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18 November 2007

Software design is like a magic trick

There's something I love at least as much as software development: my wife (Hey!! Give me back that keyboard, will ya?. I love you *more* than software development of course,...). So, what was I saying, ah, yes. There's something I love at least as much as software development: magic.

And there are some interesting similarities between the design of a magic trick and the design of software. Let's take, as an example, the last functionality I have designed for specs (but not released yet).

The effect

When you start thinking about a magic trick, you just try to be creative, to focus on what will really make other peoples brain explode. Or, and I find this even more impressive, transport them emotionally in a real magic world. To that respect David Copperfield is an incredible magician, and there are lesser known magicians whose creativity and talent are as amazing: Jay Sankey, Juan Tamariz, Michael Ammar, Jean-Pierre Vallarino, Vito Lupo,... The list is long. All of them have spent hours just thinking: "Why is this magic?", "How can I make it more magic?". They think about the spectator and the effect first and before any consideration of how it could be done.

In my case, it's a lot less romantic,... I just want the developer to be able to:
  • create a table containing data rows
  • have a header of Strings labeling each column
  • have the rows being typechecked so that the type of the elements in a given column is always the same
  • apply a function to each row and have the function parameters being typechecked against the row types
  • have a light syntax allowing the table to look like a table as much as possible (not a list of lists,...)
Something like that:
|"a"|"b"|"c = a + b"|
| 1 | 1 | 2 |
| 1 | 2 | 3 |
| 2 | 2 | 4 | {(a:Int, b: Int, c: Int) => (a + b) must_== c }

How can I use my target language, Scala, to do that? Without loosing the ideal representation above; I want to keep my effect as magical as possible!

The method

Let's say I want to make the Statue of Liberty disappear, this would be baffling, wouldn't it? But even with an incredible budget, will the New-York authorities allow me to place a huge trap below Ellis Island? No? So how did he do it ?!

Here are 3 things I noticed with great magicians:
  • They have an incredible magic culture. They know every obscure method to make a coin disappear or a card change its color, including the name of the inventor, the year of publication and the thousands of tricks using it
  • They are always open to new stuff. Anything. Okito was just playing with a pill box when he invented the "Okito box". Michael Ammar actually listened to every single "great new idea" we had at our local magic club!
  • They can invest an incredible amount of time and energy to preserve the magic of the effect: exercise for hours for a single "invisible" move, research chemical catalogs, learn the order of 6 decks of cards by heart (you can find a Hollywood version of that in "The Prestige")
That's what I tried to do with the DataTable feature: use all the Scala wizardry I knew of, be opened to new ideas and invest the maximum of energy so the feature is as simple as can be for the developer.

Here was my first attempt:
("a", "b", "c = a + b") |
( 1 , 1 , 2 ) |
( 1 , 2 , 3 ) |
( 2 , 2 , 4 ) | { t => val (a, b, c) = t
(a + b) must_== c }
In that version, I used the following features:
  • Tuples have a litteral notation ( , , , )
  • You can create new operators, like | on tuples using implicit definitions
  • The definition of the | operator can make sure that I will always add Tuples having the same types for their elements
  • A tuple can be deconstructed as 3 values using "val"
This was mostly what I wanted but not quite, so I searched again and eventually got to this:
"a"| "b"| "c = a + b" |
1 ! 1 ! 2 |
1 ! 2 ! 3 |
2 ! 2 ! 4 | {(a: Int, b: Int, c: Int) => c must_== calc.add(a, b) }

Yes, almost my original intention! The most notable difference is the use of ! instead of | as a separator for the cells in the data rows. This is because operators beginning with | have a lower precedence over those beginning with ! in the Scala specification (6.12.3). So if I use |, I will have difficulties delimiting rows. I learned a new trick!

Frankly, it's not as good as the ideal version but it's ok if you read | as a delimiter for the table boundaries (including the header) and ! for the actual data. Sometimes in a magic trick you change a line, bend the story a little and it is still a pretty good trick.

And what about the rest of the magic? The first version only allowed to define a function taking a tuple as a parameter. Well, I worked a lot behind the scene to obtain that new version:
  • The DataTable class takes 20 type parameters. 20 is a limitation but should act like a warning anyway. Why would you seriously need more that 20 columns in your table? Can't it be refactored?
  • There are 20 DataRow classes, having from 1 to 20 type parameters. Each DataRow object can only be joined with a similar DataRow object using the | operator
  • The DataTable class has 20 methods to apply functions having 1 to 20 parameters. Applying each row to the function parameters is done in each of these methods. A nice side-effect of that is that I can use a function with less parameters than the row size
  • All that code is produced with a Ruby script to ease the work of the magician developer
You can have a look at the current code, which may actually be clearer than the points above.

Design and magic

This comparison with Magic can add more credits to the "Design is a craft" theory. I'm pretty sure that you could do the same kind of comparison with some craft you're fond of. So what's next: "Software design is like Origami", "Software design is like Wood carving"?

PS: for the Statue of Liberty trick, just Google for the explanation, you should get a glimpse of the kind of creativity those darn magicians can have!

4 comments:

mcherm said...

I hate to criticize, since this was a clever trick and was well written, and your patter^H^H^H^H^H^H^H blog entry was well written. But I'm going to go ahead and criticize anyhow.

I think that code like this is a terrible idea. It was from C++ that I learned to hate operator overloading. I don't mind when the author of a Vector class overrides + and * to make it work a bit like mathematical notation. But when the author of a logging framework decided to overload the < and ! operators for input and prefix + and - for special annotations... then I knew it was out of control. Eventually it go to where there was a lot of code that I just couldn't read because it was using far too many clever tricks with operator overloading.

Then I learned Java, and I counted it as a point in Java's favor that operator overloading was not supported. Of course if you've ever written something like this: "BigDecimal d = x.times(y.plus(z).times(y.plus(z)))" then you can see why this is less than ideal.

Later I discovered Python. Python allows operator overloading. When they added the Decimal class they provided operator overloading so the above would look like "d = x*(y+z)*(y+z)"... a much more readable form. But there is a VERY strong cultural bias in the Python community toward valuing READABILITY over succinctness, cleverness, and most other virtues. So although it's fully _possible_, I've never encountered a Python library that abused operator overloading.

With Scala, I fear that it's going the way of C++ more than the way of Python. Worse yet, I fear that it's going the way of certain functional languages, where each individual author's code is so ideosyncratic with specialized conventions that it becomes very difficult to read code. Don't get me wrong, I think the LANGUAGE is offering the right tools... but I fear that the COMMUNITY is valuing cleverness over clarity -- and that this is a mistake.

You're trying here to embed a DSL in Scala for defining tables. Why embed the DSL in Scala... why not just have a separate language? It's not that difficult to write code to parse this:

"a"|"b"|"c = a + b"|
 1 | 1 |    2      |
 1 | 2 |    3      |
 2 | 2 |    4      |

or you could go simpler and just use comma-separated or tab-separated values, for which I'm sure there's an off-the-shelf parser. Think what's going to happen when (further down in your code) you write "cat" | "dog" by mistake... what's it going to do?

In my opinion, readability is FAR more valuable than magic... in fact, I would AVOID the use of magic except in those rare cases where it obscures messy details and allow the reader to tell what's ACTUALLY going on: in other words, when it enhances readability.

Eric said...

Hi mcherm,

A well constructed critic backed up by experience and proper arguments is always welcome!

I am aware that those clever tricks may be less than desirable in production code. But in specification and test code, my guess is that the impact would be less critical and helps getting more to the point to what you want to assert.

I could also have written a parser but I wanted the rows to be type-checked.

Anyway, I left this construct as a separate Trait in specs so that you use the trick only if you really mean it. I also added a few conversions allowing tuples to be seen as lists and left them in a separate Trait explicitly named Sugar. And we know that Sugar can be bad!

Thanks for your comment,

Eric.

PS: here are 2 "real-life" examples of that feature usage:
xmlRunnerUnit.scala and
CanUnit.scala

Eric said...

I am sorry but the above link for CanUnit will not show DataTables anymore (you have to use svn and get a revision < 569 for that).

I have indeed been shown a much better way to test the same thing using Scalacheck . To my eyes, it looks like there's even more Scala magic involved (with implicit parameters), but in terms of test I find the result wonderful.

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