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post | What I Learned: Porting Dateutil Parser to Rust |
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Hi. I'm Bradlee.
I've mostly been a lurker in Rust for a while, making a couple small contributions here and there. So launching dtparse feels like nice step towards becoming a functioning member of society. But not too much, because then you know people start asking you to pay bills, and ain't nobody got time for that.
But I built dtparse, and you can read about my thoughts on the process. Or don't. I won't tell you what to do with your life (but you should totally keep reading).
Slow down, what?
OK, fine, I guess I should start with why someone would do this.
Dateutil is a Python library for handling dates. While the standard library support for time in Python is kinda dope, there's a lot of pieces that go into making it useful beyond just the datetime module.
Specifically, dateutil.parser
is code to take all the super-weird time formats people
come up with and turn them into something actually useful. Just like everything else
involving computers
and time,
it feels like it shouldn't be that difficult to do, until you try to do it,
and you realize that people just suck and this is why can't we have nice things.
But alas, we can still try and make contemporary art out of the rubble.
What makes dateutil.parser
great is that there's single super-important function: parse(time_string)
.
It takes in the time as a string, and gives you back a reasonable "look, this is the best
anyone can possibly do to make sense of your input" value. It doesn't expect much of you.
Which is great. And now it's in Rust.
Lost in Translation
Having worked at Bank of America and seeing Java programmers try to be Python programmers, I'm admittedly hesitant to publish Python code that's pretending to be Rust. Interestingly, Rust code can actually do a great job of mimicking Python. It's certainly not idiomatic Rust, but the Iterator pattern is the same.
When transcribing code, stay as close to the original library as possible. I'm talking about using the same variable names, same access patterns, the whole shebang. It's way too easy to make a couple of typos, and all of a sudden your code blows up in new and exciting ways. Having a reference manual for verbatim what your code should be means that you don't spend that long debugging complicated logic, you're more looking for typos.
Also, don't use nice Rust things like enums. While
one time it worked out OK for me,
I also managed to shoot myself in the foot a couple times because dateutil
stores AM/PM as a boolean
and I got mixed up on the enum trying to figure out which AM and PM were (side note: AM is false, PM is true).
In general, writing nice code should not be a first-pass priority when you're just trying to recreate
the same functionality.
Exceptions are a pain. Make peace with it. Python code is just allowed to skip stack frames.
So when a co-worker told me "Rust is getting try-catch syntax" I properly freaked out.
Turns out he's not quite right, and I'm OK with that.
And while dateutil
is pretty well-behaved about not skipping multiple stack frames,
130-line try-catch blocks
take a while to verify.
As another Python quirk, be very careful about long nested if-elif-else blocks. I used to think that Python's whitespace was just there to get you to format your code correctly. I think that no longer. It's way too easy to close an extra block and have incredibly weird issues in the logic.
Rust macros are not free. I originally had the main test body wrapped up in a macro using pyo3. It took two minutes to compile. After moving things to a function compile times dropped down to ~5 seconds. Turns out 150 lines * 100 tests = a lot of redundant code. My new rule of thumb is that any macros longer than 10-15 lines are actually functions that need to be liberated, man.
Finally, I really miss list comprehensions and dictionary comprehensions. As a quick comparison, see this dateutil code and the implementation in Rust. Ultimately, I hope that these can be added through macros, but I have a feeling that they'd actually need to be syntax extensions. Either way, they're expressive, save typing, and super-readable. Let's get more of that.
Using a young language
Now, Rust is exciting and new, which means that there's opportunity to make a substantive impact. On more than one occasion I've had issues navigating the Rust ecosystem though.
What I'll call the "canonical library" is still being built. In Python, if you need datetime parsing,
you use dateutil
. If you want Decimal types,
it's already in the standard library. It's probably
not strictly necessary in dateutil
,
but I wanted to follow the principle of stay as close to the original library as possible
and thus began my quest to find a decimal library in Rust. What I quickly found was summarized
in a comment:
Writing a BigDecimal is easy. Writing a good BigDecimal is hard.
In practice, this means that there are at least 4 different implementations available. And that's a lot of decisions to worry about when all I'm thinking about is "I just want a reasonable Decimal library" and I'm forced to dig through a couple different threads to figure out if the library I'm look at is DOA stable.
And even when the "canonical library" exists for something like timezones (pytz
and
more recently dateutil.tz
in Python), there's no guarantees
that it will be well-maintained. Chrono is currently the canonical datetime
library in Rust, and just released version 0.4.3 like a week ago. Meanwhile, chrono-tz
appears to be dead in the water even though there are people happy to help maintain it.
I know relatively little about it, but it appears that most of the release process is automated; keeping
that up to date should be a no-brainer.
Trial Maintenance Policy
Specifically given "maintenance" being an oft-discussed issue, I'm going to try out the following policy to keep things moving on [dtparse]:
-
Issues/PRs needing maintainer feedback will be updated at least weekly. I want to make sure nobody's blocking on me.
-
To keep issues/PRs needing contributor feedback, I'm going to (kindly) ask the contributor to check in after two weeks, and close the issue without resolution if I hear nothing back after a month.
The second point I think has the potential to be a bit controversial, so I'm happy to receive feedback on that. And if a contributor responds with "hey, still working on it, had a kid and I'm running on 30 seconds of sleep a night," then first congratulations on sustaining human life, and second I don't mind keeping those going indefinitely. I just want to try and balance keeping things moving with giving people the necessary time.
I should also note that I'm still getting some best practices in place - CONTRIBUTING and CONTRIBUTORS files need to be added, as well as issue/PR templates. In progress.
Roadmap and Conclusion
So if I've now built a dateutil
-compatible parser, we're done, right? Of course not! That's not
nearly ambitious enough.
Ultimately, I'd love to have a library that's capable of essentially everything the Linux date
command can do (and not date
on OSX, because seriously, it's the worst). I know Rust has a
coreutils rewrite going on, and this would be potentially an interesting candidate since it
doesn't bring in a lot of extra dependencies for the functionality it provides.
humantime
also is able to parse durations,
so maybe we negotiate something to integrate it all together?
All in all, I'm really hoping that nobody's already done this and I've spent a bit over a month on redundant code. So if it exists, tell me because I need to know, but be nice about it.
And in the mean time, I'm looking forward to building more. Onwards.