Serialize And Deserialize Bst
To solve this coding challenge, we need to develop two methods: one to serialize a Binary Search Tree (BST) to a string and another to deserialize that string back to the original BST. Serialization involves converting the tree structure into a string format that can be easily stored or transmitted, while deserialization involves reconstructing the tree from this string representation.
markers, and splitting/rebuilding from a list of values. This comprehensive approach ensures that the structure and values of the original tree are perfectly conserved through serialization and deserialization.
Explanation
Steps to Serialize
- Define the Node Structure :
- We need a structure to represent our tree nodes.
- Recursive Tree Traversal :
-
We'll use a recursive method to traverse through the tree and convert it into a string. The method will handle
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- Concatenate Values :
- As we traverse, we'll concatenate the node values in a pre-order traversal manner (node value, then left subtree, then right subtree) with a separator (e.g., comma).
- Split String to List :
- Convert the serialized string back into a list of node values using the same separator.
- Recursive Tree Reconstruction :
- Implement a recursive method to convert the list back into the tree. If a 'None' marker is encountered, it corresponds to an empty node. For other values, create tree nodes and recursively assign their left and right children.
- Define TreeNode Class :
- This should contain properties for value, left child, and right child.
- Serialize Function :
-
Call a helper recursive function
_serialize(node)
- _serialize(node) Function:
-
If
node
None
-
Otherwise, return the string of the current node's value, plus the result of
_serialize(node.left)
_serialize(node.right)
- Deserialize Function :
- Split the input string into a list of node values.
-
Call a helper recursive function
_deserialize(nodes_list)
- _deserialize(nodes_list) Function:
-
If the first element is 'None', remove it from the list and return
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- Create a new TreeNode with the integer value of the first element, remove it from the list.
-
Set this node's left child by recursively calling
_deserialize(nodes_list)
-
Set this node's right child by recursively calling
_deserialize(nodes_list)
- Return the constructed node.
Steps to Deserialize
Detailed Steps in Pseudocode
Serialization
Deserialization
Pseudocode
# TreeNode class definition
class TreeNode:
def __init__(value):
self.value = value
self.left = None
self.right = None
# Serializer class definition
class Codec:
# Serialize function
def serialize(root):
# Helper function to perform pre-order traversal
def _serialize(node):
if node is None:
return 'None'
# Serialize current node value + left subtree + right subtree
return str(node.value) + ',' + _serialize(node.left) + ',' + _serialize(node.right)
# Initiate serialization from root
return _serialize(root)
# Deserialize function
def deserialize(data):
# Convert string to list of values
node_values = data.split(',')
# Helper function to reconstruct the tree
def _deserialize(nodes_list):
if nodes_list[0] == 'None':
nodes_list.pop(0) # Remove 'None' marker
return None
# Create node with the current value
node = TreeNode(int(nodes_list.pop(0)))
# Construct left and right subtrees
node.left = _deserialize(nodes_list)
node.right = _deserialize(nodes_list)
return node
# Initiate deserialization with list of node values
return _deserialize(node_values)
In conclusion, the pseudocode provides a method for both converting a binary search tree into a string representation and reconstructing it back from that string. The key steps involve recursive tree traversal, careful handling of
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