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solutions/object_oriented_design/lru_cache/lru_cache.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 an LRU cache" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Constraints and assumptions\n", | ||
"\n", | ||
"* What are we caching?\n", | ||
" * We are cahing the results of web queries\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 lru_cache.py\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"%%writefile lru_cache.py\n", | ||
"class Node(object):\n", | ||
"\n", | ||
" def __init__(self, results):\n", | ||
" self.results = results\n", | ||
" self.next = next\n", | ||
"\n", | ||
"\n", | ||
"class LinkedList(object):\n", | ||
"\n", | ||
" def __init__(self):\n", | ||
" self.head = None\n", | ||
" self.tail = None\n", | ||
"\n", | ||
" def move_to_front(self, node): # ...\n", | ||
" def append_to_front(self, node): # ...\n", | ||
" def remove_from_tail(self): # ...\n", | ||
"\n", | ||
"\n", | ||
"class Cache(object):\n", | ||
"\n", | ||
" def __init__(self, MAX_SIZE):\n", | ||
" self.MAX_SIZE = MAX_SIZE\n", | ||
" self.size = 0\n", | ||
" self.lookup = {} # key: query, value: node\n", | ||
" self.linked_list = LinkedList()\n", | ||
"\n", | ||
" def get(self, query)\n", | ||
" \"\"\"Get the stored query result from the cache.\n", | ||
" \n", | ||
" Accessing a node updates its position to the front of the LRU list.\n", | ||
" \"\"\"\n", | ||
" node = self.lookup[query]\n", | ||
" if node is None:\n", | ||
" return None\n", | ||
" self.linked_list.move_to_front(node)\n", | ||
" return node.results\n", | ||
"\n", | ||
" def set(self, results, query):\n", | ||
" \"\"\"Set the result for the given query key in the cache.\n", | ||
" \n", | ||
" When updating an entry, updates its position to the front of the LRU list.\n", | ||
" If the entry is new and the cache is at capacity, removes the oldest entry\n", | ||
" before the new entry is added.\n", | ||
" \"\"\"\n", | ||
" node = self.lookup[query]\n", | ||
" if node is not None:\n", | ||
" # Key exists in cache, update the value\n", | ||
" node.results = results\n", | ||
" self.linked_list.move_to_front(node)\n", | ||
" else:\n", | ||
" # Key does not exist in cache\n", | ||
" if self.size == self.MAX_SIZE:\n", | ||
" # Remove the oldest entry from the linked list and lookup\n", | ||
" self.lookup.pop(self.linked_list.tail.query, None)\n", | ||
" self.linked_list.remove_from_tail()\n", | ||
" else:\n", | ||
" self.size += 1\n", | ||
" # Add the new key and value\n", | ||
" new_node = Node(results)\n", | ||
" self.linked_list.append_to_front(new_node)\n", | ||
" self.lookup[query] = new_node" | ||
] | ||
} | ||
], | ||
"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 Node(object): | ||
|
||
def __init__(self, results): | ||
self.results = results | ||
self.next = next | ||
|
||
|
||
class LinkedList(object): | ||
|
||
def __init__(self): | ||
self.head = None | ||
self.tail = None | ||
|
||
def move_to_front(self, node): # ... | ||
def append_to_front(self, node): # ... | ||
def remove_from_tail(self): # ... | ||
|
||
|
||
class Cache(object): | ||
|
||
def __init__(self, MAX_SIZE): | ||
self.MAX_SIZE = MAX_SIZE | ||
self.size = 0 | ||
self.lookup = {} # key: query, value: node | ||
self.linked_list = LinkedList() | ||
|
||
def get(self, query) | ||
"""Get the stored query result from the cache. | ||
Accessing a node updates its position to the front of the LRU list. | ||
""" | ||
node = self.lookup[query] | ||
if node is None: | ||
return None | ||
self.linked_list.move_to_front(node) | ||
return node.results | ||
|
||
def set(self, results, query): | ||
"""Set the result for the given query key in the cache. | ||
When updating an entry, updates its position to the front of the LRU list. | ||
If the entry is new and the cache is at capacity, removes the oldest entry | ||
before the new entry is added. | ||
""" | ||
node = self.lookup[query] | ||
if node is not None: | ||
# Key exists in cache, update the value | ||
node.results = results | ||
self.linked_list.move_to_front(node) | ||
else: | ||
# Key does not exist in cache | ||
if self.size == self.MAX_SIZE: | ||
# Remove the oldest entry from the linked list and lookup | ||
self.lookup.pop(self.linked_list.tail.query, None) | ||
self.linked_list.remove_from_tail() | ||
else: | ||
self.size += 1 | ||
# Add the new key and value | ||
new_node = Node(results) | ||
self.linked_list.append_to_front(new_node) | ||
self.lookup[query] = new_node |