Donne Martin 8 жил өмнө
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solutions/object_oriented_design/lru_cache/__init__.py


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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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solutions/object_oriented_design/lru_cache/lru_cache.py

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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