interactive-coding-challenges/stacks_queues/stack-min.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: Implement a stack with push, pop, and min methods running O(1) time.\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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{
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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",
"* Can we assume this is a stack of ints?\n",
" * Yes\n",
"* Can we assume we already have a stack class that can be used for this problem?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Push/pop on empty stack\n",
"* Push/pop 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(n)\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)"
]
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
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"source": [
"%run stack.py"
]
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"source": [
"import sys\n",
"\n",
"class MyStack(Stack):\n",
" def __init__(self, top=None):\n",
" self.min_vals = Stack()\n",
" super(MyStack, self).__init__(top)\n",
"\n",
" def min(self):\n",
" if self.min_vals.top is None:\n",
" return sys.maxint\n",
" else:\n",
" return self.min_vals.peek()\n",
"\n",
" def push(self, data):\n",
" super(MyStack, self).push(data)\n",
" if data < self.min():\n",
" self.min_vals.push(data)\n",
"\n",
" def pop(self):\n",
" data = super(MyStack, self).pop()\n",
" if data == self.min():\n",
" self.min_vals.pop()\n",
" return data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test\n",
"\n",
"*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",
"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": [
"from nose.tools import assert_equal\n",
"\n",
"class Test(object):\n",
" def test_stack_min(self):\n",
" print('Test: Push on empty stack, non-empty stack')\n",
" stack = MyStack()\n",
" stack.push(5)\n",
" assert_equal(stack.peek(), 5)\n",
" assert_equal(stack.min(), 5)\n",
" stack.push(1)\n",
" assert_equal(stack.peek(), 1)\n",
" assert_equal(stack.min(), 1)\n",
" stack.push(3)\n",
" assert_equal(stack.peek(), 3)\n",
" assert_equal(stack.min(), 1)\n",
" stack.push(0)\n",
" assert_equal(stack.peek(), 0)\n",
" assert_equal(stack.min(), 0)\n",
"\n",
" print('Test: Pop on non-empty stack')\n",
" assert_equal(stack.pop(), 0)\n",
" assert_equal(stack.min(), 1)\n",
" assert_equal(stack.pop(), 3)\n",
" assert_equal(stack.min(), 1)\n",
" assert_equal(stack.pop(), 1)\n",
" assert_equal(stack.min(), 5)\n",
" assert_equal(stack.pop(), 5)\n",
" assert_equal(stack.min(), sys.maxint)\n",
"\n",
" print('Test: Pop empty stack')\n",
" assert_equal(stack.pop(), None)\n",
" \n",
" print('Success: test_stack_min')\n",
"\n",
"if __name__ == '__main__':\n",
" test = Test()\n",
" test.test_stack_min()"
]
}
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