aboutsummaryrefslogblamecommitdiff
path: root/docs/dev/articles/web_only/benchmarks.html
blob: a2d9f7e87f77f1ced246d8f35c3a391395a0ad88 (plain) (tree)




















                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
    










                                                                                                                               
                                                                                                                                        




                                                      
                                                    
                     
                                                                                                                           






                                                                 

                                                                                               





                                                                                                    
                                                                                                      
         

                                                                                                              
        
                                                                                                                                                                       
         
                                                                                                                                                             
         
                                                                                                                                              
         
                                                                                                                                           
         





                                                                                                                                
         


                                                                                                 
         







                                                                                                                   






                                          
                                                                  
                                             











                      
                                

                                                       
                                                                 
            
                                                                       
      
                                                                                                                                                                                                             




                                                                







                                                                        
                                                                   











                                                                                                                                                                                                                                                                                                                                                                                                                         
                                                                   







                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
                                                                   





                                                                                                                                                                                                                                         
                                                                                                                                                                                                                                                                                                                          





                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
                                                                   
























                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
      

                                                                                  

                                                                

                                                                                              
                                                                     
                          




                          

                

                                  



                              

                                  



                              

                                  



                              

                                  



                              

                                  



                              

                                  



                              

                                  
                              


                            

                                  
                              
                            
     
                

                                  
                           
                            
                 


























































                                  
                            
     



                                  








                                  
     






















                                   

        

                                                                                                       

                                                                         
                          





                          

                

                                  




                              

                                  




                              

                                  




                              

                                  




                              

                                  




                              

                                  




                              

                                  
                              



                            

                                  
                              

                            
     
                

                                  
                           

                            
                 

































































                                  

                            
     



                                  










                                  
     

























                                   

        

                                                                                                          

                                                                        
                     










                 
                          








                          

                

                                  







                              

                                  







                              

                                  







                              

                                  







                              

                                  







                              

                                  







                              

                                  
                              






                            

                                  
                              




                            
     
                

                                  
                           




                            
                 






















































































                                  
                            
                            


                            
     



                                  
















                                  
     


































                                   















                                                                       
                                   

                     
         
                                                                                                    






               
  
         
<!DOCTYPE html>
<!-- Generated by pkgdown: do not edit by hand --><html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Benchmark timings for mkin • mkin</title>
<!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script><!-- Bootstrap --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous">
<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../../bootstrap-toc.css">
<script src="../../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous">
<!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../../pkgdown.css" rel="stylesheet">
<script src="../../pkgdown.js"></script><meta property="og:title" content="Benchmark timings for mkin">
<meta property="og:description" content="mkin">
<meta name="robots" content="noindex">
<!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
<![endif]-->
</head>
<body data-spy="scroll" data-target="#toc">
    

    <div class="container template-article">
      <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
  <div class="container">
    <div class="navbar-header">
      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
        <span class="sr-only">Toggle navigation</span>
        <span class="icon-bar"></span>
        <span class="icon-bar"></span>
        <span class="icon-bar"></span>
      </button>
      <span class="navbar-brand">
        <a class="navbar-link" href="../../index.html">mkin</a>
        <span class="version label label-info" data-toggle="tooltip" data-placement="bottom" title="In-development version">1.2.3</span>
      </span>
    </div>

    <div id="navbar" class="navbar-collapse collapse">
      <ul class="nav navbar-nav">
<li>
  <a href="../../reference/index.html">Reference</a>
</li>
<li class="dropdown">
  <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" data-bs-toggle="dropdown" aria-expanded="false">
    Articles
     
    <span class="caret"></span>
  </a>
  <ul class="dropdown-menu" role="menu">
<li>
      <a href="../../articles/mkin.html">Introduction to mkin</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Example evaluations with (generalised) nonlinear least squares</li>
    <li>
      <a href="../../articles/FOCUS_D.html">Example evaluation of FOCUS Example Dataset D</a>
    </li>
    <li>
      <a href="../../articles/FOCUS_L.html">Example evaluation of FOCUS Laboratory Data L1 to L3</a>
    </li>
    <li>
      <a href="../../articles/web_only/FOCUS_Z.html">Example evaluation of FOCUS Example Dataset Z</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Example evaluations with hierarchical models (nonlinear mixed-effects models)</li>
    <li>
      <a href="../../articles/prebuilt/2022_dmta_parent.html">Testing hierarchical parent degradation kinetics with residue data on dimethenamid and dimethenamid-P</a>
    </li>
    <li>
      <a href="../../articles/prebuilt/2022_dmta_pathway.html">Testing hierarchical pathway kinetics with residue data on dimethenamid and dimethenamid-P</a>
    </li>
    <li>
      <a href="../../articles/prebuilt/2022_cyan_pathway.html">Testing hierarchical pathway kinetics with residue data on cyantraniliprole</a>
    </li>
    <li>
      <a href="../../articles/web_only/dimethenamid_2018.html">Comparison of saemix and nlme evaluations of dimethenamid data from 2018</a>
    </li>
    <li>
      <a href="../../articles/web_only/multistart.html">Short demo of the multistart method</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Performance</li>
    <li>
      <a href="../../articles/web_only/compiled_models.html">Performance benefit by using compiled model definitions in mkin</a>
    </li>
    <li>
      <a href="../../articles/web_only/benchmarks.html">Benchmark timings for mkin</a>
    </li>
    <li>
      <a href="../../articles/web_only/saem_benchmarks.html">Benchmark timings for saem.mmkin</a>
    </li>
    <li class="divider">
    </li>
<li class="dropdown-header">Miscellaneous</li>
    <li>
      <a href="../../articles/twa.html">Calculation of time weighted average concentrations with mkin</a>
    </li>
    <li>
      <a href="../../articles/web_only/NAFTA_examples.html">Example evaluation of NAFTA SOP Attachment examples</a>
    </li>
  </ul>
</li>
<li>
  <a href="../../news/index.html">News</a>
</li>
      </ul>
<ul class="nav navbar-nav navbar-right">
<li>
  <a href="https://github.com/jranke/mkin/" class="external-link">
    <span class="fab fa-github fa-lg"></span>
     
  </a>
</li>
      </ul>
</div>
<!--/.nav-collapse -->
  </div>
<!--/.container -->
</div>
<!--/.navbar -->

      

      </header><div class="row">
  <div class="col-md-9 contents">
    <div class="page-header toc-ignore">
      <h1 data-toc-skip>Benchmark timings for mkin</h1>
                        <h4 data-toc-skip class="author">Johannes
Ranke</h4>
            
            <h4 data-toc-skip class="date">Last change 17 February 2023
(rebuilt 2023-02-17)</h4>
      
      <small class="dont-index">Source: <a href="https://github.com/jranke/mkin/blob/HEAD/vignettes/web_only/benchmarks.rmd" class="external-link"><code>vignettes/web_only/benchmarks.rmd</code></a></small>
      <div class="hidden name"><code>benchmarks.rmd</code></div>

    </div>

    
    
<p>Each system is characterized by the operating system type, the CPU
type, the mkin version, and, as in June 2022 the current R version lead
to worse performance, the R version. A compiler was available, so if no
analytical solution was available, compiled ODE models are used.</p>
<p>Every fit is only performed once, so the accuracy of the benchmarks
is limited.</p>
<p>The following wrapper function for <code>mmkin</code> is used because
the way the error model is specified was changed in mkin version
0.9.49.1.</p>
<div class="sourceCode" id="cb1"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="kw">if</span> <span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/utils/packageDescription.html" class="external-link">packageVersion</a></span><span class="op">(</span><span class="st">"mkin"</span><span class="op">)</span> <span class="op">&gt;</span> <span class="st">"0.9.48.1"</span><span class="op">)</span> <span class="op">{</span></span>
<span>  <span class="va">mmkin_bench</span> <span class="op">&lt;-</span> <span class="kw">function</span><span class="op">(</span><span class="va">models</span>, <span class="va">datasets</span>, <span class="va">error_model</span> <span class="op">=</span> <span class="st">"const"</span><span class="op">)</span> <span class="op">{</span></span>
<span>    <span class="fu"><a href="../../reference/mmkin.html">mmkin</a></span><span class="op">(</span><span class="va">models</span>, <span class="va">datasets</span>, error_model <span class="op">=</span> <span class="va">error_model</span>, cores <span class="op">=</span> <span class="fl">1</span>, quiet <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span>
<span>  <span class="op">}</span></span>
<span><span class="op">}</span> <span class="kw">else</span> <span class="op">{</span></span>
<span>  <span class="va">mmkin_bench</span> <span class="op">&lt;-</span> <span class="kw">function</span><span class="op">(</span><span class="va">models</span>, <span class="va">datasets</span>, <span class="va">error_model</span> <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span> <span class="op">{</span></span>
<span>    <span class="fu"><a href="../../reference/mmkin.html">mmkin</a></span><span class="op">(</span><span class="va">models</span>, <span class="va">datasets</span>, reweight.method <span class="op">=</span> <span class="va">error_model</span>, cores <span class="op">=</span> <span class="fl">1</span>, quiet <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span>
<span>  <span class="op">}</span></span>
<span><span class="op">}</span></span></code></pre></div>
<div class="section level2">
<h2 id="test-cases">Test cases<a class="anchor" aria-label="anchor" href="#test-cases"></a>
</h2>
<p>Parent only:</p>
<div class="sourceCode" id="cb2"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">FOCUS_C</span> <span class="op">&lt;-</span> <span class="va">FOCUS_2006_C</span></span>
<span><span class="va">FOCUS_D</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/subset.html" class="external-link">subset</a></span><span class="op">(</span><span class="va">FOCUS_2006_D</span>, <span class="va">value</span> <span class="op">!=</span> <span class="fl">0</span><span class="op">)</span></span>
<span><span class="va">parent_datasets</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">FOCUS_C</span>, <span class="va">FOCUS_D</span><span class="op">)</span></span>
<span></span>
<span></span>
<span><span class="va">t1</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"SFO"</span>, <span class="st">"FOMC"</span>, <span class="st">"DFOP"</span>, <span class="st">"HS"</span><span class="op">)</span>, <span class="va">parent_datasets</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span><span class="va">t2</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"SFO"</span>, <span class="st">"FOMC"</span>, <span class="st">"DFOP"</span>, <span class="st">"HS"</span><span class="op">)</span>, <span class="va">parent_datasets</span>,</span>
<span>    error_model <span class="op">=</span> <span class="st">"tc"</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span></code></pre></div>
<p>One metabolite:</p>
<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">SFO_SFO</span> <span class="op">&lt;-</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinmod</a></span><span class="op">(</span></span>
<span>  parent <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span>, <span class="st">"m1"</span><span class="op">)</span>,</span>
<span>  m1 <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="va">FOMC_SFO</span> <span class="op">&lt;-</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinmod</a></span><span class="op">(</span></span>
<span>  parent <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"FOMC"</span>, <span class="st">"m1"</span><span class="op">)</span>,</span>
<span>  m1 <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="va">DFOP_SFO</span> <span class="op">&lt;-</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinmod</a></span><span class="op">(</span></span>
<span>  parent <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"FOMC"</span>, <span class="st">"m1"</span><span class="op">)</span>, <span class="co"># erroneously used FOMC twice, not fixed for consistency</span></span>
<span>  m1 <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span><span class="op">)</span><span class="op">)</span></span>
<span><span class="va">t3</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">SFO_SFO</span>, <span class="va">FOMC_SFO</span>, <span class="va">DFOP_SFO</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">FOCUS_D</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span><span class="va">t4</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">SFO_SFO</span>, <span class="va">FOMC_SFO</span>, <span class="va">DFOP_SFO</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">FOCUS_D</span><span class="op">)</span>,</span>
<span>    error_model <span class="op">=</span> <span class="st">"tc"</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span><span class="va">t5</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">SFO_SFO</span>, <span class="va">FOMC_SFO</span>, <span class="va">DFOP_SFO</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">FOCUS_D</span><span class="op">)</span>,</span>
<span>    error_model <span class="op">=</span> <span class="st">"obs"</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span></code></pre></div>
<p>Two metabolites, synthetic data:</p>
<div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
<code class="sourceCode R"><span><span class="va">m_synth_SFO_lin</span> <span class="op">&lt;-</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span>, <span class="st">"M1"</span><span class="op">)</span>,</span>
<span>                           M1 <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span>, <span class="st">"M2"</span><span class="op">)</span>,</span>
<span>                           M2 <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span><span class="op">)</span>,</span>
<span>                           use_of_ff <span class="op">=</span> <span class="st">"max"</span>, quiet <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span>
<span></span>
<span><span class="va">m_synth_DFOP_par</span> <span class="op">&lt;-</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"DFOP"</span>, <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"M1"</span>, <span class="st">"M2"</span><span class="op">)</span><span class="op">)</span>,</span>
<span>                           M1 <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span><span class="op">)</span>,</span>
<span>                           M2 <span class="op">=</span> <span class="fu"><a href="../../reference/mkinmod.html">mkinsub</a></span><span class="op">(</span><span class="st">"SFO"</span><span class="op">)</span>,</span>
<span>                           use_of_ff <span class="op">=</span> <span class="st">"max"</span>, quiet <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span>
<span></span>
<span><span class="va">SFO_lin_a</span> <span class="op">&lt;-</span> <span class="va">synthetic_data_for_UBA_2014</span><span class="op">[[</span><span class="fl">1</span><span class="op">]</span><span class="op">]</span><span class="op">$</span><span class="va">data</span></span>
<span></span>
<span><span class="va">DFOP_par_c</span> <span class="op">&lt;-</span> <span class="va">synthetic_data_for_UBA_2014</span><span class="op">[[</span><span class="fl">12</span><span class="op">]</span><span class="op">]</span><span class="op">$</span><span class="va">data</span></span>
<span></span>
<span><span class="va">t6</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">m_synth_SFO_lin</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">SFO_lin_a</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span><span class="va">t7</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">m_synth_DFOP_par</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">DFOP_par_c</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span></span>
<span><span class="va">t8</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">m_synth_SFO_lin</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">SFO_lin_a</span><span class="op">)</span>,</span>
<span>    error_model <span class="op">=</span> <span class="st">"tc"</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span><span class="va">t9</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">m_synth_DFOP_par</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">DFOP_par_c</span><span class="op">)</span>,</span>
<span>    error_model <span class="op">=</span> <span class="st">"tc"</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span></span>
<span><span class="va">t10</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">m_synth_SFO_lin</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">SFO_lin_a</span><span class="op">)</span>,</span>
<span>    error_model <span class="op">=</span> <span class="st">"obs"</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span>
<span><span class="va">t11</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/system.time.html" class="external-link">system.time</a></span><span class="op">(</span><span class="fu">mmkin_bench</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">m_synth_DFOP_par</span><span class="op">)</span>, <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="va">DFOP_par_c</span><span class="op">)</span>,</span>
<span>    error_model <span class="op">=</span> <span class="st">"obs"</span><span class="op">)</span><span class="op">)</span><span class="op">[[</span><span class="st">"elapsed"</span><span class="op">]</span><span class="op">]</span></span></code></pre></div>
</div>
<div class="section level2">
<h2 id="results">Results<a class="anchor" aria-label="anchor" href="#results"></a>
</h2>
<p>Benchmarks for all available error models are shown. They are
intended for improving mkin, not for comparing CPUs or operating
systems. All trademarks belong to their respective owners.</p>
<div class="section level3">
<h3 id="parent-only">Parent only<a class="anchor" aria-label="anchor" href="#parent-only"></a>
</h3>
<p>Constant variance (t1) and two-component error model (t2) for four
models fitted to two datasets, i.e. eight fits for each test.</p>
<table class="table">
<thead><tr class="header">
<th align="left">OS</th>
<th align="left">CPU</th>
<th align="left">R</th>
<th align="left">mkin</th>
<th align="right">t1</th>
<th align="right">t2</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.48.1</td>
<td align="right">3.610</td>
<td align="right">11.019</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.1</td>
<td align="right">8.184</td>
<td align="right">22.889</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.2</td>
<td align="right">7.064</td>
<td align="right">12.558</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.3</td>
<td align="right">7.296</td>
<td align="right">21.239</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.4</td>
<td align="right">5.936</td>
<td align="right">20.545</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.2</td>
<td align="right">1.714</td>
<td align="right">3.971</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.3</td>
<td align="right">1.752</td>
<td align="right">4.156</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.4</td>
<td align="right">1.786</td>
<td align="right">3.729</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">1.0.3</td>
<td align="right">1.881</td>
<td align="right">3.504</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">1.0.4</td>
<td align="right">1.867</td>
<td align="right">3.450</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.1.3</td>
<td align="left">1.1.0</td>
<td align="right">1.791</td>
<td align="right">3.289</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.0</td>
<td align="right">1.842</td>
<td align="right">3.453</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.2.1</td>
<td align="left">1.1.0</td>
<td align="right">1.959</td>
<td align="right">4.116</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.1.3</td>
<td align="left">1.1.0</td>
<td align="right">1.877</td>
<td align="right">3.906</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.2.1</td>
<td align="left">1.1.1</td>
<td align="right">1.644</td>
<td align="right">3.172</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.1</td>
<td align="right">1.770</td>
<td align="right">3.377</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.2</td>
<td align="right">1.957</td>
<td align="right">3.633</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.2</td>
<td align="left">1.2.0</td>
<td align="right">2.140</td>
<td align="right">3.774</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.2</td>
<td align="left">1.2.2</td>
<td align="right">2.187</td>
<td align="right">3.851</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.0</td>
<td align="right">1.288</td>
<td align="right">1.794</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.2</td>
<td align="right">1.276</td>
<td align="right">1.804</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.3</td>
<td align="right">1.370</td>
<td align="right">1.883</td>
</tr>
</tbody>
</table>
</div>
<div class="section level3">
<h3 id="one-metabolite">One metabolite<a class="anchor" aria-label="anchor" href="#one-metabolite"></a>
</h3>
<p>Constant variance (t3), two-component error model (t4), and variance
by variable (t5) for three models fitted to one dataset, i.e. three fits
for each test.</p>
<table class="table">
<thead><tr class="header">
<th align="left">OS</th>
<th align="left">CPU</th>
<th align="left">R</th>
<th align="left">mkin</th>
<th align="right">t3</th>
<th align="right">t4</th>
<th align="right">t5</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.48.1</td>
<td align="right">3.764</td>
<td align="right">14.347</td>
<td align="right">9.495</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.1</td>
<td align="right">4.649</td>
<td align="right">13.789</td>
<td align="right">6.395</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.2</td>
<td align="right">4.786</td>
<td align="right">8.461</td>
<td align="right">5.675</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.3</td>
<td align="right">4.510</td>
<td align="right">13.805</td>
<td align="right">7.386</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.4</td>
<td align="right">4.446</td>
<td align="right">15.335</td>
<td align="right">6.002</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.2</td>
<td align="right">1.402</td>
<td align="right">6.174</td>
<td align="right">2.764</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.3</td>
<td align="right">1.430</td>
<td align="right">6.615</td>
<td align="right">2.878</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.4</td>
<td align="right">1.397</td>
<td align="right">7.251</td>
<td align="right">2.810</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">1.0.3</td>
<td align="right">1.430</td>
<td align="right">6.344</td>
<td align="right">2.798</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">1.0.4</td>
<td align="right">1.415</td>
<td align="right">6.364</td>
<td align="right">2.820</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.1.3</td>
<td align="left">1.1.0</td>
<td align="right">1.310</td>
<td align="right">6.279</td>
<td align="right">2.681</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.0</td>
<td align="right">3.802</td>
<td align="right">21.247</td>
<td align="right">8.461</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.2.1</td>
<td align="left">1.1.0</td>
<td align="right">3.334</td>
<td align="right">19.521</td>
<td align="right">7.565</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.1.3</td>
<td align="left">1.1.0</td>
<td align="right">1.578</td>
<td align="right">8.058</td>
<td align="right">3.339</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.2.1</td>
<td align="left">1.1.1</td>
<td align="right">1.230</td>
<td align="right">5.839</td>
<td align="right">2.444</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.1</td>
<td align="right">1.308</td>
<td align="right">5.758</td>
<td align="right">2.558</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.2</td>
<td align="right">1.503</td>
<td align="right">6.147</td>
<td align="right">2.803</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.2</td>
<td align="left">1.2.0</td>
<td align="right">1.554</td>
<td align="right">6.193</td>
<td align="right">2.843</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.2</td>
<td align="left">1.2.2</td>
<td align="right">1.585</td>
<td align="right">6.335</td>
<td align="right">3.003</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.0</td>
<td align="right">0.792</td>
<td align="right">2.378</td>
<td align="right">1.245</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.2</td>
<td align="right">0.784</td>
<td align="right">2.355</td>
<td align="right">1.233</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.3</td>
<td align="right">0.770</td>
<td align="right">2.011</td>
<td align="right">1.123</td>
</tr>
</tbody>
</table>
</div>
<div class="section level3">
<h3 id="two-metabolites">Two metabolites<a class="anchor" aria-label="anchor" href="#two-metabolites"></a>
</h3>
<p>Constant variance (t6 and t7), two-component error model (t8 and t9),
and variance by variable (t10 and t11) for one model fitted to one
dataset, i.e. one fit for each test.</p>
<table class="table">
<colgroup>
<col width="8%">
<col width="19%">
<col width="8%">
<col width="12%">
<col width="8%">
<col width="8%">
<col width="8%">
<col width="9%">
<col width="8%">
<col width="9%">
</colgroup>
<thead><tr class="header">
<th align="left">OS</th>
<th align="left">CPU</th>
<th align="left">R</th>
<th align="left">mkin</th>
<th align="right">t6</th>
<th align="right">t7</th>
<th align="right">t8</th>
<th align="right">t9</th>
<th align="right">t10</th>
<th align="right">t11</th>
</tr></thead>
<tbody>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.48.1</td>
<td align="right">2.623</td>
<td align="right">4.587</td>
<td align="right">7.525</td>
<td align="right">16.621</td>
<td align="right">8.576</td>
<td align="right">31.267</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.1</td>
<td align="right">2.542</td>
<td align="right">4.128</td>
<td align="right">4.632</td>
<td align="right">8.171</td>
<td align="right">3.676</td>
<td align="right">5.636</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.2</td>
<td align="right">2.723</td>
<td align="right">4.478</td>
<td align="right">4.862</td>
<td align="right">7.618</td>
<td align="right">3.579</td>
<td align="right">5.574</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.3</td>
<td align="right">2.643</td>
<td align="right">4.374</td>
<td align="right">7.020</td>
<td align="right">11.124</td>
<td align="right">5.388</td>
<td align="right">7.365</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.49.4</td>
<td align="right">2.635</td>
<td align="right">4.259</td>
<td align="right">4.737</td>
<td align="right">7.763</td>
<td align="right">3.427</td>
<td align="right">5.626</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.2</td>
<td align="right">0.777</td>
<td align="right">1.236</td>
<td align="right">1.332</td>
<td align="right">2.872</td>
<td align="right">2.069</td>
<td align="right">2.987</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.3</td>
<td align="right">0.858</td>
<td align="right">1.264</td>
<td align="right">1.333</td>
<td align="right">2.984</td>
<td align="right">2.113</td>
<td align="right">3.073</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">0.9.50.4</td>
<td align="right">0.783</td>
<td align="right">1.282</td>
<td align="right">1.486</td>
<td align="right">3.815</td>
<td align="right">1.958</td>
<td align="right">3.105</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">1.0.3</td>
<td align="right">0.763</td>
<td align="right">1.244</td>
<td align="right">1.457</td>
<td align="right">3.054</td>
<td align="right">1.923</td>
<td align="right">2.839</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">NA</td>
<td align="left">1.0.4</td>
<td align="right">0.785</td>
<td align="right">1.252</td>
<td align="right">1.466</td>
<td align="right">3.091</td>
<td align="right">1.936</td>
<td align="right">2.826</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.1.3</td>
<td align="left">1.1.0</td>
<td align="right">0.744</td>
<td align="right">1.227</td>
<td align="right">1.288</td>
<td align="right">3.553</td>
<td align="right">1.895</td>
<td align="right">2.738</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.0</td>
<td align="right">3.018</td>
<td align="right">4.165</td>
<td align="right">5.036</td>
<td align="right">10.844</td>
<td align="right">6.623</td>
<td align="right">9.722</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.2.1</td>
<td align="left">1.1.0</td>
<td align="right">2.522</td>
<td align="right">3.792</td>
<td align="right">4.143</td>
<td align="right">11.268</td>
<td align="right">5.935</td>
<td align="right">8.728</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.1.3</td>
<td align="left">1.1.0</td>
<td align="right">0.907</td>
<td align="right">1.535</td>
<td align="right">1.589</td>
<td align="right">4.544</td>
<td align="right">2.302</td>
<td align="right">3.463</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">i7-4710MQ</td>
<td align="left">4.2.1</td>
<td align="left">1.1.1</td>
<td align="right">0.678</td>
<td align="right">1.095</td>
<td align="right">1.149</td>
<td align="right">3.247</td>
<td align="right">1.658</td>
<td align="right">2.472</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.1</td>
<td align="right">0.696</td>
<td align="right">1.124</td>
<td align="right">1.321</td>
<td align="right">2.786</td>
<td align="right">1.744</td>
<td align="right">2.566</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.1</td>
<td align="left">1.1.2</td>
<td align="right">0.861</td>
<td align="right">1.295</td>
<td align="right">1.507</td>
<td align="right">3.102</td>
<td align="right">1.961</td>
<td align="right">2.852</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.2</td>
<td align="left">1.2.0</td>
<td align="right">0.913</td>
<td align="right">1.345</td>
<td align="right">1.539</td>
<td align="right">3.011</td>
<td align="right">1.987</td>
<td align="right">2.802</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 7 1700</td>
<td align="left">4.2.2</td>
<td align="left">1.2.2</td>
<td align="right">0.935</td>
<td align="right">1.381</td>
<td align="right">1.551</td>
<td align="right">3.209</td>
<td align="right">1.976</td>
<td align="right">3.013</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.0</td>
<td align="right">0.445</td>
<td align="right">0.591</td>
<td align="right">0.660</td>
<td align="right">1.190</td>
<td align="right">0.814</td>
<td align="right">1.100</td>
</tr>
<tr class="odd">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.2</td>
<td align="right">0.443</td>
<td align="right">0.586</td>
<td align="right">0.661</td>
<td align="right">1.176</td>
<td align="right">0.803</td>
<td align="right">1.097</td>
</tr>
<tr class="even">
<td align="left">Linux</td>
<td align="left">Ryzen 9 7950X</td>
<td align="left">4.2.2</td>
<td align="left">1.2.3</td>
<td align="right">0.418</td>
<td align="right">0.530</td>
<td align="right">0.591</td>
<td align="right">1.006</td>
<td align="right">0.716</td>
<td align="right">0.949</td>
</tr>
</tbody>
</table>
</div>
</div>
  </div>

  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">

        <nav id="toc" data-toggle="toc"><h2 data-toc-skip>Contents</h2>
    </nav>
</div>

</div>



      <footer><div class="copyright">
  <p></p>
<p>Developed by Johannes Ranke.</p>
</div>

<div class="pkgdown">
  <p></p>
<p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.0.7.</p>
</div>

      </footer>
</div>

  


  

  </body>
</html>

Contact - Imprint