122 lines
3.1 KiB
Plaintext
122 lines
3.1 KiB
Plaintext
|
{
|
||
|
"cells": [
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer)."
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"# Design a hash map"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"## Constraints and assumptions\n",
|
||
|
"\n",
|
||
|
"* For simplicity, are the keys integers only?\n",
|
||
|
" * Yes\n",
|
||
|
"* For collision resolution, can we use chaining?\n",
|
||
|
" * Yes\n",
|
||
|
"* Do we have to worry about load factors?\n",
|
||
|
" * No\n",
|
||
|
"* Can we assume inputs are valid or do we have to validate them?\n",
|
||
|
" * Assume they're valid\n",
|
||
|
"* Can we assume this fits memory?\n",
|
||
|
" * Yes"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"## Solution"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
|
"execution_count": 1,
|
||
|
"metadata": {
|
||
|
"collapsed": false
|
||
|
},
|
||
|
"outputs": [
|
||
|
{
|
||
|
"name": "stdout",
|
||
|
"output_type": "stream",
|
||
|
"text": [
|
||
|
"Overwriting hash_map.py\n"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
|
"source": [
|
||
|
"%%writefile hash_map.py\n",
|
||
|
"class Item(object):\n",
|
||
|
"\n",
|
||
|
" def __init__(self, key, value):\n",
|
||
|
" self.key = key\n",
|
||
|
" self.value = value\n",
|
||
|
"\n",
|
||
|
"\n",
|
||
|
"class HashTable(object):\n",
|
||
|
"\n",
|
||
|
" def __init__(self, size):\n",
|
||
|
" self.size = size\n",
|
||
|
" self.table = [[] for _ in range(self.size)]\n",
|
||
|
"\n",
|
||
|
" def _hash_function(self, key):\n",
|
||
|
" return key % self.size\n",
|
||
|
"\n",
|
||
|
" def set(self, key, value):\n",
|
||
|
" hash_index = self._hash_function(key)\n",
|
||
|
" for item in self.table[hash_index]:\n",
|
||
|
" if item.key == key:\n",
|
||
|
" item.value = value\n",
|
||
|
" return\n",
|
||
|
" self.table[hash_index].append(Item(key, value))\n",
|
||
|
"\n",
|
||
|
" def get(self, key):\n",
|
||
|
" hash_index = self._hash_function(key)\n",
|
||
|
" for item in self.table[hash_index]:\n",
|
||
|
" if item.key == key:\n",
|
||
|
" return item.value\n",
|
||
|
" raise KeyError('Key not found')\n",
|
||
|
"\n",
|
||
|
" def remove(self, key):\n",
|
||
|
" hash_index = self._hash_function(key)\n",
|
||
|
" for index, item in enumerate(self.table[hash_index]):\n",
|
||
|
" if item.key == key:\n",
|
||
|
" del self.table[hash_index][index]\n",
|
||
|
" return\n",
|
||
|
" raise KeyError('Key not found')"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
|
"metadata": {
|
||
|
"kernelspec": {
|
||
|
"display_name": "Python 3",
|
||
|
"language": "python",
|
||
|
"name": "python3"
|
||
|
},
|
||
|
"language_info": {
|
||
|
"codemirror_mode": {
|
||
|
"name": "ipython",
|
||
|
"version": 3
|
||
|
},
|
||
|
"file_extension": ".py",
|
||
|
"mimetype": "text/x-python",
|
||
|
"name": "python",
|
||
|
"nbconvert_exporter": "python",
|
||
|
"pygments_lexer": "ipython3",
|
||
|
"version": "3.4.3"
|
||
|
}
|
||
|
},
|
||
|
"nbformat": 4,
|
||
|
"nbformat_minor": 0
|
||
|
}
|