interactive-coding-challenges/stacks_queues/n_stacks/n_stacks_solution.ipynb

266 lines
6.8 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)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem: Implement n stacks using a single array.\n",
"\n",
"* [Constraints](#Constraints)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
},
{
"cell_type": "markdown",
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"source": [
"## Constraints\n",
"\n",
"* Are the stacks and array a fixed size?\n",
" * Yes\n",
"* Are the stacks equally sized?\n",
" * Yes\n",
"* Does pushing to a full stack result in an exception?\n",
" * Yes\n",
"* Does popping from an empty stack result in an exception?\n",
" * Yes\n",
"* Can we assume the user passed in stack index is valid?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Test the following on the three stacks:\n",
" * Push to full stack -> Exception\n",
" * Push to non-full stack\n",
" * Pop on empty stack -> Exception\n",
" * Pop on non-empty stack"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"### Absolute Index\n",
"\n",
"* return stack size * stack index + stack pointer\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)\n",
"\n",
"### Push\n",
"\n",
"* If stack is full, throw exception\n",
"* Else\n",
" * Increment stack pointer\n",
" * Get the absolute array index\n",
" * Insert the value to this index\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)\n",
"\n",
"### Pop\n",
"\n",
"* If stack is empty, throw exception\n",
"* Else\n",
" * Store the value contained in the absolute array index\n",
" * Set the value in the absolute array index to None\n",
" * Decrement stack pointer\n",
" * return value\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
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"collapsed": true
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"outputs": [],
"source": [
"class Stacks(object):\n",
"\n",
" def __init__(self, num_stacks, stack_size):\n",
" self.num_stacks = num_stacks\n",
" self.stack_size = stack_size\n",
" self.stack_pointers = [-1] * num_stacks\n",
" self.stack_array = [None] * num_stacks * stack_size\n",
"\n",
" def abs_index(self, stack_index):\n",
" return stack_index * self.stack_size + self.stack_pointers[stack_index]\n",
"\n",
" def push(self, stack_index, data):\n",
" if self.stack_pointers[stack_index] == self.stack_size - 1:\n",
" raise Exception('Stack is full')\n",
" self.stack_pointers[stack_index] += 1\n",
" array_index = self.abs_index(stack_index)\n",
" self.stack_array[array_index] = data\n",
"\n",
" def pop(self, stack_index):\n",
" if self.stack_pointers[stack_index] == -1:\n",
" raise Exception('Stack is empty')\n",
" array_index = self.abs_index(stack_index)\n",
" data = self.stack_array[array_index]\n",
" self.stack_array[array_index] = None\n",
" self.stack_pointers[stack_index] -= 1\n",
" return data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_n_stacks.py\n"
]
}
],
"source": [
"%%writefile test_n_stacks.py\n",
"from nose.tools import assert_equal\n",
"from nose.tools import raises\n",
"\n",
"\n",
"class TestStacks(object):\n",
"\n",
" @raises(Exception)\n",
" def test_pop_on_empty(self, num_stacks, stack_size):\n",
" print('Test: Pop on empty stack')\n",
" stacks = Stacks(num_stacks, stack_size)\n",
" stacks.pop(0)\n",
"\n",
" @raises(Exception)\n",
" def test_push_on_full(self, num_stacks, stack_size):\n",
" print('Test: Push to full stack')\n",
" stacks = Stacks(num_stacks, stack_size)\n",
" for i in range(0, stack_size):\n",
" stacks.push(2, i)\n",
" stacks.push(2, stack_size)\n",
"\n",
" def test_stacks(self, num_stacks, stack_size):\n",
" print('Test: Push to non-full stack')\n",
" stacks = Stacks(num_stacks, stack_size)\n",
" stacks.push(0, 1)\n",
" stacks.push(0, 2)\n",
" stacks.push(1, 3)\n",
" stacks.push(2, 4)\n",
"\n",
" print('Test: Pop on non-empty stack')\n",
" assert_equal(stacks.pop(0), 2)\n",
" assert_equal(stacks.pop(0), 1)\n",
" assert_equal(stacks.pop(1), 3)\n",
" assert_equal(stacks.pop(2), 4)\n",
"\n",
" print('Success: test_stacks\\n')\n",
"\n",
"\n",
"def main():\n",
" num_stacks = 3\n",
" stack_size = 100\n",
" test = TestStacks()\n",
" test.test_pop_on_empty(num_stacks, stack_size)\n",
" test.test_push_on_full(num_stacks, stack_size)\n",
" test.test_stacks(num_stacks, stack_size)\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test: Pop on empty stack\n",
"Test: Push to full stack\n",
"Test: Push to non-full stack\n",
"Test: Pop on non-empty stack\n",
"Success: test_stacks\n",
"\n"
]
}
],
"source": [
"run -i test_n_stacks.py"
]
}
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