Created
October 4, 2017 02:46
-
-
Save myurasov/dfdb3221bd548e373c770835238c3e2f to your computer and use it in GitHub Desktop.
MaxHeap implementation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"metadata": { | |
"trusted": true, | |
"collapsed": true | |
}, | |
"cell_type": "code", | |
"source": "class MaxHeap():\n def __init__(self, data):\n self.data = data\n self._build_heap()\n\n def _build_heap(self):\n # start with one level above leaves\n # which already satisfy max-heap prop\n for i in reversed(range(len(self.data) // 2)):\n self._heapify(i)\n\n def _heapify(self, i):\n # indexes of left nad right nodes\n l = 2 * (i + 1) - 1\n r = 2 * (i + 1)\n\n # index which holds largest key of i, left, right\n m = i\n if l < len(self.data) and self.data[l] > self.data[i]: m = l\n if r < len(self.data) and self.data[r] > self.data[m]: m = r\n\n # swap element at i with largest child\n if i != m:\n self.data[i], self.data[m] = self.data[m], self.data[i]\n # heapify subtree tha we changed\n self._heapify(m)\n \n def get_max(self):\n return self.data[0]\n \n def extract_max(self):\n v = self.data.pop(0)\n self._heapify(0)\n return v\n \n def insert(self, x):\n self.data.append(x)\n self._build_heap()\n \n def set_element(self, i, x):\n self.data[i] = x\n self._build_heap()", | |
"execution_count": 112, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true, | |
"collapsed": true | |
}, | |
"cell_type": "code", | |
"source": "class Entry():\n def __init__(self, val):\n self.val = val\n\n def __gt__(e1, e2):\n return e1.val > e2.val\n\n def __ge__(e1, e2):\n return e1.val >= e2.val\n\n def __eq__(e1, e2):\n return e1.val == e2.val\n \n def __repr__(self):\n return str(self.val)", | |
"execution_count": 106, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true, | |
"collapsed": true | |
}, | |
"cell_type": "code", | |
"source": "e1 = Entry(100)\ne2 = Entry(500)\nassert (False == (e1 == e2))\nassert (False == (e1 > e2))\nassert (False == (e1 >= e2))\nassert (True == (e1 < e2))", | |
"execution_count": 107, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true, | |
"collapsed": true | |
}, | |
"cell_type": "code", | |
"source": "a = [16, 4, 10, 14, 7, 100, 9, 3, 2, 8, 1]\na = [Entry(x) for x in a]\nh = MaxHeap(a)\nprint(h.get_max())\nprint(h.data)\nprint(h.extract_max())\nprint(h.data)\nprint(h.insert(Entry(-10)))\nprint(h.data)", | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "a = [16, 4, 10, 14, 7, 100, 9, 3, 2, 8, 1]\na = [Entry(x) for x in a]\nh = MaxHeap(a)\nprint(h.get_max())\nprint(h.data)\nprint(h.extract_max())\nprint(h.data)\nprint(h.insert(Entry(-10)))\nprint(h.data)", | |
"execution_count": 110, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": "100\n[100, 14, 16, 4, 8, 10, 9, 3, 2, 7, 1]\n100\n[16, 14, 4, 8, 10, 9, 3, 2, 7, 1]\nNone\n[16, 14, 9, 8, 10, 4, 3, 2, 7, 1, -10]\n" | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "a = [16, 4, 10, 14, 7, 100, 9, 3, 2, 8, 1]\nh = MaxHeap(a)\nprint(h.get_max())\nprint(h.data)", | |
"execution_count": 111, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": "100\n[100, 14, 16, 4, 8, 10, 9, 3, 2, 7, 1]\n" | |
} | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"nbconvert_exporter": "python", | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"version": "3.5.2", | |
"pygments_lexer": "ipython3" | |
}, | |
"gist": { | |
"id": "", | |
"data": { | |
"description": "MaxHeap implementation", | |
"public": true | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment