[Python-ideas] Another use case for the 'lazy' (aka 'delayed') keyword
David Mertz
mertz at gnosis.cx
Tue Feb 28 12:52:27 EST 2017
On Tue, Feb 28, 2017 at 9:30 AM, M.-A. Lemburg <mal at egenix.com> wrote:
> Here's an example similar to OCaml's lazy evaluation, which
> uses a simple lazy proxy object.
> ### OCaml like lazy evaluation
> class Lazy:
> def __init__(self, code, frame):
> self.code = code
> self.globals = frame.f_globals
> self.locals = frame.f_locals
> def force(self):
> return eval(self.code, self.globals, self.locals)
>
This is a nice implementation.
def log(level, b, c):
> if level > 100:
> return
> if isinstance(c, Lazy):
> c = c.force()
> print ('%04i: %s' % (level, b % c))
>
> value = 1
> log(1000, 'Hello %i', lazy("expensive(value)"))
> log(10, 'Error %i', lazy("expensive(value)"))
>
I agree this is very explicit. It's also more code which has a minor smell
to it. In the hypothetical new construct I think it would look like this:
def log(level, b, c):
if level <= 100:
print ('%04i: %s' % (level, b % c))
log(1000, 'Hello %i', delayed expensive(value))
log(10, 'Error %i', delayed expensive(value))
To me the second reads much better. But indeed there *might be* surprises.
We might access the delayed object somewhere other than in the log()
function (not in this example since it's not named, but in other cases).
Understanding where that happens adds to debugging work.
Where I believe this is more important is for Dask-like code structures.
So perhaps I write:
x = delayed expensive(1,2)
y = delayed expensive(x,7)
z = delayed expensive(x,y)
w = delayed expensive(y,z)
v = delayed expensive(w,x)
print(z)
If I want to concretize `z` I don't want to do all the work of also
concretizing `w` and `v` (but I need to do `x` and `y`). In your explicit
proxy approach, a lot of extra code is needed here. But maybe Dask's
spelling is perfectly fine:
from dask import delayed
x = delayed(expensive)(1,2)
y = delayed(expensive)(x,7)
z = delayed(expensive)(x,y)
w = delayed(expensive)(y,z)
v = delayed(expensive)(w,x)
print(z.compute())
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