Hash.new with a block
I was recently following a great blog article on memoization in Ruby by Justin Weiss and it made perfect sense until I got to the last part which was most relevant for my purposes - “And what about parameters?”. Here, the article uses a pattern of memoization that involves a Hash.new
that is supplied a block. According to the Ruby docs this does the following:
If a block is specified, it will be called with the hash object and the key, and should return the default value. It is the block’s responsibility to store the value in the hash if required. – Ruby Docs
But what does this mean exactly? It took me longer than I care to admit to figure it out but let’s start with the beginning: As expected, Hash.new
will produce an empty hash. However, the code in the block is not some sort of initializer despite how it may appear. That is, the output of
Hash.new do |hash, key|
...
end
will always be {}
and the block has nothing to do with the initial value. However, where the block comes into play is when accessing a value inside the hash. The block will be called if, and only if, there is no existing value for the given key. The block will also receive a reference to the hash itself so that one can assign values to it, if required. To illustrate, suppose we have this basic Fibbonaci function:
def fib(n)
n <= 2 ? 1 : fib(n - 1) + fib(n - 2)
end
and now suppose we want to optimize it by making it cache the previous values for any given n
. The Hash.new { ... block ...}
pattern is perfect for this. We can do:
def fib(n)
@fibs ||= Hash.new do |hash, key|
hash[key] = key <= 2 ? 1 : fib(n - 1) + fib(n - 2)
end
@fibs[n]
end
So what will happen is that the first time you call fib
, it will instantiate a new empty hash and store it to @fibs
, then when you actually try to access the value for @fibs[n]
it doesn’t exist (since it is empty), so the block is invoked to get the default value for n
which is going to be passed as key
. At this point, we can compute and return the value and as an extra step we can assign it to hash[key]
in order to cache it for later. Note that we only do =
, not ||=
because the block, again, is only invoked when the value doesn’t already exist so a ||=
operation would always do the assign in this case and the ||
part is just doing an unnecessary comparison in that case.
To give you an idea of the processing time decrease one gets by memoizing the above fib
function, to compute the first 35 Fibonacci numbers it took my machine 3.6 seconds without memoization and 81.221 µs (microseconds) with the memoization pattern.
Happy hashing!