Happy Numbers
After discovering the excellent
Gwene service, which allows you to subscribe
to
newsgroups to read
RSS
content (
blogs,
planets,
commits, etc), I came to
read this nice article about
Happy Numbers. That’s a little problem that
fits well an interview style question, so I first solved it yesterday
evening in
Emacs Lisp as that’s the language I use the most those days.
A happy number is defined by the following process. Starting with any positive integer, replace the number by the sum of the squares of its digits, and repeat the process until the number equals 1 (where it will stay), or it loops endlessly in a cycle which does not include 1. Those numbers for which this process ends in 1 are happy numbers, while those that do not end in 1 are unhappy numbers (or sad numbers).
Now, what about implementing the same in pure
SQL
, for more fun? Now that’s
interesting! After all, we didn’t get
WITH RECURSIVE
for tree traversal
only,
did we?
Unfortunately, we need a little helper function first, if only to ease the reading of the recursive query. I didn’t try to inline it, but here it goes:
create or replace function digits(x bigint)
returns setof int
language sql
as $$
select substring($1::text from i for 1)::int
from generate_series(1, length($1::text)) as t(i)
$$;
That was easy: it will output one row per digit of the input number — and
rather than resorting to powers of ten and divisions and remainders, we do
use plain old text representation and
substring
. Now, to the real
problem. If you’re read what is an happy number and already did read the
fine manual about
Recursive Query Evaluation, it should be quite easy to
read the following:
with recursive happy(n, seen) as (
select 7::bigint, '{}'::bigint[]
union all
select sum(d*d), h.seen || sum(d*d)
from (select n, digits(n) as d, seen
from happy
) as h
group by h.n, h.seen
having not seen @> array[sum(d*d)]
)
select * from happy;
n | seen
-----+------------------
7 | {}
49 | {49}
97 | {49,97}
130 | {49,97,130}
10 | {49,97,130,10}
1 | {49,97,130,10,1}
(6 rows)
Time: 1.238 ms
That shows how it works for some
happy number, and it’s easy to test for a
non-happy one, like for example
17
. The query won’t cycle thanks to the
seen
array and the
having
filter, so the only difference between an
happy and a
sad number will be that in the former case the last line output by the
recursive query will have
n = 1
. Let’s expand this knowledge
into a proper function (because we want to be able to have the number we
test for happiness as an argument):
create or replace function happy(x bigint)
returns boolean
language sql
as $$
with recursive happy(n, seen) as (
select $1, '{}'::bigint[]
union all
select sum(d*d), h.seen || sum(d*d)
from (select n, digits(n) as d, seen
from happy
) as h
group by h.n, h.seen
having not seen @> array[sum(d*d)]
)
select n = 1 as happy
from happy
order by array_length(seen, 1) desc nulls last
limit 1
$$;
We need the
desc nulls last
trick in the
order by
because the
array_length()
of any dimension of an empty array is
NULL
, and we certainly don’t want to
return all and any number as unhappy on the grounds that the query result
contains a line
input, {}
. Let’s now play the same tricks as in the puzzle
article:
=# select array_agg(x) as happy
from generate_series(1, 50) as t(x)
where happy(x);
happy
----------------------------------
{1,7,10,13,19,23,28,31,32,44,49}
(1 row)
Time: 24.527 ms
=# explain analyze select x
from generate_series(1, 10000) as t(x)
where happy(x);
QUERY PLAN
------------------------------------------------------------
Function Scan on generate_series t
(cost=0.00..265.00 rows=333 width=4)
(actual time=2.938..3651.019 rows=1442 loops=1)
Filter: happy((x)::bigint)
Total runtime: 3651.534 ms
(3 rows)
Time: 3652.178 ms
(Yes, I tricked the
EXPLAIN ANALYZE
output so that it fits on the page width
here). For what it’s worth, finding the first
10000
happy numbers in
Emacs
Lisp on the same laptop takes
2830 ms
, also running a recursive version of
the code.
Update, the Emacs Lisp version, inline:
(defun happy? (&optional n seen)
"return true when n is a happy number"
(interactive)
(let* ((number (or n (read-from-minibuffer
"Is this number happy: ")))
(digits (mapcar
'string-to-int
(subseq (split-string number "") 1 -1)))
(squares (mapcar (lambda (x) (* x x)) digits))
(happiness (apply '+ squares)))
(cond ((eq 1 happiness) t)
((memq happiness seen) nil)
(t
(happy? (number-to-string happiness)
(push happiness seen))))))
(defun find-happy-numbers (&optional limit)
"find all happy numbers from 1 to limit"
(interactive)
(let ((count (or limit
(read-from-minibuffer
"List of happy numbers from 1 to: ")))
happy)
(dotimes (n (string-to-int count))
(when (happy? (number-to-string (1+ n)))
(push (1+ n) happy)))
(nreverse happy)))