How to convert bottom-up recursive algorithm to iterative stack in JavaScript

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醉梦人生 2021-01-20 20:00

Given the following algorithm:

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  • 2021-01-20 20:40

    It's not trivial to mechanically transform any recursive code into a stack machine. Automatic stateful transformations produce very complex code, just think of C#-s or BabelJS-s generators. But sure, it can be done, but you will need mutable stackframes and/or registers. Let's see the problems we are facing:

    How does the machine remember where to continue the execution of a function?

    We have to store some state variable/instruction pointer on the stack itself. This is what you are emulating with the "open" and "close" markers.

    Where to put the result of a function?

    There are many ways:

    • storing it in a temporary register
    • passing the function a reference to a field (an (object, fieldname) pair), emulating out parameters
    • using a second stack like @CtheSky did

    Using mutable stack frames and a result register the transformed code would look something like this:

    console.log(JSON.stringify(create(0), null, 2))
    
    function Klass(i, l, r) {
      this.i = i
      this.l = l
      this.r = r
    }
    
    function Frame(i) {
      this.ip = 0;
      this.i = i;
      this.left = null;
    }
    
    function create(i) {
      var result;
      var stack = [new Frame(i)];
      while (stack.length > 0) {
        var frame = stack[stack.length - 1];
        switch (frame.ip) {
          case 0:
            if (frame.i === 5) {
              result = undefined;
              stack.pop();
              break;
            }
            stack.push(new Frame(frame.i + 1));
            frame.ip = 1;
            break;
          case 1:
            frame.left = result;
            stack.push(new Frame(frame.i + 1));
            frame.ip = 2;
            break;
          case 2:
            result = new Klass(frame.i, frame.left, result);
            stack.pop();
            break;
        }
      }
      return result;
    }

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  • 2021-01-20 20:41

    What about something like this:

    console.log(JSON.stringify(create(4), null, 2))
    
    function create(depth) {
        let n = Math.pow(2, depth);
        let nodes = [];
        for (let i = 0; i < n; i++)
            nodes.push(new Klass(depth));
        for (depth--; depth >= 0; depth--) {
            let next = [];
            while (nodes.length > 0)
                next.push(new Klass(depth, nodes.pop(), nodes.pop()));
            nodes = next;
        }
        return nodes[0];
    }
    
    function Klass(i, l, r) {
      this.i = i
      this.l = l
      this.r = r
    }

    The call to get the same result would be create(4);. It is not exactly the same creation order, it creates the nodes from bottom to top, while recursive is like:

       7
     3   6
    1 2 4 5
    

    You can also mimick this behavior with a stack:

    console.log(JSON.stringify(create(4), null, 2))
    
    function create(depth) {
      let stack = [{depth: 0}]
      for (;;) {
        let i = stack.length - 1
        let cur = stack[i]
        if (typeof cur.left === 'undefined') {
          if (cur.depth < depth) {
            stack.push({depth: cur.depth + 1, parent: i, pos: 'right'})
            stack.push({depth: cur.depth + 1, parent: i, pos: 'left'})
          } else {
            stack[cur.parent][cur.pos] = new Klass(cur.depth)
            stack.pop()
          }
        } else {
          let node = new Klass(cur.depth, cur.left, cur.right)
          if (cur.depth == 0)
            return node
          stack[cur.parent][cur.pos] = node
          stack.pop()
        }
      }
    }
    
    function Klass(i, l, r) {
      this.i = i
      this.l = l
      this.r = r
    }

    The right node is pushed first on the stack and then the left node, so that the left node is higher in the stack and processed first.

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  • 2021-01-20 20:45

    This is a solution using two stacks.

    Suppose we always compute right child before left child, we need a way to store the result of right child. It's possible to store it on the original stack but it would be complicated since that stack is used to compute left child too. So I use another stack to store those results of right children.

    There are three status:

    • need work -> need to push child onto stack to compute
    • need merge -> wait left&right child to be computed
    • finish work -> all work has been done

    When it sees a node with status finish work, it will check if the next node's status is need merge:

    • if it's not, the current finished node is the right child, push it to the cache stack. And ready to compute left child.
    • if it is, the current finished node is the left child, pop from stack and cache stack to get the root and right child, construct new node and push it back to stack with status finish work

    console.log(JSON.stringify(create(2, 5), null, 2))
    
    function Klass(i, l, r) {
      this.i = i;
      this.l = l;
      this.r = r;
    }
    
    function create(i, growto) {
        var stack = [];
        var cache = [];
    
        stack.push([i, 'need work']);
        while (stack.length && stack[0][1] !== 'finish work') {
            var cur = stack.pop();
            var val = cur[0];
            var status = cur[1];
    
            if (status === 'need work') {
                if (val !== growto) {
                    stack.push([val, 'need merge']);
                    stack.push([val + 1, 'need work']);
                    stack.push([val + 1, 'need work']);
                } else {
                    stack.push([val, 'finish work']);
                }
            } else if (status === 'finish work') {
                if (stack[stack.length - 1][1] !== 'need merge') {
                    cache.push(cur);
                } else {
                    var root = stack.pop()[0];
                    var left = cur[0];
                    var right = cache.pop()[0];
                    stack.push([new Klass(root, left, right), 'finish work']);
                }
            }
        }
    
        return stack.pop()[0];
    }

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  • 2021-01-20 21:01

    Let's start with just the is:

    function create(i) {
      console.log(i)
    
      if (i == 3) return
    
      return new Klass(i, create(i+1), create(i+1))
    }
    
    function Klass(i, l, r) {
      this.i = i
      this.l = l
      this.r = r
    }
    
    console.log(JSON.stringify(create(0)))
    
    console.log('\nStack version:')
    
    let stack = [0];
    
    while (stack.length){
      let i = stack.pop();
    
      console.log(i);
    
      if (i < 3)
        stack.push(i + 1, i + 1);
    }

    There are so many ways we could use the iteratively generated order of is; from pushing them all to an array, then following the trail of assignments backwards; to using the i to create a new Klass and passing it by reference, essentially turning the process into top-down.

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