How does this recursion work?

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轮回少年
轮回少年 2020-11-30 11:03

This is an example from Eloquent Javascript:

By starting from the number 1 and repeatedly either adding 5 or multiplying by 3, an infinite amount of

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  • 2020-11-30 11:08

    Think of the infinite combinations of adding 5 and multiplying by 3 like a binary tree. At the top is the easiest number to calculate, 1 (in effect a "no steps necessary" answer). Down one level and to the left is 1+5, and to the right is 1*3. At each level the equation resolves to a new value (with a more complex history). This equation is navigating through that tree until it finds a node that equates to the goal. If a node on a branch of the tree produces a value greater than your goal, then it returns null (thus halting the further recusing down that branch, this is because both operations only increase the value so once you end up greater than there is no point to keep looking), if the value of a node equates to the goal then it is returned as the answer (along with the path it used to get there). When the value is less than then both paths could potentially hold the answer so it calls find on each. Here is where JavaScript's "truthy" Boolean logic comes in. By using the || (OR) operator JavaScript will first look down the +5 side of the tree. if 0 or null are returned then the other call (to look down the *3) will execute. If any return evaluates to a non false value then it will get returned up the stack and the search will end.

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  • 2020-11-30 11:10

    The best way for you to learn this would be to trace through the code in the JavaScript debugger.

    Have you used the debugger before? It's really fun and enlightening and easy too.

    Simply add a debugger; statement where you want the code to stop. A good place would be just before you call findSequence():

    debugger;
    console.log(findSequence(24));
    

    Now load your page in Chrome with the Developer Tools open. Your code will stop on that debugger; line. Find the button that lets you Step Into your code (over on the right above the Watch Expressions panel). Click that button to step into the findSequence() call. Each time you click it, it will step into the next line of code, which includes going into each recursive call.

    Whenever the code is stopped, you can hover the mouse over any variable to view it, or look at the variables in the panel on the right. There is also a Call Stack that will show you exactly where you are in the recursive calls.

    I'm sure somebody could explain the recursion to you, but you will learn a lot more if you actually experience it by stepping through your code in the debugger.

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  • 2020-11-30 11:11

    The body of find has three exit paths, two that correspond to a condition that stops the recursion and one that recurses:

    if (start == goal)
      return history; // stop recursion: solution found
    else if (start > goal)
      return null;    // stop recursion: solution impossible
    else
      // ...
    

    The third path is actually a "branch", in that it recurses twice (once to try the addition, once for the multiplication):

      return find(start + 5, "(" + history + " + 5)") ||
             find(start * 3, "(" + history + " * 3)");
    

    So what's going on here?

    First of all, note that each of these two find calls will evaluate to either a non-empty string (the history of operations) or to null. Since a non-empty string is a "truthy" value and null is a "falsy" value, we take advantage of this by joining them with the || operator; this operator evaluates to its first operand if it is truthy, otherwise to the second operand.

    This means that the first recursion branch (+5) will be evaluated first. If there is a sequence of operations that starts by adding 5 and reaches the goal then the description of this sequence will be returned. Otherwise, if there is a sequence that starts by multiplying by 3 and reaches the goal the description of that history will be returned.

    If there is no way to reach the goal then the return value will be the null produced by the second branch.

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  • 2020-11-30 11:13

    Simply speaking, find(start,goal) will be called recursively as long as the goal value has not been reached. In each call, the current number will be either multuplied by 3 or incremented by 5. The history variable stores the string with the operations performed. The current operation is appended to that string in every iteration.

    Explanation:

    function findSequence(goal) {
    
      // This inner function will be called recursively.
      // 'history' is a string with the current operations "stack"
      function find(start, history) {
        if (start == goal)           // if goal is achieved, simply return the result
                                     // ending the recursion
          return history;
        else if (start > goal)       // return null to end the recursion
          return null;
        else
          // One of the 'find' calls can return null - using ||
          // ensures we'll get the right value.
          // Null will be returned if 'start+5' or 'start*3' is
          // greater than our 'goal' (24 in your example).
          // The following line is where a recursion happens.
          return find(start + 5, "(" + history + " + 5)") ||
                 find(start * 3, "(" + history + " * 3)");
      }
    
      // Start with '1'
      return find(1, "1");
    }
    
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  • 2020-11-30 11:14

    Lets leave the history parameter, we'll get to it later.

    The recursion expands to all possible operations. It starts with the value 1 as start.

    1. We first check if we reached our destination: goal, if we did- return true, meaning the path we took is correct.

    2. Second, we ask- did we go over the bound (goal)? If we did, we should return false since this path can't help us.

    3. Otherwise, lets try our two possiblities (We use OR because we need at least one):

      • Call the same function, but set start to start + 5
      • Call the same function, but set start to start * 3

    The history variable keeps the steps we take. So if a function call identifies that start == goal it returns it.

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  • 2020-11-30 11:19

    You just have to create the tree of invocations to figure this out:

    findSequence(24)
        find(1, "1")
           find(1 + 5, "(1 + 5)")
               find(6 + 5, "((1 + 5) + 5)")
                   find(11 + 5, "(((1 + 5) + 5) + 5)"
                       find(16 + 5, "((((1 + 5) + 5) + 5) + 5)"
                           find(21 + 5, "(((((1 + 5) + 5) + 5) + 5) + 5)"
                              start > goal: return null
                           find(21 * 3, "(((((1 + 5) + 5) + 5) + 5) + 5)" 
                              start > goal: return null
                       find(16 * 3, "((((1 + 5) + 5) + 5) * 3)"
                           start > goal: return null
                   find(11 * 3, "(((1 + 5) + 5) * 3)"
                       start > goal: return null
               find(6 * 3, "((1 + 5) * 3)")
                   find(18 + 5, "(((1 + 5) * 3) + 5)")
                       find(23 + 5, "((((1 + 5) * 3) + 5) + 5)")
                           start > goal: return null
                       find(23 * 3, "((((1 + 5) * 3) + 5) * 3)")
                           start > goal: return null
                   find(18 * 3, "(((1 + 5) * 3) * 3)")
                       start > goal: return null
           find(1 * 3, "(1 * 3)") 
               find(3 + 5, "((1 * 3) + 5)")
                   find(8 + 5, "(((1 * 3) + 5) + 5)")
                       find(13 + 5, "((((1 * 3) + 5) + 5) + 5)")
                           find(18 + 5, "(((((1 * 3) + 5) + 5) + 5) + 5)")
                               find(23 + 5, "((((((1 * 3) + 5) + 5) + 5) + 5) + 5)")
                                   start > goal: return null
                               find(23 + 5, "((((((1 * 3) + 5) + 5) + 5) + 5) + 5)")
                                   start > goal: return null
                           find(18 * 3, "(((((1 * 3) + 5) + 5) + 5) * 3)")
                               start > goal: return null
                       find(13 * 3, "((((1 * 3) + 5) + 5) * 3)")
                           start > goal: return null
                   find(8 * 3, "(((1 * 3) + 5) * 3)")
                       return "(((1 * 3) + 5) * 3)"
               find(3 * 3, "((1 * 3) * 3)")
                   find(9 + 5, "(((1 * 3) * 3) + 5)")
                      find(14 + 5, "((((1 * 3) * 3) + 5) + 5)")
                          find(19 + 5, "(((((1 * 3) * 3) + 5) +5) + 5)")
                             return "(((((1 * 3) * 3) + 5) +5) + 5)"
                          find(19 * 3, "((((1 * 3) * 3) + 5) *3)")
                              start > goal: return null
                   find(9 * 3, "(((1 * 3) * 3) * 3)")
                        start > goal: return null
    
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