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How does Y-combinator compute the fixed point programmatically?

I believe I understand mathematically the idea of Y-combinator: it returns the fixed point of a given functional F, thus f = Y(F) where f satisfies f == F(f).

But I don't understand how it does the actual computation program wise?

Let's take the javascript example given here:

var Y = (F) => ( x => F( y => x(x)(y) ) )( x => F( y => x(x)(y) ) )
var Factorial = (factorial) => (n => n == 0 ? 1 : n * factorial(n-1))

Y(Factorial)(6) == 720    // => true
computed_factorial = Y(Factorial)

The part I don’t understand is how the computed_factorial function (the fixed point) actually get computed? By tracing the definition of Y, you’ll find it runs into a infinitely recursion at the x(x) part, I can't see any terminating case implied there. However, it strangely does return. Can anyone explain?

like image 683
hackape Avatar asked May 08 '16 15:05

hackape


1 Answers

I'm going to use ES6 arrow function syntax. Since you seem to know CoffeeScript, you should have no trouble reading it.

Here's your Y combinator

var Y = F=> (x=> F (y=> x (x) (y))) (x=> F (y=> x (x) (y)))

I'm going to use an improved version of your factorial function tho. This one uses an accumulator instead which will prevent the evaluation from turning into a big pyramid. The process of this function will be linear iterative, whereas yours would be recursive. When ES6 finally gets tail call elimination, this makes an even bigger difference.

The difference in syntax is nominal. It doesn't really matter anyway since you just want to see how the Y is evaluated.

var factorial = Y (fact=> acc=> n=>
  n < 2 ? acc : fact (acc*n) (n-1)
) (1);

Well this will already cause the computer to start doing some work. So let's evaluate this before we go any further...

I hope you have a really good bracket highlighter in your text editor...

var factorial
= Y (f=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (1)                                                                                                                                                                // sub Y
= (F=> (x=> F (y=> x (x) (y))) (x=> F (y=> x (x) (y)))) (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (1)                                                                                                         // apply F=> to fact=>
= (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (1)                                                               // apply x=> to x=>
= (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (1) // apply fact=> to y=>
= (acc=> n=> n < 2 ? acc : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (acc*n) (n-1)) (1)             // apply acc=> to 1
= n=> n < 2 ? 1 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (1*n) (n-1)                             // return value
= [Function] (n=> ...)

So you can see here, after we call:

var factorial = Y(fact=> acc=> n=> ...) (1);
//=> [Function] (n=> ...)

We get a function back that is waiting for a single input, n. Let's run a factorial now

Before we proceed, you can verify (and you should) that every line here is correct by copying/pasting it in a javascript repl. Each line will return 24 (which is the correct answer for factorial(4). Sorry if I spoiled that for you). This is like when you're simplifying fractions, solving algebraic equations, or balancing chemical formulas; each step should be a correct answer.

Be sure to scroll all the way to the right for my comments. I tell you which operation I completed on each line. The result of the completed operation is on the subsequent line.

And make sure you have that bracket highlighter handy again...

factorial (4)                                                                                                                                                                                                                     // sub factorial
= (n=> n < 2 ? 1 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (1*n) (n-1)) (4)                                 // apply n=> to 4
= 4 < 2 ? 1 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (1*4) (4-1)                                           // 4 < 2
= false ? 1 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (1*4) (4-1)                                           // ?:
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (1*4) (4-1)                                                       // 1*4
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (4) (4-1)                                                         // 4-1
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (4) (3)                                                           // apply y=> to 4
= (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (4) (3)                                                                     // apply x=> to x=>
= (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (4) (3)       // apply fact=> to y=>
= (acc=> n=> n < 2 ? acc : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (acc*n) (n-1)) (4) (3)                   // apply acc=> to 4
= (n=> n < 2 ? 4 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (4*n) (n-1)) (3)                                 // apply n=> to 3
= 3 < 2 ? 4 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (4*3) (3-1)                                           // 3 < 2
= false ? 4 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (4*3) (3-1)                                           // ?:
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (4*3) (3-1)                                                       // 4*2
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (12) (3-1)                                                        // 3-1
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (12) (2)                                                          // apply y=> to 12
= (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (12) (2)                                                                    // apply x=> to y=>
= (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (12) (2)      // apply fact=> to y=>
= (acc=> n=> n < 2 ? acc : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (acc*n) (n-1)) (12) (2)                  // apply acc=> 12
= (n=> n < 2 ? 12 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (12*n) (n-1)) (2)                               // apply n=> 2
= 2 < 2 ? 12 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (12*2) (2-1)                                         // 2 < 2
= false ? 12 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (12*2) (2-1)                                         // ?:
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (12*2) (2-1)                                                      // 12*2
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (24) (2-1)                                                        // 2-1
= (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (24) (1)                                                          // apply y=> to 24
= (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (24) (1)                                                                    // apply x=> to x=>
= (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (24) (1)      // apply fact=> to y=>
= (acc=> n=> n < 2 ? acc : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (acc*n) (n-1)) (24) (1)                  // apply acc=> to 24
= (n=> n < 2 ? 24 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (24*n) (n-1)) (1)                               // apply n=> to 1
= 1 < 2 ? 24 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (24*1) (1-1)                                         // 1 < 2
= true ? 24 : (y=> (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (x=> (fact=> acc=> n=> n < 2 ? acc : fact (acc*n) (n-1)) (y=> x (x) (y))) (y)) (24*1) (1-1)                                          // ?:
= 24

I've seen other implementations of Y as well. Here's a simple process to build another one (for use in javascript) from scratch.

// text book
var Y = f=> f (Y (f))

// prevent immediate recursion (javascript is applicative order)
var Y = f=> f (x=> Y (f) (x))

// remove recursion using U combinator
var Y = U (h=> f=> f (x=> h (h) (f) (x)))

// given: U = f=> f (f)
var Y = (h=> f=> f (x=> h (h) (f) (x))) (h=> f=> f (x=> h (h) (f) (x)))
like image 72
Mulan Avatar answered Oct 14 '22 10:10

Mulan