Pascal’s triangle
Following
my previous post on the Fibonacci numbers, here's a quick post on generating another famous mathematical sequence - Pascal's Triangle.
1
1 1
1 2 1
1 3 3 1
1 4 6 4 1
🔗 Quick Background
Pascal's triangle contains numbers formed by binomial coefficients (often referred to as "N choose K"), but there's a simple and elegant way to generate it: each item is the sum of the two numbers above it.
1 3 3 1
1 46 4 1
We see here that the underlined 6 is formed by adding the two threes above it.
1 3 3 1
14 6 41
Similarly, we see the 4 is formed by adding the 1 and 3, and the 1 is formed by adding 1 to nothing (0).
🔗 Summing pairs
Before we get started go ahead and grab yourself a copy of the J runtime if you haven't already.
Let's start by grabbing the first 5 integers using the "integers" verb
i.
i. 5
0 1 2 3 4
We can use the "same" verb
]
to echo whatever we pass into it.
] 10
10
] i.5
0 1 2 3 4
Our primary tool will be J's infix adverb
\
. This single backslash allows us to scan through a list of numbers in groups and apply a function to them.
Let's scan every 3 items and pass them to the "same" verb
]
.
3 ]\ i.5
0 1 2
1 2 3
2 3 4
We can see here that J looks through
0 1 2 3 4
in overlapping groups of 3. So we'll have 0 1 2
, followed by 1 2 3
, etc.
By changing the number in front, we can scan in groups of 2.
2 ]\ i.5
0 1
1 2
2 3
3 4
Let's swap out our boring
]
for something more interesting: +/
, which sums a list of numbers.
3 +/\ i.5
3 6 9
+/ 0 1 2
3
+/ 1 2 3
6
+/ 2 3 4
9
Similarly, we can do this pairwise.
2 +/\ i.5
1 3 5 7
Pretty nifty right?
🔗 Row after row
So why is this useful? Well, if we take another look at our triangle:
1
1 1
1 2 1
1 3 3 1
1 4 6 4 1
We can see that the next row,
1 5 10 10 5 1
can be formed by this exact strategy: summing each pair of numbers to generate the number beneath it.
2 +/\ 1 3 3 1
4 6 4
2 +/\ 1 4 6 4 1
5 10 10 5
Well, almost. Our issue is that we're missing out on the 1s on either side! This is because our infix operator
\
starts with +/ 1 4
to get 5 - skipping over the 1.
To fix this, let's surround our row with 0s.
2 ]\ 0 1 3 3 1 0
0 1
1 3
3 3
3 1
1 0
2 +/\ 0 1 3 3 1 0
1 4 6 4 1
2 +/\ 0 1 4 6 4 1 0
1 5 10 10 5 1
Much better. So how do we surround with 0s automatically?
The append verb
,
is used to join items and lists.
0 , 1
0 1
1 2 3 , 7 8 9
1 2 3 7 8 9
The "bond" verb
&
allows us to partially evaluate a verb that normally expects items on both sides.
1 + 2
3
(1&+) 2
3
4 % 2 NB. "%" is division!
2
(%&2) 4
2
We can bind our append verb to add a 0 to either side.
(0&,) 5 6 7
0 5 6 7
(,&0) 5 6 7
5 6 7 0
We can also do both.
(0&,) (,&0) 5 6 7
0 5 6 7 0
(,&0) (0&,) 5 6 7
0 5 6 7 0
Putting it all together: we can append 0 on either side of our row:
(0&,) (,&0) 1 4 6 4 1
0 1 4 6 4 1 0
And sum each pair:
2 +/\ (0&,) (,&0) 1 4 6 4 1
1 5 10 10 5 1
🔗 All together now
Let's wrap this in our own verb called
next
. "y
" gives us access to the argument(s) passed in.
next =: verb : '2 +/\ (0&,) (,&0) y'
next 1 3 3 1
1 4 6 4 1
next 1 4 6 4 1
1 5 10 10 5 1
Fortunately,
next
works just fine on the first row of our triangle: a single 1
.
next 1
1 1
We can apply
next
multiple times.
next 1
1 1
next 1 1
1 2 1
next next 1
1 2 1
next next next next 1
1 4 6 4 1
We can use the "power" verb
^:
to do this for us.
(next^:0) 1
1
(next^:1) 1
1 1
(next^:5) 1
1 5 10 10 5 1
We can also pass a list to
^:
to generate multiple powers at the same time.
(next^:(i.7)) 1
1 0 0 0 0 0 0
1 1 0 0 0 0 0
1 2 1 0 0 0 0
1 3 3 1 0 0 0
1 4 6 4 1 0 0
1 5 10 10 5 1 0
1 6 15 20 15 6 1
We can store this as another verb to generate Pascal's Triangle. We’ll also simplify our definition of next using the "atop" verb
@
.
next =: 2 +/\ (0&,) @ (,&0)
pascal =: verb : '(next^:(i.y)) 1'
NB. We can also inline `next` entirely
pascal =: verb : '((2 +/\ (0&,) @ (,&0))^:(i.y)) 1'
pascal 10
1 0 0 0 0 0 0 0 0 0
1 1 0 0 0 0 0 0 0 0
1 2 1 0 0 0 0 0 0 0
1 3 3 1 0 0 0 0 0 0
1 4 6 4 1 0 0 0 0 0
1 5 10 10 5 1 0 0 0 0
1 6 15 20 15 6 1 0 0 0
1 7 21 35 35 21 7 1 0 0
1 8 28 56 70 56 28 8 1 0
1 9 36 84 126 126 84 36 9 1
Thanks to the powers of
\
and ^:
, we can intuitively generate Pascal's Triangle in a few dozen characters.
J makes operations on lists and matrices a breeze, and contains a
number of interesting ideas for function composition and application. I
hope you found this post interesting and give a look at what J has to
offer.
I think you'll be pleasantly surprised at how fun it is.
Thanks for reading!