We can all agree that it’s useful to be able to express a number. Or a character. It could be argued that most code is built upon some set of primitives. And naturally simple types work well in a limited number of use cases: algorithms, tutorials, small/focused applications etc.
The moment the domain outgrows the natural usage of a given primitive it becomes troublesome to keep in mind what the meaning behind a particular
Int is. We all know this, it’s been the driving force behind OOP since day one.
Recently I’ve been working on an application based on play framework 2.4.x and slick 3.0. Unsurprisingly, as the app grew the need to track and control domain specific data became more and more pressing.
It’s useful to be able to quickly start with something simple. Scala has type aliasing which provides a simplistic way of expressing intent.
Quick & easy but has some drawbacks:
The above code compiles fine but Mike might not be all that happy about it. The solution itself isn’t that bad: gives no type safety and serves only as a hint but it’s very cheap and can easily be employed as a ‘stub’ for a better solution. It’s important to stress that this approach doesn’t scale well:
domain specific aliases x
amount of developers x
features implemented equals a misassignment bound to happen.
Unboxed Tagged Types
After reading this post I’ve decided to try if this approach could work with
slick. The gist of this approach is that it’s possible to attach ‘meta information’ to a primitive type and the typer will enforce it.
In practice it looks like this:
Mike can be at ease:
Having the basics covered I got to the interesting parts.
Helpful ‘Int’ extension:
.asInstanceOf[A] invocations and converts primitives into domain types:
Usage in table definition:
Play json formatting:
This is where the trouble starts. To be able to use custom types in
path binding needs to be provided:
And the error:
It turns out that:
is what play framework generates in
The ramifications are quite annoying – instead of having type checking in
routes file it’s necessary to handle boxing manually:
It’s worth keeping in mind that
unboxes tagged types and
play jsondon’t align perfectly.
The proposed solution covers some of the aspects that would make it a valid solution for handling
domain specific types. It falls short in a very important spot: ease of testing. The test code base should be (in my opinion) easy to maintain and refactor and loosing type safety in this area is a deal breaker.
At this point I was out of ideas on how to push this solution further so I decided to give a completely different approach a try.
Case classes come with a set of limitations, but when the problem calls for type-safety, readability and ease of integration with common libraries (in this case
slick), they quickly become valuable tools.
Value class with slick’s mapping
Int implicit extension
Play path binding
routes can utilize the type system:
and in tests:
A lot of the code base in a DB centric application will call for values: names, identifiers, nicks, etc. Not all of these need to be processed and if not – the above approach makes building applications easier and less error prone.
The previous paragraph shows how to integrate
case classes with the stack but it introduces boilerplate. It’s not a lot but it seems wasteful and might be error prone. Maybe we can use some macro magic to make it go away?
Here’s my take on the problem, heavily inspired by this article.
def macros and utilizing them in the
annotation macro made the
json format visible for other already defined macros (e.g.
Json.format). This way if another
class uses one of the annotated
case classes and defines an implicit
Json.format the compiler won’t complain.
build.sbt macros section
One way to make the macro compilation order happy in a play application:
This solution uses macro paradise so it’s quite volatile (read experimental, subject to change etc.) but it makes adding new
simple domain specific types very straightforward:
json serialization and
slick integration just work ™ for all primitive types.
One thing that was omitted from the macro is primitive type extension.
It would be so useful to be able to reason about a primitive and have the compiler police it’s domain constraints. Disappointing but understandable – library authors have a lot of interop requirements to appease and a niche feature that seems to be a tad outside of how scala programming should look like isn’t a priority.
Case classes may not be the perfect solution but the approach is popular enough for library authors to provide out-of-the-box helpers that just work (e.g. slick’s
MappedTo). And if not: it’s always possible (and quite easy) to figure out a macro or two that will meddle with the case class itself or its companion object and deal with boilerplate around the required implicits.
- play framework
- adding semantic to base types
- unboxed tagged types
- unboxed tagged angst
- scala macro annotations example
- macro paradise