A major upgrade to attoparsec: more speed, more power

I’m pleased to introduce the third generation of my attoparsec parsing library. With a major change to its internals, it is both faster and more powerful than previous versions, while remaining backwards compatible.

Comparing to C

Let’s start with a speed comparison between the hand-written C code that powers Node.js’s HTTP parser and an idiomatic Haskell parser that uses attoparsec. There are good reasons to take these numbers with a fistful of salt, so imagine huge error bars, warning signs, and whatnot—but they’re still interesting.

A little explanation is in order for why there are two entries for http-parser. The “null” driver consists of a series of empty callbacks, and represents the best possible performance we can get. The “naive” http-parser driver allocates memory for both a request and each of its headers, and frees this memory once a request parse has finished. (A real user of http-parser is likely to be slower than the naive driver, as http-parser forces its clients to do complex book-keeping.)

Meanwhile, the attoparsec parser is of course tiny: a few dozen lines of code, instead of a few thousand. More interestingly, it’s faster than its do-nothing C counterpart. When I last compared the two, back in 2010, attoparsec was a little over half the speed of http-parser, so to pass it feels like an exciting development.

To be clear, you really shouldn’t treat comparing the two as anything other than a fast-and-loose exercise. The attoparsec parser does less work in some ways, for instance by not special-casing the Content-Length header. At the same time, it does more work in a different, but perhaps more important case: there’s no equivalent of the maze of edge cases that arise with http-parser when a parse spans a boundary between blocks of input. The attoparsec programming model is simply way less hairy.

Caveats aside, my purpose with this comparison is to paint with broad strokes what I hope is a compelling picture: you can write a compact, clean parser using attoparsec, and you can expect it to perform well.

Speed improvements

Compared to the previous version of attoparsec, the new internals of this version yield some solid speedups. On attoparsec’s own microbenchmark suite, speedups range from flat to nearly 2x.

If you use the aeson JSON library to parse JSON data that contains a lot of numbers, you can expect a nice boost in performance.

Space usage

In addition to being faster, attoparsec is now generally more space efficient too. In a test of an application that uses Johan Tibell’s cassava library for handling CSV files, the app used 39% less memory with the new version of attoparsec than before, while running 5% faster.

New API fun

The new internals of attoparsec allowed me to add a feature I’ve wanted for a few years, one I had given up on as impossible with the previous internals.

match :: Parser a -> Parser (ByteString, a)

Given an arbitrary parser, match returns both the result of the parse and the string that it consumed while matching.

>>> let p = (,) <$> decimal <*> ("," *> decimal)
>>> parseOnly (match p) "1,31337"
Right ("1,31337",(1,31337))

This is very handy when what you’re interested in is not just the components of a parse result, but also the precise input string that the parser matched. (Imagine using this to save the contents of a comment while parsing a programming language, for instance.)

The old internals

What changed to yield both big performance improvements and previously impossible capabilities? To understand this, let’s discuss how attoparsec worked until today.

The age-old way to write parser libraries in Haskell is to treat parsing as a job of consuming input from the front of a string. If you want to match the string "foo" and your input is "foobar", you pull the prefix from "foobar" and hand "bar" to your successor parser as its input. This is how attoparsec used to work, and we’ll see where it becomes relevant in a moment.

One of attoparsec’s major selling points is that it works with incomplete input. If we give it insufficient input to make a decision about what to do, it will tell us.

>>> parse ("bar" <|> "baz") "ba"
Partial _

If we get a Partial constructor, we resume parsing by feeding more input to the continuation it hands us. The easiest way is to use feed:

>>> let cont = parse ("bar" <|> "baz") "ba"
>>> cont `feed` "r"
Done "" "bar"

Continuations interact in an interesting way with backtracking. Let’s talk a little about backtracking in isolation first.

>>> let lefty = Left <$> decimal <* ".!"
>>> let righty = Right <$> rational

The parser lefty will not succeed until it has read a decimal number followed by some nonsense.

Suppose we get partway through a parse on input like this.

>>> let cont = parse (lefty <|> righty) "123."
>>> cont
Partial _

Even though the decimal portion of lefty has succeeded, if we feed the string "1!" to the continuation, lefty as a whole will fail, parsing will backtrack to the beginning of the input, and righty will succeed.

>>> cont `feed` "1!"
Done "!" Right 123.1

What’s happening behind the scenes here is important.

Under the old version of attoparsec, parsing proceeds by consuming input. By the time we reach the "." in the input of "123.", we have thrown away the leading "123" as a result of decimal succeeding, so our remaining input is "." when we ask for more.

The <|> combinator holds onto the original input in case a parse fails. Since a parse may need ask for more input before it fails (as in this case), the old attoparsec has to keep track of this additional continuation-fed input separately, and glue the saved and added inputs together on each backtrack. Worse yet, sometimes we have to throw away added input in order to avoid double-counting it.

This surely sounds complicated and fragile, but it was the only scheme I could think of that would work under the “parsing as consuming input” model that attoparsec started with. I managed to make this setup run fast enough that (once I’d worked the bugs out) I wasn’t too bothered by the additional complexity.

From strings to buffers and cursors

The model that attoparsec used to follow was that we consumed input, and for correctness when backtracking did our book-keeping of added input separately.

Under the new model, we manage input and added input in one unified Buffer abstraction. We track our position using a separate cursor, which is simply an integer index into a Buffer.

If we need to backtrack, we simply hand the current Buffer to the alternate parser, along with the cursor that will restart parsing at the right spot.

The idea of parsing with a cursor isn’t mine; it came up during a late night IRC conversation with Ed Kmett. I’m excited that this change happened to make it easy to add a new combinator, match, which had previously seemed impossible to write.

match :: Parser a -> Parser (ByteString, a)

In the new cursor-based world, all we need to build match is to remember the cursor position when we start parsing. If the parse succeeds, we extract the substring that spans the old and new cursor positions. I spent quite a bit of time pondering this problem with the old representation without getting anywhere, but by changing the internal representation, it suddenly became trivial.

Switching to the cursor-based representation accounts for some of the performance improvements in the new release, as it opened up a few new avenues for further small tweaks.

Bust my buffers!

There’s another implementation twist, though: why is the Buffer type not simply a ByteString? Here, the question is one of efficiency, specifically behaviour in response to pathologically crafted inputs.

Every time someone feeds us input via the Partial continuation, we have to add this to the input we already have. The obvious thing to do is treat Buffer as a glorified ByteString and simply string-append the new input to the existing input and get on with life.

Troublingly, this approach would require two string copies per append: we’d allocate a new string, copy the original string into it, then tack the appended string on the end. It’s easy to see that this has quadratic time complexity, which would allow a hostile attacker to DoS us by simply drip-feeding us a large volume of valid data, one byte at a time.

The new Buffer structure addresses such attacks by exponential doubling, such that most appends require only one string copy instead of two. This improves the worst-case time complexity of being drip-fed extra input from O(n2) to O(nlogn).

Preserving safety and speed

Making this work took a bit of a hack. The Buffer type contains a mutable array that contains both an immutable portion (visible to users) and an invisible mutable part at the end. Every time we append, we write to the mutable array, and hand back a Buffer that widens its immutable portion to include the part we just wrote to. The array is shared across successive Buffers until we run out of space.

This is very fast, but it’s also unsafe: nobody should ever append to the same Buffer twice, as the sharing of the array can lead to data corruption. Let’s think about how this could arise. Our original Buffer still thinks it can write to the mutable portion of an array, while our new Buffer considers the same area of memory to be immutable. If we append to the original Buffer again, we will scribble on memory that the new Buffer thinks is immutable.

Since neither our choice of API nor Haskell’s type system can prevent bad actions here, users are free to make the programming error of appending to a Buffer more than once, even though it makes no sense to do so. It’s not satisfactory to have pure code react badly even when the programmer is doing something wrong, so I addressed this problem in an interesting way.

The immutable shell of a Buffer contains a generation number. We embed a mutable generation number in the shared array that each Buffer points to. We increment the mutable generation number every time we append to a Buffer, and hand back a Buffer that also has an incremented immutable generation number.

The mutable and immutable generation numbers should always agree. If they fall out of sync, we know that someone is appending to a Buffer more than once. We react by duplicating the mutable array, so that the new append cannot interfere with the existing array. This amounts to a cheap copy-on-write scheme: copies never occur in the typical case of users behaving sensibly, while we preserve correctness if a programmer starts doing daft things.

Assurance

Before I embarked on this redesign, I doubled the size of attoparsec’s test and benchmark suites. This gave me a fair sense of safety that I wouldn’t accidentally break code as I went.

Once the rate of churn settled down, I found the most significant packages using attoparsec on Hackage and tried them out.

This revealed that an incompatible change I’d made in the core Parser type caused quite a lot of downstream build breakage, with a third of the packages that I tried failing to build. This was a good motivator for me to learn how to fix the problem.

Once I fixed this self-imposed difficulty, it turned out that all of the top packages turned out to be API-compatible with the new release. It was definitely helpful to have a tool that let me find important users of the package.

Between the expanded test suite, better benchmarks, and this extra degree of checking, I am now feeling moderately confident that the sweeping changes I’ve made should be fairly safe to inflict on people. I hope I’m right! Please enjoy the results of my work.

package mojo status
aeson 10000 clean
snap-core 2030 requires --allow-newer
conduit-extra 1816 clean
fay 1740 clean
snap 1681 requires --allow-newer
conduit-extra 1492 clean
persistent 1487 clean
yaml 1313 clean
io-streams 1205 requires --allow-newer
configurator 1161 clean
yesod-form 1077 requires --allow-newer
snap-server 889 requires --allow-newer
heist 881 requires --allow-newer
parsers 817 clean
cassava 643 clean

And finally

When I was compiling the list of significant packages using attoparsec, I made a guess that the Unix rev would reverse the order of lines in a file. What it does instead seems much less useful: it reverses the bytes on each line.

Why do I mention this? Because my mistake led to the discovery that there’s a surprising number of Haskell packages whose names read at least as well backwards as forwards.

citats-dosey           revres-foornus
corpetic-codnap        rotaremune-cesrapotta
eroc-ognid             rotaremune-ptth
eroc-pans              rotarugifnoc
forp-colla-emit-chg    sloot-ipa
kramtsop               stekcosbew
morf-gnirtsetyb        teppup-egaugnal
nosea                  tropmish
revirdbew              troppus-ipa-krowten

(And finally-most-of-all, if you’re curious about where I measured my numbers, I used my 2011-era 2.2GHz MacBook Pro running 64-bit GHC 7.6.3. Server-class hardware should do way better.)

Posted in haskell, open source
228 comments on “A major upgrade to attoparsec: more speed, more power
  1. this is great thank you for sharing

  2. builder16 says:

    Nice post! Thanks for taking the time in sharing this great article in here.

    Electrician Red Deer

  3. Angel17 says:

    This post is so cool. Job well done. Very nice. Site for more

  4. boL16 says:

    “Amazing read, thanks for sharing.
    Orlando Fl Tree Service

  5. Seyren says:

    Great blog bro. Nice work.
    HVAC Repair

  6. Cid says:

    Great stuff. Been looking for this blog for a while
    <a href ="https://www.victoriaheatpumps.com"Hvac services

  7. Cid says:

    Great stuff. Been looking for this blog for a while now
    HVAC Services

  8. Kelly says:

    Looks promising!

    Kelly | fence expert

  9. builder16 says:

    “Excellent blog post, keep up the great work
    Plastic Surgery Shreveport

  10. dillebz says:

    Great work. Acreage Gates

  11. Amber Brion says:

    It appears you’re providing a detailed explanation or announcement about the third generation of your parsing library, attoparsec, in Haskell. The focus seems to be on its improved performance, capabilities, and changes to its internals. https://superiorconcreteandexcavation.com/

  12. Kelly says:

    The Attoparsec programming model is simply way less hairy.

    Kelly | Baltimore drywall hanging

  13. Ara Heusaff says:

    Your text explains the improvements and changes introduced in the new version of the attoparsec parsing library, detailing speed enhancements, space efficiency, and the transition to a new parsing model. cincinnatiseo.io/

  14. Jackson says:

    Interesting/ What’s the biggest factor that caused the speed increase?

  15. Kelly says:

    This memory once a request parse has finished. (A real user of http-parser is likely to be slower than the naive driver, as http-parser forces its clients to do complex book-keeping.) Best regards from https://www.owensborodrywall!

  16. Warren Villanueva says:

    This post is a must-read for anyone interested in the subject matter. Highly recommended! https://www.insulationvictoria.com/

  17. Elery says:

    Your presentation was engaging and informative; I learned a lot from it. https://hermannlondon.com/

  18. Tempest says:

    Yes, there was a major upgrade to attoparsec in 2014. The new version, attoparsec 3, is both faster and more powerful than previous versions.

    The speed improvements are due to a number of factors, including:

    A new parser combinator library that is more efficient than the old one.
    A new way of representing parsers that makes them easier to optimize.
    A new compiler that can generate more efficient code for parsers.

  19. Kysha Isabel says:

    I love how the content is practical and applicable in real life. It provides actionable advice. Chimney Cap Replacement Worcester

  20. boL16 says:

    “Such a well-researched and informative piece.
    Mortgage Brokers in Red Deer

  21. Charlotte says:

    Thanks for your support, good site for legal services, a valid content in this blog. Roofing Pros of Surrey

  22. Nathan Jones says:

    I value the details you provided. Keep sharing! Paving Company Indianapolis

  23. Marcus Dee says:

    I am very enjoyed for this blog. Its an informative topic. It help me a lot.

  24. Henry Tomas says:

    You make so many great points here that I read your article a couple of times. This is great content for your readers. Commcercial Masonry Contractors San Antonio

  25. ucuza gmail hesap alabilir ve yeni bir uyelik yapabilirsiniz.

  26. Shaine says:

    The design of this site is visually appealing. It’s a pleasure to browse through. contact us

  27. Victoria Meterri says:

    I really appreciate the effort you put into this. It’s evident that you did thorough research. Electric Water Heater Repair Dallas

  28. Jonas says:

    Comparing the two parsers is a quick exercise. Attaparsec does less work by not treating Content-Length header specially.

    Jonas | drywall contractor

  29. Arkadaşlar, birlikte anılar biriktirir ve bu anılar ömür boyu sizi güldürebilir.

  30. Abegaile Deena says:

    I love how the content is practical and applicable in real life. It provides actionable advice. our services

  31. Mark Elliot says:

    VP of Engineering, AI Software @ Meta,Inc.
    Vice President Of Engineering @ Meta,Inc.
    Director Of Engineering @ Meta,Inc.
    Engineering Manager @ MetaInc.
    Software Engineer @ Meta,Inc.

  32. Mark Elliot says:

    VP of Engineering, AI Software @ Meta,Inc.
    Vice President Of Engineering @ Meta,Inc.
    Director Of Engineering @ Meta,Inc.
    Engineering Manager @ Meta,Inc.
    Software Engineer @ Meta,Inc.

  33. Tyler Cruz says:

    Thank you for crafting this wonderful blog. It’s truly valuable and worth the read. http://www.drywallhalifax.com

  34. boL16 says:

    “I really loved it and thank you very much for sharing this with us.Great site with an awesome post. Thanks for sharing.
    Plastic Surgery In Little Rock

  35. Manavgat Escort ile Gerçek dostluklar, en tatlı gecelerin hatırasıyla oluşur..

  36. Marci says:

    The attoparsec blog is a classic. One of the greats that is for sure!
    Excavation Experts

  37. Sasha Polland says:

    I’m grateful for the fantastic information you provided, which was exactly what I needed for my mission. Your approach of not only outlining the content of each blog but also delving into how it evokes emotions and influences creativity is highly appreciated. Thank you! website

  38. LIFE4LEADS says:

    Thank you for sharing this post! Resin pavement can be especially useful in places prone to floods or where good drainage is required. Edinburgh Resin Driveway

  39. Ellis Fox says:

    Thanks for this! Click here

  40. Dizilerde son haberler hakkında bilgi almak, izlediğim dizilerin geleceği hakkında fikir sahibi olmamı sağlıyor. Heyecanla bekliyorum.

  41. visit site says:

    I’ve been a dedicated reader of your blog for some time now, and your content consistently exceeds my expectations. Please continue to produce such exceptional work!

  42. medikal says:

    Medikal destek ve güncel bilgileri burada bulabilirsiniz.

  43. boL16 says:

    Glad to see this post.
    https://treeserviceatlanta.net

  44. Berna says:

    The content is well-structured, making it easy to follow and absorb the information. visit our site

  45. Bard says:

    Great article. Very impressive! Patios

  46. Jonel says:

    Congratulations on the third generation of attoparsec! The improvements in speed and power, coupled with backward compatibility, showcase a significant leap forward.

  47. Kiana Morales says:

    I don’t really know. This site seemed helpful. https://www.drywallburnabybc.com/

  48. Miko says:

    The comparison against the C-based Node.js HTTP parser is intriguing, revealing attoparsec’s impressive performance even against a do-nothing C counterpart. | Greensboro Drywall Contractors

  49. Roser says:

    Interesting post! First Survey Little Rock

Leave a Reply

Your email address will not be published. Required fields are marked *

*