Add Hash Table solution

This commit is contained in:
Donne Martin 2017-03-03 18:53:41 -08:00
parent 0f517c709e
commit 7595e2a499
3 changed files with 159 additions and 0 deletions

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{
"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')"
]
}
],
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"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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class Item(object):
def __init__(self, key, value):
self.key = key
self.value = value
class HashTable(object):
def __init__(self, size):
self.size = size
self.table = [[] for _ in range(self.size)]
def _hash_function(self, key):
return key % self.size
def set(self, key, value):
hash_index = self._hash_function(key)
for item in self.table[hash_index]:
if item.key == key:
item.value = value
return
self.table[hash_index].append(Item(key, value))
def get(self, key):
hash_index = self._hash_function(key)
for item in self.table[hash_index]:
if item.key == key:
return item.value
raise KeyError('Key not found')
def remove(self, key):
hash_index = self._hash_function(key)
for index, item in enumerate(self.table[hash_index]):
if item.key == key:
del self.table[hash_index][index]
return
raise KeyError('Key not found')