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+{
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+ "cells": [
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "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)."
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "# Design an LRU cache"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "## Constraints and assumptions\n",
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+ "\n",
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+ "* What are we caching?\n",
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+ " * We are cahing the results of web queries\n",
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+ "* Can we assume inputs are valid or do we have to validate them?\n",
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+ " * Assume they're valid\n",
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+ "* Can we assume this fits memory?\n",
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+ " * Yes"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "## Solution"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "metadata": {
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+ "collapsed": false
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+ },
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Overwriting lru_cache.py\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "%%writefile lru_cache.py\n",
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+ "class Node(object):\n",
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+ "\n",
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+ " def __init__(self, results):\n",
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+ " self.results = results\n",
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+ " self.next = next\n",
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+ "\n",
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+ "\n",
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+ "class LinkedList(object):\n",
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+ "\n",
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+ " def __init__(self):\n",
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+ " self.head = None\n",
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+ " self.tail = None\n",
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+ "\n",
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+ " def move_to_front(self, node): # ...\n",
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+ " def append_to_front(self, node): # ...\n",
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+ " def remove_from_tail(self): # ...\n",
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+ "\n",
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+ "\n",
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+ "class Cache(object):\n",
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+ "\n",
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+ " def __init__(self, MAX_SIZE):\n",
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+ " self.MAX_SIZE = MAX_SIZE\n",
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+ " self.size = 0\n",
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+ " self.lookup = {} # key: query, value: node\n",
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+ " self.linked_list = LinkedList()\n",
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+ "\n",
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+ " def get(self, query)\n",
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+ " \"\"\"Get the stored query result from the cache.\n",
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+ " \n",
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+ " Accessing a node updates its position to the front of the LRU list.\n",
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+ " \"\"\"\n",
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+ " node = self.lookup[query]\n",
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+ " if node is None:\n",
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+ " return None\n",
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+ " self.linked_list.move_to_front(node)\n",
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+ " return node.results\n",
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+ "\n",
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+ " def set(self, results, query):\n",
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+ " \"\"\"Set the result for the given query key in the cache.\n",
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+ " \n",
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+ " When updating an entry, updates its position to the front of the LRU list.\n",
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+ " If the entry is new and the cache is at capacity, removes the oldest entry\n",
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+ " before the new entry is added.\n",
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+ " \"\"\"\n",
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+ " node = self.lookup[query]\n",
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+ " if node is not None:\n",
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+ " # Key exists in cache, update the value\n",
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+ " node.results = results\n",
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+ " self.linked_list.move_to_front(node)\n",
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+ " else:\n",
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+ " # Key does not exist in cache\n",
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+ " if self.size == self.MAX_SIZE:\n",
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+ " # Remove the oldest entry from the linked list and lookup\n",
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+ " self.lookup.pop(self.linked_list.tail.query, None)\n",
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+ " self.linked_list.remove_from_tail()\n",
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+ " else:\n",
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+ " self.size += 1\n",
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+ " # Add the new key and value\n",
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+ " new_node = Node(results)\n",
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+ " self.linked_list.append_to_front(new_node)\n",
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+ " self.lookup[query] = new_node"
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+ ]
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.4.3"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 0
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+}
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