takuti.me ABOUT


Hugo meets kramdown + KaTeX #gohugo

Recently, math rendering library in this page, takuti.me, has been switched from MathJax to KaTex to improve performance. You can check KaTeX's fast, beautiful rendering in the following articles:

This article describes how I have accomplished the modification.

The Markdown + LaTeX syntax issue

I started using Hugo 1+ years ago, and ever since then, this blog has utilized kramdown & MathJax, one of the best combinations that allows us to naturally integrate Markdown and LaTeX syntax. Following article describes the details of motivation behind the choice: Migrate to Hugo from Jekyll: Another Solution for the MathJax+Markdown Issue.

As I discussed in the article, integrating Markdown and LaTeX syntax is essentially hard problem for static site generators, because _ (underscore) plays an important role on the both syntax; many Markdown parsers (including Hugo's default Markdown processor Blackfriday) mistakenly understand LaTeX's _ (for subscripts) as an indicator of italic.

In order to work around the issue, my previous article introduced how I utilized alternative Markdown processor, namely kramdown.

Note that, while originally kramdown was called in my local Rakefile, currently the Markdown processing code has been moved to gulpfile.js by taking advantage of gulp-kramdown:

gulp.task('compile-md', function() {
      // extract front matter as a string
      .pipe(data(function(file) {
        var contents = file.contents.toString();
        var content = contents.replace(/(---[\s\S]*?\n---\n)/m, function($1) {
          file.frontMatter = $1;
          return '';

        var tweetUrls = content.match(/(https?:\/\/twitter\.com\/[a-zA-Z0-9_]+\/status\/([0-9]+)\/?)/g);

        // convert all tweet urls into tweet cards
        if (tweetUrls !== null) {
          for (var url of tweetUrls) {
            var id = /\/([0-9]+)\/?/g.exec(url)[1];
            var res = request('GET', 'https://api.twitter.com/1/statuses/oembed.json?id=' + id);

            var tweetCard = JSON.parse(res.getBody('utf8')).html;
            content = content.replace(url, tweetCard);

        file.contents = new Buffer(content);

      // convert markdown content into html (except for the front matter)

      // insert the extracted front matter at the head of the converted html
      .pipe(wrapper({ header: function(file){ return file.frontMatter + '\n'; } }))


Eventually, running $ hugo server --watch and $ gulp watch simultaneously enables me to preview rendered Markdown + LaTeX contents.

Replace MathJax with KaTeX

As many of you already noticed, math rendering of MathJax is surprisingly slow. Stressful "loading..." message always shows up on my browser! Thus, I decided to replace it with much faster alternative, KaTeX.

Replacement itself was pretty easy; I just needed to replace MathJax's stylesheet and script definition in <header>~</header> (or <footer>~</footer>) with KaTeX's ones:

<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.7.1/katex.min.css" integrity="sha384-wITovz90syo1dJWVh32uuETPVEtGigN07tkttEqPv+uR2SE/mbQcG7ATL28aI9H0" crossorigin="anonymous">
<script src="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.7.1/katex.min.js" integrity="sha384-/y1Nn9+QQAipbNQWU65krzJralCnuOasHncUFXGkdwntGeSvQicrYkiUBwsgUqc1" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.7.1/contrib/auto-render.min.js" integrity="sha384-dq1/gEHSxPZQ7DdrM82ID4YVol9BYyU7GbWlIwnwyPzotpoc57wDw/guX8EaYGPx" crossorigin="anonymous"></script>
        delimiters: [
            {left: "$$", right: "$$", display: true},
            {left: "$", right: "$", display: false},

  var inlineMathArray = document.querySelectorAll("script[type='math/tex']");
  for (var i = 0; i < inlineMathArray.length; i++) {
    var inlineMath = inlineMathArray[i];
    var tex = inlineMath.innerText || inlineMath.textContent;
    var replaced = document.createElement("span");
    replaced.innerHTML = katex.renderToString(tex, {displayMode: false});
    inlineMath.parentNode.replaceChild(replaced, inlineMath);

  var displayMathArray = document.querySelectorAll("script[type='math/tex; mode=display']");
  for (var i = 0; i < displayMathArray.length; i++) {
    var displayMath = displayMathArray[i];
    var tex = displayMath.innerHTML;
    var replaced = document.createElement("span");
    replaced.innerHTML = katex.renderToString(tex.replace(/%.*/g, ''), {displayMode: true});
    displayMath.parentNode.replaceChild(replaced, displayMath);

Here, var inlineMathArray = ... and var displayMathArray = ... are the magic!

For the reasons that I mentioned above, I like to use kramdown, but the Markdown processor is strongly optimized for MathJax. That is, all $ or $$ in article are automatically converted into <script[type='math/tex']> or <script[type='math/tex; mode=display']> by kramdown, and hence KaTeX cannot find any LaTeX statements.

In order to tackle the problem, KaTeX officially provides workaround which requires us to insert auxiliary JavaScript (jQuery) code after KaTeX itself is loaded. In my case, var inlineMathArray = ... and var displayMathArray = ... are modified version of the workaround code which does not depend on jQuery.


Now, the entire content rendering flow works well with:

  • Static site generator Hugo
  • External Markdown processor kramdown for Markdown & LaTeX syntax compatibility
  • Fast math renderer KaTeX

However, one thing I have noticed is that, available LaTeX command in KaTeX is limited compared to MathJax. For example, previously I used $\boldsymbol{\phi}$ in "How to Derive the Normal Equation", but KaTeX does not support the \boldsymbol{} command. So, for now, it has just been replaced the unsupported command with plain \phi.

Anyway, even though KaTeX has some limitations that MathJax does support, its performance is definitely attractive. In particular, we frequently put a lot of equations in an article in a context of machine learning and data science, choosing "better" math rendering library is important. Therefore, I strongly recommend you to use KaTeX regardless of a way to create your website (e.g., Wordpress, Jekyll, Hexo).