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<meta name="description" content="mandelbrot — How fast programs generate a Mandelbrot set and write a portable bitmap.">
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<title>mandelbrot (Benchmarks Game) </title>
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<header>
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  <h3><a href="https://benchmarksgame-team.pages.debian.net/benchmarksgame/index.html">The&nbsp;<small>Computer&nbsp;Language</small><br>22.03 Benchmarks&nbsp;Game</a></h3>
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</header>
<article>
  <div>
    <h1>mandelbrot</h1>
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    <aside>
      <p><a href="../description/mandelbrot.html#mandelbrot">description</a>
    </aside>
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  </div>
  <section>
    <div>
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      <h2></h2> 
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        <p>First a few simple programs.
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        <p>Then optimisations, multicore parallelism, <a class="external" href="https://cr.openjdk.java.net/~vlivanov/talks/2017_Vectorization_in_HotSpot_JVM.pdf">[pdf] vector parallelism.</a>
        <p><a href="#intrinsics">Last</a> <a class="external" href="https://www.intel.com/content/www/us/en/docs/intrinsics-guide/index.html">hand-written vector instructions</a> and "unsafe" programs.
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      <h2></h2>
    </div>
    <table>
      <tr>
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        <th>&nbsp;
        <th>source
        <th class="best">secs
        <th>mem
        <th>gz
        <th>&nbsp;
        <th>&nbsp;
      <tr>
        <td>&nbsp;
        <td><a href="../program/mandelbrot-icx-2.html"><span>Intel C&nbsp;#2</span></a>
        <td>22.95
        <td>1,220
        <td>400
        <td>&nbsp;
        <td>&nbsp;
      <tr>
        <td>&nbsp;
        <td><a href="../program/mandelbrot-icc-2.html"><span>Classic C&nbsp;#2</span></a>
        <td>24.73
        <td>1,260
        <td>400
        <td>&nbsp;
        <td>&nbsp;
      <tr>
        <td>&nbsp;
        <td><a href="../program/mandelbrot-gcc-2.html"><span>C gcc&nbsp;#2</span></a>
        <td>25.28
        <td>1,044
        <td>400
        <td>&nbsp;
        <td>&nbsp;
      <tr>
        <td>&nbsp;
        <td><a href="../program/mandelbrot-clang-2.html"><span>C clang&nbsp;#2</span></a>
        <td>25.41
        <td>1,040
        <td>400
        <td>&nbsp;
        <td>&nbsp;
      <tr>
        <th colspan='7'>&nbsp;
      <tr>
        <th colspan='7'>&nbsp;
      <tr>
        <th colspan='7'>&nbsp;
      <tr>
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        <th>&#215;
        <th>source
        <th class="best">secs
        <th><a href="./mandelbrot-mem.html"><span>mem</span></a>
        <th><a href="./mandelbrot-gz.html"><span>gz</span></a>
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        <th><a href="./mandelbrot-cpu.html"><span>cpu</span></a>
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        <th>cpu load
      <tr>
        <td>1.0
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        <td><a href="../program/mandelbrot-rust-7.html"><span><strong>Rust</strong>&nbsp;#7</span></a>
        <td class="best">0.91
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        <td>32,672
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        <td>757
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        <td>3.62
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        <td class="message">100%&nbsp;100%&nbsp;100%&nbsp;100%
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      <tr>
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        <td>1.0
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        <td><a href="../program/mandelbrot-rust-8.html"><span>Rust&nbsp;#8</span></a>
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        <td>0.92
        <td>32,280
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        <td>763
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        <td>3.64
        <td class="message">100%&nbsp;100%&nbsp;99%&nbsp;99%
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      <tr>
        <td>1.2
        <td><a href="../program/mandelbrot-gpp-0.html"><span><strong>C++</strong>&nbsp;g++&nbsp;#0</span></a>
        <td class="best">1.05
        <td>34,796
        <td>2739
        <td>4.07
        <td class="message">97%&nbsp;98%&nbsp;100%&nbsp;96%
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      <tr>
        <td>1.2
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        <td><a href="../program/mandelbrot-chapel-3.html"><span><strong>Chapel</strong>&nbsp;#3</span></a>
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        <td class="best">1.08
        <td>36,344
        <td>591
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        <td>4.12
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        <td class="message">98%&nbsp;96%&nbsp;96%&nbsp;98%
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      <tr>
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        <td>1.2
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        <td><a href="../program/mandelbrot-rust-6.html"><span>Rust&nbsp;#6</span></a>
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        <td>1.08
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        <td>33,648
        <td>1332
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        <td>4.24
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        <td class="message">99%&nbsp;99%&nbsp;98%&nbsp;98%
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      <tr>
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        <td>1.2
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        <td><a href="../program/mandelbrot-rust-5.html"><span>Rust&nbsp;#5</span></a>
        <td>1.08
        <td>34,000
        <td>719
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        <td>4.25
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        <td class="message">98%&nbsp;99%&nbsp;99%&nbsp;98%
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      <tr>
        <td>1.5
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        <td><a href="../program/mandelbrot-rust-3.html"><span>Rust&nbsp;#3</span></a>
        <td>1.36
        <td>12,604
        <td>1007
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        <td>5.43
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        <td class="message">100%&nbsp;100%&nbsp;100%&nbsp;100%
      <tr>
        <td>1.6
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        <td><a href="../program/mandelbrot-ifc-8.html"><span>Classic&nbsp;<strong>Fortran</strong>&nbsp;#8</span></a>
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        <td class="best">1.41
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        <td>36,288
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        <td>957
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        <td>5.59
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        <td class="message">99%&nbsp;99%&nbsp;99%&nbsp;100%
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      <tr>
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        <td>1.6
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        <td><a href="../program/mandelbrot-julia-7.html"><span><strong>Julia</strong>&nbsp;#7</span></a>
        <td class="best">1.42
        <td>236,720
        <td>619
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        <td>5.07
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        <td class="message">87%&nbsp;87%&nbsp;87%&nbsp;99%
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      <tr>
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        <td>1.6
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        <td><a href="../program/mandelbrot-julia-8.html"><span>Julia&nbsp;#8</span></a>
        <td>1.46
        <td>236,608
        <td>624
        <td>5.24
        <td class="message">86%&nbsp;86%&nbsp;99%&nbsp;87%
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      <tr>
        <td>1.8
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        <td><a href="../program/mandelbrot-julia-5.html"><span>Julia&nbsp;#5</span></a>
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        <td>1.62
        <td>275,428
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        <td>571
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        <td>5.93
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        <td class="message">89%&nbsp;99%&nbsp;90%&nbsp;90%
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      <tr>
        <td>1.8
        <td><a href="../program/mandelbrot-gcc-8.html"><span><strong>C</strong>&nbsp;gcc&nbsp;#8</span></a>
        <td class="best">1.63
        <td>33,112
        <td>782
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        <td>6.30
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        <td class="message">97%&nbsp;97%&nbsp;100%&nbsp;97%
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      <tr>
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        <td>2.2
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        <td><a href="../program/mandelbrot-julia-6.html"><span>Julia&nbsp;#6</span></a>
        <td>2.03
        <td>265,020
        <td>562
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        <td>5.87
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        <td class="message">90%&nbsp;60%&nbsp;50%&nbsp;91%
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      <tr>
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        <td>2.3
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        <td><a href="../program/mandelbrot-julia-3.html"><span>Julia&nbsp;#3</span></a>
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        <td>2.10
        <td>273,092
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        <td>579
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        <td>7.78
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        <td class="message">91%&nbsp;91%&nbsp;90%&nbsp;100%
      <tr>
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        <td>3.0
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        <td><a href="../program/mandelbrot-julia-4.html"><span>Julia&nbsp;#4</span></a>
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        <td>2.70
        <td>270,136
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        <td>574
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        <td>7.67
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        <td class="message">91%&nbsp;91%&nbsp;55%&nbsp;48%
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      <tr>
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        <td>3.3
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        <td><a href="../program/mandelbrot-rust-1.html"><span>Rust</span></a>
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        <td>3.00
        <td>38,804
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        <td>868
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        <td>11.84
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        <td class="message">97%&nbsp;100%&nbsp;99%&nbsp;99%
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      <tr>
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        <td>3.5
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        <td><a href="../program/mandelbrot-ifc-6.html"><span>Classic Fortran&nbsp;#6</span></a>
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        <td>3.22
        <td>75,868
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        <td>661
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        <td>10.68
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        <td class="message">77%&nbsp;77%&nbsp;77%&nbsp;100%
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      <tr>
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        <td>3.8
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        <td><a href="../program/mandelbrot-gpp-9.html"><span>C++ g++&nbsp;#9</span></a>
        <td>3.50
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        <td>34,380
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        <td>726
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        <td>13.48
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        <td class="message">96%&nbsp;95%&nbsp;99%&nbsp;95%
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      <tr>
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        <td>4.1
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        <td><a href="../program/mandelbrot-go-4.html"><span><strong>Go</strong>&nbsp;#4</span></a>
        <td class="best">3.73
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        <td>35,064
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        <td>905
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        <td>14.85
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        <td class="message">99%&nbsp;99%&nbsp;100%&nbsp;100%
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        <td>4.1
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        <td><a href="../program/mandelbrot-go-3.html"><span>Go&nbsp;#3</span></a>
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        <td>3.74
        <td>34,112
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        <td>894
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        <td>14.91
        <td class="message">100%&nbsp;99%&nbsp;100%&nbsp;100%
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        <td>4.3
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        <td><a href="../program/mandelbrot-fpascal-8.html"><span>Free&nbsp;<strong>Pascal</strong>&nbsp;#8</span></a>
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        <td class="best">3.89
        <td>31,316
        <td>952
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        <td>15.41
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        <td class="message">99%&nbsp;100%&nbsp;100%&nbsp;99%
      <tr>
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        <td>4.4
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        <td><a href="../program/mandelbrot-gnat-3.html"><span><strong>Ada</strong>&nbsp;2012&nbsp;GNAT&nbsp;#3</span></a>
        <td class="best">4.04
        <td>35,632
        <td>1819
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        <td>15.92
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        <td class="message">97%&nbsp;100%&nbsp;99%&nbsp;99%
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      <tr>
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        <td>4.4
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        <td><a href="../program/mandelbrot-node-3.html"><span><strong>Node&nbsp;js</strong>&nbsp;#3</span></a>
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        <td class="best">4.05
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        <td>104,232
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        <td>1122
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        <td>15.95
        <td class="message">98%&nbsp;98%&nbsp;98%&nbsp;100%
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        <td>4.5
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        <td><a href="../program/mandelbrot-csharpcore-5.html"><span><strong>C#</strong>&nbsp;.NET&nbsp;#5</span></a>
        <td class="best">4.11
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        <td>64,520
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        <td>839
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        <td>16.14
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        <td class="message">99%&nbsp;99%&nbsp;98%&nbsp;98%
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      <tr>
        <td>4.5
        <td><a href="../program/mandelbrot-java-2.html"><span><strong>Java</strong>&nbsp;&nbsp;#2</span></a>
        <td class="best">4.13
        <td>69,276
        <td>796
        <td>16.18
        <td class="message">98%&nbsp;98%&nbsp;99%&nbsp;99%
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        <td>4.6
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        <td><a href="../program/mandelbrot-gcc-9.html"><span>C gcc&nbsp;#9</span></a>
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        <td>4.15
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        <td>32,804
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        <td>694
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        <td>16.03
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        <td class="message">100%&nbsp;96%&nbsp;95%&nbsp;96%
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        <td>4.6
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        <td><a href="../program/mandelbrot-sbcl-4.html"><span><strong>Lisp</strong>&nbsp;SBCL&nbsp;#4</span></a>
        <td class="best">4.17
        <td>46,584
        <td>2447
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        <td>16.62
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        <td class="message">100%&nbsp;100%&nbsp;100%&nbsp;100%
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      <tr>
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        <td>4.7
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        <td><a href="../program/mandelbrot-java-6.html"><span>Java&nbsp;#6</span></a>
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        <td>4.29
        <td>69,148
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        <td>802
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        <td>16.89
        <td class="message">98%&nbsp;99%&nbsp;99%&nbsp;98%
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        <td>4.7
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        <td><a href="../program/mandelbrot-dartexe-4.html"><span><strong>Dart</strong>&nbsp;#4</span></a>
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        <td><a href="../program/mandelbrot-fpascal-2.html"><span>Free Pascal&nbsp;#2</span></a>
        <td>10.97
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        <td>11.01
        <td>32,964
        <td>825
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        <td>142,252
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        <td>26.52
        <td>8
        <td>526
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        <td><a href="../program/mandelbrot-node-2.html"><span>Node js&nbsp;#2</span></a>
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        <td><a href="../program/mandelbrot-dartexe-2.html"><span>Dart&nbsp;#2</span></a>
        <td>29.84
        <td>18,352
        <td>488
        <td>29.84
        <td class="message">100%&nbsp;0%&nbsp;0%&nbsp;0%
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        <td>54
        <td><a href="../program/mandelbrot-racket-1.html"><span><strong>Racket</strong></span></a>
        <td class="best">49.21
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        <td>95
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        <td><a href="../program/mandelbrot-php-1.html"><span>PHP</span></a>
        <td>86.92
        <td>13,396
        <td>449
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        <td>86.92
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        <td>96
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        <td><a href="../program/mandelbrot-lua-6.html"><span><strong>Lua</strong>&nbsp;#6</span></a>
        <td class="best">87.98
        <td>19,596
        <td>623
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        <td>292.67
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        <td>110
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        <td><a href="../program/mandelbrot-vw-2.html"><span>VW&nbsp;<strong>Smalltalk</strong>&nbsp;#2</span></a>
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        <td class="best">100.44
        <td>177,388
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        <td>5&nbsp;min
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        <td class="message">95%&nbsp;88%&nbsp;76%&nbsp;86%
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        <td>143
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        <td><a href="../program/mandelbrot-node-1.html"><span>Node js</span></a>
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        <td>130.70
        <td>42,020
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        <td>130.64
        <td class="message">100%&nbsp;3%&nbsp;1%&nbsp;2%
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        <td><a href="../program/mandelbrot-dartexe-1.html"><span>Dart</span></a>
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        <td>154.13
        <td>17,240
        <td>454
        <td>154.09
        <td class="message">76%&nbsp;24%&nbsp;2%&nbsp;1%
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        <td>194
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        <td><a href="../program/mandelbrot-python3-7.html"><span><strong>Python&nbsp;3</strong>&nbsp;#7</span></a>
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        <td class="best">177.35
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        <td class="message">99%&nbsp;99%&nbsp;99%&nbsp;99%
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        <td>198
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        <td><a href="../program/mandelbrot-ruby-5.html"><span><strong>Ruby</strong>&nbsp;#5</span></a>
        <td class="best">180.18
        <td>322,648
        <td>970
        <td>11&nbsp;min
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        <td>273
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        <td><a href="../program/mandelbrot-lua-3.html"><span>Lua&nbsp;#3</span></a>
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        <td>248.53
        <td>2,552
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        <td>358
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        <td><a href="../program/mandelbrot-lua-1.html"><span>Lua</span></a>
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        <td>250.67
        <td>2,588
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        <td>298
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        <td><a href="../program/mandelbrot-ruby-2.html"><span>Ruby&nbsp;#2</span></a>
        <td>271.60
        <td>348,392
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        <td><a href="../program/mandelbrot-lua-2.html"><span>Lua&nbsp;#2</span></a>
        <td>277.84
        <td>1,420
        <td>367
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        <td>352
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        <td><a href="../program/mandelbrot-vw-1.html"><span>VW Smalltalk</span></a>
        <td>5&nbsp;min
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        <td>5&nbsp;min
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        <td class="message">2%&nbsp;48%&nbsp;7%&nbsp;43%
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        <td>515
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        <td><a href="../program/mandelbrot-perl-1.html"><span><strong>Perl</strong></span></a>
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        <td class="best">7&nbsp;min
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        <td>&nbsp;
        <td><a href="../program/mandelbrot-ruby-4.html"><span>Ruby&nbsp;#4</span></a>
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        <td>14&nbsp;min
        <td>408,488
        <td>857
        <td>14&nbsp;min
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        <td>&nbsp;
        <td><a href="../program/mandelbrot-ruby-3.html"><span>Ruby&nbsp;#3</span></a>
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        <td>24&nbsp;min
        <td>285,800
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        <td>&nbsp;
        <td><a href="../program/mandelbrot-mri-5.html"><span>Matz's&nbsp;<strong>Ruby</strong>&nbsp;#5</span></a>
        <td class="best">32&nbsp;min
        <td>53,240
        <td>970
        <td>2h&nbsp;10&nbsp;min
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        <td>&nbsp;
        <td><a href="../program/mandelbrot-mri-2.html"><span>Matz's Ruby&nbsp;#2</span></a>
        <td>39&nbsp;min
        <td>64,428
        <td>880
        <td>2h&nbsp;37&nbsp;min
        <td class="message">100%&nbsp;100%&nbsp;100%&nbsp;100%
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        <td>&nbsp;
        <td><a href="../program/mandelbrot-mri-6.html"><span>Matz's Ruby&nbsp;#6</span></a>
        <td>39&nbsp;min
        <td>131,576
        <td>918
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        <td>&nbsp;
        <td><a href="../program/mandelbrot-mri-3.html"><span>Matz's Ruby&nbsp;#3</span></a>
        <td>2h&nbsp;03&nbsp;min
        <td>3,208
        <td>307
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        <td>&nbsp;
        <td><a href="../program/mandelbrot-mri-4.html"><span>Matz's Ruby&nbsp;#4</span></a>
        <td>2h&nbsp;08&nbsp;min
        <td>103,948
        <td>857
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        <td>2h&nbsp;08&nbsp;min
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        <td>
        <td><a href="../program/mandelbrot-python3-5.html"><span>Python 3&nbsp;#5</span></a>
        <td class="message">Failed
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        <td>
        <td>
        <td>
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        <td>
        <td><a href="../program/mandelbrot-python3-2.html"><span>Python 3&nbsp;#2</span></a>
        <td class="message">Timed&nbsp;Out
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        <td>
        <td>
        <td>
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        <td>
        <td><a href="../program/mandelbrot-ruby-7.html"><span>Ruby&nbsp;#7</span></a>
        <td class="message">Failed
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        <td>
        <td>
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        <td>
        <td><a href="../program/mandelbrot-ruby-6.html"><span>Ruby&nbsp;#6</span></a>
        <td class="message">Failed
        <td>
        <td>
        <td>
        <td>
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        <td>
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        <td><a href="../program/mandelbrot-mri-7.html"><span>Matz's Ruby&nbsp;#7</span></a>
        <td class="message">Failed
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        <td>
        <td>
        <td>
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        <td>
        <td><a href="../program/mandelbrot-swift-3.html"><span>Swift&nbsp;#3</span></a>
        <td class="message">Bad&nbsp;Output
        <td>
        <td>
        <td>
        <td>
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      <tr>
        <th colspan='7'>&nbsp;
      <tr>
        <th colspan='7'>&nbsp;
      <tr>
        <th colspan='2'>&nbsp;
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        <th id="intrinsics" colspan="5"><strong>hand-written vector instructions | "unsafe"</strong>
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        <th colspan='7'>&nbsp;
      <tr>
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        <th>&#215;
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        <th>source
        <th class="best">secs
        <th>mem
        <th>gz
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        <th>cpu
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        <th>cpu load
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        <td>0.9
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        <td><a href="../program/mandelbrot-gpp-4.html"><span>C++ g++&nbsp;#4</span></a>
        <td>0.84
        <td>34,800
        <td>3542
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        <td>3.27
        <td class="message">98%&nbsp;96%&nbsp;98%&nbsp;99%
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        <td>1.0
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        <td><a href="../program/mandelbrot-gpp-1.html"><span>C++ g++</span></a>
        <td>0.89
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        <td>1.1
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        <td><a href="../program/mandelbrot-gpp-6.html"><span>C++ g++&nbsp;#6</span></a>
        <td>0.98
        <td>31,692
        <td>1002
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        <td>1.4
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        <td><a href="../program/mandelbrot-gcc-6.html"><span>C gcc&nbsp;#6</span></a>
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        <td>1.28
        <td>31,192
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        <td>5.11
        <td class="message">99%&nbsp;99%&nbsp;100%&nbsp;100%
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        <td>1.5
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        <td><a href="../program/mandelbrot-swift-7.html"><span>Swift&nbsp;#7</span></a>
        <td>1.36
        <td>41,876
        <td>1140
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        <td>5.42
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        <td>1.5
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        <td><a href="../program/mandelbrot-swift-6.html"><span>Swift&nbsp;#6</span></a>
        <td>1.38
        <td>43,884
        <td>1141
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        <td>5.49
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        <td>1.7
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        <td><a href="../program/mandelbrot-ghc-3.html"><span>Haskell GHC&nbsp;#3</span></a>
        <td>1.53
        <td>51,140
        <td>1981
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        <td>6.01
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        <td>3.4
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        <td><a href="../program/mandelbrot-csharpcore-9.html"><span>C# .NET&nbsp;#9</span></a>
        <td>3.11
        <td>65,960
        <td>816
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        <td>12.17
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        <td><a href="../program/mandelbrot-csharpcore-1.html"><span>C# .NET</span></a>
        <td>3.11
        <td>66,112
        <td>1974
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        <td>12.16
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        <td>3.8
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        <td><a href="../program/mandelbrot-gcc-4.html"><span>C gcc&nbsp;#4</span></a>
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        <td>3.46
        <td>32,456
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        <td>13.82
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        <td>3.8
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        <td><a href="../program/mandelbrot-gpp-7.html"><span>C++ g++&nbsp;#7</span></a>
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        <td>3.48
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        <td>34,664
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        <td>3.8
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        <td><a href="../program/mandelbrot-gcc-1.html"><span>C gcc</span></a>
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        <td>3.48
        <td>28,696
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        <td>3.9
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        <td><a href="../program/mandelbrot-gcc-7.html"><span>C gcc&nbsp;#7</span></a>
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        <td>3.52
        <td>33,084
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        <td>994
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        <td>13.90
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        <td>3.9
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        <td><a href="../program/mandelbrot-gcc-3.html"><span>C gcc&nbsp;#3</span></a>
        <td>3.52
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        <td>30,728
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        <td>763
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        <td>4.1
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        <td><a href="../program/mandelbrot-fsharpcore-6.html"><span>F# .NET&nbsp;#6</span></a>
        <td>3.72
        <td>65,928
        <td>933
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        <td>14.58
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        <td class="message">98%&nbsp;99%&nbsp;98%&nbsp;98%
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        <td>4.3
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        <td>3.96
        <td>66,084
        <td>897
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        <td>15.54
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        <td class="message">98%&nbsp;99%&nbsp;98%&nbsp;98%
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        <td>4.4
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        <td><a href="../program/mandelbrot-fsharpcore-1.html"><span>F# .NET</span></a>
        <td>3.99
        <td>66,172
        <td>877
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        <td>15.68
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        <td class="message">99%&nbsp;98%&nbsp;98%&nbsp;99%
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        <td>11
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        <td><a href="../program/mandelbrot-racket-4.html"><span>Racket&nbsp;#4</span></a>
        <td>10.44
        <td>126,208
        <td>801
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        <td>41.17
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        <td class="message">98%&nbsp;100%&nbsp;98%&nbsp;98%
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