interactive-coding-challenges/linked-lists/find-loop-start.ipynb

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"<small><i>This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://bit.ly/code-notes).</i></small>"
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"## Problem: Find the start of a linked list loop.\n",
"\n",
"* [Constraints and Assumptions](#Constraints-and-Assumptions)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
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"source": [
"## Constraints and Assumptions\n",
"\n",
"*Problem statements are often intentionally ambiguous. Identifying constraints and stating assumptions can help to ensure you code the intended solution.*\n",
"\n",
"* This is a singly linked list?\n",
" * Yes\n",
"* Can we assume we are always passed a circular linked list?\n",
" * No\n",
"* Can we assume we already have a linked list class that can be used for this problem?\n",
" * Yes"
]
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"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Empty list\n",
"* Not a circular linked list\n",
" * One element\n",
" * Two elements\n",
" * Three or more elements\n",
"* General case"
]
},
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"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"* Use two pointers i, j, initialized to the head\n",
"* Increment i and j until they meet\n",
" * j is incremented twice as fast as i\n",
" * If j's next is NULL, we do not have a circular list\n",
"* When i and j meet, move j to the head\n",
"* Increment i and j one node at a time until they meet\n",
"* Where they meet is the start of the loop\n",
"\n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: In-place"
]
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"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
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"%run linked_list.py"
]
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"source": [
"class MyLinkedList(LinkedList):\n",
" def find_loop_start(self):\n",
" if self.head is None or self.head.next is None:\n",
" return\n",
" i = self.head\n",
" j = self.head\n",
" i = i.next\n",
" j = j.next.next\n",
" \n",
" # Increment i and j until they meet\n",
" # j is incremented twice as fast as i\n",
" while j != i:\n",
" i = i.next\n",
" if j is None or j.next is None:\n",
" return\n",
" j = j.next.next\n",
" \n",
" # When i and j meet, move j to the head\n",
" j = self.head\n",
" \n",
" # Increment i and j one node at a time until \n",
" # they meet, which is the start of the loop\n",
" while j != i:\n",
" i = i.next\n",
" j = j.next\n",
" return i.data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*It is important to identify and run through general and edge cases from the [Test Cases](#Test-Cases) section by hand. You generally will not be asked to write a unit test like what is shown below.*"
]
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"name": "stdout",
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"text": [
"Test: Empty list\n",
"Test: Not a circular linked list: One element\n",
"Test: Not a circular linked list: Two elements\n",
"Test: Not a circular linked list: Three or more elements\n",
"Test: General case: Circular linked list\n",
"Success: test_find_loop_start\n"
]
}
],
"source": [
"from nose.tools import assert_equal\n",
"\n",
"class Test(object):\n",
" def test_find_loop_start(self):\n",
" print('Test: Empty list')\n",
" linked_list = MyLinkedList()\n",
" assert_equal(linked_list.find_loop_start(), None)\n",
" \n",
" print('Test: Not a circular linked list: One element')\n",
" head = Node(1)\n",
" linked_list = MyLinkedList(head)\n",
" assert_equal(linked_list.find_loop_start(), None)\n",
" \n",
" print('Test: Not a circular linked list: Two elements')\n",
" linked_list.append(2)\n",
" assert_equal(linked_list.find_loop_start(), None)\n",
" \n",
" print('Test: Not a circular linked list: Three or more elements')\n",
" linked_list.append(3)\n",
" assert_equal(linked_list.find_loop_start(), None)\n",
" \n",
" print('Test: General case: Circular linked list')\n",
" node10 = Node(10)\n",
" node9 = Node(9, node10)\n",
" node8 = Node(8, node9)\n",
" node7 = Node(7, node8)\n",
" node6 = Node(6, node7)\n",
" node5 = Node(5, node6)\n",
" node4 = Node(4, node5)\n",
" node3 = Node(3, node4)\n",
" node2 = Node(2, node3)\n",
" node1 = Node(1, node2)\n",
" node0 = Node(0, node1)\n",
" node10.next = node3\n",
" linked_list = MyLinkedList(node0)\n",
" assert_equal(linked_list.find_loop_start(), 3)\n",
" \n",
" print('Success: test_find_loop_start')\n",
"\n",
"if __name__ == '__main__':\n",
" test = Test()\n",
" test.test_find_loop_start()"
]
}
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