle fade effect for trail
ctxSim.fillStyle = 'rgba(5, 5, 8, 0.03)';
ctxSim.fillRect(0, 0, width, height);
let accepted = 0;
for (let i = 0; i < stepSize; i++) {
if (metropolisStep()) accepted++;
const dx = Math.min(width - 1, Math.max(0, walker.x));
const dy = Math.min(height - 1, Math.max(0, walker.y));
// Track coverage
const cellKey = `${Math.floor(dx/5)},${Math.floor(dy/5)}`;
if (getDensity(dx, dy) > 20) {
visitedCells.add(cellKey);
}
// Add to trail history
trailHistory.push({ x: dx, y: dy });
if (trailHistory.length > maxTrailHistory) {
trailHistory.shift();
}
totalSteps++;
}
acceptedSteps += accepted;
// Draw trail with color gradient based on age
for (let i = 0; i < trailHistory.length; i++) {
const point = trailHistory[i];
const alpha = (i / trailHistory.length) * 0.8;
const hue = (totalSteps * 0.01 + i * 0.5) % 360;
// Outer glow
ctxSim.fillStyle = `hsla(${hue}, 100%, 50%, ${alpha * 0.3})`;
ctxSim.beginPath();
ctxSim.arc(point.x, point.y, 4, 0, Math.PI * 2);
ctxSim.fill();
// Core
ctxSim.fillStyle = `hsla(${hue}, 100%, 70%, ${alpha})`;
ctxSim.beginPath();
ctxSim.arc(point.x, point.y, 2, 0, Math.PI * 2);
ctxSim.fill();
}
// Draw current walker with bright glow
const wx = Math.min(width - 1, Math.max(0, walker.x));
const wy = Math.min(height - 1, Math.max(0, walker.y));
ctxSim.shadowColor = '#00ffff';
ctxSim.shadowBlur = 15;
ctxSim.fillStyle = '#ffffff';
ctxSim.beginPath();
ctxSim.arc(wx, wy, 4, 0, Math.PI * 2);
ctxSim.fill();
ctxSim.shadowBlur = 0;
// Update stats
document.getElementById('step-count').innerText = `CYCLES: ${totalSteps.toLocaleString()}`;
const acceptRate = totalSteps > 0 ? (acceptedSteps / totalSteps) * 100 : 0;
document.getElementById('accept-rate').innerText = `${acceptRate.toFixed(1)}%`;
// Color-code acceptance rate
const statAccept = document.getElementById('stat-accept');
statAccept.className = 'stat-item';
if (acceptRate >= 20 && acceptRate <= 50) {
statAccept.classList.add('good');
} else if (acceptRate > 50 && acceptRate <= 70) {
statAccept.classList.add('warn');
} else {
statAccept.classList.add('bad');
}
document.getElementById('walker-pos').innerText =
`[${Math.round(walker.x)}, ${Math.round(walker.y)}]`;
document.getElementById('current-density').innerText =
getDensity(walker.x, walker.y);
// Coverage estimate
const coverage = totalTargetCells > 0
? Math.min(100, (visitedCells.size / (totalTargetCells / 25)) * 100)
: 0;
document.getElementById('coverage').innerText = `${coverage.toFixed(0)}%`;
}
requestAnimationFrame(loop);
}
// Initialize
setTimeout(() => {
resize();
loop();
}, 100);
</script>
</body>
</html>