Diameter of a Binary Tree - Leetcode 543 - Python

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  • @NeetCode
    @NeetCode  3 роки тому +34

    I rerecorded this solution since I thought it could be better, please check out this version instead: ua-cam.com/video/K81C31ytOZE/v-deo.html
    It's half the length and still covers everything.
    🚀 neetcode.io/ - I created a FREE site to make interview prep a lot easier, hope it helps! ❤

  • @Obligedcartoon
    @Obligedcartoon 2 роки тому +452

    Alternative mathematical approach: It made a little more sense to me to return 0 for a Null node. In doing so, you don't need the + 2 in the updating of the result. You are essentially accounting for the parent edge in different ways. I found this approach to come a little more naturally to me, so I'm posting in case it helps anyone!
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    def dfs(root):
    nonlocal diameter
    if root is None:
    return 0
    left = dfs(root.left)
    right = dfs(root.right)
    diameter = max(left + right, diameter)
    return max(left, right) + 1

    diameter = 0
    dfs(root)
    return diameter

    • @shuoliu3546
      @shuoliu3546 2 роки тому +9

      cannot agree more!

    • @ShouryanNikam
      @ShouryanNikam 2 роки тому +4

      Thanks for this solution!

    • @EagerEggplant
      @EagerEggplant 2 роки тому +15

      Thank you, now I see no advantage of using -1

    • @bashaarshah2974
      @bashaarshah2974 2 роки тому +3

      What does the left + right part do exactly, and why is it needed? Im able to follow everything else though, just confused about that and why we are calculating 2 maxes.

    • @BehavioralFallacy
      @BehavioralFallacy 2 роки тому

      @@bashaarshah2974 That's the diameter in current subtree.

  • @chiranjeevipippalla
    @chiranjeevipippalla 2 роки тому +304

    If you are new to Data Structures and don’t understand recursion concept in Trees, don’t worry. I used to be like that until I find this channel sometime ago. White boarding is a must practice to understand Trees. Watch as many videos as possible. Later you can worry about the code. It will be that one snap of a moment you need to wait for to realize that you understood Trees. I had that snap of a moment. Don’t give up. We are Engineers 👩‍💻 👨‍💻

  • @TheElementFive
    @TheElementFive 3 роки тому +815

    In what universe is this an "easy" problem?

    • @HeinekenLasse
      @HeinekenLasse 2 роки тому +150

      I was thinking the same thing during the video. If this is an easy problem then I'm a Porsche Cayenne.

    • @nero9985
      @nero9985 2 роки тому +31

      @@HeinekenLasse Yeah this one is definitely a medium

    • @adityachache
      @adityachache 2 роки тому +55

      I spend 1 whole day trying to solve this one but in the end had to watch this video

    • @Senzatie160
      @Senzatie160 2 роки тому +107

      This is actually very easy if you don't do the -1 +2 bullshit.
      All you gotta do is height of left, height of right and return the bigger of the two + 1 (to add current node) in each recursive call.
      The diameter at each node is then leftHeight + rightHeight
      Got confused during this video and solved it on my own first try in 5 min

    • @Historyiswatching
      @Historyiswatching 2 роки тому +10

      Oh thank God someone else thinks so

  • @Deescacha
    @Deescacha Рік тому +36

    I think this problem deserves an update. The way you explained it is pretty complicated. It's way more intuitive to simply count the number of edges.
    ```
    class Solution:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    if not root: return 0
    diameter = 0
    def dfs(node):
    if not node: return 0
    edges_l = dfs(node.left) if node.left else 0
    edges_r = dfs(node.right) if node.right else 0
    nonlocal diameter
    diameter = max(diameter, edges_l + edges_r)
    edges = 1 + max(edges_l, edges_r)
    return edges
    dfs(root)
    return diameter
    ```

    • @elikembansah2810
      @elikembansah2810 Рік тому +2

      What's edges for though?

    • @MultiBooker123
      @MultiBooker123 8 місяців тому +1

      This looks amazing ! I came up with similar solution as Neetcode, but this looks more neat, Good Job!
      I will credit you when I add this on leetcode.
      Thanks.

    • @chan4est
      @chan4est 6 місяців тому

      My first solution was very close to this. Thanks!!

    • @siddharthd6141
      @siddharthd6141 4 місяці тому

      like this nonlocal thing in python does c++ too have this nonlocal stuff ?

    • @Deescacha
      @Deescacha 4 місяці тому

      @@siddharthd6141 In c++ you can simply pass the variable into an inner function as a reference

  • @ax5344
    @ax5344 3 роки тому +32

    thank you. The tricky part of this problem is the -1, +1, height, diameter. So many tutorials just take them for granted and offer no explanation, but you did an amazing job talking about the whys. Bags of thanks!

    • @tonyiommisg
      @tonyiommisg 3 роки тому +1

      Yeah this was a breakthrough for me as nobody in leetcood discussions were talking about this and I was so confused.

  • @alexeyabramov8033
    @alexeyabramov8033 3 роки тому +40

    First of all, thanks for this fantastic channel! However, for this problem I find the following code way easier:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    def traversal(root):
    nonlocal max_d
    if not root:
    return 0
    left_d = traversal(root.left)
    right_d = traversal(root.right)
    max_d = max(left_d + right_d, max_d)
    return max(left_d, right_d) + 1
    max_d = 0
    traversal(root)
    return max_d

    • @EE12345
      @EE12345 Рік тому

      This solution was easier for me to understand, thanks. What's the intuition around calculating max_d though? How do you know to use the sum of heights?

    • @xBobz99
      @xBobz99 Рік тому +5

      @@EE12345 the max diameter of a node is equal to the (max height of left + 1) plus (max height of right +1) - the longest path going through it.
      however in this solution the +1 is already being incorporated in the return, so defining the height as "the number of edges being given to the parent node". which means that in this solution, height is 0 for null nodes and 1 for childless ones

  • @samer820
    @samer820 2 роки тому +49

    I felt I could easily get so confused by this tricky -1 counting algo... later I found out another alternative which seems more clear to me is to just use max() to include both cases instead:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    ans = 0
    def longestPath(node):
    if not node: return 0
    left = longestPath(node.left)
    right = longestPath(node.right)

    nonlocal ans
    ans = max(ans, left + right)
    return max(left, right) + 1
    longestPath(root)
    return ans

    • @tonynguyen6124
      @tonynguyen6124 2 роки тому +4

      Thank you for sharing this. I understood this method more clearly.

  • @CodenameAvatar
    @CodenameAvatar 3 роки тому +26

    The arithmetic is unnecessary: if we return 0 in basecase and set diameter = left+right, the solution is still the same.

    • @del6553
      @del6553 6 місяців тому

      agreed. it's using depth vs using height which is the num of edges from root to bottommost node

  • @alisbai4376
    @alisbai4376 2 роки тому +70

    This one is quite difficult, do you think it should be labeled as medium?

    • @maxchen7529
      @maxchen7529 Рік тому +9

      should be mdeium, even be hard I think

    • @cbbforever
      @cbbforever 4 місяці тому

      @@maxchen7529can’t be hard,but I think it should be hard-medium

  • @lucaswang8457
    @lucaswang8457 2 роки тому +7

    Out of so many videos, this is the first time that I think my solution is more clear and self-explained. :).
    // Notice that when the tree is like a triangle, its maxDiamter is just left tree height plus right tree height.
    var diameterOfBinaryTree = function (root) {
    /**
    * Returns the height of a tree.
    * A tree with a single node is of height 1.
    */
    function getHeight(cur) {
    if (!cur) return 0; // The end of tree, height is 0
    const leftHeight = getHeight(cur.left);
    const rightHeight = getHeight(cur.right);
    const curDiameter = leftHeight + rightHeight;
    maxDiameter = Math.max(maxDiameter, curDiameter);
    return 1 + Math.max(leftHeight, rightHeight);
    }
    let maxDiameter = 0;
    getHeight(root);
    return maxDiameter;
    };

  • @YashGupta-ty2hn
    @YashGupta-ty2hn 9 місяців тому +2

    I think this solution will be a bit simpler to understand
    class Solution:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    def dfs(root):
    nonlocal res
    if not root:
    return 0
    left = dfs(root.left)
    right = dfs(root.right)
    res = max(res, left + right + 1)
    return 1 + max(left, right)
    res = 0
    dfs(root)
    return res - 1

  • @shaanwalia2984
    @shaanwalia2984 Рік тому +34

    I found this explanation quite difficult to follow, especially around 8:19, when NeetCode starts talking about "convention" to make the math work. The solution works, yes, but I am left a little dissatisfied with the overall explanation as it is still quite unclear. I don't seem to find this convention being used in other problems, but maybe that's because I haven't done enough of them yet.

    • @AndreiSokolov-k7j
      @AndreiSokolov-k7j 7 місяців тому

      think by yourself, nobody will think for you

    • @Pan-kr8oj
      @Pan-kr8oj 7 місяців тому +10

      @@AndreiSokolov-k7j Nobody is expecting the other to think for them, but if something is meant to make things easier, it should make things easier, otherwise what's the point? Clearly this explanation was off and made things difficult.

    • @muktarsayeed9198
      @muktarsayeed9198 7 місяців тому +1

      Agree with you. The maths should fit the problem, not the problem fit the maths

  • @ancai5498
    @ancai5498 11 місяців тому +4

    The core idea for this issue is pretty much the same as the Hard problem max path sum(lc 124),
    for a node, we have two options,
    1. split
    2. no split
    if we split at the current node, we'll have to calculate the path left -> current-> right.
    In contrast, if we don't split we'll have to return the max path the current node could return to its parent.
    Hope it helps

    • @ZhouHenry
      @ZhouHenry 11 місяців тому

      Very helpful!

  • @therealjulian1276
    @therealjulian1276 4 місяці тому +3

    Don't feel bad if you can't understand this solution, it's messy and unintuitive. There are much better solutions out there!

  • @jonaskhanwald566
    @jonaskhanwald566 3 роки тому +19

    how this can be an easy problem

  • @shreeshanmukh1284
    @shreeshanmukh1284 2 роки тому +4

    I made use of the maximumDepth problem to get the depths of the subtrees of a node, added them to get the diameter wrt a node. Then recursively called the diameter function on the left and right children and returned the max of the three. I felt this made sense to me from understanding standpoint. Putting my code for reference.
    # Definition for a binary tree node.
    # class TreeNode:
    # def __init__(self, val=0, left=None, right=None):
    # self.val = val
    # self.left = left
    # self.right = right
    class Solution:
    #find the depth of left and right subtree from each node. Sum them to get the diameter wrt that node.
    #recursively call the same fn on the right and left child to get the same.
    #return the maximum of the three i.e., current diameter, diameter of right child, diameter of left child.
    def depth(self, root: Optional[TreeNode]) -> int:
    if not root:
    return 0
    right = 1 + self.depth(root.right)
    left = 1 + self.depth(root.left)
    return max(right,left)
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    if not root:
    return 0
    rightdepth = self.depth(root.right) if root.right else 0
    leftdepth = self.depth(root.left) if root.left else 0
    dia = rightdepth + leftdepth
    return max(dia, self.diameterOfBinaryTree(root.right), self.diameterOfBinaryTree(root.left) )
    Hope this helps!

    • @TheMrOkeefe
      @TheMrOkeefe Рік тому +1

      For anyone reading this in future, this was my initial attempt too and did help me understand but it is actually O(N^2). Every call of depth will have O(N) complexity and diameterOfBinaryTree will also be called N times as we're calling it on every node.

    • @bree9895
      @bree9895 Рік тому +1

      the time complexity is the problem

  • @sayantankundu973
    @sayantankundu973 2 роки тому +7

    This explanation and code is wayyyy better than the one on GFG... Thanks a lot!! ❤

  • @ravi-mo6js
    @ravi-mo6js 2 роки тому +5

    I didn't do it this way, my solution was based on your video on max path sum in binary tree. The principle still holds here.

    • @halahmilksheikh
      @halahmilksheikh 2 роки тому +5

      Yeah this is true. It's way easier to remember also. Basically two problems for the price of remembering one!
      var diameterOfBinaryTree = function(root) {
      let max = 0
      dfs(root)
      return max
      function dfs(root) {
      if (root == null) {
      return null
      }
      let left = dfs(root.left)
      let right = dfs(root.right)
      max = Math.max(max, left + right)
      return 1 + Math.max(left, right)
      }
      };

  • @mathematicalninja2756
    @mathematicalninja2756 3 роки тому +9

    I cracked at 'The leftsubtree is left right'

  • @zhouwang2123
    @zhouwang2123 3 роки тому +8

    Creating a list to store the update result is so inspiring.

    • @tonyiommisg
      @tonyiommisg 3 роки тому +1

      Can you explain why you would use a list and not simply 0?

    • @zhouwang2123
      @zhouwang2123 3 роки тому +3

      @@tonyiommisg List can update and store values by avoiding returning something in a helper function. In my habit, sometimes it is a little bit tricky for me to code with return in the helper function.

    • @sf-spark129
      @sf-spark129 2 роки тому +13

      It's not just about avoiding your bad habit. It is in fact necessary to create a list here to store and update the final diameter value. The list in Python is mutable, meaning that you can update/mutate elements of a list whether the list is global or not. If you choose to use a global integer variable, then you always have to declare it is global inside your helper function to update it. Otherwise, you code will throw an error. Oh, and the global variables must be defined outside of the class. Code example below:
      res = 0
      class Solution:
      def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
      def helper():
      global res
      if not root: return -1
      left = helper(root.left)
      right = helper(root.right)
      res = max(res, 2+left+right)
      ...
      You may argue what if we pass res as a helper function's argument like "def helper(res):" and then can we avoid declaring that it is global? The answer is no. When you pass the variable as a function's argument, then it will only create a copy of the global variable that is in a different memory location from the global variable. This will result in keeping the global variable "res" unchanged the whole time. If you want to dig deeper on this, refer to this documentation. www.dataquest.io/blog/tutorial-functions-modify-lists-dictionaries-python/.

    • @mdazharuddin4684
      @mdazharuddin4684 2 роки тому +3

      We can also use "nonlocal" inside the dfs() like:
      res = 0
      def dfs(root):
      nonlocal res
      ...

    • @robpruzan7292
      @robpruzan7292 Рік тому

      @@mdazharuddin4684 nonlocal is a better solution

  • @BurhanAijaz
    @BurhanAijaz 9 місяців тому +2

    inclusion of -1 for empty node makes it complicated:
    # Definition for a binary tree node.
    # class TreeNode:
    # def __init__(self, val=0, left=None, right=None):
    # self.val = val
    # self.left = left
    # self.right = right
    class Solution:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    res=0
    def dfs(root):
    nonlocal res
    if not root:
    return 0
    left=dfs(root.left)
    right=dfs(root.right)
    res=max(res, left+right)
    return 1+max(left,right)
    dfs(root)
    return res

  • @xingyuxiang1637
    @xingyuxiang1637 Рік тому +1

    To avoid the -1 or 0 definition, one can build a graph based on the tree. Finding a path based on a graph is pretty intuitive. The process of building a graph based on a tree is mechanical. So, it is easy after some practice.

  • @XxM1G3xX
    @XxM1G3xX 7 місяців тому +1

    Same solution as others have pointed out, but with more understandable variable names so you can guess better what is going on:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    self.diameter = 0
    def height(node) -> int:
    if not node:
    return 0
    left_height = height(node.left)
    right_height = height(node.right)
    # Update the diameter if the current path is longer
    self.diameter = max(self.diameter, left_height + right_height)
    # Return the maximum height of the current node
    return max(left_height, right_height) + 1

    height(root)
    return self.diameter

  • @aaen9417
    @aaen9417 Рік тому

    thanks for the effort into making the solution very carefully explained before jumping into the code

  • @Tyokok
    @Tyokok 3 роки тому +41

    Great video! One question, why you use list type global res? why cannot you just use res=0 ? Thank you!

    • @ruspatel1996
      @ruspatel1996 2 роки тому +57

      Python makes a copy of the primitive types if you pass them in the function so the value doesn't change outside of the function. He used a non-primitive type (list object) to make changes because a list object is stored on the heap and is pass-by-reference. He could've also made a class variable called self.res= 0 and used it in the function with self.res

    • @Tyokok
      @Tyokok 2 роки тому +3

      @@ruspatel1996 Thank you so much for the clear explain! Really appreciate it!

    • @joeltrunick9487
      @joeltrunick9487 2 роки тому +8

      @@ruspatel1996 Came here looking for just this question. Sort of a python 'gotcha' then.

    • @dohyun0047
      @dohyun0047 2 роки тому +5

      @@ruspatel1996 isn't it more like this?
      if we just use res we are assigning a local variable "res" inside a dfs function so when python interpreter meets "max(res,2+left+right" res doesn't have any value
      but with res[0] it is not assigning it is actually reading value. so python interpreter will see there is no local variable "res" inside dfs function and move on to outer scope

    • @mj2068
      @mj2068 9 місяців тому

      @@dohyun0047yeah, i thought so too, at least in this case, you actually wouldn't need a mutable variable, a simple res=0 would suffice.
      Edit: sorry, my mistake, it's a python scope thing, you do need a list, got it.

  • @edwardteach2
    @edwardteach2 3 роки тому +5

    U a God, another implementation without the -1 and 2:
    class Solution(object):
    def diameterOfBinaryTree(self, root):
    """
    :type root: TreeNode
    :rtype: int
    """
    self.ans = 0
    def helper(root):
    if not root:
    return 0
    left = helper(root.left)
    right = helper(root.right)
    self.ans = max(self.ans,left+right)
    return 1 + max(left,right)
    helper(root)
    return self.ans

  • @andrewkicha1628
    @andrewkicha1628 Рік тому +1

    The ambiguity of the problem comes from combining the two concepts together. The HEIGHT of the tree AND the longest PATH.
    Those are not the same. Consider the binary tree:
    1
    /
    2
    The height of the tree is 2, but the longest path is 1 (the number of edges).
    Here is a more explicit solution to the problem in Javascript (it should be pretty similar to the Python code). The variable "d" is not used really, but added to debug the state at the given moment.
    function diameterOfBinaryTree(root) {
    let max = 0
    function dfs(root) {
    if (!root) {
    return [0, 0, 0]
    }
    const [,heightLeft, nPathLeft] = dfs(root.left)
    const [,heightRight, nPathRight] = dfs(root.right)
    // number of edges
    const n = (root.left ? 1 : 0) + (root.right ? 1 : 0)
    const d = n + nPathLeft + nPathRight
    const h = 1 + Math.max(heightLeft, heightRight)
    // the longest path
    const p = h - 1
    max = Math.max(max, d)
    return [d, h, p]
    }
    dfs(root)
    return max
    }

  • @Shawarmaseem
    @Shawarmaseem Рік тому +1

    My solution using recursion:
    class Solution:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    self.diameter = 0
    def depth(node):
    if not node:
    return 0
    left_depth = depth(node.left)
    right_depth = depth(node.right)
    self.diameter = max(self.diameter, left_depth + right_depth)
    return 1 + max(left_depth, right_depth)
    depth(root)
    return self.diameter

  • @TwoInaCanoe
    @TwoInaCanoe 2 роки тому +3

    -1 and 2+ is redundant complexety.

    • @TwoInaCanoe
      @TwoInaCanoe 2 роки тому +2

      JS solution:
      var diameterOfBinaryTree = function(root) {
      let result = 0;
      const recurciveSearch = function (node) {
      if (!node) {
      return 0;
      }
      const left = recurciveSearch(node.left);
      const right = recurciveSearch(node.right);
      result = Math.max(result, left + right);
      return 1 + Math.max(left, right);
      }
      recurciveSearch(root);
      return result;
      };

    • @_7__716
      @_7__716 2 роки тому

      @@TwoInaCanoe thanks

    • @Alexkurochkin
      @Alexkurochkin 9 місяців тому

      Не ожидал вас здесь увидеть)

  • @Tensor08
    @Tensor08 3 роки тому +6

    This is the best explanation that one could give on recursion. You are a great teacher 👍

  • @peskovdev
    @peskovdev Рік тому +1

    Also you don't have to do -2 operation if you use depth instead of height (I'm not sure if these are two same terms). Then depth of Null-node is 0, and depth of Node with no children is 1 (and so on). So in this way you have to only sum 2 depth. Code here:
    class Solution:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    res = 0
    def dfs(root: Optional[TreeNode]):
    if root is None:
    return 0
    left_depth = dfs(root.left)
    right_depth = dfs(root.right)
    nonlocal res
    res = max(res, left_depth + right_depth)
    return 1 + max(left_depth, right_depth)
    dfs(root)
    return res

  • @parthdeshwal4419
    @parthdeshwal4419 3 місяці тому

    Mate keep explaining the solutions in shorts... It saves a lot of time

  • @gboladepopoola4464
    @gboladepopoola4464 Рік тому +3

    Great solution💯. Thanks for the explanation. Something I noted about the solution. You set the global variable 'res' to be an array of length 1 instead of using an integer. This has been a problem for me in other recursive questions. Could you explain why an array works as a global variable in recursive questions and not integers? Thank you!

    • @niteshrawat576
      @niteshrawat576 10 місяців тому +1

      In python land, non-primitive datatypes such as list are passed by value. This makes it possible to update it rather making copy everytime. Hope this helps :)

    • @gboladepopoola4464
      @gboladepopoola4464 9 місяців тому

      @@niteshrawat576 Thank you. That makes sense!

  • @AkshatSinghania
    @AkshatSinghania 3 роки тому +3

    best explaination on recursive functions and binary tree diametre problem , thanks for the video , this video will blow up , ill share this masterpiece with my friends too :)))

  • @yunusemreozvarlik2906
    @yunusemreozvarlik2906 5 місяців тому

    I think returning -1 and making 2 + left + right makes it more complicated or at least for me.
    The below is working perfectly fine as well.
    def dfs(root: Optional[TreeNode]) -> int:
    if not root:
    return 0
    left = dfs(root.left)
    right = dfs(root.right)
    result[0] = max(result[0], left + right)
    return 1 + max(left, right)

  • @ThePaullam328
    @ThePaullam328 8 місяців тому

    Imo -1 makes it more confusing, simply said, if there's 1 node in the left, then diameter to the left = 1, so diameter = height left + height right is more clear in this sense

  • @ShiftK
    @ShiftK 11 місяців тому

    Well explained, but I don't think it is intuitive to use the "-1" for an empty Node. Instead, we should do what we have always done for empty nodes; return 0.
    This would make the code much simpler, as now you can get rid of the "2" and only write "res[0] = max( res[0], left + right )" (which makes more sense imho)
    And as mention before, this is consistent with how we usually do DFS.
    I think this small part of the code might have confused a lot of people as to why this problem is "Easy"

  • @BS-eu9do
    @BS-eu9do 2 роки тому +1

    class Solution:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:

    Solution.MAX_DIA=0

    def dfs(root):
    if root is None:
    return 0

    left=dfs(root.left)
    right=dfs(root.right)


    Solution.MAX_DIA= max(Solution.MAX_DIA,left+right) #diameter = left + right

    return max(left, right)+1

    dfs(root)
    return Solution.MAX_DIA

  • @maile7853
    @maile7853 Рік тому +6

    why the global variable is set to res = [0] instead of res = 0?

    • @Incroachment
      @Incroachment 11 місяців тому +1

      that has to be a mistake. it does not have to be an array.

    • @ayoubdiouri3717
      @ayoubdiouri3717 10 місяців тому

      @@Incroachment
      if you use res = 0 . changes inside the function won't affect the original variable outside the function,search for Immutable vs Mutable

    • @akishu123
      @akishu123 4 місяці тому +1

      res = [0] is no mistake, sure you can initialize it as res = 0 but then you have to use "nonlocal res" to make it accessible inside the helper dfs() function because integer objects are immutable objects ( if you try to modify it inside helper dfs() fucntion without using "nonlocal" the program will create a new object instead of using outer scope object). On the other hand list objects are mutable objects so can modify it anywhere in the program. #maile7853 #Incroachment

  • @RocketPropelledWombat
    @RocketPropelledWombat 10 місяців тому

    I just love how the LC introduction to binary trees is really helpful and understandable, then the following questions are like, "Now give me some space-age shit that requires three helper functions".

  • @lanzhang3959
    @lanzhang3959 2 роки тому

    Clear explanation with graphic. Thank you!

  • @deikan416
    @deikan416 3 роки тому +6

    8:44 you said D= 1+(-1)+2 = 1, that's incorrect. I think you just didn't cut it out properly because you corrected it right after.

    • @edithpuclla6188
      @edithpuclla6188 3 роки тому +1

      Thank you Deve, I was thinking a lot about this in minute 8:44 , because I didn't understand :), it should be 0 + (-1) + 2 = 1

  • @pekarna
    @pekarna 2 роки тому +1

    I would argue that this task is not Easy but Middle, because there are few gotchas and things one needs to realize.

  • @tanmaysatsangi131
    @tanmaysatsangi131 3 роки тому +12

    Hi @NeetCode can you please explain why you take 'res' as a list not a variable.

    • @veliea5160
      @veliea5160 3 роки тому +15

      that is becasue how python's scope works. you cannot modify the variable if it is in outer scope. u can still use a variable but u have to use "nonlocal" keyword before using res inside dfs to let python know that this is in outer scope
      res=0
      def dfs(root):
      .......
      .......
      nonlocal res
      res=max(res,2+left+right)

    • @tanmaysatsangi131
      @tanmaysatsangi131 3 роки тому +1

      @@veliea5160 Thank you so much ...now it seems clear

    • @abodier9610
      @abodier9610 2 роки тому

      @@veliea5160 thank you :)

    • @abodier9610
      @abodier9610 2 роки тому

      thank you for asking this question

    • @hamoodhabibi7026
      @hamoodhabibi7026 2 роки тому

      Also you usually use nonlocal if you want to make that variable global AND you want to modify it. If your not modifying and just looking then you can call it normally without nonlocal

  • @electric336
    @electric336 2 роки тому +2

    This was lowkey hard for an easy problem.

  • @tonyiommisg
    @tonyiommisg 3 роки тому +9

    Why do you use [0] for res and not just simply 0?

    • @richardyeh718
      @richardyeh718 2 роки тому +1

      you will get local variable referenced before assignment

    • @richardyeh718
      @richardyeh718 2 роки тому +1

      unless you go self.res

    • @richardyeh718
      @richardyeh718 2 роки тому +1

      idk why though anyone knows the reason?

    • @juanmacias5922
      @juanmacias5922 Рік тому

      @@richardyeh718 I guess because of scoping? Python creates a new variable in the local scope, so in order to use the global res you need the array to be a container? I guess... lol

  • @wangfred
    @wangfred 2 роки тому +1

    after watching the code, the video is actually very clear. Thanks a lot.

  • @yu-changcheng2182
    @yu-changcheng2182 7 місяців тому

    class Solution(object):
    def __init__(self):
    self.max_D = 0
    def diameterOfBinaryTree(self, root):
    self.dfs(root)
    return self.max_D
    def dfs(self, node):
    if not node:
    return 0
    left = self.dfs(node.left)
    right = self.dfs(node.right)
    self.max_D = max(self.max_D, left + right) # Update max diameter
    return 1 + max(left, right) # Return the height of the current node

  • @SOMESHKHANDELIA
    @SOMESHKHANDELIA 5 місяців тому

    Solved without looking at NeetCode's solution, but came to check if there was some easier hack around the problem since it was labelled "EASY".
    My solution was better than 92% in time complexity and better than 76% in space complexity.
    class Solution {
    public:
    // return what value should get added to parent
    // maximum possible diameter at any given is recorded in curr_max variable
    int func(TreeNode* root, int &curr_max){
    if(root == nullptr){
    return 0;
    }
    else if(root->left == nullptr && root->right == nullptr){
    return 0;
    }
    else if(root->left != nullptr && root->right == nullptr){
    int left_path = 1 + func(root->left, curr_max);
    if(left_path > curr_max){
    curr_max = left_path;
    }
    return left_path;
    }
    else if(root->left == nullptr && root->right != nullptr){
    int right_path = 1 + func(root->right, curr_max);
    if(right_path > curr_max){
    curr_max = right_path;
    }
    return right_path;
    }
    else{
    int left_path = 1 + func(root->left, curr_max);
    int right_path = 1 + func(root->right, curr_max);
    int total_path = left_path + right_path;
    if(total_path > curr_max){
    curr_max = total_path;
    }
    return max(left_path, right_path);
    }
    }
    int diameterOfBinaryTree(TreeNode* root) {
    // there will be a current diameter for a path passing through current node
    // you need to pass on the longer of the subtrees to the parent
    int curr_max = 0;
    func(root, curr_max);
    return curr_max;
    }
    };

  • @combatLaCarie
    @combatLaCarie 8 місяців тому

    this is basically the max depth problem but you have to find the biggest left+right sum at a node.

  • @anhngo581
    @anhngo581 2 роки тому +1

    Great explanation!!

  • @worldwide6626
    @worldwide6626 3 роки тому +8

    How does Diameter = L+ R+2? and why do you return -1 for a null node while in the "max depth of binary tree" problem we return 0?

    • @_7__716
      @_7__716 2 роки тому +4

      The +2 accounts for 1 edge leading to each tree on the left and right.

  • @bolagadalla
    @bolagadalla 2 роки тому +1

    Him: "that makes sense, right"
    Me: "oh shit, am a dumb ass" 😂

  • @alexisacosta6758
    @alexisacosta6758 Рік тому +2

    Why is res initialized to [0]. I get that res = 0 gives a run time error. But how is res = [0] different?

    • @juanmacias5922
      @juanmacias5922 Рік тому +2

      I guess because of scoping? Python creates a new variable in the local scope, so in order to use the global res you need the array to be a container? I guess... lol

  • @kirillzlobin7135
    @kirillzlobin7135 4 місяці тому

    Amazing explanation

  • @combatLaCarie
    @combatLaCarie 8 місяців тому

    I didn't do the -1 but rather dealt with the null nodes programatically

  • @jaskibrother
    @jaskibrother 2 роки тому +6

    Why are we using res[0] instead of res?

    • @sf-spark129
      @sf-spark129 2 роки тому +7

      It is in fact necessary to create a list here to store and update the final diameter value. The list in Python is mutable, meaning that you can update/mutate elements of a list whether the list is global or not. If you choose to use a global integer variable, then you always have to declare it is global inside your helper function to update it. Otherwise, you code will throw an error. Oh, and the global variables must be defined outside of the class. Code example below:
      res = 0
      class Solution:
      def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
      def helper():
      global res
      if not root: return -1
      left = helper(root.left)
      right = helper(root.right)
      res = max(res, 2+left+right)
      ...
      You may argue what if we pass res as a helper function's argument like "def helper(res):" and then can we avoid declaring that it is global? The answer is no. When you pass the variable as a function's argument, then it will only create a copy of the global variable that is in a different memory location from the global variable. This will result in keeping the global variable "res" unchanged the whole time. If you want to dig deeper on this, refer to this documentation. www.dataquest.io/blog/tutorial-functions-modify-lists-dictionaries-python/.

    • @rakshitshetty1257
      @rakshitshetty1257 2 роки тому +2

      @@sf-spark129 Thanks for the doc link

    • @gregoryvan9474
      @gregoryvan9474 2 роки тому +1

      @@sf-spark129 thanks for this! i was wondering the same thing

  • @mohitchaturvedi4556
    @mohitchaturvedi4556 8 місяців тому

    Even if we rewrite 2 + left + right and -1 for empty node AS just returning 0 for empty node and doing left + right. It works.
    That is because in the latter, I am assuming that the height of the leaf node is 1 and not 0 AND height of empty node is 0, which alters the convention that height of leaf node is 0 and height of an empty node is -1. I don't know why they do it only that way when both ways could work I guess.
    class Solution:
    def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
    res = [0]
    def dfs(root):
    if not root: return 0
    left = dfs(root.left)
    right = dfs(root.right)
    res[0] = max(res[0], left + right)
    return 1 + max(left, right)
    dfs(root)
    return res[0]

  • @kexinfu8647
    @kexinfu8647 3 роки тому +2

    Very clear explanation! Helped me get through the problem.

  • @BcomingHIM
    @BcomingHIM Рік тому

    its just the longest left subtree + longest right subtree for any node. recursively

  • @i_am_acai
    @i_am_acai 3 роки тому +1

    You should use nonlocal instead of res[0]

    • @girirajrdx7277
      @girirajrdx7277 2 роки тому

      Although we can use a nonlocal....
      Using a local would come handy to reuse the function... we cannot expect someone to declare a nonlocal for using this function

  • @girirajrdx7277
    @girirajrdx7277 2 роки тому

    i have coded this way...and complexity is O(n) only ...
    def diameterOfBinaryTree(root) :
    diameter=[0]
    def ddiameterOfBinaryTree(root,diameter):
    if root==None:
    return 0
    left=ddiameterOfBinaryTree(root.left,diameter)
    right=ddiameterOfBinaryTree(root.right,diameter)
    diameter[0]=max(left+right+1,diameter[0])
    return 1+max(left,right)
    ddiameterOfBinaryTree(root,diameter)
    return diameter[0]

  • @redxk
    @redxk 7 місяців тому

    do related BT questions first eg. 110 Balanced Binary Tree and this will seem like an easy (as it should)

  • @onlineservicecom
    @onlineservicecom 3 роки тому +3

    Time complexity is O(N). what is the space complexity for this algorithm?

    • @mdazharuddin4684
      @mdazharuddin4684 2 роки тому +3

      Worst case scenario, space complexity will be O(N) because of recursion stack

  • @stunning-computer-99
    @stunning-computer-99 2 роки тому +10

    can anyone explain why res is array instead of int?

    • @opots
      @opots Рік тому

      same question, did you find the answer?

    • @EverydayAwes0me
      @EverydayAwes0me Рік тому +4

      This is used as a workaround in Python. In Python, inner functions have access to variables in the outer function but they cannot modify them without using a workaround. Due to a quirk of Python's name binding, we can use a mutable object such as a list to bypass this problem. However, it is an awkward workaround and not the 'Pythonic' way to modify outer function variables. The proper convention here is to use nonlocal as shown below:
      def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
      res = 0
      def dfs(root):
      nonlocal res
      if not root:
      return -1
      left = dfs(root.left)
      right = dfs(root.right)
      res = max(res, 2 + left + right)
      return 1 + max(left,right)
      dfs(root)
      return res

    • @Bromon655
      @Bromon655 Рік тому

      ​@@EverydayAwes0me ah yes, the "this technically isn't how the language is supposed to work but we're going to take advantage of its quirks" answer. Bad technique for the workforce.

  • @andrewberumen
    @andrewberumen 2 роки тому +5

    Is there a bug in this at: ua-cam.com/video/bkxqA8Rfv04/v-deo.html ? You say D = L + R + 2, but you add it as D = 1 + -1 + 2 = 1, but shouldn't it be 2?

  • @gourab469
    @gourab469 2 роки тому +2

    lists are automatically global in python

  • @FreeMayaTutorials
    @FreeMayaTutorials 3 роки тому +2

    Using a -1 for null nodes is really smart. If you don't do that, your code ends up in if statement hell. How do you come up with these elegant algorithms?

  • @connorh.5601
    @connorh.5601 2 роки тому +2

    why does he use an array to store the result?

    • @juanmacias5922
      @juanmacias5922 Рік тому

      I guess because of scoping? Python creates a new variable in the local scope, and will see the out of scope variable as immutable, so in order to use the global res you need the array to be a container? I guess... lol

  • @Shubhakar97
    @Shubhakar97 2 роки тому +2

    If this is leetcode "EASY" then i guess i have to change my major🤣🤣

  • @yongfulu8984
    @yongfulu8984 2 роки тому +4

    why use res[0] instead of res = 0

    • @juanmacias5922
      @juanmacias5922 Рік тому

      I guess because of scoping? Python creates a new variable in the local scope, so in order to use the global res you need the array to be a container? I guess... lol

  • @asmahamdym
    @asmahamdym Рік тому +2

    Thanks for the vid but why are you initializing res to an array?

    • @juanmacias5922
      @juanmacias5922 Рік тому

      I guess because of scoping? Python creates a new variable in the local scope, and will see the out of scope variable as immutable, so in order to use the global res you need the array to be a container? I guess... lol

  • @ax5344
    @ax5344 3 роки тому +5

    res =[0]
    I tried to change it to res =0, but failed because "reference before assignment", why a list can help solve the reference issue?

    • @singletmat5172
      @singletmat5172 3 роки тому +1

      I tried the same thing. It is something to do with global variables, but I couldn't get it to work with just a standard int. Not sure why setting res to an array makes the difference.

    • @TheElementFive
      @TheElementFive 3 роки тому

      class Solution:
      def diameterOfBinaryTree(self, root: TreeNode) -> int:
      res = 0
      def dfs(root):
      if not root:
      return -1
      left = dfs(root.left)
      right = dfs(root.right)
      nonlocal res
      res = max(res, 2 + left + right)
      return 1 + max(left, right)
      dfs(root)
      return 0 if res == 0 else res

    • @juanmacias5922
      @juanmacias5922 Рік тому

      @@singletmat5172 I guess because of scoping? Python creates a new variable in the local scope, and will see the out of scope variable as immutable, so in order to use the global res you need the array to be a container? I guess... lol

  • @samli7926
    @samli7926 3 роки тому +1

    very clear! THX!

  • @m3hdim3hdi
    @m3hdim3hdi Рік тому +1

    this is definitely not an easy problem

  • @bouzie8000
    @bouzie8000 10 місяців тому

    This the firsrt time ever you over-complicated it lol. But great videos still!

  • @saditya
    @saditya 4 місяці тому

    Huh! After seeing this I am now confident that I have a chance at DSA.

  • @hemesh5663
    @hemesh5663 3 роки тому +9

    Hey i have a doubt regarding res variable I did very similar one with it, I used variable instead of array but I keepts throwing me local variable reference before assignment could you say what is wrong with it.

    • @rogerchou7762
      @rogerchou7762 2 роки тому +2

      Use self.res instead of res for the variable.

    • @juanmacias5922
      @juanmacias5922 Рік тому +1

      I guess because of scoping? Python creates a new variable in the local scope, and will see the out of scope variable as immutable, so in order to use the global res you need the array to be a container? I guess... lol

  • @pritam1366
    @pritam1366 3 роки тому +1

    why we return height in the bfs

  • @yousifsalam
    @yousifsalam Рік тому +2

    what's the point of writing the result variable as a list? @12:45

    • @juanmacias5922
      @juanmacias5922 Рік тому +1

      I guess because of scoping? Python creates a new variable in the local scope, and will see the out of scope variable as immutable, so in order to use the global res you need the array to be a container? I guess... lol

  • @bindureddy6148
    @bindureddy6148 2 роки тому +2

    Hi,
    I tried with another variable let's say t = 0 and used t at max function -----> this is not working showing as a variable is referred without assignment. But it is working with t= [0]. Could you explain why?

    • @NeetCode
      @NeetCode  2 роки тому +4

      You have to use the nonlocal python keyword to do it that way. Otherwise it thinks you're using a variable local to the function, which hasn't been assigned yet.

    • @bindureddy6148
      @bindureddy6148 2 роки тому +1

      @@NeetCode Got it!! Thanks a ton.

  • @nes2293
    @nes2293 3 роки тому +1

    Can someone please explain how would we actually implement the brute force solution? Are we not gonna use recursion there? Will it be an iterative solution using stacks or queues?

    • @shivaneekhara473
      @shivaneekhara473 2 роки тому +1

      class Solution:
      def diameterOfBinaryTree(self, root: Optional[TreeNode]) -> int:
      res = [0]
      def height(root):
      if not root:
      return 0

      left = height(root.left)
      right = height(root.right)

      return 1+max(left, right)

      def diameter(root):
      if not root:
      return 0
      left_height = height(root.left)
      right_height = height(root.right)

      diameter(root.left)
      diameter(root.right)

      res[0] = max(res[0], left_height+right_height)

      diameter(root)

      return res[0]

    • @girirajrdx7277
      @girirajrdx7277 2 роки тому +1

      From a node...we need to find left and right depths.....and adding it.
      We do the same from very other node.

  • @rohanmahajan3436
    @rohanmahajan3436 9 місяців тому

    this was not easy, had some of the right thoughts but could not get it

  • @adiy77
    @adiy77 Рік тому +1

    Can someone explain why we are using a list here like res= [0] for storing the result, instead of self.res= 0?

    • @robpruzan7292
      @robpruzan7292 Рік тому +3

      python scope.
      Python will look for the variable to mutate starting from the closest scope, and work its way up. The statement res = res + 1 (aka res += 1) it will evaluate from right to left (res + 1). Python will ask what scope is res defined in so I can access it; ah, I see within my scope I have a res =, so I will use that definition. Back to my res + 1, that res hasn't been defined yet (it's defined same line, which is obviously a syntax error), so I will throw.
      The solution is to define res in the same scope, then within the inner scope tell the python interpreter it should look for the higher scoped definition with non local. So you can do:
      bar = 1
      def foo(x):
      nonlocal bar
      bar += 1
      With neetcodes solution, you never "redefine" the variable, so it just works. Both solutions are unintuitive, but that's what you get with python :/

    • @adiy77
      @adiy77 Рік тому +1

      @@robpruzan7292 Thanks a lot for the detailed explanation 👍 .

  • @EranM
    @EranM 6 місяців тому

    you can skip the -1, and 2 + ... both can be 0

  • @siqiliu3200
    @siqiliu3200 2 роки тому +1

    Why we need to use res = [0] but not just res = 0? Thanks!

    • @gagandeepgopalaiah6144
      @gagandeepgopalaiah6144 2 роки тому +1

      This has something to do with making res a global variable. Can someone explain why res=[0] makes it global? Also, if you wanna use res = 0, use the nonlocal keyword, works just as well.

    • @girirajrdx7277
      @girirajrdx7277 2 роки тому +1

      So that we can change or update the values of list (which is declared at global scope) ...from function scope since...list are mutable and pass by reference.

  • @mayankpant5376
    @mayankpant5376 Рік тому +1

    why cannot we define a simple variable to store max but doing it as *res[0]* ? Not able to find answer in the web for this. I know i am missing something related to variables, lists and their behaviour with scopes.

    • @thndesmondsaid
      @thndesmondsaid Рік тому +1

      yeah someone asked the same question below, apparently you can't modify a variable when you define it in the outer scope. You can modify elements of a list however, hence the usage of a single element list.

    • @yy-ll1uw
      @yy-ll1uw Рік тому

      @@thndesmondsaid but his method of defining the list didn't work for me too. I had to declare the self.diameter first.

  • @noelcovarrubias7490
    @noelcovarrubias7490 2 роки тому +3

    What is the software he uses to draw? I definitely could help myself drawing some problems out

  • @naskas4518
    @naskas4518 2 роки тому +1

    how is this an easy problem on leetcode

  • @jun-ki
    @jun-ki 3 роки тому +1

    Best explanation ever.

  • @lutif1415
    @lutif1415 2 роки тому

    why are we returning -1 because it make our math work ! and lets add 2 because remember we are returning -1 xD
    simply dia = hight of left subtree + height of right subtree. and yes if null node height is zero;

  • @rohanmahajan6333
    @rohanmahajan6333 5 місяців тому

    Thank you nettspend

  • @asilvap
    @asilvap 9 місяців тому

    Why does he store the solution in the first index of an array? Could he just use a variable? has something to do with being visible inside the scope of the dfs()?

  • @raghav_1997
    @raghav_1997 2 роки тому +2

    why the global variable was inside an array?

    • @juanmacias5922
      @juanmacias5922 Рік тому

      I guess because of scoping? Python creates a new variable in the local scope, and will see the out of scope variable as immutable, so in order to use the global res you need the array to be a container? I guess... lol

  • @Joy-b6r
    @Joy-b6r 5 місяців тому

    Why if the diameter is not starting with root node we are bit adding 1 just adding height of left and right subtree whereas if it's root node we are adding 1 why?????

  • @bhavyasingh5234
    @bhavyasingh5234 9 місяців тому

    Your explanation was super clear. You didn't have to cut that all out at the end. hahah! You are super cute.

  • @tsuyaosone1535
    @tsuyaosone1535 2 роки тому

    was confused when i first watched because he wrote the height formula wrong the first time and just immediately shift into a right one without saying he wrote it wrong the first time xD

    • @tsuyaosone1535
      @tsuyaosone1535 2 роки тому +1

      8:41 written wrong 8:46 the corrected one

  • @tranminhquang4541
    @tranminhquang4541 10 місяців тому

    bro crazy how this one is labeled as easy

  • @mateobernasconivargas4478
    @mateobernasconivargas4478 2 роки тому +2

    Why does the res have to be res = [0], instead of res = 0 ?? I know that res = 0 doesnt work but dont understand why, can anybody help plz :) ?

    • @juanmacias5922
      @juanmacias5922 Рік тому

      I guess because of scoping? Python creates a new variable in the local scope, and will see the out of scope variable as immutable, so in order to use the global res you need the array to be a container? I guess... lol