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January 1, 2021 04:44
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# The BSTree data structure\n", | |
"\n", | |
"## Agenda\n", | |
"\n", | |
"- API\n", | |
"- Implementation\n", | |
" - Search\n", | |
" - Addition\n", | |
" - Removal\n", | |
" - Iteration / Traversal" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## API" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class BSTree:\n", | |
" class Node:\n", | |
" def __init__(self, val, left=None, right=None):\n", | |
" self.val = val\n", | |
" self.left = left\n", | |
" self.right = right\n", | |
" \n", | |
" def __init__(self):\n", | |
" self.size = 0\n", | |
" self.root = None\n", | |
" \n", | |
" def add(self, val):\n", | |
" \"\"\"Adds `val` to this tree while maintaining BSTree properties.\"\"\"\n", | |
" assert(val not in self)\n", | |
" pass\n", | |
" \n", | |
" def __contains__(self, val):\n", | |
" \"\"\"Returns `True` if val is in this tree and `False` otherwise.\"\"\"\n", | |
" pass\n", | |
" \n", | |
" def __delitem__(self, val):\n", | |
" \"\"\"Removes `val` from this tree while maintaining BSTree properties.\"\"\"\n", | |
" assert(val in self)\n", | |
" pass\n", | |
" \n", | |
" def __iter__(self):\n", | |
" \"\"\"Returns an iterator over all the values in the tree, in ascending order.\"\"\"\n", | |
" pass\n", | |
"\n", | |
" def __len__(self):\n", | |
" return self.size\n", | |
"\n", | |
" def pprint(self, width=64):\n", | |
" \"\"\"Attempts to pretty-print this tree's contents.\"\"\"\n", | |
" height = self.height()\n", | |
" nodes = [(self.root, 0)]\n", | |
" prev_level = 0\n", | |
" repr_str = ''\n", | |
" while nodes:\n", | |
" n,level = nodes.pop(0)\n", | |
" if prev_level != level:\n", | |
" prev_level = level\n", | |
" repr_str += '\\n'\n", | |
" if not n:\n", | |
" if level < height-1:\n", | |
" nodes.extend([(None, level+1), (None, level+1)])\n", | |
" repr_str += '{val:^{width}}'.format(val='-', width=width//2**level)\n", | |
" elif n:\n", | |
" if n.left or level < height-1:\n", | |
" nodes.append((n.left, level+1))\n", | |
" if n.right or level < height-1:\n", | |
" nodes.append((n.right, level+1))\n", | |
" repr_str += '{val:^{width}}'.format(val=n.val, width=width//2**level)\n", | |
" print(repr_str)\n", | |
" \n", | |
" def height(self):\n", | |
" \"\"\"Returns the height of the longest branch of the tree.\"\"\"\n", | |
" def height_rec(t):\n", | |
" if not t:\n", | |
" return 0\n", | |
" else:\n", | |
" return max(1+height_rec(t.left), 1+height_rec(t.right))\n", | |
" return height_rec(self.root)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"t.root = BSTree.Node(5,\n", | |
" left=BSTree.Node(2),\n", | |
" right=BSTree.Node(10))\n", | |
"t.size = 3" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t.height()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Implementation" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Search" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class BSTree(BSTree):\n", | |
" def __contains__(self, val):\n", | |
" pass" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"t.root = BSTree.Node(5,\n", | |
" left=BSTree.Node(2),\n", | |
" right=BSTree.Node(10))\n", | |
"t.size = 3" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"5 in t" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Addition" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class BSTree(BSTree):\n", | |
" def add(self, val):\n", | |
" assert(val not in self)\n", | |
" pass" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import random\n", | |
"t = BSTree()\n", | |
"vals = list(range(5))\n", | |
"random.shuffle(vals)\n", | |
"for x in vals:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Removal" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class BSTree(BSTree):\n", | |
" def __delitem__(self, val):\n", | |
" assert(val in self)\n", | |
" # deal with relatively simple cases first!\n", | |
" pass" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"for x in [10, 5, 15, 2, 17]:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del t[2]\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"for x in [10, 5, 15, 2, 17]:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del t[5]\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"for x in [10, 5, 15, 2, 17]:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del t[15]\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"for x in [10, 5, 15, 2, 17]:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del t[10]\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class BSTree(BSTree):\n", | |
" def __delitem__(self, val):\n", | |
" # fully working delete\n", | |
" assert(val in self)\n", | |
" pass" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"for x in [10, 5, 2, 7, 9, 8, 1, 15, 12, 18]:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del t[15]\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"for x in [10, 5, 2, 7, 9, 8, 1, 15, 12, 18]:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del t[5]\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t = BSTree()\n", | |
"for x in [10, 5, 2, 7, 9, 8, 1, 15, 12, 18]:\n", | |
" t.add(x)\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del t[10]\n", | |
"t.pprint()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Iteration / Traversal" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class BSTree(BSTree):\n", | |
" def __iter__(self):\n", | |
" pass" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import random\n", | |
"t = BSTree()\n", | |
"vals = list(range(20))\n", | |
"random.shuffle(vals)\n", | |
"for x in vals:\n", | |
" t.add(x)\n", | |
"for x in t:\n", | |
" print(x)" | |
] | |
} | |
], | |
"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": "3.7.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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