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153 lines
5.6 KiB
153 lines
5.6 KiB
6 years ago
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title = "Don't Diminish Types"
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date = 2019-06-03
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categories = "code"
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[taxonomies]
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tags = ["programming languages", "dynamic types", "types", "en-au"]
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In a previous life, I had a long discussion on why adding booleans was a bad
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idea. And just recently one of the core Python developers suggested the same
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thing -- adding booleans, that is. This is a long rant on why such things are
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bad.
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<!-- more -->
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Once at some previous job, I blocked a code review in which the other developer
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did something like
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```python
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if boolean1 + boolean2:
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do_thing()
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```
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Why this was bad, in my view? 'Cause it was reducing the booleans into simple
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integers. While it is true that booleans are, internally, in Python, integers,
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what they _represent_ is not integers, but actually true or false. People got
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it -- or, at least, they say they got it, but the code changed, anyway -- and
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live moved on.
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But, last month, I had to see Raymond Hettinger, one of the core Python
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developers, post
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[this on twitter](https://twitter.com/raymondh/status/1123950707273551878):
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> #python tip: The boolean values False and True are equal to zero and one.
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>
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> Replace:
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> sum(1 for x in data if pred(x))
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>
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> with:
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> sum(pred(x))
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Obviosly, what he meant was to use
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```python
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sum(pred(x) for x in my_list)
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```
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... instead of
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```python
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sum(1 if pref(x) else 0 for x in my_list)
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```
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Again, basing on the fact that Python uses integers behind the scenes to deal
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with booleans.
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And, as you can guess, that really annoyed me.
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## What Are Types
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Let me explain, in a long rant, why "booleans are integers" is bad.
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Imagine the computer memory. Imagine one specific memory location, being used,
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with this value:
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> 65
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What does it mean? That's where languages and their types come in.
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For example, let's imagine that this location is being managed by a C program
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and the program and this program marked this value as a `char`. While `char`s
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in C represent 8 bit integers[^1], they have being for a long time used to
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represent one character in a string -- a sequence of `char`s actually
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represents a string[^2]. So, when other developers see `char`, they think "Ok,
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this is the character with code 65" (which is "A", by the way).
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If the same code use `int`, other developers would think "Yeah, this is the
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_number_ 65".
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And, just to screw things up, it could be an `enum`, in which the value
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represents the 65th variant (element) of that enum.
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And that's the reason types exist: -- instead of, say, developers managing
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memory directly and just changing their representation, like in Assembly --
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they provide consistent representation over the internal storage.
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## The Problem With Adding Booleans
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So, we saw that memory is just a bunch of bytes and what gives meaning for
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those bytes -- in programming languages, that is -- are types[^3].
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Now let's see another developer seeing the code above; they go from the top of
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the code to the bottom, and reach the line of `sum(pred(x) for x in my_list`.
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The first thought they come is that `sum` acts on numbers, so obviously `pred`
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is a function that return numbers. But what number it represents? So they go
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check `pref` and see it returning `True` or `False`. Now they have to trace
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back and rethink what the line did, leaving them with [cognitive
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dissonance](https://en.wikipedia.org/wiki/Cognitive_dissonance), which is a
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clever way of saying "they have to rethink what they already though".
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And too many situations with cognitive dissonance is what makes code
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"unreadable" -- the line above is still readable, but it doesn't actually
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represent what it shows.
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## Respect Your Types
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Python is very loose with its type system[^4], but it doesn't mean one could
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play "fast and furious" over it. Let's say that, at some point, Python
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developers decide to change `True` and `False` from their integer roots to be
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actually symbols -- things that simply "exist" and have no value[^5][^6]. Then
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everyone that managed booleans as integers would see their code misbehaving or
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crashing, simply because they didn't thread booleans _as booleans_.
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Now let's see the other option: `sum(1 if pred(x) else 0 for x in my_list)`.
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This line is (a) longer and (b) slower due the branching during execution (the
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`if`). But when you read something like this you see that there is a function
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where its value isn't being checked, which probably means it returns a
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boolean[^7]; if it is true, returns 1; if it is false, returns 0; and you're
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actually doing a sum of ones and zeroes -- as numbers.
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No cognitive dissonance, no messing around and just because we treated types
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as types.
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---
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Footnotes:
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[^1]: They could use more than 8 bits, depending on the architecture, and due
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the fact that the C Standard is very flexible in this concept
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[^2]: It doesn't mean that every single `char` is a character in a string, it
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could be used exactly as an 8 bit integer
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[^3]: I'm being very lose here about types, there is a lot more complex
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context in them, but I'm going to stick with this "representation" for now.
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[^4]: Maybe nose as loose as C, which lets you "convert" a memory that
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represents a float into a integer with no sign.
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[^5]: Or, better yet, that can have _any_ value and would still work.
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[^6]: As far as I know, Python standard already forced booleans to be
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integers, so that will never happen, but let's add this for the sake of
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discussion.
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[^7]: This is one of times I feel jealous of Clojurist, which can use `?` in
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their functions and actually have a coding style that says that predicates
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-- functions that either return True or False -- end with `?`; so not only
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someone reading a piece of Clojure code seeing a `is_valid?` knows it
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returns a boolean, it actually _reads_ like a boolean check.
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