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<h1 class="title toc-ignore">Converting from Rcpp</h1>
<p>In many cases there is no need to convert a package from Rcpp. If the
code is already written and you don’t have a very compelling need to use
cpp11 I would recommend you continue to use Rcpp. However if you
<em>do</em> feel like your project will benefit from using cpp11 this
vignette will provide some guidance and doing the conversion.</p>
<p>It is also a place to highlight some of the largest differences
between Rcpp and cpp11.</p>
<div id="class-comparison-table" class="section level2">
<h2>Class comparison table</h2>
<table>
<colgroup>
<col width="25%" />
<col width="25%" />
<col width="25%" />
<col width="25%" />
</colgroup>
<thead>
<tr class="header">
<th>Rcpp</th>
<th>cpp11 (read-only)</th>
<th>cpp11 (writable)</th>
<th>cpp11 header</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td>NumericVector</td>
<td>doubles</td>
<td>writable::doubles</td>
<td><cpp11/doubles.hpp></td>
</tr>
<tr class="even">
<td>NumericMatrix</td>
<td>doubles_matrix<></td>
<td>writable::doubles_matrix<></td>
<td><cpp11/doubles.hpp></td>
</tr>
<tr class="odd">
<td>IntegerVector</td>
<td>integers</td>
<td>writable::integers</td>
<td><cpp11/integers.hpp></td>
</tr>
<tr class="even">
<td>IntegerMatrix</td>
<td>integers_matrix<></td>
<td>writable::integers_matrix<></td>
<td><cpp11/integers.hpp></td>
</tr>
<tr class="odd">
<td>CharacterVector</td>
<td>strings</td>
<td>writable::strings</td>
<td><cpp11/strings.hpp></td>
</tr>
<tr class="even">
<td>RawVector</td>
<td>raws</td>
<td>writable::raws</td>
<td><cpp11/raws.hpp></td>
</tr>
<tr class="odd">
<td>List</td>
<td>list</td>
<td>writable::list</td>
<td><cpp11/list.hpp></td>
</tr>
<tr class="even">
<td>RObject</td>
<td>sexp</td>
<td></td>
<td><cpp11/sexp.hpp></td>
</tr>
<tr class="odd">
<td>XPtr</td>
<td></td>
<td>external_pointer</td>
<td><cpp11/external_pointer.hpp></td>
</tr>
<tr class="even">
<td>Environment</td>
<td></td>
<td>environment</td>
<td><cpp11/environment.hpp></td>
</tr>
<tr class="odd">
<td>Function</td>
<td></td>
<td>function</td>
<td><cpp11/function.hpp></td>
</tr>
<tr class="even">
<td>Environment (namespace)</td>
<td></td>
<td>package</td>
<td><cpp11/function.hpp></td>
</tr>
<tr class="odd">
<td>wrap</td>
<td></td>
<td>as_sexp</td>
<td><cpp11/as.hpp></td>
</tr>
<tr class="even">
<td>as</td>
<td></td>
<td>as_cpp</td>
<td><cpp11/as.hpp></td>
</tr>
<tr class="odd">
<td>stop</td>
<td>stop</td>
<td></td>
<td><cpp11/protect.hpp></td>
</tr>
<tr class="even">
<td>checkUserInterrupt</td>
<td>check_user_interrupt</td>
<td></td>
<td><cpp11/protect.hpp></td>
</tr>
</tbody>
</table>
</div>
<div id="incomplete-list-of-rcpp-features-not-included-in-cpp11" class="section level2">
<h2>Incomplete list of Rcpp features not included in cpp11</h2>
<ul>
<li>None of <a href="https://CRAN.R-project.org/package=Rcpp/vignettes/Rcpp-modules.pdf">Modules</a></li>
<li>None of <a href="https://CRAN.R-project.org/package=Rcpp/vignettes/Rcpp-sugar.pdf">Sugar</a></li>
<li>Some parts of <a href="https://CRAN.R-project.org/package=Rcpp/vignettes/Rcpp-attributes.pdf">Attributes</a>
<ul>
<li>No dependencies</li>
<li>No random number generator restoration</li>
<li>No support for roxygen2 comments</li>
<li>No interfaces</li>
</ul></li>
</ul>
</div>
<div id="read-only-vs-writable-vectors" class="section level2">
<h2>Read-only vs writable vectors</h2>
<p>The largest difference between cpp11 and Rcpp classes is that Rcpp
classes modify their data in place, whereas cpp11 classes require
copying the data to a writable class for modification.</p>
<p>The default classes, e.g. <code>cpp11::doubles</code> are
<em>read-only</em> classes that do not permit modification. If you want
to modify the data you need to use the classes in the
<code>cpp11::writable</code> namespace,
e.g. <code>cpp11::writable::doubles</code>.</p>
<p>In addition use the <code>writable</code> variants if you need to
create a new R vector entirely in C++.</p>
</div>
<div id="fewer-implicit-conversions" class="section level2">
<h2>Fewer implicit conversions</h2>
<p>Rcpp also allows very flexible implicit conversions, e.g. if you pass
a <code>REALSXP</code> to a function that takes a
<code>Rcpp::IntegerVector()</code> it is implicitly converted to a
<code>INTSXP</code>. These conversions are nice for usability, but
require (implicit) duplication of the data, with the associated runtime
costs.</p>
<p>cpp11 throws an error in these cases. If you want the implicit
coercions you can add a call to <code>as.integer()</code> or
<code>as.double()</code> as appropriate from R when you call the
function.</p>
</div>
<div id="calling-r-functions-from-c" class="section level2">
<h2>Calling R functions from C++</h2>
<p>Calling R functions from C++ is similar to using Rcpp.</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode cpp"><code class="sourceCode cpp"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a>Rcpp<span class="op">::</span>Function as_tibble<span class="op">(</span><span class="st">"as_tibble"</span><span class="op">,</span> Rcpp<span class="op">::</span>Environment<span class="op">::</span>namespace_env<span class="op">(</span><span class="st">"tibble"</span><span class="op">));</span></span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>as_tibble<span class="op">(</span>x<span class="op">,</span> Rcpp<span class="op">::</span>Named<span class="op">(</span><span class="st">".rows"</span><span class="op">,</span> num_rows<span class="op">),</span> Rcpp<span class="op">::</span>Named<span class="op">(</span><span class="st">".name_repair"</span><span class="op">,</span> name_repair<span class="op">));</span></span></code></pre></div>
<div class="sourceCode" id="cb2"><pre class="sourceCode cpp"><code class="sourceCode cpp"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="kw">using</span> <span class="kw">namespace</span> cpp11<span class="op">::</span>literals<span class="op">;</span> <span class="co">// so we can use ""_nm syntax</span></span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a></span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a><span class="kw">auto</span> as_tibble <span class="op">=</span> cpp11<span class="op">::</span>package<span class="op">(</span><span class="st">"tibble"</span><span class="op">)[</span><span class="st">"as_tibble"</span><span class="op">];</span></span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a>as_tibble<span class="op">(</span>x<span class="op">,</span> <span class="st">".rows"_nm</span> <span class="op">=</span> num_rows<span class="op">,</span> <span class="st">".name_repair"_nm</span> <span class="op">=</span> name_repair<span class="op">);</span></span></code></pre></div>
</div>
<div id="appending-behavior" class="section level2">
<h2>Appending behavior</h2>
<p>One major difference in Rcpp and cpp11 is how vectors are grown. Rcpp
vectors have a <code>push_back()</code> method, but unlike
<code>std::vector()</code> no additional space is reserved when pushing.
This makes calling <code>push_back()</code> repeatably very expensive,
as the entire vector has to be copied each call.</p>
<p>In contrast <code>cpp11</code> vectors grow efficiently, reserving
extra space. Because of this you can do ~10,000,000 vector appends with
cpp11 in approximately the same amount of time that Rcpp does 10,000, as
this benchmark demonstrates.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="fu">library</span>(cpp11test)</span>
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a>grid <span class="ot"><-</span> <span class="fu">expand.grid</span>(<span class="at">len =</span> <span class="dv">10</span> <span class="sc">^</span> (<span class="dv">0</span><span class="sc">:</span><span class="dv">7</span>), <span class="at">pkg =</span> <span class="st">"cpp11"</span>, <span class="at">stringsAsFactors =</span> <span class="cn">FALSE</span>)</span>
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a>grid <span class="ot"><-</span> <span class="fu">rbind</span>(</span>
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a> grid,</span>
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a> <span class="fu">expand.grid</span>(<span class="at">len =</span> <span class="dv">10</span> <span class="sc">^</span> (<span class="dv">0</span><span class="sc">:</span><span class="dv">4</span>), <span class="at">pkg =</span> <span class="st">"rcpp"</span>, <span class="at">stringsAsFactors =</span> <span class="cn">FALSE</span>)</span>
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>)</span>
<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a>b_grow <span class="ot"><-</span> bench<span class="sc">::</span><span class="fu">press</span>(<span class="at">.grid =</span> grid,</span>
<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a> {</span>
<span id="cb3-9"><a href="#cb3-9" tabindex="-1"></a> fun <span class="ot">=</span> <span class="fu">match.fun</span>(<span class="fu">sprintf</span>(<span class="st">"%sgrow_"</span>, <span class="fu">ifelse</span>(pkg <span class="sc">==</span> <span class="st">"cpp11"</span>, <span class="st">""</span>, <span class="fu">paste0</span>(pkg, <span class="st">"_"</span>))))</span>
<span id="cb3-10"><a href="#cb3-10" tabindex="-1"></a> bench<span class="sc">::</span><span class="fu">mark</span>(</span>
<span id="cb3-11"><a href="#cb3-11" tabindex="-1"></a> <span class="fu">fun</span>(len)</span>
<span id="cb3-12"><a href="#cb3-12" tabindex="-1"></a> )</span>
<span id="cb3-13"><a href="#cb3-13" tabindex="-1"></a> }</span>
<span id="cb3-14"><a href="#cb3-14" tabindex="-1"></a>)[<span class="fu">c</span>(<span class="st">"len"</span>, <span class="st">"pkg"</span>, <span class="st">"min"</span>, <span class="st">"mem_alloc"</span>, <span class="st">"n_itr"</span>, <span class="st">"n_gc"</span>)]</span>
<span id="cb3-15"><a href="#cb3-15" tabindex="-1"></a><span class="fu">saveRDS</span>(b_grow, <span class="st">"growth.Rds"</span>, <span class="at">version =</span> <span class="dv">2</span>)</span></code></pre></div>
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