102. 二叉树的层序遍历(Binary Tree Level Order Traversal)M

英文题目

  • Given a binary tree, return the level order traversal of its nodes' values. (ie, from left to right, level by level).

  • For example:

  • Given binary tree [3,9,20,null,null,15,7],

  •     3
       / \
      9  20
        /  \
       15   7
    
  • return its level order traversal as:

  • [
      [3],
      [9,20],
      [15,7]
    ]
    

中文题目

  • 给你一个二叉树,请你返回其按 层序遍历 得到的节点值。 (即逐层地,从左到右访问所有节点)。

  • 示例:

  • 二叉树:[3,9,20,null,null,15,7],

  •     3
       / \
      9  20
        /  \
       15   7
    
  • 返回其层次遍历结果:

  • [
      [3],
      [9,20],
      [15,7]
    ]
    

迭代

  • 使用队列,存储每一层的左右子节点,然后逐个出队遍历即可

  • 时间复杂度O(n),空间复杂度O(n)

    # python3: 时间 44 ms, 击败 61.1%; 内存 16.7 MB, 击败 48.60%
    # 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 levelOrder(self, root: Optional[TreeNode]) -> List[List[int]]:
            res = []
            if not root:
                return res
            q = deque([root])
            while q:
                size = len(q)
                levelList = []
                for _ in range(size):
                    node = q.popleft()
                    levelList.append(node.val)
                    if node.left:
                        q.append(node.left)
                    if node.right:
                        q.append(node.right)
                res.append(levelList)
            return res
    
    // c++: 时间 4 ms, 击败 78.72%; 内存 13.1 MB, 击败 46%
    /**
     * Definition for a binary tree node.
     * struct TreeNode {
     *     int val;
     *     TreeNode *left;
     *     TreeNode *right;
     *     TreeNode() : val(0), left(nullptr), right(nullptr) {}
     *     TreeNode(int x) : val(x), left(nullptr), right(nullptr) {}
     *     TreeNode(int x, TreeNode *left, TreeNode *right) : val(x), left(left), right(right) {}
     * };
     */
    class Solution {
    public:
        vector<vector<int>> levelOrder(TreeNode* root) {
            vector<vector<int>> res;
            if (root == nullptr) {
                return res;
            }
            queue<TreeNode*> q;
            q.push(root);
            while (!q.empty()) {
                int size = q.size();
                vector<int> levelList;
                for (int i = 0; i < size; ++i) {
                    TreeNode * node = q.front();
                    q.pop();
                    levelList.push_back(node->val);
                    if (node->left != nullptr) {
                        q.push(node->left);
                    }
                    if (node->right != nullptr) {
                        q.push(node->right);
                    }
                }
                res.push_back(levelList);
            }
            return res;
        }
    };
    
    // java: 时间 1 ms, 击败 84.23%; 内存 43 MB, 击败 14.6%
    /**
     * Definition for a binary tree node.
     * public class TreeNode {
     *     int val;
     *     TreeNode left;
     *     TreeNode right;
     *     TreeNode() {}
     *     TreeNode(int val) { this.val = val; }
     *     TreeNode(int val, TreeNode left, TreeNode right) {
     *         this.val = val;
     *         this.left = left;
     *         this.right = right;
     *     }
     * }
     */
    class Solution {
        public List<List<Integer>> levelOrder(TreeNode root) {
            List<List<Integer>> res = new ArrayList<>();
            if (root == null) {
                return res;
            }
            Queue<TreeNode> q = new LinkedList<>();
            q.offer(root);
            while (!q.isEmpty()) {
                int size = q.size();
                List<Integer> levelList = new ArrayList<>();
                for (int i = 0; i < size; ++i) {
                    TreeNode node = q.peek();
                    q.poll();
                    levelList.add(node.val);
                    if (node.left != null) {
                        q.offer(node.left);
                    }
                    if (node.right != null) {
                        q.offer(node.right);
                    }
                }
                res.add(levelList);
            }
            return res;
        }
    }
    
    // go: 时间 0 ms, 击败 100%; 内存 3.4 MB, 击败 54.37%
    /**
     * Definition for a binary tree node.
     * type TreeNode struct {
     *     Val int
     *     Left *TreeNode
     *     Right *TreeNode
     * }
     */
    func levelOrder(root *TreeNode) [][]int {
        res := [][]int{}
        if root == nil {
            return res
        }
        q := []*TreeNode{root}
        for len(q) > 0 {
            size := len(q)
            levelList := []int{}
            for i := 0; i < size; i++ {
                node := q[0]
                q = q[1:]
                levelList = append(levelList, node.Val)
                if node.Left != nil {
                    q = append(q, node.Left)
                }
                if node.Right != nil {
                    q = append(q, node.Right)
                }
            }
            res = append(res, levelList)
        }
        return res
    }
    
    // javascript: 时间 64 ms, 击败 86.27%; 内存 44.5 MB, 击败 15.69%
    /**
     * Definition for a binary tree node.
     * function TreeNode(val, left, right) {
     *     this.val = (val===undefined ? 0 : val)
     *     this.left = (left===undefined ? null : left)
     *     this.right = (right===undefined ? null : right)
     * }
     */
    /**
     * @param {TreeNode} root
     * @return {number[][]}
     */
    var levelOrder = function(root) {
        const res = [];
        if (!root) {
            return res;
        }
        const q = [root];
        while (q.length) {
            const size = q.length;
            const levelList = [];
            for (let i = 0; i < size; ++i) {
                const node = q.shift();
                levelList.push(node.val);
                if (node.left) {
                    q.push(node.left);
                }
                if (node.right) {
                    q.push(node.right);
                }
            }
            res.push(levelList);
        }
        return res;
    };
    

递归

  • 相当于前序遍历,在参数上维护一个level,标识当前是在哪一层

  • 时间复杂度O(n),空间复杂度O(n)

    # python3: 时间 44 ms, 击败 61.1%; 内存 18.7 MB, 击败 5.4%
    # 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 levelOrder(self, root: Optional[TreeNode]) -> List[List[int]]:
            self.res = []
            self.dfs(root, 0)
            return self.res
        
        def dfs(self, root: Optional[TreeNode], level: int) -> None:
            if not root:
                return
            if len(self.res) <= level:
                self.res.append([])
            self.res[level].append(root.val)
            self.dfs(root.left, level+1)
            self.dfs(root.right, level+1)
    
    // c++: 时间 4 ms, 击败 78.72%; 内存 14.2 MB, 击败 5%
    /**
     * Definition for a binary tree node.
     * struct TreeNode {
     *     int val;
     *     TreeNode *left;
     *     TreeNode *right;
     *     TreeNode() : val(0), left(nullptr), right(nullptr) {}
     *     TreeNode(int x) : val(x), left(nullptr), right(nullptr) {}
     *     TreeNode(int x, TreeNode *left, TreeNode *right) : val(x), left(left), right(right) {}
     * };
     */
    class Solution {
    public:
        vector<vector<int>> levelOrder(TreeNode* root) {
            vector<vector<int>> res;
            dfs(res, root, 0);
            return res;
        }
    
        void dfs(vector<vector<int>>& res, TreeNode* root, int level) {
            if (root == nullptr) {
                return;
            }
            if (res.size() <= level) {
                res.push_back(vector<int>());
            }
            res[level].push_back(root->val);
            dfs(res, root->left, level+1);
            dfs(res, root->right, level+1);
        }
    };
    
    // java: 时间 1 ms, 击败 84.23%; 内存 43 MB, 击败 10.30%
    /**
     * Definition for a binary tree node.
     * public class TreeNode {
     *     int val;
     *     TreeNode left;
     *     TreeNode right;
     *     TreeNode() {}
     *     TreeNode(int val) { this.val = val; }
     *     TreeNode(int val, TreeNode left, TreeNode right) {
     *         this.val = val;
     *         this.left = left;
     *         this.right = right;
     *     }
     * }
     */
    class Solution {
        public List<List<Integer>> levelOrder(TreeNode root) {
            List<List<Integer>> res = new ArrayList<>();
            dfs(res, root, 0);
            return res;
        }
    
        private void dfs(List<List<Integer>> res, TreeNode root, int level) {
            if (root == null) {
                return;
            }
            if (res.size() <= level) {
                res.add(new ArrayList<>());
            }
            res.get(level).add(root.val);
            dfs(res, root.left, level+1);
            dfs(res, root.right, level+1);
        }
    }
    
    // go: 时间 0 ms, 击败 100%; 内存 3.8 MB, 击败 7.31%
    /**
     * Definition for a binary tree node.
     * type TreeNode struct {
     *     Val int
     *     Left *TreeNode
     *     Right *TreeNode
     * }
     */
    func levelOrder(root *TreeNode) [][]int {
        res := [][]int{}
        dfs(&res, root, 0)
        return res
    }
    
    func dfs(res *[][]int, root *TreeNode, level int) {
        if root == nil {
            return
        }
        if len(*res) <= level {
            *res = append(*res, []int{})
        }
        (*res)[level] = append((*res)[level], root.Val)
        dfs(res, root.Left, level+1)
        dfs(res, root.Right, level+1)
    }
    
    // javascript: 时间 80 ms, 击败 26.37%; 内存 44.4 MB, 击败 27.49%
    /**
     * Definition for a binary tree node.
     * function TreeNode(val, left, right) {
     *     this.val = (val===undefined ? 0 : val)
     *     this.left = (left===undefined ? null : left)
     *     this.right = (right===undefined ? null : right)
     * }
     */
    /**
     * @param {TreeNode} root
     * @return {number[][]}
     */
    var levelOrder = function(root) {
        const res = [];
        dfs(res, root, 0);
        return res;
    };
    
    const dfs = function(res, root, level) {
        if (root == null) {
            return;
        }
        if (res.length <= level) {
            res.push([]);
        }
        res[level].push(root.val);
        dfs(res, root.left, level+1);
        dfs(res, root.right, level+1);
    }
    
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Contributors: Shiqi Lu