This is the result of writing hopelessly long lines of code. Python doesn't force you to write long lines.
I've done it myself, many times, but gradually made efforts to avoid this. I'll move deeply indented code into a new function or split up a long expression with a temporary variable. If I run into a particularly hard-to-format portion of code, it's usually a sign of that my code could be better.
ys = [x + 1
for x in xs
if x > 0]
or: ys = [
x + 1
for x in xs
if x > 0
]I find the split comprehension more readable than the equivalent for loop. That's mostly because I'm used to that style, of course, but it's also because it's more constrained. Comprehensions have a very limited grammar, but there are multiple ways to write a for loop that builds a list.
That said, they are almost always harder to understand than an equivalent for loop with an if statement. A list comprehension by its very nature groups a number of actions into a single expression, it’s harder to break up the parts.
Even an experienced developer who sees them all the time and can understand one in a second, would probably take a half second to understand the equivalent for/if statements.
List comprehensions are basically a watered down gateway drug to functional programming. Everyone who has ever taken a functional programming course loves it (rightly so), and often tries to find places to use it. Comprehensions do quite a bit in a single expression, it's easy to see that inch towards functional programming.
However, junior developers haven't taken a functional programming courses. They learn to program instructions or statements line-by-line. They are told (not entirely accurate) that every clock tick, the processor moves forward one unit at a time. Your mind starts to imagine the processor in that way, executing a line and going on to the next. Do this, then move forward, then do that. This is procedural programming.
A list comprehension doesn't quite fit that model, because it does quite a bit in a single line (generally map + filter, sometimes reduce). They teach you that units of complexity can generally be broken down line-by-line.
Of course list comprehensions can be formatted to multiple lines, but it is intrinsically something quite different. A list comprehension is not a statement (e.g., var foo = b + 5), it's an expression (['b' if x < 1 for x in y]) and a pretty complex expression at that.
Junior software developers are taught about statements, going line-by-line. They aren't taught about functional programming or complex expressions. I love python comprehensions, but I wish they were presented in a way that was as easy to understand as a for loop with an if statement.
Senior developers wouldn't care, but it would open up a giant world to junior devs.
When compared to a set of functional style mapping and filtering functions, it quickly becomes much less readable as your needs become anything more than trivial. My main issue is that focus for the important aspect of what is being accomplished swings back and forth from the front to the back of the statement multiple times, especially if nested and with conditionals. e.g.
[(x,y) for x in range(10) for y in range(10) if y > 5 if x < 6]
or, in a similar formatting to what you show: [
(x,y)
for x in range(10)
for y in range(10)
if y > 5
if x < 6
]
In both cases, the accurate reading requires scanning back and forth from beginning to end of statement (whether vertically or horizontally) because the conditionals always postfix the rest of it (and this example is not as complex as it could be). For loops would likely have the conditionals preceding everything, making it obvious, and a set of filtering statements. The functional style also allows for a fairly straightforward reading of what's going on: toTen.filter(y=>y>5).flatMap(y=> toTen.filter(x=>x<6).map(x=>[x,y]) );
or: toTen.filter(y=>y>5).flatMap(y =>
toTen.filter(x=>x<6).map(x=>
[x,y]
)
);
Of course the functional style does require at least some minimal knowledge of some concepts often extraneous to novice programmers, so I understand why that wasn't chosen in Python's case. I just wish they had put conditionals in the same positional flow as the rest of the statement. >>> [(x,y) for x in range(2) for y in range(2) if print(x, y) is None if print(x, y) is None]
0 0
0 0
0 1
0 1
1 0
1 0
1 1
1 1
[(0, 0), (0, 1), (1, 0), (1, 1)]
Both conditionals have access to x and y.So the list comprehension is equivalent to this:
[(x,y) for x in range(10) for y in range(10) if y > 5 and x < 6]
And could more clearly be formatted like this: [
(x,y)
for x in range(10)
for y in range(10)
if y > 5
if x < 6
]
And would look something like this in a functional style, perhaps: toTen.flatMap(x =>
toTen.filter(x => x<6 && y>5).map(y=>
[x,y]
)
);I actually see what's going on a bit clearer now, as I looked closer and found that the correct way to write what I was originally trying to express is actually:
[(x,y) for x in range(10) if x < 6 for y in range(10) if y > 5]
which could be formatted as: [
(x,y)
for x in range(10)
if x < 6
for y in range(10)
if y > 5
]
Which is actually much closer to the functional style's flow, and is correctly eliminating iterations earlier in the loop (which is an important consideration).I was confused because I had seen examples where multiple if clauses where added to the right side, one per loop level (as I showed), and that makes it look like they are operating on the different levels, when in reality they are working on the innermost loop, like you showed.
I'll retract most my complaints then. There's still some question in my mind as to how you would usefully mutate items of the loop and use them in other levels of the loop without recomputing them again, but that might just be my unfamiliarity with the construct.
def txform_item(x):
<maybe many lines, as complex as needed, + can see vars in outer scope>
# right below, for optimal locality of ref for human reader
new_list = [ txform_item(item) for item in old_list ]But a condition can be easily split if it is assigned to a variable, and that variable then tested. And naming said variable well can make a comment explaining the condition redundant.
x[1][4] = a[2] + b[4]
Black will format like either of these: x[1][
4] = a[2] + b[4]
x[1][4] = a[
2] + b[4]
But not like either of these, unless you insert the brackets yourself: x[1][4] = (
a[2] + b[4])
x[1][4] = (a[2]
+ b[4])
Maybe this sounds like just one little problem but I think it's a fundamental flaw. I have seen the result of a Python formatter (not Black but had the same problem) applied to a couple of files and it's a total mess. I'd take inconsistent column widths over that any day. I asked the creator of black about it and he was pretty dismissive. x[1][4] =\
a[2] + b[4]