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+<!DOCTYPE html>
+<html>
+<head>
+ <meta charset="utf-8">
+ <meta name="generator" content="pandoc">
+ <meta name="author" content="JP Appel">
+ <meta name="author" content="David Marrero">
+ <title>HPC Complex Fractal Generation</title>
+ <meta name="apple-mobile-web-app-capable" content="yes">
+ <meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
+ <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
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+ <link rel="stylesheet" href="https://unpkg.com/reveal.js@^4//dist/reveal.css">
+ <style>
+ .reveal .sourceCode { /* see #7635 */
+ overflow: visible;
+ }
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+ span.smallcaps{font-variant: small-caps;}
+ span.underline{text-decoration: underline;}
+ div.column{display: inline-block; vertical-align: top; width: 50%;}
+ div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
+ ul.task-list{list-style: none;}
+ .display.math{display: block; text-align: center; margin: 0.5rem auto;}
+ </style>
+ <link rel="stylesheet" href="https://unpkg.com/reveal.js@^4//dist/theme/black.css" id="theme">
+</head>
+<body>
+ <div class="reveal">
+ <div class="slides">
+
+<section id="title-slide">
+ <h1 class="title">HPC Complex Fractal Generation</h1>
+ <p class="author">JP Appel</p>
+ <p class="author">David Marrero</p>
+</section>
+
+<section>
+<section id="prerequisite-knowledge" class="title-slide slide level1">
+<h1>Prerequisite Knowledge</h1>
+
+</section>
+<section id="complex-numbers" class="slide level2">
+<h2>Complex Numbers</h2>
+<p><span class="math display"><em>i</em><sup>2</sup> =  − 1</span> <span
+class="math display"><em>z</em> = <em>x</em> + <em>i</em><em>y</em></span></p>
+<aside class="notes">
+<ul>
+<li>complex numbers are an extension of real numbers, stemming from the
+square root of <span class="math inline"> − 1</span></li>
+<li>a complex number is just a pair of two real numbers (x,y) with
+different ways to add and multiply</li>
+<li>in computer science we model real numbers with a single float or
+double, so we will need 2 floats or doubles to model a complex
+number</li>
+</ul>
+</aside>
+<div class="fragment">
+<h3 id="addition">Addition</h3>
+<p><span
+class="math display"><em>z</em><sub>1</sub> + <em>z</em><sub>2</sub> = (<em>x</em><sub>1</sub>+<em>x</em><sub>2</sub>) + <em>i</em>(<em>y</em><sub>1</sub>+<em>y</em><sub>2</sub>)</span></p>
+<aside class="notes">
+<ul>
+<li>addition behaves as you expect</li>
+<li>multiplication involves multiplying then distributing, and using the
+fact that <span
+class="math inline"><em>i</em><sup>2</sup> =  − 1</span></li>
+<li>so adding two complex numbers is 2 float additions</li>
+<li>and multiplying them is 4 multiplications and 2 additions</li>
+</ul>
+</aside>
+<h3 id="multiplication">Multiplication</h3>
+<p><span
+class="math display"><em>z</em><sub>1</sub><em>z</em><sub>2</sub> = (<em>x</em><sub>1</sub><em>x</em><sub>2</sub>−<em>y</em><sub>1</sub><em>y</em><sub>2</sub>) + <em>i</em>(<em>x</em><sub>1</sub><em>y</em><sub>2</sub>+<em>x</em><sub>2</sub><em>y</em><sub>1</sub>)</span></p>
+</div>
+</section>
+<section id="what-is-the-mandelbrot-set" class="slide level2">
+<h2>What is the Mandelbrot Set</h2>
+<div class="fragment">
+<p><span
+class="math display"><em>z</em><sub><em>n</em></sub> = <em>z</em><sub><em>n</em> − 1</sub><sup>2</sup> + <em>z</em><sub>0</sub></span></p>
+<aside class="notes">
+<ul>
+<li>this sequence is used to generate the mandelbrot set</li>
+<li>if for some complex number <span
+class="math inline"><em>z</em><sub>0</sub></span> the sequence remains
+bounded as it <span class="math inline"><em>n</em></span> approaches
+infinity then <span class="math inline"><em>z</em><sub>0</sub></span>
+lies within the mandelbrot set</li>
+<li>there are many recursive sequences related to this, where you modify
+that happens with the recursive term</li>
+</ul>
+</aside>
+</div>
+</section>
+<section id="fractals" class="slide level2">
+<h2>Fractals</h2>
+<div class="columns">
+<div class="column" style="width:40%;">
+<ul>
+<li>infinite self-similar geometric shape</li>
+<li>have “fractional dimension”</li>
+</ul>
+</div><div class="column" style="width:60%;">
+<figure>
+<img
+data-src="https://upload.wikimedia.org/wikipedia/commons/thumb/4/45/Sierpinski_triangle.svg/1920px-Sierpinski_triangle.svg.png"
+style="width:80.0%" alt="Sripenski Triangle" />
+<figcaption aria-hidden="true">Sripenski Triangle</figcaption>
+</figure>
+</div>
+</div>
+<div class="fragment">
+<p>The Mandelbrot set is a fractal in the complex plane</p>
+<aside class="notes">
+<ul>
+<li>fractals are a infinite self-similar geometric shape</li>
+<li>so if you zoom in on any one part it will look like the entire
+object</li>
+<li>the Sripenski triangle is an example of a fractal</li>
+<li>the mandelbrot set forms a fractal in the complex plane</li>
+</ul>
+</aside>
+</div>
+</section>
+<section id="fractal-in-nature" class="slide level2">
+<h2>Fractal in Nature</h2>
+<figure>
+<img
+data-src="https://www.rocketgardens.co.uk/wp-content/uploads/2016/02/Cauliflower20Romanesco.jpg"
+style="width:50.0%" alt="Romanesco Cauliflower" />
+<figcaption aria-hidden="true">Romanesco Cauliflower</figcaption>
+</figure>
+<aside class="notes">
+<ul>
+<li>fractals often show up in nature</li>
+</ul>
+</aside>
+</section>
+<section id="escape-time-algorithm" class="slide level2">
+<h2>Escape Time Algorithm</h2>
+<div>
+<ul>
+<li class="fragment">Inputs
+<ul>
+<li class="fragment">Maximum Number of iterations</li>
+<li class="fragment">Upper bound</li>
+</ul></li>
+</ul>
+<ol type="1">
+<li class="fragment">Create a grid of points to sample</li>
+<li class="fragment">For each point in the sample space
+<ol type="1">
+<li class="fragment">Compute the next term in the sequence</li>
+<li class="fragment">if greater than the upper bound return the number
+of iterations</li>
+<li class="fragment">else repeat until the maximum number of iterations
+and return</li>
+</ol></li>
+</ol>
+</div>
+<aside class="notes">
+<ul>
+<li>to compute the complex sets we used an escape time algorithm</li>
+<li>in general it takes in a maximum number of iterations, an initial
+value, and an upper bound</li>
+<li>the escape time algorithm is as follows (read of the slides)</li>
+<li>note that each sampled point is completely independent of any other
+point
+<ul>
+<li>this hints to us that the problem will parallelize well</li>
+</ul></li>
+<li>for most of the sets we looked at, there is a proven bound
+<ul>
+<li>ie if the sequence is ever larger than a value we know it
+diverges</li>
+</ul></li>
+</ul>
+</aside>
+</section></section>
+<section>
+<section id="implementation" class="title-slide slide level1">
+<h1>Implementation</h1>
+
+</section>
+<section id="program-structure" class="slide level2">
+<h2>Program Structure</h2>
+<p><img data-src="diagram.png" /></p>
+<aside class="notes">
+<ul>
+<li>the translation units are roughly as pictured here</li>
+<li>black ellipses are for serial code, color is for parallel</li>
+<li>each version of the program fills in an array with the number of
+iterations it took the sequence to grow too large</li>
+<li>that array along with some extra data is a grid object, which can be
+serialized and deserialized</li>
+<li>the main fractals unit handles cli argument parsing for the sampling
+resolution, fractal type etc</li>
+<li>a separate renderer program handles creating images from the
+<code>.grid</code> file</li>
+<li>the <code>.grid</code> file format is really simple, it’s a magic
+number, the grid dimensions, the maximum number of iterations, the lower
+left and upper right most points of the region, and then the data</li>
+</ul>
+</aside>
+</section>
+<section id="mandelbrot" class="slide level2">
+<h2>Mandelbrot</h2>
+<p><a href="../examples/mandelbrot.png">Image</a></p>
+<aside class="notes">
+<ul>
+<li>when mandelbrot initially tried to have this printed, the printers
+kept removing the “dust” thinking it was an error in their printing
+process</li>
+</ul>
+</aside>
+</section>
+<section id="tricorn" class="slide level2">
+<h2>Tricorn</h2>
+<p><a href="../examples/tricorn.png">Image</a></p>
+</section>
+<section id="burning-ship" class="slide level2">
+<h2>Burning Ship</h2>
+<p><a href="../examples/burning_ship.png">Image</a></p>
+</section>
+<section id="multibrot" class="slide level2">
+<h2>Multibrot</h2>
+<p><a href="../examples/multibrot.png">Image</a></p>
+</section>
+<section id="multicorn" class="slide level2">
+<h2>Multicorn</h2>
+<p><a href="../examples/multicorn.gif">GIF</a></p>
+</section>
+<section id="julia" class="slide level2">
+<h2>Julia</h2>
+<p><a href="../examples/julia.png">Image</a></p>
+</section></section>
+<section>
+<section id="analysis" class="title-slide slide level1">
+<h1>Analysis</h1>
+
+</section>
+<section id="section" class="slide level2">
+<h2></h2>
+<p><a href="../analysis/analysis.html">Interactive Plots</a></p>
+</section></section>
+ </div>
+ </div>
+
+ <script src="https://unpkg.com/reveal.js@^4//dist/reveal.js"></script>
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