blog-static/backend_math_rendering.md at 7b03183e75d8a2477be489b9cd9600bccd099233

Danila Fedorin c0f4fe017f Replace absolute links with relrefs

Signed-off-by: Danila Fedorin <danila.fedorin@gmail.com>

2024-05-22 23:05:11 -07:00

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Setting Up A Nix Build

My default.nix file looks like this:



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    { stdenv, hugo, fetchgit, pkgs, nodejs, ruby }:

    let
        url = "https://dev.danilafe.com/Web-Projects/blog-static.git";
        rev = "<commit>";
        sha256 = "<hash>";
        requiredPackages = import ./required-packages.nix {
            inherit pkgs nodejs;
        };
    in
        stdenv.mkDerivation {
            name = "blog-static";
            version = rev;
            src = fetchgit {
                inherit url rev sha256;
            };
            builder = ./builder.sh;
            converter = ./convert.rb;
            buildInputs = [
                hugo
                requiredPackages.katex
                (ruby.withPackages (ps: [ ps.nokogiri ]))
            ];
        }

I'm using node2nix to generate the required-packages.nix file, which allows me, even from a sandboxed Nix build, to download and install npm packages. This is needed so that I have access to the katex binary at build time. I fed the following JSON file to node2nix:



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[
    "katex"
]

The Ruby script I wrote for this (more on that soon) required the nokogiri gem, which I used for traversing the HTML generated for my site. Hugo was obviously required to generate the HTML.

Converting LaTeX To HTML

After my first post complaining about the state of mathematics on the web, I received the following email (which the author allowed me to share):

Sorry for having a random stranger email you, but in your blog post [(link)]({{< relref "math_rendering_is_wrong" >}}) you seem to focus on MathJax's difficulty in rendering things server-side, while quietly ignoring that KaTeX's front page advertises server-side rendering. Their documentation (link) even shows (at least as of the time this email was sent) that it renders both HTML (to be arranged nicely with their CSS) for visuals and MathML for accessibility.

The author of the email then kindly provided a link to a page they generated using KaTeX and some Bash scripts. The math on this page was rendered at the time it was generated.

This is a great point, and KaTeX is indeed usable for server-side rendering. But I've seen few people who do actually use it. Unfortunately, as I pointed out in my previous post on the subject, few tools actually take your HTML page and replace LaTeX with rendered math. Here's what I wrote about this last time:

[In MathJax,] The bigger issue, though, was that the page2html program, which rendered all the mathematics in a single HTML page, was gone. I found tex2html and text2htmlcss, which could only render equations without the surrounding HTML. I also found mjpage, which replaced mathematical expressions in a page with their SVG forms.

This is still the case, in both MathJax and KaTeX. The ability to render math in one step is the main selling point of front-end LaTeX renderers: all you have to do is drop in a file from a CDN, and voila, you have your math. There are no such easy answers for back-end rendering. In fact, as we will soon see, it's not possible to just search-and-replace occurences of mathematics on your page, either. To actually get KaTeX working on the backend, you need access to tools that handle the potential variety of edge cases associated with HTML. Such tools, to my knowledge, do not currently exist.

I decided to write my own Ruby script to get the job done. From this script, I would call the katex command-line program, which would perform the heavy lifting of rendering the mathematics.

There are two types of math on my website: inline math and display math. On the command line (here are the docs), the distinction is made using the --display-mode argument. So, the general algorithm is to replace the code inside the $$...$$ with their display-rendered version, and the code inside the $...$ with the inline-rendered version. I came up with the following Ruby function:



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def render_cached(cache, command, string, render_comment = nil)
  cache.fetch(string) do |new|
    puts "  Rendering #{render_comment || new}"
    cache[string] = Open3.popen3(command) do |i, o, e, t|
      i.write new
      i.close
      o.read.force_encoding(Encoding::UTF_8).strip
    end
  end
end

Here, the cache argument is used to prevent re-running the katex command on an equation that was already rendered before (the output is the same, after all). The command is the specific shell command that we want to invoke; this would be either katex or katex -d. The string is the math equation to render, and the render_comment is the string to print to the console instead of the equation (so that long, display math equations are not printed out to standard out).

Then, given a substring of the HTML file, we use regular expressions to find the $...$ and $$...$$s, and use the render_cached method on the LaTeX code inside.



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def perform_katex_sub(inline_cache, display_cache, content)
  rendered = content.gsub /\\\(((?:[^\\]|\\[^\)])*)\\\)/ do |match|
    render_cached(inline_cache, "katex", $~[1])
  end
  rendered = rendered.gsub /\$\$((?:[^\$]|$[^\$])*)\$\$/ do |match|
    render_cached(display_cache, "katex -d", $~[1], "display")
  end
  return rendered
end

There's a bit of a trick to the final layer of this script. We want to be really careful about where we replace LaTeX, and where we don't. In particular, we don't want to go into the code tags. Otherwise, it wouldn't be possible to talk about LaTeX code! I also suspect that some captions, alt texts, and similar elements should also be left alone. However, I don't have those on my website (yet), and I won't worry about them now. Either way, because of the code tags, we can't just search-and-replace over the entire page; we need to be context aware. This is where nokogiri comes in. We parse the HTML, and iterate over all of the 'text' nodes, calling perform_katex_sub on all of those that aren't inside code tags.

Fortunately, this kind of iteration is pretty easy to specify thanks to something called XPath. This was my first time encountering it, but it seems extremely useful: it's a sort of language for selecting XML nodes. First, you provide an 'axis', which is used to specify the positions of the nodes you want to look at relative to the root node. The axis / looks at the immediate children (this would be the html tag in a properly formatted document, I would imagine). The axis // looks at all the transitive children. That is, it will look at the children of the root, then its children, and so on. There's also the self axis, which looks at the node itself.

After you provide an axis, you need to specify the type of node that you want to select. We can write code, for instance, to pick only the <code>....</code> tags from the axis we've chosen. We can also use * to select any node, and we can use text() to select text nodes, such as the Hello inside of <b>Hello</b>.

We can also apply some more conditions to the nodes we pick using []. For us, the relevant feature here is not(...), which allows us to select nodes that do not match a particular condition. This is all we need to know.

We write:

//, starting to search for nodes everywhere, not just the root of the document.
*, to match any node. We want to replace math inside of divs, spans, navs, all of the hs, and so on.
[not(self::code)], cutting out all the code tags.
/, now selecting the nodes that are immediate descendants of the nodes we've selected.
text(), giving us the text contents of all the nodes we've selected.

All in all:

//*[not(self::code)]/text()

Finally, we use this XPath from nokogiri:



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files = ARGV[0..-1]
inline_cache, display_cache = {}, {}

files.each do |file|
  puts "Rendering file: #{file}"
  document = Nokogiri::HTML.parse(File.open(file))
  document.search('//*[not(self::code)]/text()').each do |t|
    t.replace(perform_katex_sub(inline_cache, display_cache, t.content))
  end
  File.write(file, document.to_html)
end

I named this script convert.rb; it's used from inside of the Nix expression and its builder, which we will cover below.

Tying it All Together

Finally, I wanted an end-to-end script to generate HTML pages and render the LaTeX in them. I used Nix for this, but the below script will largely be compatible with a non-Nix system. I came up with the following, commenting on Nix-specific commands:



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# Nix-specific; set up paths.
source $stdenv/setup

# Build site with Hugo
# The cp is Nix-specific; it copies the blog source into the current directory.
cp -r $src/* .
hugo --baseUrl="https://danilafe.com"

# Render math in HTML and XML files.
# $converter is Nix-specific; you can just use convert.rb.
find public/ -regex "public/.*\.html" | xargs ruby $converter

# Output result
# $out is Nix-specific; you can replace it with your destination folder.
mkdir $out
cp -r public/* $out/

This is it! Using the two scripts, convert.rb and builder.sh, I was able to generate my blog with the math rendered on the back-end. Please note, though, that I had to add the KaTeX CSS to my website's <head>.

Caveats

The main caveat of my approach is performance. For every piece of mathematics that I render, I invoke the katex command. This incurs the penalty of Node's startup time, every time, and makes my approach take a few dozen seconds to run on my relatively small site. The better approach would be to use a NodeJS script, rather than a Ruby one, to perform the conversion. KaTeX also provides an API, so such a NodeJS script can find the files, parse the HTML, and perform the substitutions. I did quite like using nokogiri here, though, and I hope that an equivalently pleasant solution exists in JavaScript.

Re-rendering the whole website is also pretty wasteful. I rarely change the mathematics on more than one page at a time, but every time I do so, I have to re-run the script, and therefore re-render every page. This makes sense for me, since I use Nix, and my builds are pretty much always performed from scratch. On the other hand, for others, this may not be the best solution.

Alternatives

The same person who sent me the original email above also pointed out this pandoc filter for KaTeX. I do not use Pandoc, but from what I can see, this fitler relies on Pandoc's Math AST nodes, and applies KaTeX to each of those. This should work, but wasn't applicable in my case, since Hugo's shrotcodes don't mix well with Pandoc. However, it certainly seems like a workable solution.

Conclusion

With the removal of MathJax from my site, it is now completely JavaScript free, and contains virtually the same HTML that it did beforehand. This, I hope, makes it work better on devices where computational power is more limited. I also hope that it illustrates a general principle - it's very possible, and plausible, to render LaTeX on the back-end for a static site.

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