Diameter of a Binary Tree - Leetcode 543 - Python

Ғылым және технология

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Coding Solutions: • Coding Interview Solut...
Problem Link: neetcode.io/problems/binary-t...
0:00 - Read the problem
1:35 - Drawing Explanation
12:45 - Coding Solution
leetcode 543
This question was identified as a Google interview question from here: github.com/xizhengszhang/Leet...
#tree #diameter #python

Пікірлер: 312

  • @NeetCode
    @NeetCode3 жыл бұрын

    I rerecorded this solution since I thought it could be better, please check out this version instead: kzread.info/dash/bejne/fWxlpZVqqde1iqg.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! ❤

  • @TheElementFive
    @TheElementFive3 жыл бұрын

    In what universe is this an "easy" problem?

  • @HeinekenLasse

    @HeinekenLasse

    2 жыл бұрын

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

  • @nero9985

    @nero9985

    2 жыл бұрын

    @@HeinekenLasse Yeah this one is definitely a medium

  • @adityachache

    @adityachache

    2 жыл бұрын

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

  • @Senzatie160

    @Senzatie160

    2 жыл бұрын

    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

  • @lilyh4573

    @lilyh4573

    2 жыл бұрын

    Oh thank God someone else thinks so

  • @Obligedcartoon
    @Obligedcartoon2 жыл бұрын

    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 жыл бұрын

    cannot agree more!

  • @ShouryanNikam

    @ShouryanNikam

    2 жыл бұрын

    Thanks for this solution!

  • @EagerEggplant

    @EagerEggplant

    2 жыл бұрын

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

  • @bashaarshah2974

    @bashaarshah2974

    2 жыл бұрын

    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.

  • @nepa8678

    @nepa8678

    2 жыл бұрын

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

  • @chiranjeevipippalla
    @chiranjeevipippalla2 жыл бұрын

    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 👩‍💻 👨‍💻

  • @samwilson4597

    @samwilson4597

    Жыл бұрын

    thanks man

  • @sarbjotsingh9998

    @sarbjotsingh9998

    Жыл бұрын

    Then we never use trees again after gettinga. job. Until we get layed off and have to do leetcode again

  • @robinfelix3879

    @robinfelix3879

    Жыл бұрын

    @@sarbjotsingh9998 explained my suituation here :p

  • @chinonsooragwam8833

    @chinonsooragwam8833

    Жыл бұрын

    thx bro

  • @a_jaycee8643

    @a_jaycee8643

    8 ай бұрын

    thx brodie

  • @Deescacha
    @Deescacha Жыл бұрын

    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

    Жыл бұрын

    What's edges for though?

  • @MultiBooker123

    @MultiBooker123

    4 ай бұрын

    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

    2 ай бұрын

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

  • @siddharthd6141

    @siddharthd6141

    7 күн бұрын

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

  • @Deescacha

    @Deescacha

    7 күн бұрын

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

  • @CodenameAvatar
    @CodenameAvatar2 жыл бұрын

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

  • @del6553

    @del6553

    3 ай бұрын

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

  • @alisbai4376
    @alisbai4376 Жыл бұрын

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

  • @maxchen7529

    @maxchen7529

    Жыл бұрын

    should be mdeium, even be hard I think

  • @cbbforever

    @cbbforever

    16 күн бұрын

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

  • @shaanwalia2984
    @shaanwalia2984 Жыл бұрын

    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.

  • @user-ib3ev5pl2t

    @user-ib3ev5pl2t

    4 ай бұрын

    think by yourself, nobody will think for you

  • @Pan-kr8oj

    @Pan-kr8oj

    3 ай бұрын

    @@user-ib3ev5pl2t 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

    3 ай бұрын

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

  • @jonaskhanwald566
    @jonaskhanwald5663 жыл бұрын

    how this can be an easy problem

  • @ax5344
    @ax53443 жыл бұрын

    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

    2 жыл бұрын

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

  • @samer820
    @samer8202 жыл бұрын

    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

    Жыл бұрын

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

  • @alexeyabramov8033
    @alexeyabramov80332 жыл бұрын

    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

    Жыл бұрын

    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

    Жыл бұрын

    @@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

  • @sayantankundu973
    @sayantankundu9732 жыл бұрын

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

  • @AkshatSinghania
    @AkshatSinghania3 жыл бұрын

    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 :)))

  • @Tyokok
    @Tyokok2 жыл бұрын

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

  • @ruspatel1996

    @ruspatel1996

    2 жыл бұрын

    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 жыл бұрын

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

  • @joeltrunick9487

    @joeltrunick9487

    2 жыл бұрын

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

  • @dohyun0047

    @dohyun0047

    2 жыл бұрын

    @@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

    5 ай бұрын

    @@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.

  • @mathematicalninja2756
    @mathematicalninja27563 жыл бұрын

    I cracked at 'The leftsubtree is left right'

  • @ancai5498
    @ancai54987 ай бұрын

    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

    7 ай бұрын

    Very helpful!

  • @lanzhang3959
    @lanzhang3959 Жыл бұрын

    Clear explanation with graphic. Thank you!

  • @ravi-mo6js
    @ravi-mo6js2 жыл бұрын

    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 жыл бұрын

    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) } };

  • @aaen9417
    @aaen9417 Жыл бұрын

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

  • @parthdeshwal4419
    @parthdeshwal441916 сағат бұрын

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

  • @samli7926
    @samli79263 жыл бұрын

    very clear! THX!

  • @kexinfu8647
    @kexinfu86473 жыл бұрын

    Very clear explanation! Helped me get through the problem.

  • @shreeshanmukh1284
    @shreeshanmukh12842 жыл бұрын

    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

    Жыл бұрын

    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

    Жыл бұрын

    the time complexity is the problem

  • @zhouwang2123
    @zhouwang21232 жыл бұрын

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

  • @tonyiommisg

    @tonyiommisg

    2 жыл бұрын

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

  • @zhouwang2123

    @zhouwang2123

    2 жыл бұрын

    @@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 жыл бұрын

    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 жыл бұрын

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

  • @robpruzan7292

    @robpruzan7292

    Жыл бұрын

    @@mdazharuddin4684 nonlocal is a better solution

  • @anhngo581
    @anhngo581 Жыл бұрын

    Great explanation!!

  • @Tensor08
    @Tensor082 жыл бұрын

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

  • @lucaswang8457
    @lucaswang84572 жыл бұрын

    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-ty2hn5 ай бұрын

    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

  • @tanmaysatsangi131
    @tanmaysatsangi1313 жыл бұрын

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

  • @veliea5160

    @veliea5160

    2 жыл бұрын

    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

    2 жыл бұрын

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

  • @abodier9610

    @abodier9610

    2 жыл бұрын

    @@veliea5160 thank you :)

  • @abodier9610

    @abodier9610

    2 жыл бұрын

    thank you for asking this question

  • @hamoodhabibi7026

    @hamoodhabibi7026

    Жыл бұрын

    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

  • @maile7853
    @maile785311 ай бұрын

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

  • @Incroachment

    @Incroachment

    7 ай бұрын

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

  • @ayoubdiouri3717

    @ayoubdiouri3717

    6 ай бұрын

    @@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

    22 күн бұрын

    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

  • @xingyuxiang1637
    @xingyuxiang16379 ай бұрын

    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.

  • @TwoInaCanoe
    @TwoInaCanoe2 жыл бұрын

    -1 and 2+ is redundant complexety.

  • @TwoInaCanoe

    @TwoInaCanoe

    2 жыл бұрын

    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 жыл бұрын

    @@TwoInaCanoe thanks

  • @Alexkurochkin

    @Alexkurochkin

    6 ай бұрын

    Не ожидал вас здесь увидеть)

  • @noelcovarrubias7490
    @noelcovarrubias74902 жыл бұрын

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

  • @ingenieroriquelmecagardomo4067

    @ingenieroriquelmecagardomo4067

    7 ай бұрын

    Excalidraw, or just paint lol

  • @anandartwork
    @anandartwork10 ай бұрын

    What app are you using to draw on screen?

  • @andrewberumen
    @andrewberumen2 жыл бұрын

    Is there a bug in this at: kzread.info/dash/bejne/lJ-s06NxgsncYJc.html ? You say D = L + R + 2, but you add it as D = 1 + -1 + 2 = 1, but shouldn't it be 2?

  • @alexisacosta6758
    @alexisacosta6758 Жыл бұрын

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

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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

  • @BurhanAijaz
    @BurhanAijaz5 ай бұрын

    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

  • @davezhang8314
    @davezhang83143 жыл бұрын

    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 жыл бұрын

    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

  • @gboladepopoola4464
    @gboladepopoola44649 ай бұрын

    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

    6 ай бұрын

    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

    5 ай бұрын

    @@niteshrawat576 Thank you. That makes sense!

  • @asmahamdym
    @asmahamdym Жыл бұрын

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

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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

  • @tonyiommisg
    @tonyiommisg2 жыл бұрын

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

  • @richardyeh718

    @richardyeh718

    2 жыл бұрын

    you will get local variable referenced before assignment

  • @richardyeh718

    @richardyeh718

    2 жыл бұрын

    unless you go self.res

  • @richardyeh718

    @richardyeh718

    2 жыл бұрын

    idk why though anyone knows the reason?

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    @@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

  • @hemesh5663
    @hemesh56632 жыл бұрын

    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 жыл бұрын

    Use self.res instead of res for the variable.

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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

  • @rishabhnitc
    @rishabhnitc2 жыл бұрын

    @NeetCode do you really recommend educative I have already done around 100 lc problems, will it help me?

  • @andrewkicha1628
    @andrewkicha16288 ай бұрын

    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 }

  • @worldwide6626
    @worldwide66262 жыл бұрын

    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 жыл бұрын

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

  • @electric336
    @electric3362 жыл бұрын

    This was lowkey hard for an easy problem.

  • @XxM1G3xX
    @XxM1G3xX3 ай бұрын

    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

  • @nes2293
    @nes22932 жыл бұрын

    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 жыл бұрын

    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

    Жыл бұрын

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

  • @stunning-computer-99
    @stunning-computer-99 Жыл бұрын

    can anyone explain why res is array instead of int?

  • @opots

    @opots

    Жыл бұрын

    same question, did you find the answer?

  • @EverydayAwes0me

    @EverydayAwes0me

    Жыл бұрын

    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

    Жыл бұрын

    ​@@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.

  • @Sana_Bias
    @Sana_Bias Жыл бұрын

    first of all, thanks so much for your series and explanations. @8:44 the 1 + -1 + 2 =1 can be ignored right? or am i tripping

  • @jaskibrother
    @jaskibrother2 жыл бұрын

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

  • @sf-spark129

    @sf-spark129

    2 жыл бұрын

    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 жыл бұрын

    @@sf-spark129 Thanks for the doc link

  • @gregoryvan9474

    @gregoryvan9474

    2 жыл бұрын

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

  • @raghavendrasinghchouhan17
    @raghavendrasinghchouhan173 жыл бұрын

    Why we are not concern with Linked Node approch ... as compare to the array one? its easier that's we can say .. but is there any other reason why we don't land up for Linking Nodes and computing

  • @mayankpant5376
    @mayankpant5376 Жыл бұрын

    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

    Жыл бұрын

    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

    Жыл бұрын

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

  • @ShiftK
    @ShiftK8 ай бұрын

    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"

  • @peskovdev
    @peskovdev11 ай бұрын

    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

  • @RocketPropelledWombat

    @RocketPropelledWombat

    6 ай бұрын

    Banger.

  • @tigerbear3038
    @tigerbear30382 жыл бұрын

    Why is the height at root node of the left tree 2?

  • @cheesepieist
    @cheesepieist Жыл бұрын

    Hi need code really amazing stuff, can i jsut check why is there a need to assign res =[0], instead of res=0

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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

  • @FreeMayaTutorials
    @FreeMayaTutorials3 жыл бұрын

    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?

  • @wangfred
    @wangfred Жыл бұрын

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

  • @ax5344
    @ax53443 жыл бұрын

    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 жыл бұрын

    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 жыл бұрын

    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

    Жыл бұрын

    @@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

  • @pekarna
    @pekarna2 жыл бұрын

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

  • @kirillzlobin7135
    @kirillzlobin7135Ай бұрын

    Amazing explanation

  • @shaharrefaelshoshany9442
    @shaharrefaelshoshany94423 жыл бұрын

    best ever!!

  • @onlineservicecom
    @onlineservicecom2 жыл бұрын

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

  • @mdazharuddin4684

    @mdazharuddin4684

    2 жыл бұрын

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

  • @yousifsalam
    @yousifsalam Жыл бұрын

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

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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
    @bindureddy61482 жыл бұрын

    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 жыл бұрын

    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 жыл бұрын

    @@NeetCode Got it!! Thanks a ton.

  • @bouzie8000
    @bouzie80006 ай бұрын

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

  • @bolagadalla
    @bolagadalla2 жыл бұрын

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

  • @phardik5610
    @phardik561011 ай бұрын

    can someone explain why, res has to be a list?

  • @g0nt411
    @g0nt4115 ай бұрын

    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()?

  • @pritam1366
    @pritam13662 жыл бұрын

    why we return height in the bfs

  • @areebafatima7436
    @areebafatima74362 жыл бұрын

    Amazing explanation.

  • @combatLaCarie
    @combatLaCarie4 ай бұрын

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

  • @dohunkim2922
    @dohunkim292213 күн бұрын

    how come res = 0 doesn't work but res = [0] does? If I do res = 0 instead, I get a global constant error which I don't get.

  • @kiralight4212
    @kiralight42125 ай бұрын

    Hi can you explain why within the dfs function, we need to use "res[0]" instead of just "res"?

  • @YashGupta-ty2hn

    @YashGupta-ty2hn

    5 ай бұрын

    Because you cannot modify res inside of a nested function as its a nonlocal variable whereas lists are mutable. If you want to use res you can use nonlocal keyword to declare it inside nested function 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

  • @kiralight4212

    @kiralight4212

    5 ай бұрын

    @@YashGupta-ty2hn You are awesome!

  • @YashGupta-ty2hn

    @YashGupta-ty2hn

    5 ай бұрын

    Thanks Glad it helped you

  • @adiy77
    @adiy77 Жыл бұрын

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

  • @robpruzan7292

    @robpruzan7292

    Жыл бұрын

    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

    Жыл бұрын

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

  • @Shawarmaseem
    @Shawarmaseem Жыл бұрын

    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

  • @ThePaullam328
    @ThePaullam3285 ай бұрын

    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

  • @jun-ki
    @jun-ki3 жыл бұрын

    Best explanation ever.

  • @i_am_acai
    @i_am_acai2 жыл бұрын

    You should use nonlocal instead of res[0]

  • @girirajrdx7277

    @girirajrdx7277

    Жыл бұрын

    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

  • @RocketPropelledWombat
    @RocketPropelledWombat6 ай бұрын

    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".

  • @RocketPropelledWombat

    @RocketPropelledWombat

    6 ай бұрын

    (Inb4 "ThReE LiTeRaL HeLpEr FuNcTiOnS" - it took one)

  • @Shubhakar97
    @Shubhakar97 Жыл бұрын

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

  • @yongfulu8984
    @yongfulu89842 жыл бұрын

    why use res[0] instead of res = 0

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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

  • @yunusemreozvarlik2906
    @yunusemreozvarlik29062 ай бұрын

    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)

  • @edwardteach2
    @edwardteach22 жыл бұрын

    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

  • @juandiegocastanogomez3854
    @juandiegocastanogomez385427 күн бұрын

    Why res = [0] and not just res = 0. I tried it like that and got: UnboundLocalError: cannot access local variable 'dia' where it is not associated with a value

  • @combatLaCarie
    @combatLaCarie4 ай бұрын

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

  • @musicdiaries02959
    @musicdiaries02959 Жыл бұрын

    why have you set res=[0], can someone pls explain this?

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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

  • @madhumithakolkar_
    @madhumithakolkar_9 ай бұрын

    I don't understand why we are using res = [0], instead of res = 0, and referring to it as self.res from within the dfs function, like we have done in other problems. Can anyone explain ?

  • @ShiftK

    @ShiftK

    8 ай бұрын

    It's a workaround for python. The issue with "res = 0" is that YES it will be visible in the inner function "dfs", but when we try to assign a new value to it (eg: "res = 9), it will actually create a new variable "res" with a scope that extends only within this inner function "dfs". Therefore, his workaround is to use an array, and use the first element as a variable since python won't create a new instance of it ( res [0] ) Update: If you wanted to use "res = 0", make sure to mark it as "global"

  • @bhavyasingh5234
    @bhavyasingh52345 ай бұрын

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

  • @saditya
    @saditya11 күн бұрын

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

  • @raghav_1997
    @raghav_19972 жыл бұрын

    why the global variable was inside an array?

  • @juanmacias5922

    @juanmacias5922

    Жыл бұрын

    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

  • @sidduroy9150
    @sidduroy9150 Жыл бұрын

    Amazing

  • @BS-eu9do
    @BS-eu9do2 жыл бұрын

    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

  • @mohitchaturvedi4556
    @mohitchaturvedi45564 ай бұрын

    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]

  • @gourab469
    @gourab469 Жыл бұрын

    lists are automatically global in python

  • @makyrakim9542
    @makyrakim9542Ай бұрын

    Can somebody hep me figure out why the global variable res is an array instead of an integer? I'm sure it's related to the nature of the data structures but I don't exactly know why we're doing that......

  • @anscheinend2668
    @anscheinend26685 ай бұрын

    why the res = [0] and not res = 0? we use it as an integer anyway? didn't quite catch that one

  • @anscheinend2668

    @anscheinend2668

    5 ай бұрын

    oh so it doesn't work with int type lol

  • @BcomingHIM
    @BcomingHIM Жыл бұрын

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