[Haskell-cafe] Is it possible to have constant-space JSON decoding?
Iustin Pop
iustin at google.com
Tue Dec 4 15:11:07 CET 2012
Hi,
I'm trying to parse a rather simple but big JSON message, but it turns
out that memory consumption is a problem, and I'm not sure what the
actual cause is.
Let's say we have a simple JSON message: an array of 5 million numbers.
I would like to parse this in constant space, such that if I only need
the last element, overall memory usage is low (yes, unrealistic use, but
please bear with me for a moment).
Using aeson, I thought the following program will be nicely-behaved:
> import Data.Aeson
> import qualified Data.Attoparsec.ByteString.Lazy as AL
> import qualified Data.ByteString.Lazy as L
>
> main = do
> r <- L.readFile "numbers"
> case AL.parse json r :: AL.Result Value of
> AL.Fail _ context errs -> do
> print context
> print errs
> AL.Done _ d -> case fromJSON d::Result [Value] of
> Error x -> putStrLn x
> Success d -> print $ last d
However, this uses (according to +RTS -s) ~1150 GB of memory. I've tried
switching from json to json', but while that uses slightly less memory
(~1020 MB) it clearly can't be fully lazy, since it forces conversion to
actual types.
Looking at the implementation of "FromJSON [a]", it seems we could
optimise the code by not forcing to a list. New (partial) version does:
> AL.Done _ d -> case d of
> Array v -> print $ V.last v
And this indeed reduces the memory, when using json', to about ~700MB.
Better, but still a lot.
It seems that the Array constructor holds a vector, and this results in
too much strictness?
Looking at the memory profiles (with "json" and "Array"), things are
quite interesting - lots of VOID, very small USE, all generated from
Data.Aeson.Parser.Internal:array. Using -hd, we have a reasonable equal
split between various attoparsec combinators, Data.Aeson.Parser.Internal
epressions, etc.
So, am I doing something wrong, or is it simply not feasible to get
constant-space JSON decoding?
Using the 'json' library instead of 'aeson' is no better, since that
wants the input as a String which consumes even more memory (and dies,
when compiled with -O2, with out of stack even for 64MB stack).
thanks,
iustin
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