Serialization is the process of converting a data structure or object into a sequence of bits so that it can be stored in a file or memory buffer, or transmitted across a network connection link to be reconstructed later in the same or another computer environment.
Design an algorithm to serialize and deserialize a binary tree. There is no restriction on how your serialization/deserialization algorithm should work. You just need to ensure that a binary tree can be serialized to a string and this string can be deserialized to the original tree structure.
Example:
You may serialize the following tree:
1
/
2 3
/
4 5
as "[1,2,3,null,null,4,5]"
Clarification: The above format is the same as how LeetCode serializes a binary tree. You do not necessarily need to follow this format, so please be creative and come up with different approaches yourself.
Note: Do not use class member/global/static variables to store states. Your serialize and deserialize algorithms should be stateless.
序列化是是指将数据结构或物件状态转换成可取用格式(例如存成档案,存于缓冲,或经由网络中传送),以留待后续在相同或另一台计算机环境中,能恢复原先状态的过程,还原的过程叫做反序列化。比如例子中的把树序列化成数组,还可以由这个数组在反序列化变回树。
根据题目序列化的形式,可以先序遍历的递归或者层序遍历的非递归:
需要接入输入和输出字符串流istringstream和ostringstream,对于序列化,从根节点开始,如果节点存在,则将值存入输出字符串流,然后分别对其左右子节点递归调用序列化函数即可。对于反序列化,先读入第一个字符生成一个根节点,然后再对根节点的左右子节点递归调用去序列化函数即可。
Java:level order traversal
// Encodes a tree to a single string. public String serialize(TreeNode root) { if(root==null){ return ""; } StringBuilder sb = new StringBuilder(); LinkedList<TreeNode> queue = new LinkedList<TreeNode>(); queue.add(root); while(!queue.isEmpty()){ TreeNode t = queue.poll(); if(t!=null){ sb.append(String.valueOf(t.val) + ","); queue.add(t.left); queue.add(t.right); }else{ sb.append("#,"); } } sb.deleteCharAt(sb.length()-1); System.out.println(sb.toString()); return sb.toString(); } // Decodes your encoded data to tree. public TreeNode deserialize(String data) { if(data==null || data.length()==0) return null; String[] arr = data.split(","); TreeNode root = new TreeNode(Integer.parseInt(arr[0])); LinkedList<TreeNode> queue = new LinkedList<TreeNode>(); queue.add(root); int i=1; while(!queue.isEmpty()){ TreeNode t = queue.poll(); if(t==null) continue; if(!arr[i].equals("#")){ t.left = new TreeNode(Integer.parseInt(arr[i])); queue.offer(t.left); }else{ t.left = null; queue.offer(null); } i++; if(!arr[i].equals("#")){ t.right = new TreeNode(Integer.parseInt(arr[i])); queue.offer(t.right); }else{ t.right = null; queue.offer(null); } i++; } return root; }
Java: Preorder traversal
// Encodes a tree to a single string. public String serialize(TreeNode root) { if(root==null) return null; Stack<TreeNode> stack = new Stack<TreeNode>(); stack.push(root); StringBuilder sb = new StringBuilder(); while(!stack.isEmpty()){ TreeNode h = stack.pop(); if(h!=null){ sb.append(h.val+","); stack.push(h.right); stack.push(h.left); }else{ sb.append("#,"); } } return sb.toString().substring(0, sb.length()-1); } // Decodes your encoded data to tree. public TreeNode deserialize(String data) { if(data == null) return null; int[] t = {0}; String[] arr = data.split(","); return helper(arr, t); } public TreeNode helper(String[] arr, int[] t){ if(arr[t[0]].equals("#")){ return null; } TreeNode root = new TreeNode(Integer.parseInt(arr[t[0]])); t[0]=t[0]+1; root.left = helper(arr, t); t[0]=t[0]+1; root.right = helper(arr, t); return root; }
Java:
public class Codec { private static final String spliter = ","; private static final String NN = "X"; // Encodes a tree to a single string. public String serialize(TreeNode root) { StringBuilder sb = new StringBuilder(); buildString(root, sb); return sb.toString(); } private void buildString(TreeNode node, StringBuilder sb) { if (node == null) { sb.append(NN).append(spliter); } else { sb.append(node.val).append(spliter); buildString(node.left, sb); buildString(node.right,sb); } } // Decodes your encoded data to tree. public TreeNode deserialize(String data) { Deque<String> nodes = new LinkedList<>(); nodes.addAll(Arrays.asList(data.split(spliter))); return buildTree(nodes); } private TreeNode buildTree(Deque<String> nodes) { String val = nodes.remove(); if (val.equals(NN)) return null; else { TreeNode node = new TreeNode(Integer.valueOf(val)); node.left = buildTree(nodes); node.right = buildTree(nodes); return node; } } }
Python:
class Codec: def serialize(self, root): def serializeHelper(node): if not node: vals.append('#') else: vals.append(str(node.val)) serializeHelper(node.left) serializeHelper(node.right) vals = [] serializeHelper(root) return ' '.join(vals) def deserialize(self, data): def deserializeHelper(): val = next(vals) if val == '#': return None else: node = TreeNode(int(val)) node.left = deserializeHelper() node.right = deserializeHelper() return node def isplit(source, sep): sepsize = len(sep) start = 0 while True: idx = source.find(sep, start) if idx == -1: yield source[start:] return yield source[start:idx] start = idx + sepsize vals = iter(isplit(data, ' ')) return deserializeHelper()
Python:
class Codec: def serialize(self, root): def doit(node): if node: vals.append(str(node.val)) doit(node.left) doit(node.right) else: vals.append('#') vals = [] doit(root) return ' '.join(vals) def deserialize(self, data): def doit(): val = next(vals) if val == '#': return None node = TreeNode(int(val)) node.left = doit() node.right = doit() return node vals = iter(data.split()) return doit()
C++:
class Codec { public: string serialize(TreeNode* root) { ostringstream out; serialize(root, out); return out.str(); } TreeNode* deserialize(string data) { istringstream in(data); return deserialize(in); } private: void serialize(TreeNode* root, ostringstream& out) { if (!root) { out << "# "; return; } out << root->val << " "; serialize(root->left, out); serialize(root->right, out); } TreeNode* deserialize(istringstream& in) { string val; in >> val; if (val == "#") return nullptr; TreeNode* root = new TreeNode(stoi(val)); root->left = deserialize(in); root->right = deserialize(in); return root; } };
C++:
class Codec { public: string serialize(TreeNode* root) { ostringstream out; serialize(root, out); return out.str(); } TreeNode* deserialize(string data) { istringstream in(data); return deserialize(in); } private: enum STATUS { ROOT_NULL = 0x0, ROOT = 0x1, LEFT = 0x2, RIGHT = 0x4 }; void serialize(TreeNode* root, ostringstream& out) { char status = 0; if (root) status |= ROOT; if (root && root->left) status |= LEFT; if (root && root->right) status |= RIGHT; out.write(&status, sizeof(char)); if (!root) return; out.write(reinterpret_cast<char*>(&(root->val)), sizeof(root->val)); if (root->left) serialize(root->left, out); if (root->right) serialize(root->right, out); } TreeNode* deserialize(istringstream& in) { char status; in.read(&status, sizeof(char)); if (!status & ROOT) return nullptr; auto root = new TreeNode(0); in.read(reinterpret_cast<char*>(&root->val), sizeof(root->val)); root->left = (status & LEFT) ? deserialize(in) : nullptr; root->right = (status & RIGHT) ? deserialize(in) : nullptr; return root; } };
Followup: 如果是 n-ary怎么办?
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