struct.Gamma.html 16 KB

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  27. <p class='location'>Struct Gamma</p><div class="sidebar-elems"><div class="block items"><a class="sidebar-title" href="#methods">Methods</a><div class="sidebar-links"><a href="#method.new">new</a></div><a class="sidebar-title" href="#implementations">Trait Implementations</a><div class="sidebar-links"><a href="#impl-Clone">Clone</a><a href="#impl-Copy">Copy</a><a href="#impl-Debug">Debug</a><a href="#impl-Sample%3Cf64%3E">Sample&lt;f64&gt;</a><a href="#impl-IndependentSample%3Cf64%3E">IndependentSample&lt;f64&gt;</a></div></div><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></div>
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  47. <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'>
  48. <a id="toggle-all-docs" href="javascript:void(0)" title="collapse all docs">
  49. [<span class='inner'>&#x2212;</span>]
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  51. </span><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#53-55' title='goto source code'>[src]</a></span></h1>
  52. <pre class='rust struct'>pub struct Gamma { /* fields omitted */ }</pre><div class='docblock'><p>The Gamma distribution <code>Gamma(shape, scale)</code> distribution.</p>
  53. <p>The density function of this distribution is</p>
  54. <pre><code class="language-text">f(x) = x^(k - 1) * exp(-x / θ) / (Γ(k) * θ^k)
  55. </code></pre>
  56. <p>where <code>Γ</code> is the Gamma function, <code>k</code> is the shape and <code>θ</code> is the
  57. scale and both <code>k</code> and <code>θ</code> are strictly positive.</p>
  58. <p>The algorithm used is that described by Marsaglia &amp; Tsang 2000[1],
  59. falling back to directly sampling from an Exponential for <code>shape == 1</code>, and using the boosting technique described in [1] for
  60. <code>shape &lt; 1</code>.</p>
  61. <h1 id="example" class="section-header"><a href="#example">Example</a></h1>
  62. <pre class="rust rust-example-rendered">
  63. <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>};
  64. <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>);
  65. <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>());
  66. <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>
  67. <p>[1]: George Marsaglia and Wai Wan Tsang. 2000. &quot;A Simple Method
  68. for Generating Gamma Variables&quot; <em>ACM Trans. Math. Softw.</em> 26, 3
  69. (September 2000),
  70. 363-372. DOI:<a href="http://doi.acm.org/10.1145/358407.358414">10.1145/358407.358414</a></p>
  71. </div>
  72. <h2 id='methods' class='small-section-header'>
  73. Methods<a href='#methods' class='anchor'></a>
  74. </h2>
  75. <h3 id='impl' class='impl'><span class='in-band'><code>impl <a class="struct" href="../../../rand/distributions/gamma/struct.Gamma.html" title="struct rand::distributions::gamma::Gamma">Gamma</a></code><a href='#impl' class='anchor'></a></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#95-114' title='goto source code'>[src]</a></span></h3>
  76. <div class='impl-items'><h4 id='method.new' class="method"><span id='new.v' class='invisible'><code>pub 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="struct rand::distributions::gamma::Gamma">Gamma</a></code></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#101-113' title='goto source code'>[src]</a></span></h4>
  77. <div class='docblock'><p>Construct an object representing the <code>Gamma(shape, scale)</code>
  78. distribution.</p>
  79. <p>Panics if <code>shape &lt;= 0</code> or <code>scale &lt;= 0</code>.</p>
  80. </div></div>
  81. <h2 id='implementations' class='small-section-header'>
  82. Trait Implementations<a href='#implementations' class='anchor'></a>
  83. </h2>
  84. <h3 id='impl-Clone' class='impl'><span class='in-band'><code>impl <a class="trait" href="https://doc.rust-lang.org/nightly/core/clone/trait.Clone.html" title="trait core::clone::Clone">Clone</a> for <a class="struct" href="../../../rand/distributions/gamma/struct.Gamma.html" title="struct rand::distributions::gamma::Gamma">Gamma</a></code><a href='#impl-Clone' class='anchor'></a></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#52' title='goto source code'>[src]</a></span></h3>
  85. <div class='impl-items'><h4 id='method.clone' class="method"><span id='clone.v' class='invisible'><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="struct rand::distributions::gamma::Gamma">Gamma</a></code></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#52' title='goto source code'>[src]</a></span></h4>
  86. <div class='docblock'><p>Returns a copy of the value. <a href="https://doc.rust-lang.org/nightly/core/clone/trait.Clone.html#tymethod.clone">Read more</a></p>
  87. </div><h4 id='method.clone_from' class="method"><span id='clone_from.v' class='invisible'><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: <a class="primitive" href="https://doc.rust-lang.org/nightly/std/primitive.reference.html">&amp;</a>Self)</code></span><span class='out-of-band'><div class='ghost'></div><div class='since' title='Stable since Rust version 1.0.0'>1.0.0</div><a class='srclink' href='https://doc.rust-lang.org/nightly/src/core/clone.rs.html#112-114' title='goto source code'>[src]</a></span></h4>
  88. <div class='docblock'><p>Performs copy-assignment from <code>source</code>. <a href="https://doc.rust-lang.org/nightly/core/clone/trait.Clone.html#method.clone_from">Read more</a></p>
  89. </div></div><h3 id='impl-Copy' class='impl'><span class='in-band'><code>impl <a class="trait" href="https://doc.rust-lang.org/nightly/core/marker/trait.Copy.html" title="trait core::marker::Copy">Copy</a> for <a class="struct" href="../../../rand/distributions/gamma/struct.Gamma.html" title="struct rand::distributions::gamma::Gamma">Gamma</a></code><a href='#impl-Copy' class='anchor'></a></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#52' title='goto source code'>[src]</a></span></h3>
  90. <div class='impl-items'></div><h3 id='impl-Debug' class='impl'><span class='in-band'><code>impl <a class="trait" href="https://doc.rust-lang.org/nightly/core/fmt/trait.Debug.html" title="trait core::fmt::Debug">Debug</a> for <a class="struct" href="../../../rand/distributions/gamma/struct.Gamma.html" title="struct rand::distributions::gamma::Gamma">Gamma</a></code><a href='#impl-Debug' class='anchor'></a></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#52' title='goto source code'>[src]</a></span></h3>
  91. <div class='impl-items'><h4 id='method.fmt' class="method"><span id='fmt.v' class='invisible'><code>fn <a href='https://doc.rust-lang.org/nightly/core/fmt/trait.Debug.html#tymethod.fmt' class='fnname'>fmt</a>(&amp;self, __arg_0: &amp;mut <a class="struct" href="https://doc.rust-lang.org/nightly/core/fmt/struct.Formatter.html" title="struct core::fmt::Formatter">Formatter</a>) -&gt; <a class="type" href="https://doc.rust-lang.org/nightly/core/fmt/type.Result.html" title="type core::fmt::Result">Result</a></code></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#52' title='goto source code'>[src]</a></span></h4>
  92. <div class='docblock'><p>Formats the value using the given formatter. <a href="https://doc.rust-lang.org/nightly/core/fmt/trait.Debug.html#tymethod.fmt">Read more</a></p>
  93. </div></div><h3 id='impl-Sample%3Cf64%3E' class='impl'><span class='in-band'><code>impl <a class="trait" href="../../../rand/distributions/trait.Sample.html" title="trait 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="struct rand::distributions::gamma::Gamma">Gamma</a></code><a href='#impl-Sample%3Cf64%3E' class='anchor'></a></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#136-138' title='goto source code'>[src]</a></span></h3>
  94. <div class='impl-items'><h4 id='method.sample' class="method"><span id='sample.v' class='invisible'><code>fn <a href='../../../rand/distributions/trait.Sample.html#tymethod.sample' class='fnname'>sample</a>&lt;R:&nbsp;<a class="trait" href="../../../rand/trait.Rng.html" title="trait rand::Rng">Rng</a>&gt;(&amp;mut self, rng: <a class="primitive" href="https://doc.rust-lang.org/nightly/std/primitive.reference.html">&amp;mut </a>R) -&gt; <a class="primitive" href="https://doc.rust-lang.org/nightly/std/primitive.f64.html">f64</a></code></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#137' title='goto source code'>[src]</a></span></h4>
  95. <div class='docblock'><p>Generate a random value of <code>Support</code>, using <code>rng</code> as the source of randomness. <a href="../../../rand/distributions/trait.Sample.html#tymethod.sample">Read more</a></p>
  96. </div></div><h3 id='impl-IndependentSample%3Cf64%3E' class='impl'><span class='in-band'><code>impl <a class="trait" href="../../../rand/distributions/trait.IndependentSample.html" title="trait 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="struct rand::distributions::gamma::Gamma">Gamma</a></code><a href='#impl-IndependentSample%3Cf64%3E' class='anchor'></a></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#146-154' title='goto source code'>[src]</a></span></h3>
  97. <div class='impl-items'><h4 id='method.ind_sample' class="method"><span id='ind_sample.v' class='invisible'><code>fn <a href='../../../rand/distributions/trait.IndependentSample.html#tymethod.ind_sample' class='fnname'>ind_sample</a>&lt;R:&nbsp;<a class="trait" href="../../../rand/trait.Rng.html" title="trait rand::Rng">Rng</a>&gt;(&amp;self, rng: <a class="primitive" href="https://doc.rust-lang.org/nightly/std/primitive.reference.html">&amp;mut </a>R) -&gt; <a class="primitive" href="https://doc.rust-lang.org/nightly/std/primitive.f64.html">f64</a></code></span><span class='out-of-band'><div class='ghost'></div><a class='srclink' href='../../../src/rand/distributions/gamma.rs.html#147-153' title='goto source code'>[src]</a></span></h4>
  98. <div class='docblock'><p>Generate a random value.</p>
  99. </div></div></section>
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