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<head>
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<title>cbrt</title>
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<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.powers.cbrt"></a><a class="link" href="cbrt.html" title="cbrt">cbrt</a>
</h3></div></div></div>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">cbrt</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
</pre>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">cbrt</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">cbrt</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
<span class="special">}}</span> <span class="comment">// namespaces</span>
</pre>
<p>
Returns the cubed root of x: x<sup>1/3</sup>.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a>: the return is <code class="computeroutput"><span class="keyword">double</span></code>
when <span class="emphasis"><em>x</em></span> is an integer type and T otherwise.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
Implemented using Halley iteration.
</p>
<p>
The following graph illustrates the behaviour of cbrt:
</p>
<p>
<span class="inlinemediaobject"><img src="../../../graphs/cbrt.svg" align="middle"></span>
</p>
<h5>
<a name="math_toolkit.powers.cbrt.h0"></a>
<span class="phrase"><a name="math_toolkit.powers.cbrt.accuracy"></a></span><a class="link" href="cbrt.html#math_toolkit.powers.cbrt.accuracy">Accuracy</a>
</h5>
<p>
For built in floating-point types <code class="computeroutput"><span class="identifier">cbrt</span></code>
should have approximately 2 epsilon accuracy.
</p>
<div class="table">
<a name="math_toolkit.powers.cbrt.table_cbrt"></a><p class="title"><b>Table&#160;6.80.&#160;Error rates for cbrt</b></p>
<div class="table-contents"><table class="table" summary="Error rates for cbrt">
<colgroup>
<col>
<col>
<col>
<col>
<col>
</colgroup>
<thead><tr>
<th>
</th>
<th>
<p>
Microsoft Visual C++ version 12.0<br> Win32<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> long double
</p>
</th>
<th>
<p>
Sun compiler version 0x5130<br> Sun Solaris<br> long double
</p>
</th>
</tr></thead>
<tbody><tr>
<td>
<p>
cbrt Function
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.7&#949; (Mean = 0.565&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 1.7&#949; (Mean = 0.565&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 0&#949; (Mean = 0&#949;)</span><br> <br> (<span class="emphasis"><em>Cephes:</em></span>
Max = 0&#949; (Mean = 0&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.34&#949; (Mean = 0.471&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;tr1/cmath&gt;:</em></span> Max = 1.34&#949; (Mean = 0.471&#949;))<br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 1.34&#949; (Mean = 0.471&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.11&#949; (Mean = 0.424&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 1.11&#949; (Mean = 0.424&#949;))
</p>
</td>
</tr></tbody>
</table></div>
</div>
<br class="table-break"><h5>
<a name="math_toolkit.powers.cbrt.h1"></a>
<span class="phrase"><a name="math_toolkit.powers.cbrt.testing"></a></span><a class="link" href="cbrt.html#math_toolkit.powers.cbrt.testing">Testing</a>
</h5>
<p>
A mixture of spot test sanity checks, and random high precision test values
calculated using NTL::RR at 1000-bit precision.
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
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@@ -0,0 +1,169 @@
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<a name="math_toolkit.powers.cos_pi"></a><a class="link" href="cos_pi.html" title="cos_pi">cos_pi</a>
</h3></div></div></div>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">cos_pi</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
</pre>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">cos_pi</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">cos_pi</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
<span class="special">}}</span> <span class="comment">// namespaces</span>
</pre>
<p>
Returns the cosine of <span class="emphasis"><em>&#960;x</em></span>.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a>: the return is <code class="computeroutput"><span class="keyword">double</span></code>
when <span class="emphasis"><em>x</em></span> is an integer type and T otherwise.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
This function performs exact all-integer arithmetic argument reduction before
computing the cosine of <span class="emphasis"><em>&#960;x</em></span>.
</p>
<div class="table">
<a name="math_toolkit.powers.cos_pi.table_cos_pi"></a><p class="title"><b>Table&#160;6.77.&#160;Error rates for cos_pi</b></p>
<div class="table-contents"><table class="table" summary="Error rates for cos_pi">
<colgroup>
<col>
<col>
<col>
<col>
<col>
</colgroup>
<thead><tr>
<th>
</th>
<th>
<p>
Microsoft Visual C++ version 12.0<br> Win32<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> long double
</p>
</th>
<th>
<p>
Sun compiler version 0x5130<br> Sun Solaris<br> long double
</p>
</th>
</tr></thead>
<tbody>
<tr>
<td>
<p>
sin_pi and cos_pi
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.996&#949; (Mean = 0.281&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0&#949; (Mean = 0&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.991&#949; (Mean = 0.302&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.991&#949; (Mean = 0.302&#949;)</span>
</p>
</td>
</tr>
<tr>
<td>
<p>
sin_pi and cos_pi near integers and half integers
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.996&#949; (Mean = 0.298&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0&#949; (Mean = 0&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.976&#949; (Mean = 0.28&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.976&#949; (Mean = 0.28&#949;)</span>
</p>
</td>
</tr>
</tbody>
</table></div>
</div>
<br class="table-break">
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
</div></td>
</tr></table>
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@@ -0,0 +1,265 @@
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<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>Compile Time Power of a Runtime Base</title>
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<div class="section">
<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.powers.ct_pow"></a><a class="link" href="ct_pow.html" title="Compile Time Power of a Runtime Base">Compile Time Power of a Runtime
Base</a>
</h3></div></div></div>
<p>
The <code class="computeroutput"><span class="identifier">pow</span></code> function effectively
computes the compile-time integral power of a run-time base.
</p>
<h5>
<a name="math_toolkit.powers.ct_pow.h0"></a>
<span class="phrase"><a name="math_toolkit.powers.ct_pow.synopsis"></a></span><a class="link" href="ct_pow.html#math_toolkit.powers.ct_pow.synopsis">Synopsis</a>
</h5>
<p>
<a href="../../../../../../boost/math/special_functions/pow.hpp" target="_top"><code class="computeroutput"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">pow</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span></code></a>
</p>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span> <span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span> <span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">int</span> <span class="identifier">N</span><span class="special">,</span> <span class="keyword">typename</span> <span class="identifier">T</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">pow</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">base</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">int</span> <span class="identifier">N</span><span class="special">,</span> <span class="keyword">typename</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">Policy</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">pow</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">base</span><span class="special">,</span> <span class="keyword">const</span> <span class="identifier">Policy</span><span class="special">&amp;</span> <span class="identifier">policy</span><span class="special">);</span>
<span class="special">}}</span>
</pre>
<h5>
<a name="math_toolkit.powers.ct_pow.h1"></a>
<span class="phrase"><a name="math_toolkit.powers.ct_pow.rationale_and_usage"></a></span><a class="link" href="ct_pow.html#math_toolkit.powers.ct_pow.rationale_and_usage">Rationale
and Usage</a>
</h5>
<p>
Computing the power of a number with an exponent that is known at compile
time is a common need for programmers. In such cases, the usual method is
to avoid the overhead implied by the <code class="computeroutput"><span class="identifier">pow</span></code>,
<code class="computeroutput"><span class="identifier">powf</span></code> and <code class="computeroutput"><span class="identifier">powl</span></code>
C functions by hardcoding an expression such as:
</p>
<pre class="programlisting"><span class="comment">// Hand-written 8th power of a 'base' variable</span>
<span class="keyword">double</span> <span class="identifier">result</span> <span class="special">=</span> <span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">;</span>
</pre>
<p>
However, this kind of expression is not really readable (knowing the value
of the exponent involves counting the number of occurrences of <span class="emphasis"><em>base</em></span>),
error-prone (it's easy to forget an occurrence), syntactically bulky, and
non-optimal in terms of performance.
</p>
<p>
The pow function of Boost.Math helps writing this kind expression along with
solving all the problems listed above:
</p>
<pre class="programlisting"><span class="comment">// 8th power of a 'base' variable using math::pow</span>
<span class="keyword">double</span> <span class="identifier">result</span> <span class="special">=</span> <span class="identifier">pow</span><span class="special">&lt;</span><span class="number">8</span><span class="special">&gt;(</span><span class="identifier">base</span><span class="special">);</span>
</pre>
<p>
The expression is now shorter, easier to read, safer, and even faster. Indeed,
<code class="computeroutput"><span class="identifier">pow</span></code> will compute the expression
such that only log2(N) products are made for a power of N. For instance in
the example above, the resulting expression will be the same as if we had
written this, with only one computation of each identical subexpression:
</p>
<pre class="programlisting"><span class="comment">// Internal effect of pow&lt;8&gt;(base)</span>
<span class="keyword">double</span> <span class="identifier">result</span> <span class="special">=</span> <span class="special">((</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">)*(</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">))*((</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">)*(</span><span class="identifier">base</span><span class="special">*</span><span class="identifier">base</span><span class="special">));</span>
</pre>
<p>
Only 3 different products were actually computed.
</p>
<h5>
<a name="math_toolkit.powers.ct_pow.h2"></a>
<span class="phrase"><a name="math_toolkit.powers.ct_pow.return_type"></a></span><a class="link" href="ct_pow.html#math_toolkit.powers.ct_pow.return_type">Return
Type</a>
</h5>
<p>
The return type of these functions is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a>. For example:
</p>
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
If T is a <code class="computeroutput"><span class="keyword">float</span></code>, the return
type is a <code class="computeroutput"><span class="keyword">float</span></code>.
</li>
<li class="listitem">
If T is a <code class="computeroutput"><span class="keyword">long</span> <span class="keyword">double</span></code>,
the return type is a <code class="computeroutput"><span class="keyword">long</span> <span class="keyword">double</span></code>.
</li>
<li class="listitem">
Otherwise, the return type is a <code class="computeroutput"><span class="keyword">double</span></code>.
</li>
</ul></div>
<h5>
<a name="math_toolkit.powers.ct_pow.h3"></a>
<span class="phrase"><a name="math_toolkit.powers.ct_pow.policies"></a></span><a class="link" href="ct_pow.html#math_toolkit.powers.ct_pow.policies">Policies</a>
</h5>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<h5>
<a name="math_toolkit.powers.ct_pow.h4"></a>
<span class="phrase"><a name="math_toolkit.powers.ct_pow.error_handling"></a></span><a class="link" href="ct_pow.html#math_toolkit.powers.ct_pow.error_handling">Error
Handling</a>
</h5>
<p>
Two cases of errors can occur when using <code class="computeroutput"><span class="identifier">pow</span></code>:
</p>
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
In case of null base and negative exponent, an <a class="link" href="../error_handling.html#math_toolkit.error_handling.overflow_error">overflow_error</a>
occurs since this operation is a division by 0 (it equals to 1/0).
</li>
<li class="listitem">
In case of null base and null exponent, an <a class="link" href="../error_handling.html#math_toolkit.error_handling.indeterminate_result_error">indeterminate_result_error</a>
occurs since the result of this operation is indeterminate. Those errors
follow the <a class="link" href="../error_handling.html" title="Error Handling">general policies
of error handling in Boost.Math</a>.
</li>
</ul></div>
<p>
The default overflow error policy is <code class="computeroutput"><span class="identifier">throw_on_error</span></code>.
A call like <code class="computeroutput"><span class="identifier">pow</span><span class="special">&lt;-</span><span class="number">2</span><span class="special">&gt;(</span><span class="number">0</span><span class="special">)</span></code> will thus throw a <code class="computeroutput"><span class="identifier">std</span><span class="special">::</span><span class="identifier">overflow_error</span></code>
exception. As shown in the link given above, other error handling policies
can be used:
</p>
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
<code class="computeroutput"><span class="identifier">errno_on_error</span></code>: Sets
<code class="computeroutput"><span class="special">::</span><span class="identifier">errno</span></code>
to <code class="computeroutput"><span class="identifier">ERANGE</span></code> and returns
<code class="computeroutput"><span class="identifier">std</span><span class="special">::</span><span class="identifier">numeric_limits</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">&gt;::</span><span class="identifier">infinity</span><span class="special">()</span></code>.
</li>
<li class="listitem">
<code class="computeroutput"><span class="identifier">ignore_error</span></code>: Returns
<code class="computeroutput"><span class="identifier">std</span><span class="special">::</span><span class="identifier">numeric_limits</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">&gt;::</span><span class="identifier">infinity</span><span class="special">()</span></code>.
</li>
<li class="listitem">
<code class="computeroutput"><span class="identifier">user_error</span></code>: Returns the
result of <code class="computeroutput"><span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">policies</span><span class="special">::</span><span class="identifier">user_overflow_error</span></code>: this function
must be defined by the user.
</li>
</ul></div>
<p>
The default indeterminate result error policy is <code class="computeroutput"><span class="identifier">ignore_error</span></code>,
which for this function returns 1 since it's the most commonly chosen result
for a power of 0. Here again, other error handling policies can be used:
</p>
<div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
<li class="listitem">
<code class="computeroutput"><span class="identifier">throw_on_error</span></code>: Throws
<code class="computeroutput"><span class="identifier">std</span><span class="special">::</span><span class="identifier">domain_error</span></code>
</li>
<li class="listitem">
<code class="computeroutput"><span class="identifier">errno_on_error</span></code>: Sets
<code class="computeroutput"><span class="special">::</span><span class="identifier">errno</span></code>
to <code class="computeroutput"><span class="identifier">EDOM</span></code> and returns 1.
</li>
<li class="listitem">
<code class="computeroutput"><span class="identifier">user_error</span></code>: Returns the
result of <code class="computeroutput"><span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">policies</span><span class="special">::</span><span class="identifier">user_indeterminate_result_error</span></code>: this
function must be defined by the user.
</li>
</ul></div>
<p>
Here is an example of error handling customization where we want to specify
the result that has to be returned in case of error. We will thus use the
<code class="computeroutput"><span class="identifier">user_error</span></code> policy, by passing
as second argument an instance of an overflow_error policy templated with
<code class="computeroutput"><span class="identifier">user_error</span></code>:
</p>
<pre class="programlisting"><span class="comment">// First we open the boost::math::policies namespace and define the `user_overflow_error`</span>
<span class="comment">// by making it return the value we want in case of error (-1 here)</span>
<span class="keyword">namespace</span> <span class="identifier">boost</span> <span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span> <span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">policies</span> <span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
<span class="identifier">T</span> <span class="identifier">user_overflow_error</span><span class="special">(</span><span class="keyword">const</span> <span class="keyword">char</span><span class="special">*,</span> <span class="keyword">const</span> <span class="keyword">char</span><span class="special">*,</span> <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;)</span>
<span class="special">{</span> <span class="keyword">return</span> <span class="special">-</span><span class="number">1</span><span class="special">;</span> <span class="special">}</span>
<span class="special">}}}</span>
<span class="comment">// Then we invoke pow and indicate that we want to use the user_error policy</span>
<span class="keyword">using</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">math</span><span class="special">::</span><span class="identifier">policies</span><span class="special">;</span>
<span class="keyword">double</span> <span class="identifier">result</span> <span class="special">=</span> <span class="identifier">pow</span><span class="special">&lt;-</span><span class="number">5</span><span class="special">&gt;(</span><span class="identifier">base</span><span class="special">,</span> <span class="identifier">policy</span><span class="special">&lt;</span><span class="identifier">overflow_error</span><span class="special">&lt;</span><span class="identifier">user_error</span><span class="special">&gt;</span> <span class="special">&gt;());</span>
<span class="comment">// We can now test the returned value and treat the special case if needed:</span>
<span class="keyword">if</span> <span class="special">(</span><span class="identifier">result</span> <span class="special">==</span> <span class="special">-</span><span class="number">1</span><span class="special">)</span>
<span class="special">{</span>
<span class="comment">// there was an error, do something...</span>
<span class="special">}</span>
</pre>
<p>
Another way is to redefine the default <code class="computeroutput"><span class="identifier">overflow_error</span></code>
policy by using the BOOST_MATH_OVERFLOW_ERROR_POLICY macro. Once the <code class="computeroutput"><span class="identifier">user_overflow_error</span></code> function is defined
as above, we can achieve the same result like this:
</p>
<pre class="programlisting"><span class="comment">// Redefine the default error_overflow policy</span>
<span class="preprocessor">#define</span> <span class="identifier">BOOST_MATH_OVERFLOW_ERROR_POLICY</span> <span class="identifier">user_error</span>
<span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">pow</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
<span class="comment">// From this point, passing a policy in argument is no longer needed, a call like this one</span>
<span class="comment">// will return -1 in case of error:</span>
<span class="keyword">double</span> <span class="identifier">result</span> <span class="special">=</span> <span class="identifier">pow</span><span class="special">&lt;-</span><span class="number">5</span><span class="special">&gt;(</span><span class="identifier">base</span><span class="special">);</span>
</pre>
<h5>
<a name="math_toolkit.powers.ct_pow.h5"></a>
<span class="phrase"><a name="math_toolkit.powers.ct_pow.acknowledgements"></a></span><a class="link" href="ct_pow.html#math_toolkit.powers.ct_pow.acknowledgements">Acknowledgements</a>
</h5>
<p>
Bruno Lalande submitted this addition to Boost.Math.
</p>
<p>
Thanks to Joaqu&#237;n L&#243;pez Mu&#241;oz and Scott McMurray for their help in
improving the implementation.
</p>
<h5>
<a name="math_toolkit.powers.ct_pow.h6"></a>
<span class="phrase"><a name="math_toolkit.powers.ct_pow.references"></a></span><a class="link" href="ct_pow.html#math_toolkit.powers.ct_pow.references">References</a>
</h5>
<p>
D.E. Knuth, <span class="emphasis"><em>The Art of Computer Programming, Vol. 2: Seminumerical
Algorithms</em></span>, 2nd ed., Addison-Wesley, Reading, MA, 1981
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
</div></td>
</tr></table>
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@@ -0,0 +1,177 @@
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
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<link rel="stylesheet" href="../../math.css" type="text/css">
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<div class="section">
<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.powers.expm1"></a><a class="link" href="expm1.html" title="expm1">expm1</a>
</h3></div></div></div>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">expm1</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
</pre>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">expm1</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">expm1</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
<span class="special">}}</span> <span class="comment">// namespaces</span>
</pre>
<p>
Returns e<sup>x</sup> - 1.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a>: the return is <code class="computeroutput"><span class="keyword">double</span></code>
when <span class="emphasis"><em>x</em></span> is an integer type and T otherwise.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
For small x, then <code class="computeroutput">e<sup>x</sup></code> is very close to 1, as a result calculating <code class="computeroutput">e<sup>x</sup> - 1</code> results in
catastrophic cancellation errors when x is small. <code class="computeroutput"><span class="identifier">expm1</span></code>
calculates <code class="computeroutput">e<sup>x</sup> - 1</code> using rational approximations (for up to 128-bit long doubles),
otherwise via a series expansion when x is small (giving an accuracy of less
than 2&#603;).
</p>
<p>
Finally when BOOST_HAS_EXPM1 is defined then the <code class="computeroutput"><span class="keyword">float</span><span class="special">/</span><span class="keyword">double</span><span class="special">/</span><span class="keyword">long</span> <span class="keyword">double</span></code>
specializations of this template simply forward to the platform's native
(POSIX) implementation of this function.
</p>
<p>
The following graph illustrates the behaviour of expm1:
</p>
<p>
<span class="inlinemediaobject"><img src="../../../graphs/expm1.svg" align="middle"></span>
</p>
<h5>
<a name="math_toolkit.powers.expm1.h0"></a>
<span class="phrase"><a name="math_toolkit.powers.expm1.accuracy"></a></span><a class="link" href="expm1.html#math_toolkit.powers.expm1.accuracy">Accuracy</a>
</h5>
<p>
For built in floating point types <code class="computeroutput"><span class="identifier">expm1</span></code>
should have approximately 1 epsilon accuracy.
</p>
<div class="table">
<a name="math_toolkit.powers.expm1.table_expm1"></a><p class="title"><b>Table&#160;6.79.&#160;Error rates for expm1</b></p>
<div class="table-contents"><table class="table" summary="Error rates for expm1">
<colgroup>
<col>
<col>
<col>
<col>
<col>
</colgroup>
<thead><tr>
<th>
</th>
<th>
<p>
Microsoft Visual C++ version 12.0<br> Win32<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> long double
</p>
</th>
<th>
<p>
Sun compiler version 0x5130<br> Sun Solaris<br> long double
</p>
</th>
</tr></thead>
<tbody><tr>
<td>
<p>
Random test data
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.996&#949; (Mean = 0.283&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 1.31&#949; (Mean = 0.496&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.793&#949; (Mean = 0.126&#949;)</span><br> <br>
(<span class="emphasis"><em>Rmath 3.0.2:</em></span> Max = 0.793&#949; (Mean = 0.126&#949;))<br>
(<span class="emphasis"><em>Cephes:</em></span> Max = 1.53&#949; (Mean = 0.535&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.992&#949; (Mean = 0.402&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;tr1/cmath&gt;:</em></span> <span class="red">Max
= 1.26e+19&#949; (Mean = 4.89e+18&#949;) <a class="link" href="../logs_and_tables/logs.html#errors_GNU_C_version_5_1_0_linux_long_double_expm1__tr1_cmath__Random_test_data">And
other failures.</a>)</span><br> (<span class="emphasis"><em>&lt;math.h&gt;:</em></span>
Max = 0.992&#949; (Mean = 0.402&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.31&#949; (Mean = 0.406&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 0.996&#949; (Mean = 0.426&#949;))
</p>
</td>
</tr></tbody>
</table></div>
</div>
<br class="table-break"><h5>
<a name="math_toolkit.powers.expm1.h1"></a>
<span class="phrase"><a name="math_toolkit.powers.expm1.testing"></a></span><a class="link" href="expm1.html#math_toolkit.powers.expm1.testing">Testing</a>
</h5>
<p>
A mixture of spot test sanity checks, and random high precision test values
calculated using NTL::RR at 1000-bit precision.
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
</div></td>
</tr></table>
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@@ -0,0 +1,91 @@
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<a name="math_toolkit.powers.hypot"></a><a class="link" href="hypot.html" title="hypot">hypot</a>
</h3></div></div></div>
<pre class="programlisting"><span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T1</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T2</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">hypot</span><span class="special">(</span><span class="identifier">T1</span> <span class="identifier">x</span><span class="special">,</span> <span class="identifier">T2</span> <span class="identifier">y</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T1</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T2</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">hypot</span><span class="special">(</span><span class="identifier">T1</span> <span class="identifier">x</span><span class="special">,</span> <span class="identifier">T2</span> <span class="identifier">y</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
</pre>
<p>
<span class="bold"><strong>Effects: </strong></span> computes <span class="inlinemediaobject"><img src="../../../equations/hypot.svg"></span>
in such a way
as to avoid undue underflow and overflow.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a> when T1 and T2 are of different
types.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
When calculating <span class="inlinemediaobject"><img src="../../../equations/hypot.svg"></span> it's quite easy for the intermediate terms to
either overflow or underflow, even though the result is in fact perfectly
representable.
</p>
<h5>
<a name="math_toolkit.powers.hypot.h0"></a>
<span class="phrase"><a name="math_toolkit.powers.hypot.implementation"></a></span><a class="link" href="hypot.html#math_toolkit.powers.hypot.implementation">Implementation</a>
</h5>
<p>
The function is even and symmetric in x and y, so first take assume <span class="emphasis"><em>x,y
&gt; 0</em></span> and <span class="emphasis"><em>x &gt; y</em></span> (we can permute the arguments
if this is not the case).
</p>
<p>
Then if <span class="emphasis"><em>x * &#949; &#160; &gt;= y</em></span> we can simply return <span class="emphasis"><em>x</em></span>.
</p>
<p>
Otherwise the result is given by:
</p>
<p>
<span class="inlinemediaobject"><img src="../../../equations/hypot2.svg"></span>
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
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@@ -0,0 +1,189 @@
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>log1p</title>
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<a name="math_toolkit.powers.log1p"></a><a class="link" href="log1p.html" title="log1p">log1p</a>
</h3></div></div></div>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">log1p</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
</pre>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">log1p</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">log1p</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
<span class="special">}}</span> <span class="comment">// namespaces</span>
</pre>
<p>
Returns the natural logarithm of <code class="computeroutput"><span class="identifier">x</span><span class="special">+</span><span class="number">1</span></code>.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a>: the return is <code class="computeroutput"><span class="keyword">double</span></code>
when <span class="emphasis"><em>x</em></span> is an integer type and T otherwise.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
There are many situations where it is desirable to compute <code class="computeroutput"><span class="identifier">log</span><span class="special">(</span><span class="identifier">x</span><span class="special">+</span><span class="number">1</span><span class="special">)</span></code>.
However, for small <code class="computeroutput"><span class="identifier">x</span></code> then
<code class="computeroutput"><span class="identifier">x</span><span class="special">+</span><span class="number">1</span></code> suffers from catastrophic cancellation errors
so that <code class="computeroutput"><span class="identifier">x</span><span class="special">+</span><span class="number">1</span> <span class="special">==</span> <span class="number">1</span></code>
and <code class="computeroutput"><span class="identifier">log</span><span class="special">(</span><span class="identifier">x</span><span class="special">+</span><span class="number">1</span><span class="special">)</span> <span class="special">==</span> <span class="number">0</span></code>,
when in fact for very small x, the best approximation to <code class="computeroutput"><span class="identifier">log</span><span class="special">(</span><span class="identifier">x</span><span class="special">+</span><span class="number">1</span><span class="special">)</span></code> would be
<code class="computeroutput"><span class="identifier">x</span></code>. <code class="computeroutput"><span class="identifier">log1p</span></code>
calculates the best approximation to <code class="computeroutput"><span class="identifier">log</span><span class="special">(</span><span class="number">1</span><span class="special">+</span><span class="identifier">x</span><span class="special">)</span></code> using
a Taylor series expansion for accuracy (less than 2&#603;). Alternatively note that
there are faster methods available, for example using the equivalence:
</p>
<pre class="programlisting"><span class="identifier">log</span><span class="special">(</span><span class="number">1</span><span class="special">+</span><span class="identifier">x</span><span class="special">)</span> <span class="special">==</span> <span class="special">(</span><span class="identifier">log</span><span class="special">(</span><span class="number">1</span><span class="special">+</span><span class="identifier">x</span><span class="special">)</span> <span class="special">*</span> <span class="identifier">x</span><span class="special">)</span> <span class="special">/</span> <span class="special">((</span><span class="number">1</span><span class="special">+</span><span class="identifier">x</span><span class="special">)</span> <span class="special">-</span> <span class="number">1</span><span class="special">)</span>
</pre>
<p>
However, experience has shown that these methods tend to fail quite spectacularly
once the compiler's optimizations are turned on, consequently they are used
only when known not to break with a particular compiler. In contrast, the
series expansion method seems to be reasonably immune to optimizer-induced
errors.
</p>
<p>
Finally when BOOST_HAS_LOG1P is defined then the <code class="computeroutput"><span class="keyword">float</span><span class="special">/</span><span class="keyword">double</span><span class="special">/</span><span class="keyword">long</span> <span class="keyword">double</span></code>
specializations of this template simply forward to the platform's native
(POSIX) implementation of this function.
</p>
<p>
The following graph illustrates the behaviour of log1p:
</p>
<p>
<span class="inlinemediaobject"><img src="../../../graphs/log1p.svg" align="middle"></span>
</p>
<h5>
<a name="math_toolkit.powers.log1p.h0"></a>
<span class="phrase"><a name="math_toolkit.powers.log1p.accuracy"></a></span><a class="link" href="log1p.html#math_toolkit.powers.log1p.accuracy">Accuracy</a>
</h5>
<p>
For built in floating point types <code class="computeroutput"><span class="identifier">log1p</span></code>
should have approximately 1 epsilon accuracy.
</p>
<div class="table">
<a name="math_toolkit.powers.log1p.table_log1p"></a><p class="title"><b>Table&#160;6.78.&#160;Error rates for log1p</b></p>
<div class="table-contents"><table class="table" summary="Error rates for log1p">
<colgroup>
<col>
<col>
<col>
<col>
<col>
</colgroup>
<thead><tr>
<th>
</th>
<th>
<p>
Microsoft Visual C++ version 12.0<br> Win32<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> long double
</p>
</th>
<th>
<p>
Sun compiler version 0x5130<br> Sun Solaris<br> long double
</p>
</th>
</tr></thead>
<tbody><tr>
<td>
<p>
Random test data
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.509&#949; (Mean = 0.057&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 0.509&#949; (Mean = 0.057&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.846&#949; (Mean = 0.153&#949;)</span><br> <br>
(<span class="emphasis"><em>Rmath 3.0.2:</em></span> Max = 0.846&#949; (Mean = 0.153&#949;))<br>
(<span class="emphasis"><em>Cephes:</em></span> Max = 0.799&#949; (Mean = 0.122&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.818&#949; (Mean = 0.227&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;tr1/cmath&gt;:</em></span> Max = 0.818&#949; (Mean = 0.227&#949;))<br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 0.818&#949; (Mean = 0.227&#949;))
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.53&#949; (Mean = 0.627&#949;)</span><br> <br>
(<span class="emphasis"><em>&lt;math.h&gt;:</em></span> Max = 0.818&#949; (Mean = 0.249&#949;))
</p>
</td>
</tr></tbody>
</table></div>
</div>
<br class="table-break"><h5>
<a name="math_toolkit.powers.log1p.h1"></a>
<span class="phrase"><a name="math_toolkit.powers.log1p.testing"></a></span><a class="link" href="log1p.html#math_toolkit.powers.log1p.testing">Testing</a>
</h5>
<p>
A mixture of spot test sanity checks, and random high precision test values
calculated using NTL::RR at 1000-bit precision.
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
</div></td>
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@@ -0,0 +1,162 @@
<html>
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<a name="math_toolkit.powers.powm1"></a><a class="link" href="powm1.html" title="powm1">powm1</a>
</h3></div></div></div>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">powm1</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
</pre>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T1</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T2</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">powm1</span><span class="special">(</span><span class="identifier">T1</span> <span class="identifier">x</span><span class="special">,</span> <span class="identifier">T2</span> <span class="identifier">y</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T1</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T2</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">powm1</span><span class="special">(</span><span class="identifier">T1</span> <span class="identifier">x</span><span class="special">,</span> <span class="identifier">T2</span> <span class="identifier">y</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
<span class="special">}}</span> <span class="comment">// namespaces</span>
</pre>
<p>
Returns x<sup>y </sup> - 1.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a> when T1 and T2 are dufferent types.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
There are two domains where this is useful: when y is very small, or when
x is close to 1.
</p>
<p>
Implemented in terms of <code class="computeroutput"><span class="identifier">expm1</span></code>.
</p>
<p>
The following graph illustrates the behaviour of powm1:
</p>
<p>
<span class="inlinemediaobject"><img src="../../../graphs/powm1.svg" align="middle"></span>
</p>
<h5>
<a name="math_toolkit.powers.powm1.h0"></a>
<span class="phrase"><a name="math_toolkit.powers.powm1.accuracy"></a></span><a class="link" href="powm1.html#math_toolkit.powers.powm1.accuracy">Accuracy</a>
</h5>
<p>
Should have approximately 2-3 epsilon accuracy.
</p>
<div class="table">
<a name="math_toolkit.powers.powm1.table_powm1"></a><p class="title"><b>Table&#160;6.82.&#160;Error rates for powm1</b></p>
<div class="table-contents"><table class="table" summary="Error rates for powm1">
<colgroup>
<col>
<col>
<col>
<col>
<col>
</colgroup>
<thead><tr>
<th>
</th>
<th>
<p>
Microsoft Visual C++ version 12.0<br> Win32<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> long double
</p>
</th>
<th>
<p>
Sun compiler version 0x5130<br> Sun Solaris<br> long double
</p>
</th>
</tr></thead>
<tbody><tr>
<td>
<p>
powm1
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.99&#949; (Mean = 0.461&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.26&#949; (Mean = 0.428&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 2.04&#949; (Mean = 0.521&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 2.14&#949; (Mean = 0.498&#949;)</span>
</p>
</td>
</tr></tbody>
</table></div>
</div>
<br class="table-break"><h5>
<a name="math_toolkit.powers.powm1.h1"></a>
<span class="phrase"><a name="math_toolkit.powers.powm1.testing"></a></span><a class="link" href="powm1.html#math_toolkit.powers.powm1.testing">Testing</a>
</h5>
<p>
A selection of random high precision test values calculated using NTL::RR
at 1000-bit precision.
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
</div></td>
</tr></table>
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@@ -0,0 +1,169 @@
<html>
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<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
<title>sin_pi</title>
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<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.powers.sin_pi"></a><a class="link" href="sin_pi.html" title="sin_pi">sin_pi</a>
</h3></div></div></div>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">sin_pi</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
</pre>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">sin_pi</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">sin_pi</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
<span class="special">}}</span> <span class="comment">// namespaces</span>
</pre>
<p>
Returns the sine of <span class="emphasis"><em>&#960;x</em></span>.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a>: the return is <code class="computeroutput"><span class="keyword">double</span></code>
when <span class="emphasis"><em>x</em></span> is an integer type and T otherwise.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
This function performs exact all-integer arithmetic argument reduction before
computing the sine of <span class="emphasis"><em>&#960;x</em></span>.
</p>
<div class="table">
<a name="math_toolkit.powers.sin_pi.table_sin_pi"></a><p class="title"><b>Table&#160;6.76.&#160;Error rates for sin_pi</b></p>
<div class="table-contents"><table class="table" summary="Error rates for sin_pi">
<colgroup>
<col>
<col>
<col>
<col>
<col>
</colgroup>
<thead><tr>
<th>
</th>
<th>
<p>
Microsoft Visual C++ version 12.0<br> Win32<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> long double
</p>
</th>
<th>
<p>
Sun compiler version 0x5130<br> Sun Solaris<br> long double
</p>
</th>
</tr></thead>
<tbody>
<tr>
<td>
<p>
sin_pi and cos_pi
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.99&#949; (Mean = 0.328&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0&#949; (Mean = 0&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.996&#949; (Mean = 0.335&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.996&#949; (Mean = 0.336&#949;)</span>
</p>
</td>
</tr>
<tr>
<td>
<p>
sin_pi and cos_pi near integers and half integers
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.996&#949; (Mean = 0.343&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0&#949; (Mean = 0&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.976&#949; (Mean = 0.293&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 0.976&#949; (Mean = 0.293&#949;)</span>
</p>
</td>
</tr>
</tbody>
</table></div>
</div>
<br class="table-break">
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
</div></td>
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@@ -0,0 +1,165 @@
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<title>sqrt1pm1</title>
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<div class="section">
<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.powers.sqrt1pm1"></a><a class="link" href="sqrt1pm1.html" title="sqrt1pm1">sqrt1pm1</a>
</h3></div></div></div>
<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">sqrt1pm1</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
</pre>
<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">sqrt1pm1</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">);</span>
<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">sqrt1pm1</span><span class="special">(</span><span class="identifier">T</span> <span class="identifier">x</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
<span class="special">}}</span> <span class="comment">// namespaces</span>
</pre>
<p>
Returns <code class="computeroutput"><span class="identifier">sqrt</span><span class="special">(</span><span class="number">1</span><span class="special">+</span><span class="identifier">x</span><span class="special">)</span> <span class="special">-</span> <span class="number">1</span></code>.
</p>
<p>
The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
type calculation rules</em></span></a>: the return is <code class="computeroutput"><span class="keyword">double</span></code>
when <span class="emphasis"><em>x</em></span> is an integer type and T otherwise.
</p>
<p>
The final <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
be used to control the behaviour of the function: how it handles errors,
what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;15.&#160;Policies: Controlling Precision, Error Handling etc">policy
documentation for more details</a>.
</p>
<p>
This function is useful when you need the difference between sqrt(x) and
1, when x is itself close to 1.
</p>
<p>
Implemented in terms of <code class="computeroutput"><span class="identifier">log1p</span></code>
and <code class="computeroutput"><span class="identifier">expm1</span></code>.
</p>
<p>
The following graph illustrates the behaviour of sqrt1pm1:
</p>
<p>
<span class="inlinemediaobject"><img src="../../../graphs/sqrt1pm1.svg" align="middle"></span>
</p>
<h5>
<a name="math_toolkit.powers.sqrt1pm1.h0"></a>
<span class="phrase"><a name="math_toolkit.powers.sqrt1pm1.accuracy"></a></span><a class="link" href="sqrt1pm1.html#math_toolkit.powers.sqrt1pm1.accuracy">Accuracy</a>
</h5>
<p>
For built in floating-point types <code class="computeroutput"><span class="identifier">sqrt1pm1</span></code>
should have approximately 3 epsilon accuracy.
</p>
<div class="table">
<a name="math_toolkit.powers.sqrt1pm1.table_sqrt1pm1"></a><p class="title"><b>Table&#160;6.81.&#160;Error rates for sqrt1pm1</b></p>
<div class="table-contents"><table class="table" summary="Error rates for sqrt1pm1">
<colgroup>
<col>
<col>
<col>
<col>
<col>
</colgroup>
<thead><tr>
<th>
</th>
<th>
<p>
Microsoft Visual C++ version 12.0<br> Win32<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> double
</p>
</th>
<th>
<p>
GNU C++ version 5.1.0<br> linux<br> long double
</p>
</th>
<th>
<p>
Sun compiler version 0x5130<br> Sun Solaris<br> long double
</p>
</th>
</tr></thead>
<tbody><tr>
<td>
<p>
sqrt1pm1
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.36&#949; (Mean = 0.44&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.3&#949; (Mean = 0.404&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.33&#949; (Mean = 0.409&#949;)</span>
</p>
</td>
<td>
<p>
<span class="blue">Max = 1.54&#949; (Mean = 0.568&#949;)</span>
</p>
</td>
</tr></tbody>
</table></div>
</div>
<br class="table-break"><h5>
<a name="math_toolkit.powers.sqrt1pm1.h1"></a>
<span class="phrase"><a name="math_toolkit.powers.sqrt1pm1.testing"></a></span><a class="link" href="sqrt1pm1.html#math_toolkit.powers.sqrt1pm1.testing">Testing</a>
</h5>
<p>
A selection of random high precision test values calculated using NTL::RR
at 1000-bit precision.
</p>
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
<td align="left"></td>
<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan R&#229;de, Gautam Sewani,
Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
Distributed under the Boost Software License, Version 1.0. (See accompanying
file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
</p>
</div></td>
</tr></table>
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