From 9e07fc9cd4d18127b7988ebb7acb54290529bd45 Mon Sep 17 00:00:00 2001 From: Putul Singh <127419636+putul03@users.noreply.github.com> Date: Sat, 19 Oct 2024 17:07:38 +0530 Subject: [PATCH] Update persistent_segment_tree.py --- data_structures/persistent_segment_tree.py | 75 ++++++++++++++++------ 1 file changed, 56 insertions(+), 19 deletions(-) diff --git a/data_structures/persistent_segment_tree.py b/data_structures/persistent_segment_tree.py index 54fa38320..fc541976f 100644 --- a/data_structures/persistent_segment_tree.py +++ b/data_structures/persistent_segment_tree.py @@ -1,13 +1,11 @@ from __future__ import annotations - class Node: def __init__(self, value: int = 0) -> None: self.value: int = value self.left: Node | None = None self.right: Node | None = None - class PersistentSegmentTree: def __init__(self, arr: list[int]) -> None: self.n: int = len(arr) @@ -17,6 +15,15 @@ class PersistentSegmentTree: def _build(self, arr: list[int], start: int, end: int) -> Node: """ Builds a segment tree from the provided array. + + >>> pst = PersistentSegmentTree([1, 2, 3, 4]) + >>> root = pst._build([1, 2, 3, 4], 0, 3) + >>> root.value # Sum of the whole array + 10 + >>> root.left.value # Sum of the left half + 3 + >>> root.right.value # Sum of the right half + 7 """ if start == end: return Node(arr[start]) @@ -30,20 +37,37 @@ class PersistentSegmentTree: def update(self, version: int, index: int, value: int) -> int: """ Updates the value at the given index and returns the new version. + + >>> pst = PersistentSegmentTree([1, 2, 3, 4]) + >>> version_1 = pst.update(0, 1, 5) # Update index 1 to 5 + >>> pst.query(version_1, 0, 3) # Query sum of all elements in new version + 13 + >>> pst.query(0, 0, 3) # Original version remains unchanged + 10 + >>> version_2 = pst.update(version_1, 3, 6) # Update index 3 to 6 in version_1 + >>> pst.query(version_2, 0, 3) # Query sum of all elements in newest version + 15 """ new_root = self._update(self.roots[version], 0, self.n - 1, index, value) self.roots.append(new_root) return len(self.roots) - 1 - def _update( - self, node: Node | None, start: int, end: int, index: int, value: int - ) -> Node: + def _update(self, node: Node, start: int, end: int, index: int, value: int) -> Node: """ Updates the node for the specified index and value and returns the new node. - """ - if node is None: # Handle the None case - node = Node() # Create a new node if None + >>> pst = PersistentSegmentTree([1, 2, 3, 4]) + >>> old_root = pst.roots[0] + >>> new_root = pst._update(old_root, 0, 3, 1, 5) # Update index 1 to 5 + >>> new_root.value # New sum after update + 13 + >>> old_root.value # Old root remains unchanged + 10 + >>> new_root.left.value # Updated left child + 6 + >>> new_root.right.value # Right child remains the same + 7 + """ if start == end: return Node(value) @@ -57,38 +81,51 @@ class PersistentSegmentTree: new_node.left = node.left # Ensure left node is the same as the original new_node.right = self._update(node.right, mid + 1, end, index, value) - new_node.value = new_node.left.value + ( - new_node.right.value if new_node.right else 0 - ) + new_node.value = new_node.left.value + (new_node.right.value if new_node.right else 0) return new_node def query(self, version: int, left: int, right: int) -> int: """ Queries the sum in the given range for the specified version. + + >>> pst = PersistentSegmentTree([1, 2, 3, 4]) + >>> pst.query(0, 0, 3) # Sum of all elements in original version + 10 + >>> pst.query(0, 1, 2) # Sum of elements at index 1 and 2 in original version + 5 + >>> version_1 = pst.update(0, 1, 5) # Update index 1 to 5 + >>> pst.query(version_1, 0, 3) # Sum of all elements in new version + 13 + >>> pst.query(version_1, 1, 2) # Sum of elements at index 1 and 2 + 8 """ return self._query(self.roots[version], 0, self.n - 1, left, right) - def _query( - self, node: Node | None, start: int, end: int, left: int, right: int - ) -> int: + def _query(self, node: Node, start: int, end: int, left: int, right: int) -> int: """ Queries the sum of values in the range [left, right] for the given node. + + >>> pst = PersistentSegmentTree([1, 2, 3, 4]) + >>> root = pst.roots[0] + >>> pst._query(root, 0, 3, 1, 2) # Sum of elements at index 1 and 2 + 5 + >>> pst._query(root, 0, 3, 0, 3) # Sum of all elements + 10 + >>> pst._query(root, 0, 3, 2, 3) # Sum of elements at index 2 and 3 + 7 """ if node is None or left > end or right < start: return 0 if left <= start and right >= end: return node.value mid = (start + end) // 2 - return self._query(node.left, start, mid, left, right) + self._query( - node.right, mid + 1, end, left, right - ) - + return (self._query(node.left, start, mid, left, right) + + self._query(node.right, mid + 1, end, left, right)) # Running the doctests if __name__ == "__main__": import doctest - print("Running doctests...") result = doctest.testmod() print(f"Ran {result.attempted} tests, {result.failed} failed.")