interactive-coding-challenges/stacks_queues/stack_min/stack_min_solution.ipynb

260 lines
6.3 KiB
Python

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"This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges)."
]
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem: Implement a stack with push, pop, and min methods running O(1) time.\n",
"\n",
"* [Constraints](#Constraints)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
},
{
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"source": [
"## Constraints\n",
"\n",
"* Can we assume this is a stack of ints?\n",
" * Yes\n",
"* Can we assume the input values for push are valid?\n",
" * Yes\n",
"* If we call this function on an empty stack, can we return sys.maxsize?\n",
" * Yes\n",
"* Can we assume we already have a stack class that can be used for this problem?\n",
" * Yes\n",
"* Can we assume this fits memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Push/pop on empty stack\n",
"* Push/pop on non-empty stack\n",
"* Min on empty stack\n",
"* Min on non-empty stack"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"We'll use a second stack to keep track of the minimum values.\n",
"\n",
"### Min\n",
"\n",
"* If the second stack is empty, return an error code (max int value)\n",
"* Else, return the top of the stack, without popping it\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)\n",
"\n",
"### Push\n",
"\n",
"* Push the data\n",
"* If the data is less than min\n",
" * Push data to second stack\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)\n",
"\n",
"### Pop\n",
"\n",
"* Pop the data\n",
"* If the data is equal to min\n",
" * Pop the top of the second stack\n",
"* Return the data\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%run ../stack/stack.py"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"\n",
"\n",
"class StackMin(Stack):\n",
"\n",
" def __init__(self, top=None):\n",
" super(StackMin, self).__init__(top)\n",
" self.stack_of_mins = Stack()\n",
"\n",
" def minimum(self):\n",
" if self.stack_of_mins.top is None:\n",
" return sys.maxsize\n",
" else:\n",
" return self.stack_of_mins.peek()\n",
"\n",
" def push(self, data):\n",
" super(StackMin, self).push(data)\n",
" if data < self.minimum():\n",
" self.stack_of_mins.push(data)\n",
"\n",
" def pop(self):\n",
" data = super(StackMin, self).pop()\n",
" if data == self.minimum():\n",
" self.stack_of_mins.pop()\n",
" return data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_stack_min.py\n"
]
}
],
"source": [
"%%writefile test_stack_min.py\n",
"import unittest\n",
"\n",
"\n",
"class TestStackMin(unittest.TestCase):\n",
"\n",
" def test_stack_min(self):\n",
" print('Test: Push on empty stack, non-empty stack')\n",
" stack = StackMin()\n",
" stack.push(5)\n",
" self.assertEqual(stack.peek(), 5)\n",
" self.assertEqual(stack.minimum(), 5)\n",
" stack.push(1)\n",
" self.assertEqual(stack.peek(), 1)\n",
" self.assertEqual(stack.minimum(), 1)\n",
" stack.push(3)\n",
" self.assertEqual(stack.peek(), 3)\n",
" self.assertEqual(stack.minimum(), 1)\n",
" stack.push(0)\n",
" self.assertEqual(stack.peek(), 0)\n",
" self.assertEqual(stack.minimum(), 0)\n",
"\n",
" print('Test: Pop on non-empty stack')\n",
" self.assertEqual(stack.pop(), 0)\n",
" self.assertEqual(stack.minimum(), 1)\n",
" self.assertEqual(stack.pop(), 3)\n",
" self.assertEqual(stack.minimum(), 1)\n",
" self.assertEqual(stack.pop(), 1)\n",
" self.assertEqual(stack.minimum(), 5)\n",
" self.assertEqual(stack.pop(), 5)\n",
" self.assertEqual(stack.minimum(), sys.maxsize)\n",
"\n",
" print('Test: Pop empty stack')\n",
" self.assertEqual(stack.pop(), None)\n",
"\n",
" print('Success: test_stack_min')\n",
"\n",
"\n",
"def main():\n",
" test = TestStackMin()\n",
" test.test_stack_min()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test: Push on empty stack, non-empty stack\n",
"Test: Pop on non-empty stack\n",
"Test: Pop empty stack\n",
"Success: test_stack_min\n"
]
}
],
"source": [
"run -i test_stack_min.py"
]
}
],
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