Parser Combinators

(t3.at)

164 points | by schindlabua 9 hours ago ago

62 comments

  • BoppreH 3 hours ago ago

    If you're on Python and your problem is too big for a single regex, but too small for a full-blown parser like in the article, I can recommend the built-in re.Scanner[0]. It's a regex-based tokenizer[1] (so no recursive parsing) in the `re` module, that for reasons is completely missing from any official documentation.

    You give it a pattern for each token type, and a function to process each match, and you get back a list of processed tokens.

    Importantly, it processes the list in one pass and ensures the matches are contiguous, where a naive `re.findall` with capture groups will ignore unmatched characters. You also get a reference to the running scanner, so you can record the location of the match for reporting errors.

        import re
    
        # Initialize the scanner.
        scanner = re.Scanner([
          (r"\d+",   lambda scanner, token: ('COUNT', int(token))),
          (r"\w+",   lambda scanner, token: ('ANIMAL', token.removesuffix('s'))),
          (r"[,. ]",     None), # None -> skip token.
        ])
    
        # Scan a sample string.
        results, remainder = scanner.scan("45 pigeons, 23 cows, 11 spiders.")
    
        # Ensure we parsed the whole thing.
        assert not remainder
    
        print(results)
        # [('COUNT', 45),
        #  ('ANIMAL', 'pigeon'),
        #  ('COUNT', 23),
        #  ('ANIMAL', 'cow'),
        #  ('COUNT', 11),
        #  ('ANIMAL', 'spider')]
    
    [0]: https://stackoverflow.com/a/693818/252218

    [1]: https://en.wikipedia.org/wiki/Lexical_analysis#Tokenization

  • ArneCode 4 hours ago ago

    I really like the animations, makes it intuitive to understand what is happening!

    One disadvantage that I think parser combinators have, for example compared to parser generator libraries (where the parser is generated from a seperate grammar file), is that you have to add a lot of mapping / unwrapping code. In my opinion this makes the parsers harder to read.

    As an attempt to improve this, I have been working on a parser combinator library in rust. It adds two extra combinators (capture and bind) which can store the results of parsers in buckets (bind) and use the values stored in these buckets later to construct results (capture). This allows you to eliminate the unwrapping / mapping code and seperate the grammar from the result contstruction.

    If you have the time, I would really appreciate feedback on this!

    You can find it here: https://github.com/ArneCode/marser

    • pdpi 3 hours ago ago

      I'm struggling to see the point in this. Your roll example using Winnow. Not really that much (un)wrapping logic:

          use winnow::{Result, ascii::digit1, combinator::separated_pair, prelude::*};
      
          #[derive(Debug, PartialEq)]
          struct Roll {
              count: u32,
              sides: u32,
          }
      
          fn number(input: &mut &str) -> Result<u32> {
              digit1.try_map(str::parse).parse_next(input)
          }
      
          fn roll(input: &mut &str) -> Result<Roll> {
              let (count, sides) = separated_pair(number, 'd', number).parse_next(input)?;
              Ok(Roll { count, sides })
          }
      
          #[cfg(test)]
          mod test {
              use super::*;
      
              #[test]
              fn test_roll() {
                  let input = &mut "3d6";
                  assert_eq!(roll(input), Ok(Roll { count: 3, sides: 6 }));
              }
          }
      • ArneCode 3 hours ago ago

        In this case yes, but I would argue this is because the roll grammar is a relatively simple grammar, you have no nesting of different combinators etc. (I have used it in the README because it is simple to understand). The winnow code also using seperated_pair to ignore the "d" value, which is also adding some logic to retain only the count and sides result.

        One grammar I have been using to make a comparison is a function signature. I tried comparing with nom and chumsky: https://blog.arnedebo.com/posts/a-grammar-first-approach-to-...

        These libraries have found ways to replace "unwrapping" code with combinators like separated_by or .ignore_then etc. but this still leaves a lot of code for result handling, in my opinon making the code harder to read and reason about, which is what I attempt to improve.

        These are of course very subjective things, so another person might prefer the ways the other libraries do this.

    • mrkeen 4 hours ago ago

      What kind of mapping/unwrapping are you being subjected to with PCs?

      • ArneCode 3 hours ago ago

        When combining two parsers, for example in a sequence like pSeq in this website, you need to think about what to do with their return values. One approach is to put all return values in a tuple. So lets say we are combining parsers p1,p2,..., p_n in a sequence, then the return value of the parser created by pSeq(p1,p2,...,p_n) is (R(p1), R(p2), ..., R(p_n)) if R(p) is the return value of parser p.

        When writing parsers you will often use multiple nested combinators. This means you have nested tuples. Getting the values out of these means "unwrapping" these tuples. Additionally you might not need all of the values in the sequence, some of them might only be for parsing whitespace. So when using the results of the parsers to construct values you have to ignore them. This can for example be done by "mapping" the resulting tuples and only leaving relevant fields. There are other approaches as well, for example chaining parsers with p1.then_ignore(p2) which only returns R(p1).

        Maybe I could have chosen the words here a bit better, I hope this makes it more clear what I mean.

        I have also tried making a side-by-side comparison of parsers for grammars being written using my library and others, maybe this can act as an example: https://blog.arnedebo.com/posts/a-grammar-first-approach-to-...

        • Jaxan 2 hours ago ago

          I’ve always used parser combinaties in Haskell and I’ve never seen the things you describe. I guess in Haskell one always directly apply the parts to the function you want (ie an AST node constructor).

          • black_knight 2 hours ago ago

            We are spoiled in so many ways by Haskell!

            Parser combinators alone makes monads (or really applicative functors) worth it. But then there are the all the other spectacular things we can do with monads!

        • kccqzy 2 hours ago ago

          Does your language have native tuple destructuring syntax?

          The ignore example is just p1 <* p2 in Haskell (that operator is in the standard library).

  • marginalia_nu 6 hours ago ago

    I don't understand why this can't be on a single page. Makes it really hard to refer back to earlier "chapters" as you get new information when it's a slideshow. Can't search either.

    Seems like we're needlessly reintroducing limitations from the paper medium that don't exist in digital media for weird aesthetic reasons?

    • MomsAVoxell 5 hours ago ago

      Yes, I was at first discouraged to try to continue reading .. I’m glad I persisted .. but it’s as an annoyance to not know how to advance and then have to switch between scrolling and advancing instead of just scrolling ..

      The user experience occludes great content though.

    • MattRix 5 hours ago ago

      I get your argument, but I liked it! Something about isolating each segment makes it feel more readable. Perhaps in an ideal world every article like this would allow the reader to switch between "slideshow" and "single page" view, since the same content would work for both.

      • testerius 4 hours ago ago

        Yes, it would be good. However I guess even simple show/hide chapters/sections also would do good work. It could be something similar to foldable directories or code fragments in code editors (for example VS Code has this feature).

  • akst 5 hours ago ago

    I think this is really cool website and love this topic

    But I think you might want to test this page on smaller screens, just very limited screen real estate for the content of interest, the top right half lots of padding, the scrollable content basically has 1/3 of the available screen space, the left hand side kind of has another 1/3

    Look your website your vision, I get it and I respect your trying something different with the UI but if your goal here is to communicate your ideas, as a reader I'd appreciate having more screen space for the content, when I clicked on the link to see this specific post I'm just not interested in your other posts (or at least until I've read the one I went out of my way to read).

    FWIW, I'm using a macbook air right now.

    • schindlabua 5 hours ago ago

      Thanks for the feedback. The idea was to create something between a youtube video and a blog post and something you can consume in bite-sized pieces. I'd like the visuals to do most of the talking but I guess parser combinators came out with a lot of text anway. I'll try to tighten up the UI some and get a smaller phone for testing.

      • doginasuit 5 hours ago ago

        I really enjoyed it and I look forward to trying out the ideas.

        I think you are close to every effective presentation format, but the cramped space for the text was the biggest friction. The moving visuals, as helpful as they are, also became a little distracting as I was trying to absorb the meaning of the text. You could solve both issues with a toggle to hide or expand the visual.

  • boomlinde 6 hours ago ago

    The first address should probably not be parsed as an IP address as it can also be a hostname. Might seem like a nitpick, but it creates an opportunity to demonstrate what to do when you expect either of more than one kind of construct.

    The article was somewhat difficult to read due to the limited area devoted to the body of the text. I had to scroll on several pages despite the short chapters.

  • justinnk 6 hours ago ago

    Very cool visual guide! I feel it is appropriate here to recite this little poem about parsers by Fritz Ruehr that stuck with me since my first semester of CS. With this, you will never forget the type signature of a parser.

    „A Parser for Things is a function from Strings to Lists of Pairs of Things and Strings!“

    https://people.willamette.edu/~fruehr/haskell/seuss.html

  • 9dev 6 hours ago ago

    It's a cool guide, but you kind of missed the opportunity to parse the packet metadata as arbitrary key-value pairs, i.e. for:

      64 bytes from 1.1.1.1: icmp_seq=3 ttl=52 time=47.1 ms
    
    everything after the colon is key-value data, and throwing in a generic parser for `pKeyVal()` would make an even better point of how elegant the approach is.
  • mrkeen 7 hours ago ago

    Not a good starting type:

      type Parser<T> = (input: string) => [T, string]
    
    This implies that it accepts a string and will return a T. Parsers might return a T.

    The article also starts with the concept of a 'partial parser', from which other (non-partial?) parsers can be constructed?

      Or, and this is where the real power of partial parsers comes in: we wrap the chain up as a new parser of its own.
    
    Nope, there's no distinction. If you combine partial parsers, you end up with a partial parser. If you combine full parsers (whatever that means) you end up with full parsers.

    (Ironically there is a fitting definition of 'partial' here: the function isn't well defined on all inputs. For some inputs, T is returned, on other inputs, maybe an error is thrown, who knows..)

    • schindlabua 6 hours ago ago

      Good input. Since we're working in typescript a partial parser can always throw an exception (It's what the parsimmon library does aswell I believe). I decided not to get into those technicalities too much!

    • debugnik 6 hours ago ago

      > If you combine partial parsers, you end up with a partial parser.

      If by partial we mean the parser can fail, not necessarily. optional(elem) and repeat(elem) are total if elem doesn't consume input on error, at least for a reasonable semantics of parser combinators (although we usually consider it a programmer error if elem matches the empty string in repeat(elem)).

      • mrkeen 6 hours ago ago

        No, that was my ironically landed upon definition of partial.

        The article used it as in a sub-parser, which is the other thing I objected to. If you add two Integers, you get back an Integer, not a Sum. Same principle here, two parsers make a parser. You don't need to write new code to combine a partial parser with a parser, or vice versa.

    • raddan 6 hours ago ago

      Combinators are functional—they always return something. But if you want to return nothing, fine; T is any type. Just return something like unit (ie, the singleton type that has nothing as a value).

      • pyrale 6 hours ago ago

        T is not any type, T is a type defined at compile time, and usually checked against the parser’s implementation.

        If you always define T as some useful stuff or unit, your experience with parser combinators and their composition is going to be miserable.

        • raddan 5 hours ago ago

          > T is not any type, T is a type defined at compile time,

          This is a distinction without a difference. In a static, type-safe language, T always has to be instantiated with a type. But that does not change the fact that, from the perspective of the function definition, T is any type. T must be a specific type for the function call.

          • rcxdude 3 hours ago ago

            From the function's point of view it may be asked to return any type T. That is not the same thing as it being able to return any type that is convenient for its implementation.

            • raddan 2 hours ago ago

              This literally makes no sense.

      • rhdunn 6 hours ago ago

        There are three return states that a parser (or partial parser) can return:

        1. an item (`T`) for a successful parse;

        2. an error (`ParseError`) for an unrecoverable parse error;

        3. a partial item (`T with ParseError`) for a recoverable parse error or warning (known statically).

        You may also want to differentiate between:

        1. leaf nodes (numbers, identifiers, string literals, etc.);

        2. composite/nested nodes (addition, multiplication, variable assignment, etc.).

        • raddan 5 hours ago ago

          You don’t need 2 and 3. You can express them just with with T. For example, you could use an Either type for “good, here’s your value/bad, here’s your error.” If you want to get more sophisticated, you can add a type with extra error cases. In my own combinator libraries, I also include extra failure information to make diagnosing failed parses easy (and to generate pretty output). This does not change the fact that T is sufficient.

          • mrkeen 4 hours ago ago

            No. The parser code (in a library that everyone depends on) will branch on success/fail internally. It has nothing to branch on if it only sees T, because T may not have a success/fail nature.

            You could take a step back and make sure T has a fail case, e.g. T-extends-Either<A, B>, but what is to be gained?

            * Firstly, what the hell is A?

            * The user would need to type Parsers of T=Cat and T=Dog instead as Parsers of T=Either<Error,Dog> and T=Either<Error,Cat>. If everyone has to do it, pull the common abstraction back into the library itself! Also the caller would receive a successful parse of T=Either and would then need to check to see if it was success(success) or success(fail).

            * You also mix abstractions in the same way as newlines in string literals. You could no longer represent a successful parse of a failed Either, since the failed Either would look like a parse error.

      • codebje 5 hours ago ago

            A parser for a thing
            Is a function from a string
            To a list of pairs
            Of strings and things.
        • mrkeen 4 hours ago ago

          If you use an Either instead of a List, then you can write an or combinator, which accepts two parsers and tries the second if the first fails. It branches on the Left/Right of the Either.

          If it's a List, wouldn't you be forced to write the Cartesian product of two parsers instead?

  • codethief 2 hours ago ago

    Great little series!

    OP has written other fantastic posts, like this one on colors:

    https://t3.at/blog/2026-08-21-color-1-rgb-cube/

    @schindlabua: Your explanations made some things click for me for the very first time, thank you! (Also, the YouTube channel you linked to is indeed a fascinating rabbit hole: https://m.youtube.com/@ooqui )

    In case you take suggestions for additional parts in that series: I would love to learn more about common color spaces such as DCI-P3 and Adobe RGB and how they relate to sRGB, and what the pipeline

      (An application on, say, Linux/Wayland defines a pixel to have color C in color space S.)
      ->
      (My color-corrected screen which supports/doesn't fully support color space S shows that color C.) 
    
    looks like exactly.
    • schindlabua an hour ago ago

      Haha wow, thank you that's very kind. I didn't really expect to make it to the front page today, feels like people are entering my flat when I haven't cleaned up in a while haha.

      Ooqui inspired me to start a series on Colour actually. As a dev you'll naturally know a thing or two about colour or perception but this guy goes deep and it's super fascinating content I agree. Super unique too, I had never heard about most of the stuff he researches before watching his videos.

      I'm working on a series about milk at the moment but I'll get back to colours eventually, there's a lot more to tell there :) Will make sure to give color spaces and gamut special treatment!

      • analog_daddy 23 minutes ago ago

        Loved your blog and unique presentation style!

        I specifically resonated with your post [Please just give me a programming language man](https://t3.at/blog/2025-08-07-configuramming/).

        In my case the frustration came from having to figure out the github actions yml. And I am thankful to have not bothered going doing the ansible rabbit hole!

        I hope you get time to work on making it mobile friendly, since it can be a time consuming endeavor and would encourage you to have an RSS feed for your blog!

    • codethief an hour ago ago

      @schindlabua: On a different note, regarding your series on type systems, specifically the very last part https://t3.at/blog/2025-12-24-type-systems-iceberg/ :

      > Now.. we’re really reaching the boundaries of my knowledge here, but as I understand, not all theorems in mathematics are provable by constructive proofs, which is what the Curry-Howard isomorphism gives us access to. So there will always be mathematical truths that are outside the reach of any type system, that are provable under for example the set of axioms known as Zermelo-Fraenkel set theory with the axiom of choice (ZFC). ZFC is provably more expressive than λC or any other type system we can come up with, because the axiom of choice gives us access to non-constructive proofs.

      I am no expert on type theory nor logic but I think there are a few errors here:

        - Curry-Howard is not restricted to intuitionistic logic / constructive type theories.
      
        - Type systems can be made arbitrarily expressive.
      
        - Non-constructive proofs exist in pure ZFC, too. They don't depend on assuming the Axiom of Choice. The core ingredient is the Law of Excluded Middle / proofs by contradiction.
      • schindlabua an hour ago ago

        Thanks! I might just reword that section or leave it out to not spread half-truths then. I'm really not very solid on either CoC or ZFC.

  • monster_truck 7 hours ago ago

    I would suggest parsing my scroll wheel input and combinating it into page events

  • smusamashah 6 hours ago ago

    Thanks for sharing. This was very easy to follow on many levels. I could see it's only 17 slides and the code was simple enough to read and understand. I have read the term parser combinators many time and now I actually understand it. Kudos to the writer for making it easy to understand.

  • tikimcfee 7 hours ago ago

    Love me some combinators. In my earlier days it helped bridge the academic gap of CS grammars and languages to something I could not readily apply to internship dev work. I seem to recall an attempt to map or generate the from regex and in reverse, but I might be crazy this early in the morning.

    Nice visuals btw. If I may be so bold: slightly smaller font and header would make scrolling through the bottom readable code snippets a little easier!

    • raddan 6 hours ago ago

      Yeah, the academic presentation of parsing complexity is not very useful for real-world parsing tasks. It is useful to know that regular expressions are limited (NFAs “can’t count”, so they’re not good for trying to match an unbounded number of balanced parentheses, for example). But beyond that, we largely choose capable algorithms either for ease of use or speed. Combinators, PEGs, parser generators (like lex/yacc, ANTLR) are mostly easy. For speed, almost everyone rolls a parser by hand.

      I like combinator style parsers because 1) it’s really easy to think of a discrete parsing task as a function 2) tokenizing is mostly irrelevant 3) for pedagogical reasons, they make it easier for students to grasp the point of curried functions and partial application.

      I even maintain a (mostly mature) parser combinator library for TypeScript for students in my research group to use.

      https://github.com/williams-cs/parsecco

      • mrkeen 4 hours ago ago

        Tokenising is actually a strength of PC, it fits the parser structure exactly!

          pToken :: Parser<Bytestring, Token>
        
          pExpr :: Parser<List<Token>, Expr>
    • schindlabua 5 hours ago ago

      Thanks! The site is going through a redesign so some things aren't perfect yet, I'll keep it in mind next iteration :p

      Parser combinators are stronger than pure regular expressions but I'm not sure how they compare to the non-regular regexes we use in programming (PCRE etc)

  • stevefan1999 6 hours ago ago

    I love parser combinators so much. Those are possible because parsing itself exhibits monadic structure, it forms transition monoid, of its more well known name as the semiautomaton in the world of CS.

    • prologic 6 hours ago ago

      Me too! I've written quite a few (by hand) in my time. They're awesome for writing parsers that resemble the language you're trying to parse!

  • rrook 5 hours ago ago

    I'm working on landing a similar feature in a language project, but in a general way, geared torward high level application flows. The general idea is that you can declare a "seam" between a function that returns a type set, and some other actor that exposes a method set that covers said typeset. The compiler can deal with the inbetween code, so the mainline of the app is just a set of typespace expansions/compressions. A callstack within a single thread domain can be expressed like:

    bytes → (NewOrder | Cancel) → handlers → (Ack | Reject) →

    https://github.com/hale-lang/hale/issues/1530#issuecomment-6...

  • peter_d_sherman 35 minutes ago ago

    Great article!

    Observation: In LISP and LISP-like languages, aka Functional programming languages, parsers can be written elegantly, as combinations of simpler parsing functions...

    In theory this could also be done in Imperative or Object-Oriented programming languages (other programming language paradigms) as well, but the key to the elegance seems to come from two particular language aspects:

    1) The ability for functions to return lists (not specific to Functional programming languages, many languages have this ability)

    2) The ability of those lists to contain unstructured asymmetric data types of individual list elements at runtime, including the ability for arbitrary individual list elements to be first class, unnamed, dynamically created functions aka "Lambda Functions" at runtime.

    Any Language which supports #1 and #2 has the ability to create some very elegant parsing functions based on simpler parsing functions.

    Of course, parsers with the equivalent functionality can be written in any Turing-complete programming language (which is basically every programming language!), although with slightly less (and yes, aesthetics are always in the proverbial "eye of the beholder" -- so any given individuals's personal ones may be different from any other given individual's, and probably different than mine!) elegant-looking (IMHO) code...

    Anyway, great article!

  • amelius 5 hours ago ago

    They should at least point out the limitations of the approach. For example that they cannot handle left-recursive grammars, and that they tend to backtrack a lot on ambiguous grammars leading to exponentially bad performance.

  • blauditore 3 hours ago ago

    Can I parse (X)HTML that way, or should I go back to regex?

    • bertylicious 10 minutes ago ago

      Regex is overkill for this. Just split the input string on '<' and '>'.

  • BackacheDescent 6 hours ago ago

    Just me or is clicking on share from the browser sharing the link with “example.com” instead of “t3.at”?

  • mbaranturkmen 6 hours ago ago

    How does the parser decide _where_ to split the statement?

    • mrkeen 4 hours ago ago

      Each parser blindly follows its own rules.

      If pDigit saw "123 ", according to TFA's design, it would return (1, "23 ").

      If PInt saw the "123 ", it would return (123, " ").

      You could approximate pInt in terms of pDigit via:

        PInt = many1 pDigit
      
      (Ignoring negatives, int maxvalue, and many1 implies 1-or-more, not 0-or-more.)

      I say "according to TFA's design" because I've been arguing elsewhere that parsers must return Either<Error,(T, Remainder)> not (T, Remainder)

  • alfiedotwtf 4 hours ago ago

    That was beautifully done!

  • vivzkestrel 2 hours ago ago

    - 404 on your page?

    - https://t3.at/blog

  • adrianhqs 7 hours ago ago

    Nice design

  • TZubiri 5 hours ago ago

    looks like standard functional programming to me

  • lacoolj 7 hours ago ago

    Did you use the new Claude Motion for this?

    • schindlabua 4 hours ago ago

      I used plain Opus. Will check out Claude Motion though, thanks for mentioning it!

    • doginasuit 4 hours ago ago

      Not the OP, but thanks for mentioning this! Looks really useful.