Add Hash Table solution
parent
0f517c709e
commit
7595e2a499
|
@ -0,0 +1,121 @@
|
|||
{
|
||||
"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
|
||||
}
|
|
@ -0,0 +1,38 @@
|
|||
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')
|
Loading…
Reference in New Issue