Path Sum Ii
To solve this coding challenge of finding all root-to-leaf paths in a binary tree where the sum of node values equals a given targetSum, let's utilize Depth-First Search (DFS). We'll traverse the tree from the root to each leaf, keeping track of the cumulative path sum. If we reach a leaf node and the cumulative sum equals targetSum, we store that path. Let's break down the process in a detailed manner to understand each step.
Explanation
- Understanding the Binary Tree Structure :
- Each node in the tree has a value.
- Each node can have a left child, a right child, both, or neither.
- Concept of Root-to-Leaf Path :
- A root-to-leaf path starts at the root node and proceeds downward to any leaf node.
- A leaf node is defined as a node with no children.
- Cumulative Path Sum :
- As we traverse from the root to each leaf node, we accumulate the sum of the node values along the path.
- Depth-First Search (DFS) Approach :
- Using DFS, we explore each potential path from the root to a leaf.
- We keep track of the current path and its accumulated sum.
- If we reach a leaf node and the accumulated sum equals the targetSum, we store the path.
- Handling Edge Cases :
- If the tree is empty (root is null), there are no paths to consider.
- Given the constraints, handle potentially large tree sizes efficiently.
- Initialize Result Container :
- Create a container (e.g., list) to store valid paths that meet the targetSum.
- Define DFS Helper Function :
- This function will take a node, remaining sum, and the current path as input parameters.
- Base Case (Node is Null) :
- If the current node is null, return immediately as there is nothing to process.
- Include Current Node in Path :
- Append the current node's value to the current path.
- Leaf Node Check :
- Determine if the current node is a leaf node (no children).
- Check if the remaining sum matches the current node's value.
- Valid Path Condition :
- If itβs a leaf node and the remaining sum equals the nodeβs value, store the current path.
- Recursive DFS Calls :
- Recursively invoke DFS on the left child and right child, adjusting the remaining sum.
- Backtrack :
- Remove the current node value from the path to backtrack for other potential paths.
- Invoke DFS from Root :
- Call the DFS helper function starting from the root node.
- Return the result container storing all valid paths.
Detailed Steps in Pseudocode
Initialization
result = []
Defining the DFS Function
function DFS(node, remainingSum, currentPath):
if node is null:
return
add node.val to currentPath
if node is a leaf and remainingSum equals node.val:
append a copy of currentPath to result
DFS(node.left, remainingSum - node.val, currentPath)
DFS(node.right, remainingSum - node.val, currentPath)
remove the last element from currentPath
Main Function
function pathSum(root, targetSum):
call DFS(root, targetSum, [])
return result
Complete Pseudocode
# Initialize result container to store all valid paths
result = []
# Define the DFS helper function
function DFS(node, remainingSum, currentPath):
# Base case: if current node is null, return
if node is null:
return
# Include current node's value in the path
add node.val to currentPath
# Check if the current node is a leaf node and if the remaining sum matches the node's value
if node.left is null and node.right is null and remainingSum equals node.val:
# Store the current path as a valid path
append a copy of currentPath to result
else:
# Recurse on the left and right children with adjusted remaining sum
DFS(node.left, remainingSum - node.val, currentPath)
DFS(node.right, remainingSum - node.val, currentPath)
# Backtrack: remove the current node's value from the path
remove the last element from currentPath
# Define the main function to solve the problem
function pathSum(root, targetSum):
# Start DFS from the root node with the targetSum
call DFS(root, targetSum, [])
# Return the collected valid paths
return result
By following this detailed approach, we ensure that we explore all possible root-to-leaf paths, properly handle edge cases, and recursively traverse the tree with DFS while maintaining and backtracking the path as needed.