pumpkin/rand/distributions/gamma/struct.Gamma.html

154 lines
11 KiB
HTML
Raw Normal View History

2016-05-10 15:03:32 -04:00
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="generator" content="rustdoc">
<meta name="description" content="API documentation for the Rust `Gamma` struct in crate `rand`.">
<meta name="keywords" content="rust, rustlang, rust-lang, Gamma">
<title>rand::distributions::gamma::Gamma - Rust</title>
<link rel="stylesheet" type="text/css" href="../../../rustdoc.css">
<link rel="stylesheet" type="text/css" href="../../../main.css">
<link rel="shortcut icon" href="https://www.rust-lang.org/favicon.ico">
</head>
<body class="rustdoc">
<!--[if lte IE 8]>
<div class="warning">
This old browser is unsupported and will most likely display funky
things.
</div>
<![endif]-->
<nav class="sidebar">
<a href='../../../rand/index.html'><img src='https://www.rust-lang.org/logos/rust-logo-128x128-blk.png' alt='logo' width='100'></a>
<p class='location'><a href='../../index.html'>rand</a>::<wbr><a href='../index.html'>distributions</a>::<wbr><a href='index.html'>gamma</a></p><script>window.sidebarCurrent = {name: 'Gamma', ty: 'struct', relpath: ''};</script><script defer src="sidebar-items.js"></script>
</nav>
<nav class="sub">
<form class="search-form js-only">
<div class="search-container">
<input class="search-input" name="search"
autocomplete="off"
placeholder="Click or press S to search, ? for more options…"
type="search">
</div>
</form>
</nav>
<section id='main' class="content struct">
<h1 class='fqn'><span class='in-band'>Struct <a href='../../index.html'>rand</a>::<wbr><a href='../index.html'>distributions</a>::<wbr><a href='index.html'>gamma</a>::<wbr><a class='struct' href=''>Gamma</a></span><span class='out-of-band'><span id='render-detail'>
<a id="toggle-all-docs" href="javascript:void(0)" title="collapse all docs">
[<span class='inner'>&#x2212;</span>]
</a>
</span><a id='src-212' class='srclink' href='../../../src/rand/distributions/gamma.rs.html#53-55' title='goto source code'>[src]</a></span></h1>
<pre class='rust struct'>pub struct Gamma {
// some fields omitted
}</pre><div class='docblock'><p>The Gamma distribution <code>Gamma(shape, scale)</code> distribution.</p>
<p>The density function of this distribution is</p>
<pre><code class="language-text">f(x) = x^(k - 1) * exp(-x / θ) / (Γ(k) * θ^k)
</code></pre>
<p>where <code>Γ</code> is the Gamma function, <code>k</code> is the shape and <code>θ</code> is the
scale and both <code>k</code> and <code>θ</code> are strictly positive.</p>
<p>The algorithm used is that described by Marsaglia &amp; Tsang 2000[1],
falling back to directly sampling from an Exponential for <code>shape == 1</code>, and using the boosting technique described in [1] for
<code>shape &lt; 1</code>.</p>
<h1 id='example' class='section-header'><a href='#example'>Example</a></h1>
<pre class='rust rust-example-rendered'>
<span class='kw'>use</span> <span class='ident'>rand</span>::<span class='ident'>distributions</span>::{<span class='ident'>IndependentSample</span>, <span class='ident'>Gamma</span>};
<span class='kw'>let</span> <span class='ident'>gamma</span> <span class='op'>=</span> <span class='ident'>Gamma</span>::<span class='ident'>new</span>(<span class='number'>2.0</span>, <span class='number'>5.0</span>);
<span class='kw'>let</span> <span class='ident'>v</span> <span class='op'>=</span> <span class='ident'>gamma</span>.<span class='ident'>ind_sample</span>(<span class='kw-2'>&amp;</span><span class='kw-2'>mut</span> <span class='ident'>rand</span>::<span class='ident'>thread_rng</span>());
<span class='macro'>println</span><span class='macro'>!</span>(<span class='string'>&quot;{} is from a Gamma(2, 5) distribution&quot;</span>, <span class='ident'>v</span>);</pre>
<p>[1]: George Marsaglia and Wai Wan Tsang. 2000. &quot;A Simple Method
for Generating Gamma Variables&quot; <em>ACM Trans. Math. Softw.</em> 26, 3
(September 2000),
363-372. DOI:<a href="http://doi.acm.org/10.1145/358407.358414">10.1145/358407.358414</a></p>
2016-05-10 23:34:09 -04:00
</div><h2 id='methods'>Methods</h2><h3 class='impl'><span class='in-band'><code>impl <a class='struct' href='../../../rand/distributions/gamma/struct.Gamma.html' title='rand::distributions::gamma::Gamma'>Gamma</a></code></span><span class='out-of-band'><div class='ghost'></div><a id='src-253' class='srclink' href='../../../src/rand/distributions/gamma.rs.html#95-111' title='goto source code'>[src]</a></span></h3>
<div class='impl-items'><h4 id='method.new' class='method'><code>fn <a href='#method.new' class='fnname'>new</a>(shape: <a class='primitive' href='https://doc.rust-lang.org/nightly/std/primitive.f64.html'>f64</a>, scale: <a class='primitive' href='https://doc.rust-lang.org/nightly/std/primitive.f64.html'>f64</a>) -&gt; <a class='struct' href='../../../rand/distributions/gamma/struct.Gamma.html' title='rand::distributions::gamma::Gamma'>Gamma</a></code></h4>
2016-05-10 15:03:32 -04:00
<div class='docblock'><p>Construct an object representing the <code>Gamma(shape, scale)</code>
distribution.</p>
<p>Panics if <code>shape &lt;= 0</code> or <code>scale &lt;= 0</code>.</p>
2016-05-10 23:34:09 -04:00
</div></div><h2 id='implementations'>Trait Implementations</h2><h3 class='impl'><span class='in-band'><code>impl <a class='trait' href='../../../rand/distributions/trait.Sample.html' title='rand::distributions::Sample'>Sample</a>&lt;<a class='primitive' href='https://doc.rust-lang.org/nightly/std/primitive.f64.html'>f64</a>&gt; for <a class='struct' href='../../../rand/distributions/gamma/struct.Gamma.html' title='rand::distributions::gamma::Gamma'>Gamma</a></code></span><span class='out-of-band'><div class='ghost'></div><a id='src-269' class='srclink' href='../../../src/rand/distributions/gamma.rs.html#133-135' title='goto source code'>[src]</a></span></h3>
<div class='impl-items'><h4 id='method.sample' class='method'><code>fn <a href='../../../rand/distributions/trait.Sample.html#tymethod.sample' class='fnname'>sample</a>&lt;R: <a class='trait' href='../../../rand/trait.Rng.html' title='rand::Rng'>Rng</a>&gt;(&amp;mut self, rng: &amp;mut R) -&gt; <a class='primitive' href='https://doc.rust-lang.org/nightly/std/primitive.f64.html'>f64</a></code></h4>
</div><h3 class='impl'><span class='in-band'><code>impl <a class='trait' href='../../../rand/distributions/trait.IndependentSample.html' title='rand::distributions::IndependentSample'>IndependentSample</a>&lt;<a class='primitive' href='https://doc.rust-lang.org/nightly/std/primitive.f64.html'>f64</a>&gt; for <a class='struct' href='../../../rand/distributions/gamma/struct.Gamma.html' title='rand::distributions::gamma::Gamma'>Gamma</a></code></span><span class='out-of-band'><div class='ghost'></div><a id='src-284' class='srclink' href='../../../src/rand/distributions/gamma.rs.html#143-151' title='goto source code'>[src]</a></span></h3>
<div class='impl-items'><h4 id='method.ind_sample' class='method'><code>fn <a href='../../../rand/distributions/trait.IndependentSample.html#tymethod.ind_sample' class='fnname'>ind_sample</a>&lt;R: <a class='trait' href='../../../rand/trait.Rng.html' title='rand::Rng'>Rng</a>&gt;(&amp;self, rng: &amp;mut R) -&gt; <a class='primitive' href='https://doc.rust-lang.org/nightly/std/primitive.f64.html'>f64</a></code></h4>
</div><h3 id='derived_implementations'>Derived Implementations </h3><h3 class='impl'><span class='in-band'><code>impl <a class='trait' href='https://doc.rust-lang.org/nightly/core/marker/trait.Copy.html' title='core::marker::Copy'>Copy</a> for <a class='struct' href='../../../rand/distributions/gamma/struct.Gamma.html' title='rand::distributions::gamma::Gamma'>Gamma</a></code></span><span class='out-of-band'><div class='ghost'></div><a id='src-214' class='srclink' href='../../../src/rand/distributions/gamma.rs.html#52' title='goto source code'>[src]</a></span></h3>
<div class='impl-items'></div><h3 class='impl'><span class='in-band'><code>impl <a class='trait' href='https://doc.rust-lang.org/nightly/core/clone/trait.Clone.html' title='core::clone::Clone'>Clone</a> for <a class='struct' href='../../../rand/distributions/gamma/struct.Gamma.html' title='rand::distributions::gamma::Gamma'>Gamma</a></code></span><span class='out-of-band'><div class='ghost'></div><a id='src-215' class='srclink' href='../../../src/rand/distributions/gamma.rs.html#52' title='goto source code'>[src]</a></span></h3>
<div class='impl-items'><h4 id='method.clone' class='method'><code>fn <a href='https://doc.rust-lang.org/nightly/core/clone/trait.Clone.html#tymethod.clone' class='fnname'>clone</a>(&amp;self) -&gt; <a class='struct' href='../../../rand/distributions/gamma/struct.Gamma.html' title='rand::distributions::gamma::Gamma'>Gamma</a></code></h4>
<h4 id='method.clone_from' class='method'><code>fn <a href='https://doc.rust-lang.org/nightly/core/clone/trait.Clone.html#method.clone_from' class='fnname'>clone_from</a>(&amp;mut self, source: &amp;Self)</code><div class="since">1.0.0</div></h4>
2016-05-10 15:03:32 -04:00
</div></section>
<section id='search' class="content hidden"></section>
<section class="footer"></section>
<aside id="help" class="hidden">
<div>
<h1 class="hidden">Help</h1>
<div class="shortcuts">
<h2>Keyboard Shortcuts</h2>
<dl>
<dt>?</dt>
<dd>Show this help dialog</dd>
<dt>S</dt>
<dd>Focus the search field</dd>
<dt>&larrb;</dt>
<dd>Move up in search results</dd>
<dt>&rarrb;</dt>
<dd>Move down in search results</dd>
<dt>&#9166;</dt>
<dd>Go to active search result</dd>
</dl>
</div>
<div class="infos">
<h2>Search Tricks</h2>
<p>
Prefix searches with a type followed by a colon (e.g.
<code>fn:</code>) to restrict the search to a given type.
</p>
<p>
Accepted types are: <code>fn</code>, <code>mod</code>,
<code>struct</code>, <code>enum</code>,
<code>trait</code>, <code>type</code>, <code>macro</code>,
and <code>const</code>.
</p>
<p>
Search functions by type signature (e.g.
<code>vec -> usize</code> or <code>* -> vec</code>)
</p>
</div>
</div>
</aside>
<script>
window.rootPath = "../../../";
window.currentCrate = "rand";
window.playgroundUrl = "";
</script>
<script src="../../../jquery.js"></script>
<script src="../../../main.js"></script>
<script defer src="../../../search-index.js"></script>
</body>
</html>