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solutions/object_oriented_design/hash_table/hash_map.ipynb
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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')" | ||
] | ||
} | ||
], | ||
"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 | ||
} |
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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') |