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|  | <div class="section"> | ||
|  | <div class="titlepage"><div><div><h3 class="title"> | ||
|  | <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"><</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">></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"><</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">></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"><</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 15. Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">></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 15. Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&);</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 15. 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 15. 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 2ɛ). 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 6.78. 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 = 0.509ε (Mean = 0.057ε)</span><br> <br> | ||
|  |                   (<span class="emphasis"><em><math.h>:</em></span> Max = 0.509ε (Mean = 0.057ε)) | ||
|  |                 </p> | ||
|  |               </td> | ||
|  | <td> | ||
|  |                 <p> | ||
|  |                   <span class="blue">Max = 0.846ε (Mean = 0.153ε)</span><br> <br> | ||
|  |                   (<span class="emphasis"><em>Rmath 3.0.2:</em></span> Max = 0.846ε (Mean = 0.153ε))<br> | ||
|  |                   (<span class="emphasis"><em>Cephes:</em></span> Max = 0.799ε (Mean = 0.122ε)) | ||
|  |                 </p> | ||
|  |               </td> | ||
|  | <td> | ||
|  |                 <p> | ||
|  |                   <span class="blue">Max = 0.818ε (Mean = 0.227ε)</span><br> <br> | ||
|  |                   (<span class="emphasis"><em><tr1/cmath>:</em></span> Max = 0.818ε (Mean = 0.227ε))<br> | ||
|  |                   (<span class="emphasis"><em><math.h>:</em></span> Max = 0.818ε (Mean = 0.227ε)) | ||
|  |                 </p> | ||
|  |               </td> | ||
|  | <td> | ||
|  |                 <p> | ||
|  |                   <span class="blue">Max = 1.53ε (Mean = 0.627ε)</span><br> <br> | ||
|  |                   (<span class="emphasis"><em><math.h>:</em></span> Max = 0.818ε (Mean = 0.249ε)) | ||
|  |                 </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 © 2006-2010, 2012-2014 Nikhar Agrawal, | ||
|  |       Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert | ||
|  |       Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan Råde, 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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