Created
December 23, 2020 14:20
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Heap Implementation in Python
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"left = lambda x: x * 2 + 1\n", | |
"right = lambda x: x * 2 + 2\n", | |
"parent = lambda x: (x - 1) // 2" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def push(heap, element):\n", | |
" i = len(heap)\n", | |
" heap.append(element)\n", | |
" while i:\n", | |
" p = parent(i)\n", | |
" if heap[i] >= heap[p]:\n", | |
" break\n", | |
" \n", | |
" heap[i], heap[p] = heap[p], heap[i]\n", | |
" i = p\n", | |
"\n", | |
"def pop(heap):\n", | |
" if len(heap) == 1:\n", | |
" return heap.pop()\n", | |
" \n", | |
" out = heap[0]\n", | |
" \n", | |
" heap[0] = heap.pop()\n", | |
" i = 0\n", | |
" while (l := left(i)) < len(heap):\n", | |
" k = l if (r := right(i)) >= len(heap) or heap[l] < heap[r] else r\n", | |
" \n", | |
" if heap[i] <= heap[k]:\n", | |
" break\n", | |
" \n", | |
" heap[k], heap[i] = heap[i], heap[k]\n", | |
" i = k\n", | |
" \n", | |
" return out" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"push 11 -> [11]\n", | |
"push 20 -> [11, 20]\n", | |
"push 19 -> [11, 20, 19]\n", | |
"push 3 -> [3, 11, 19, 20]\n", | |
"push 15 -> [3, 11, 19, 20, 15]\n", | |
"push 4 -> [3, 11, 4, 20, 15, 19]\n", | |
"push 10 -> [3, 11, 4, 20, 15, 19, 10]\n", | |
"push 8 -> [3, 8, 4, 11, 15, 19, 10, 20]\n", | |
"push 8 -> [3, 8, 4, 8, 15, 19, 10, 20, 11]\n", | |
"push 7 -> [3, 7, 4, 8, 8, 19, 10, 20, 11, 15]\n", | |
"push 11 -> [3, 7, 4, 8, 8, 19, 10, 20, 11, 15, 11]\n", | |
"push 17 -> [3, 7, 4, 8, 8, 17, 10, 20, 11, 15, 11, 19]\n", | |
"push 17 -> [3, 7, 4, 8, 8, 17, 10, 20, 11, 15, 11, 19, 17]\n", | |
"push 6 -> [3, 7, 4, 8, 8, 17, 6, 20, 11, 15, 11, 19, 17, 10]\n", | |
"push 8 -> [3, 7, 4, 8, 8, 17, 6, 20, 11, 15, 11, 19, 17, 10, 8]\n", | |
"push 1 -> [1, 3, 4, 7, 8, 17, 6, 8, 11, 15, 11, 19, 17, 10, 8, 20]\n", | |
"push 1 -> [1, 1, 4, 3, 8, 17, 6, 7, 11, 15, 11, 19, 17, 10, 8, 20, 8]\n", | |
"push 14 -> [1, 1, 4, 3, 8, 17, 6, 7, 11, 15, 11, 19, 17, 10, 8, 20, 8, 14]\n", | |
"push 3 -> [1, 1, 4, 3, 8, 17, 6, 7, 3, 15, 11, 19, 17, 10, 8, 20, 8, 14, 11]\n", | |
"push 18 -> [1, 1, 4, 3, 8, 17, 6, 7, 3, 15, 11, 19, 17, 10, 8, 20, 8, 14, 11, 18]\n", | |
"push 6 -> [1, 1, 4, 3, 6, 17, 6, 7, 3, 8, 11, 19, 17, 10, 8, 20, 8, 14, 11, 18, 15]\n", | |
"push 7 -> [1, 1, 4, 3, 6, 17, 6, 7, 3, 8, 7, 19, 17, 10, 8, 20, 8, 14, 11, 18, 15, 11]\n", | |
"push 4 -> [1, 1, 4, 3, 4, 17, 6, 7, 3, 8, 6, 19, 17, 10, 8, 20, 8, 14, 11, 18, 15, 11, 7]\n", | |
"push 1 -> [1, 1, 1, 3, 4, 4, 6, 7, 3, 8, 6, 17, 17, 10, 8, 20, 8, 14, 11, 18, 15, 11, 7, 19]\n", | |
"push 16 -> [1, 1, 1, 3, 4, 4, 6, 7, 3, 8, 6, 16, 17, 10, 8, 20, 8, 14, 11, 18, 15, 11, 7, 19, 17]\n", | |
"pop -> 1 [1, 1, 4, 3, 4, 16, 6, 7, 3, 8, 6, 17, 17, 10, 8, 20, 8, 14, 11, 18, 15, 11, 7, 19]\n", | |
"pop -> 1 [1, 3, 4, 3, 4, 16, 6, 7, 11, 8, 6, 17, 17, 10, 8, 20, 8, 14, 19, 18, 15, 11, 7]\n", | |
"pop -> 1 [3, 3, 4, 7, 4, 16, 6, 7, 11, 8, 6, 17, 17, 10, 8, 20, 8, 14, 19, 18, 15, 11]\n", | |
"pop -> 3 [3, 4, 4, 7, 6, 16, 6, 7, 11, 8, 11, 17, 17, 10, 8, 20, 8, 14, 19, 18, 15]\n", | |
"pop -> 3 [4, 4, 6, 7, 6, 16, 8, 7, 11, 8, 11, 17, 17, 10, 15, 20, 8, 14, 19, 18]\n", | |
"pop -> 4 [4, 6, 6, 7, 8, 16, 8, 7, 11, 18, 11, 17, 17, 10, 15, 20, 8, 14, 19]\n", | |
"pop -> 4 [6, 6, 8, 7, 8, 16, 10, 7, 11, 18, 11, 17, 17, 19, 15, 20, 8, 14]\n", | |
"pop -> 6 [6, 7, 8, 7, 8, 16, 10, 8, 11, 18, 11, 17, 17, 19, 15, 20, 14]\n", | |
"pop -> 6 [7, 7, 8, 8, 8, 16, 10, 14, 11, 18, 11, 17, 17, 19, 15, 20]\n", | |
"pop -> 7 [7, 8, 8, 8, 11, 16, 10, 14, 11, 18, 20, 17, 17, 19, 15]\n", | |
"pop -> 7 [8, 8, 10, 8, 11, 16, 15, 14, 11, 18, 20, 17, 17, 19]\n", | |
"pop -> 8 [8, 8, 10, 11, 11, 16, 15, 14, 19, 18, 20, 17, 17]\n", | |
"pop -> 8 [8, 11, 10, 11, 17, 16, 15, 14, 19, 18, 20, 17]\n", | |
"pop -> 8 [10, 11, 15, 11, 17, 16, 17, 14, 19, 18, 20]\n", | |
"pop -> 10 [11, 11, 15, 14, 17, 16, 17, 20, 19, 18]\n", | |
"pop -> 11 [11, 14, 15, 18, 17, 16, 17, 20, 19]\n", | |
"pop -> 11 [14, 17, 15, 18, 19, 16, 17, 20]\n", | |
"pop -> 14 [15, 17, 16, 18, 19, 20, 17]\n", | |
"pop -> 15 [16, 17, 17, 18, 19, 20]\n", | |
"pop -> 16 [17, 17, 20, 18, 19]\n", | |
"pop -> 17 [17, 18, 20, 19]\n", | |
"pop -> 17 [18, 19, 20]\n", | |
"pop -> 18 [19, 20]\n", | |
"pop -> 19 [20]\n", | |
"pop -> 20 []\n" | |
] | |
} | |
], | |
"source": [ | |
"import random\n", | |
"\n", | |
"heap = []\n", | |
"for _ in range(25):\n", | |
" element = random.randint(1, 20)\n", | |
" push(heap, element)\n", | |
" print(\"push\", element, \"->\", heap)\n", | |
"\n", | |
"while heap:\n", | |
" print(\"pop ->\", pop(heap), heap)" | |
] | |
} | |
], | |
"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": "3.8.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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