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Add Floyd's Cycle Detection Algorithm (#10833)
* Add Floyd's Cycle Detection Algorithm * Add tests for add_node function * Apply suggestions from code review * Update floyds_cycle_detection.py --------- Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com>
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data_structures/linked_list/floyds_cycle_detection.py
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data_structures/linked_list/floyds_cycle_detection.py
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"""
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Floyd's cycle detection algorithm is a popular algorithm used to detect cycles
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in a linked list. It uses two pointers, a slow pointer and a fast pointer,
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to traverse the linked list. The slow pointer moves one node at a time while the fast
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pointer moves two nodes at a time. If there is a cycle in the linked list,
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the fast pointer will eventually catch up to the slow pointer and they will
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meet at the same node. If there is no cycle, the fast pointer will reach the end of
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the linked list and the algorithm will terminate.
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For more information: https://en.wikipedia.org/wiki/Cycle_detection#Floyd's_tortoise_and_hare
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"""
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from collections.abc import Iterator
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from dataclasses import dataclass
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from typing import Any, Self
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@dataclass
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class Node:
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"""
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A class representing a node in a singly linked list.
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"""
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data: Any
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next_node: Self | None = None
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@dataclass
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class LinkedList:
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"""
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A class representing a singly linked list.
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"""
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head: Node | None = None
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def __iter__(self) -> Iterator:
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"""
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Iterates through the linked list.
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Returns:
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Iterator: An iterator over the linked list.
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Examples:
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>>> linked_list = LinkedList()
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>>> list(linked_list)
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[]
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>>> linked_list.add_node(1)
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>>> tuple(linked_list)
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(1,)
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"""
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visited = []
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node = self.head
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while node:
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# Avoid infinite loop in there's a cycle
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if node in visited:
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return
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visited.append(node)
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yield node.data
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node = node.next_node
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def add_node(self, data: Any) -> None:
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"""
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Adds a new node to the end of the linked list.
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Args:
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data (Any): The data to be stored in the new node.
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Examples:
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>>> linked_list = LinkedList()
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>>> linked_list.add_node(1)
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>>> linked_list.add_node(2)
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>>> linked_list.add_node(3)
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>>> linked_list.add_node(4)
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>>> tuple(linked_list)
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(1, 2, 3, 4)
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"""
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new_node = Node(data)
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if self.head is None:
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self.head = new_node
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return
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current_node = self.head
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while current_node.next_node is not None:
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current_node = current_node.next_node
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current_node.next_node = new_node
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def detect_cycle(self) -> bool:
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"""
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Detects if there is a cycle in the linked list using
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Floyd's cycle detection algorithm.
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Returns:
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bool: True if there is a cycle, False otherwise.
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Examples:
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>>> linked_list = LinkedList()
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>>> linked_list.add_node(1)
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>>> linked_list.add_node(2)
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>>> linked_list.add_node(3)
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>>> linked_list.add_node(4)
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>>> linked_list.detect_cycle()
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False
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# Create a cycle in the linked list
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>>> linked_list.head.next_node.next_node.next_node = linked_list.head.next_node
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>>> linked_list.detect_cycle()
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True
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"""
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if self.head is None:
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return False
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slow_pointer: Node | None = self.head
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fast_pointer: Node | None = self.head
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while fast_pointer is not None and fast_pointer.next_node is not None:
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slow_pointer = slow_pointer.next_node if slow_pointer else None
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fast_pointer = fast_pointer.next_node.next_node
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if slow_pointer == fast_pointer:
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return True
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return False
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if __name__ == "__main__":
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import doctest
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doctest.testmod()
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linked_list = LinkedList()
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linked_list.add_node(1)
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linked_list.add_node(2)
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linked_list.add_node(3)
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linked_list.add_node(4)
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# Create a cycle in the linked list
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# It first checks if the head, next_node, and next_node.next_node attributes of the
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# linked list are not None to avoid any potential type errors.
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if (
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linked_list.head
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and linked_list.head.next_node
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and linked_list.head.next_node.next_node
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):
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linked_list.head.next_node.next_node.next_node = linked_list.head.next_node
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has_cycle = linked_list.detect_cycle()
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print(has_cycle) # Output: True
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