根据target得到所有path,path可以在任意一个节点开始和结束。和path with max sum类似,不过我们每次递归要返回的是子树里的所有path,为了避免不必要的计算,我们发挥所有path的时候也同时返回所有对应path的sum,所以我们新定义一个类result。在一个节点的时候,我们先递归左子树和右子树找到左子树和右子树中的的所有path,然后进行一下三种操作:
- 首先看当前node.val是不是等于target,如果是的话,当前node加入结果集,path只有当前node
- 然后看当前node和左子树return回来的每一条path能不能组成sum == target的path,能的话加入结果集
- 当前node和右子树return回来的每一条path能不能组成sum == target的path,能的话加入结果集
- 最后看左子树的每一条path和右子树的每一条path和当前node能不能组成sum == target的path,能的话加入结果集
不考虑加入结果集的时间,由于return回来的子树的path数为O(N^2),因为两个node可以决定一条path,前三个都可以在O(N^2)时间完成,最后一步归根到底就是Two Sum的问题,也可以在O(N^2)时间完成。加入结果的时间取决于结果的多少k,path长度O(log n),所以加入结果集的时间为O(k log n)。
最后注意把左边所有path右边path和当前node merge一下,return所有已当前node为root的subtree的所有path,记得加上当前node自己。这一步也是O(N^2)的,所以T(N) = 2T(N/2) + O(N^2),根据master theorem,时间复杂度为O(N^2)。计算所需要的空间,所有path数量是N^2,因为两个node可以决定一条path,path的长度是O(log N),所以空间复杂度是O(N^2 * log N),代码如下:
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public class GetPaths { | |
private class Result { | |
private ArrayList<ArrayList<Integer>> paths; | |
private ArrayList<Integer> sums; | |
public Result() { | |
paths = new ArrayList<ArrayList<Integer>>(); | |
sums = new ArrayList<Integer>(); | |
} | |
public Result(ArrayList<ArrayList<Integer>> paths, ArrayList<Integer> sums) { | |
this.paths = paths; | |
this.sums = sums; | |
} | |
} | |
private ArrayList<ArrayList<Integer>> res; | |
public ArrayList<ArrayList<Integer>> getPaths(TreeNode root, int target) { | |
res = new ArrayList<ArrayList<Integer>>(); | |
getPathsInSubTree(root, target); | |
return res; | |
} | |
private Result getPathsInSubTree(TreeNode node, int target) { | |
if (node == null) | |
return new Result(); | |
Result left = getPathsInSubTree(node.left, target); | |
Result right = getPathsInSubTree(node.right, target); | |
ArrayList<Integer> leftSums = left.sums; | |
ArrayList<Integer> rightSums = right.sums; | |
ArrayList<ArrayList<Integer>> leftPaths = left.paths; | |
ArrayList<ArrayList<Integer>> rightPaths = right.paths; | |
//find qualified path | |
//current node | |
if (node.val == target) { | |
ArrayList<Integer> temp = new ArrayList<Integer>(); | |
temp.add(node.val); | |
res.add(temp); | |
} | |
//curr node and path from left subtree | |
int leftLen = leftSums.size(); | |
for (int i = 0; i < leftLen; i++) { | |
if (leftSums.get(i) == target - node.val) { | |
ArrayList<Integer> temp = new ArrayList<Integer>(leftPaths.get(i)); | |
temp.add(node.val); | |
res.add(temp); | |
} | |
} | |
//curr node and path from right subtree | |
int rightLen = rightSums.size(); | |
for (int i = 0; i < rightLen; i++) { | |
if (rightSums.get(i) == target - node.val) { | |
ArrayList<Integer> temp = new ArrayList<Integer>(rightPaths.get(i)); | |
temp.add(node.val); | |
res.add(temp); | |
} | |
} | |
//curr and path from left and path from right, actually two sum problem | |
HashMap<Integer, ArrayList<Integer>> map = new HashMap<Integer, ArrayList<Integer>>(); | |
for (int i = 0; i < rightLen; i++) { | |
if (!map.containsKey(rightSums.get(i))) { | |
ArrayList<Integer> temp = new ArrayList<Integer>(); | |
temp.add(i); | |
map.put(rightSums.get(i), temp); | |
} else { | |
map.get(rightSums.get(i)).add(i); | |
} | |
} | |
for (int i = 0; i < leftLen; i++) { | |
if (map.containsKey(target - node.val - leftSums.get(i))) { | |
ArrayList<Integer> indexes = map.get(target - node.val - leftSums.get(i)); | |
int size = indexes.size(); | |
for (int j = 0; j < size; j++) { | |
ArrayList<Integer> rightPath = rightPaths.get(indexes.get(j)); | |
//merge left curr and right | |
ArrayList<Integer> temp = new ArrayList<Integer>(leftPaths.get(i)); | |
temp.add(node.val); | |
for (int k = rightPath.size() - 1; k >= 0; k--) | |
temp.add(rightPath.get(k)); | |
res.add(temp); | |
} | |
} | |
} | |
//merge paths and return | |
for(int i = 0; i < leftLen; i++) { | |
leftSums.set(i, leftSums.get(i) + node.val); | |
leftPaths.get(i).add(node.val); | |
} | |
for (int i = 0; i < rightLen; i++) { | |
rightSums.set(i, rightSums.get(i) + node.val); | |
rightPaths.get(i).add(node.val); | |
} | |
ArrayList<ArrayList<Integer>> retPaths = new ArrayList<ArrayList<Integer>>(); | |
ArrayList<Integer> retSums = new ArrayList<Integer>(); | |
for(int i = 0; i < leftLen; i++) { | |
retPaths.add(leftPaths.get(i)); | |
retSums.add(leftSums.get(i)); | |
} | |
for (int i = 0; i < rightLen; i++) { | |
retPaths.add(rightPaths.get(i)); | |
retSums.add(rightSums.get(i)); | |
} | |
ArrayList<Integer> currPath = new ArrayList<Integer>(); | |
currPath.add(node.val); | |
retPaths.add(currPath); | |
retSums.add(node.val); | |
return new Result(retPaths, retSums); | |
} | |
//for test use, serialize path | |
public String serialize(ArrayList<ArrayList<Integer>> paths) { | |
int size = paths.size(); | |
String res = "#"; | |
for (int i = 0; i < size; i++) { | |
int len = paths.get(i).size(); | |
for (int j = 0; j < len; j++) { | |
if (j == 0) | |
res += paths.get(i).get(j); | |
else | |
res += "," + paths.get(i).get(j); | |
} | |
res += "#"; | |
} | |
return res; | |
} | |
public static void main(String[] args) { | |
test1(); | |
test2(); | |
test3(); | |
} | |
//test cases | |
private static void test1() { | |
TreeNode root = new TreeNode(1); | |
GetPaths g = new GetPaths(); | |
System.out.println(g.serialize(g.getPaths(null, 0))); | |
System.out.println(g.serialize(g.getPaths(root, 1))); | |
} | |
private static void test2() { | |
TreeNode root = new TreeNode(1); | |
root.left = new TreeNode(2); | |
root.right = new TreeNode(3); | |
root.left.right = new TreeNode(4); | |
root.left.left = new TreeNode(7); | |
root.left.left.left = new TreeNode(10); | |
root.right.right = new TreeNode(5); | |
root.right.left = new TreeNode(6); | |
root.right.right.right = new TreeNode(1); | |
root.right.left.left = new TreeNode(-2); | |
root.left.left.right = new TreeNode(-3); | |
root.left.left.right.right = new TreeNode(0); | |
GetPaths g = new GetPaths(); | |
System.out.println(g.serialize(g.getPaths(root, 10))); | |
} | |
private static void test3() { | |
TreeNode root = new TreeNode(-3); | |
root.left = new TreeNode(7); | |
root.right = new TreeNode(6); | |
root.left.left = new TreeNode(4); | |
root.left.right = new TreeNode(-2); | |
root.right.right = new TreeNode(5); | |
root.left.left.left = new TreeNode(12); | |
root.left.left.left.right = new TreeNode(0); | |
root.left.right.right = new TreeNode(10); | |
root.right.right.left = new TreeNode(-8); | |
root.right.right.right = new TreeNode(9); | |
root.right.right.left.left = new TreeNode(17); | |
root.right.right.right.right= new TreeNode(20); | |
GetPaths g = new GetPaths(); | |
System.out.println(g.serialize(g.getPaths(root, 21))); | |
System.out.println(g.serialize(g.getPaths(root, 32))); | |
} | |
} |
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