[1] 1 лаба #173
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MusinAA/.gitignore
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MusinAA/.gitignore
vendored
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.vscode/
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*/tests/
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349
MusinAA/docs/Report 1.ipynb
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MusinAA/docs/Report 1.ipynb
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MusinAA/docs/data/task1/performance_plot.png
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MusinAA/docs/data/task1/performance_plot.png
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MusinAA/docs/data/task1/results.csv
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MusinAA/docs/data/task1/results.csv
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Структура,Режим,Вставка,Поиск,Удаление
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Связанный список,Cлучайный,0.09829891600020346,0.0007068659997457871,0.0005386180000641616
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Хэш-таблица,Cлучайный,0.04794800999934523,0.00069890399936412,0.00033887100016727345
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Бинарное дерево,Cлучайный,0.014146466999591212,0.00019723300010809908,0.00022258500030147843
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Связанный список,Отсортированный,0.16592630900049699,0.0017924130006576888,0.001010537000183831
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Хэш-таблица,Отсортированный,0.04675658399992244,0.000497691000418854,0.00027706199944077525
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Бинарное дерево,Отсортированный,0.098506346999784,0.001621370999600913,0.0008596789994044229
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Связанный список,Cлучайный,0.07528530299987324,0.0006713170005241409,0.0004351130000941339
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Хэш-таблица,Cлучайный,0.04169118899972091,0.0004370679998828564,0.0002442360000713961
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Бинарное дерево,Cлучайный,0.009762656000020797,0.0001406600003974745,8.869900011632126e-05
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Связанный список,Отсортированный,0.15083865700034949,0.001965620000191848,0.0009268670000892598
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Хэш-таблица,Отсортированный,0.04658651899990218,0.0004731760000140639,0.00026295399948139675
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Бинарное дерево,Отсортированный,0.10888835700006894,0.0032681640004739165,0.0010110960001838976
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Связанный список,Cлучайный,0.09252672599996004,0.0014638780003224383,0.0009516599993730779
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Хэш-таблица,Cлучайный,0.04701576600018598,0.0004413979995661066,0.00024472499990224605
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Бинарное дерево,Cлучайный,0.010519597999518737,0.00015120700027182465,0.00012815900026907912
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Связанный список,Отсортированный,0.15883956299967394,0.001480011000239756,0.0007378059999609832
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Хэш-таблица,Отсортированный,0.043343710000044666,0.0005192710004848777,0.0002623249993121135
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Бинарное дерево,Отсортированный,0.19170180800028902,0.0011184409995621536,0.0008248280000771047
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Связанный список,Cлучайный,0.09595573600017815,0.0009538959993733442,0.0004928719999952591
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Хэш-таблица,Cлучайный,0.04453241200008051,0.000944256999900972,0.0005029280000599101
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Бинарное дерево,Cлучайный,0.011908257000868616,0.0001221530001203064,0.00011502899997140048
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Связанный список,Отсортированный,0.16769071699945926,0.0015361639998445753,0.0011414199998398544
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Хэш-таблица,Отсортированный,0.05018426599963277,0.0006002179998176871,0.000283696000224154
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Бинарное дерево,Отсортированный,0.09999411199987662,0.0010742320000645122,0.0009550129998388002
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Связанный список,Cлучайный,0.08812657299949933,0.0006700599997202517,0.0006053869992683758
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Хэш-таблица,Cлучайный,0.042967892999513424,0.0005705349994968856,0.0002917279998655431
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Бинарное дерево,Cлучайный,0.01326883900037501,0.00013954399946669582,0.00013297800069267396
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Связанный список,Отсортированный,0.16893773900028464,0.0017602859998078202,0.0007569420004074345
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Хэш-таблица,Отсортированный,0.05997269399995275,0.000543855999239895,0.0002741980006248923
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Бинарное дерево,Отсортированный,0.11176624800009449,0.0010512540002309834,0.0007160159993873094
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0
MusinAA/task1/__init__.py
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0
MusinAA/task1/__init__.py
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88
MusinAA/task1/structures/BinaryTree.py
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MusinAA/task1/structures/BinaryTree.py
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"""
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Двоичное дерево поиска
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Узел — словарь:
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{'name': 'Имя', 'phone': '123', 'left': None, 'right': None}.
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"""
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def bst_insert(root: dict|None, name: str, phone: str) -> dict:
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"""Итеративно вставляет, возвращает новый корень (если корень меняется)."""
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if root == None:
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return {'name': name, 'phone': phone, 'left': None, 'right': None}
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# '674' < '722' == True, lol
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current = root
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while True:
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if current['name'] == name:
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current['phone'] = phone
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return root
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elif name < current['name']:
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if current['left'] == None:
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current['left'] = bst_insert(None, name, phone)
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return root
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else:
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current = current['left']
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else:
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if current['right'] == None:
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current['right'] = bst_insert(None, name, phone)
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return root
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else:
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current = current['right']
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# Увы, это самый лаконичный вариант, который я придумал.
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def bst_find(root: dict|None, name: str) -> str|None:
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"""Поиск в ширину."""
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node = find_node_to_delete(root, name)
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if node != None:
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return node['phone']
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def find_node_to_delete(root: dict|None, name: str) -> dict|None:
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"""Поиск в ширину."""
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while root != None:
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if root['name'] == name:
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return root
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elif name < root['name']:
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root = root['left']
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else:
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root = root['right']
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return None
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def find_minimal_child(root: dict) -> dict|None:
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while root['left']:
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root = root['left']
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return root
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def bst_delete(root: dict, name: str) -> None:
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"""Удаляет узел и возвращает новый корень."""
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if root is None:
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return None
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if name < root['name']:
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root['left'] = bst_delete(root['left'], name)
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elif name > root['name']:
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root['right'] = bst_delete(root['right'], name)
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else:
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# Случай 1: нет детей или один ребенок
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if root['left'] is None:
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return root['right']
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elif root['right'] is None:
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return root['left']
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# Случай 2: два ребенка
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min_node = find_minimal_child(root['right'])
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root['name'] = min_node['name']
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root['phone'] = min_node['phone']
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root['right'] = bst_delete(root['right'], min_node['name'])
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return root
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def bst_list_all(root: dict) -> list:
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"""Центрированный обход.
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Рекурсивно собирает записи в отсортированном порядке."""
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if root is None:
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return []
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node_values = {"name": root['name'], "phone": root['phone']}
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return bst_list_all(root['left']) + [node_values] + bst_list_all(root['right'])
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59
MusinAA/task1/structures/HashTable.py
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59
MusinAA/task1/structures/HashTable.py
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"""
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Хеш-таблица
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Хранится как список buckets фиксированной длины,
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каждый элемент — голова связного списка (или None).
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"""
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from task1.structures.LinkedList import *
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def hash_fun(name: str, size: int) -> int:
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"""Принимает имя и возвращает индекс бакета для него."""
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if size <= 0:
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raise ValueError("size должен быть больше 0")
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hashSum = 0
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n = size+1
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base = 1103 # ord('я')
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for letter in name:
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hashSum += ord(letter) * pow(base, n)
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n -= 1
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return int(hashSum) % size
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def ht_insert(buckets: list|None, name: str, phone: str, blen:int = 50) -> list:
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"""Возвращает новый массив бакетов
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Вычисляет индекс, вызывает ll_insert для соответствующего бакета.
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Функция не меняет размер массива бакетов автоматически!"""
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if buckets == [] or buckets == None:
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buckets = [None] * blen
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# raise ValueError("Длинна buckets должна быть больше 0")
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size = len(buckets)
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index = hash_fun(name, size)
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buckets[index] = ll_insert(buckets[index], name, phone)
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return buckets
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def ht_delete(buckets: list, name: str) -> list:
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"""Возвращает новый массив бакетов без элемента с именем name"""
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if buckets == []:
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raise ValueError("Длинна buckets должна быть больше 0")
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size = len(buckets)
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index = hash_fun(name, size)
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buckets[index] = ll_delete(buckets[index], name)
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return buckets
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def ht_find(buckets: list|None, name: str) -> str|None:
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if buckets == [] or buckets == None:
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raise ValueError("Длинна buckets должна быть больше 0")
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size = len(buckets)
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index = hash_fun(name, size)
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return ll_find(buckets[index], name)
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def ht_list_all(buckets):
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"""Собирает все записи из всех бакетов и сортирует"""
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allRecords = []
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for bucket in buckets:
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allRecords.extend(ll_list_all(bucket))
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return sorted(allRecords, key=lambda x: x[0])
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63
MusinAA/task1/structures/LinkedList.py
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63
MusinAA/task1/structures/LinkedList.py
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"""
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Связный список (LinkedListPhoneBook)
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Узел представляется словарём:
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{'name': 'Имя', 'phone': '123', 'next': None}.
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"""
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def ll_insert(head : dict|None, name: str, phone: str) -> dict:
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"""
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Проходит до конца (или сразу добавляет в конец) и возвращает новую
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голову (если вставка в начало) или изменяет список по ссылке.
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Удобнее возвращать новую голову, если вставка может быть в начало.
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"""
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newNode = {'name': name, 'phone': phone, 'next': None}
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if head == None:
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return newNode
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currentNode = head
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while currentNode['next'] != None:
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if currentNode['name'] == name:
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currentNode['phone'] = phone
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return head
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currentNode = currentNode['next']
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currentNode['next'] = newNode
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return head
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def ll_find(head : dict|None, name: str) -> str|None:
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"""Ищет узел, возвращает телефон или None."""
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currentNode = head
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while currentNode != None:
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if currentNode['name'] == name:
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return currentNode['phone']
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currentNode = currentNode['next']
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return None
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def ll_delete(head : dict|None, name: str) -> dict|None:
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"""Удаляет узел, возвращает новую голову."""
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if head == None:
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return None
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if head['name'] == name:
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return head['next']
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currentNode = head
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while currentNode['next'] != None:
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if currentNode['next']['name'] == name:
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currentNode['next'] = currentNode['next']['next']
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return head
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currentNode = currentNode['next']
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return head
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def ll_list_all(head: dict|None) -> list:
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"""Cобирает все записи в список и сортирует.
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сортировка вынесена отдельно)."""
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records = []
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currentNode = head
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while currentNode != None:
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records.append((currentNode['name'], currentNode['phone']))
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currentNode = currentNode['next']
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records.sort(key=lambda item: item[0])
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return records
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0
MusinAA/task1/structures/__init__.py
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0
MusinAA/task1/structures/__init__.py
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0
MusinAA/task1/util/__init__.py
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0
MusinAA/task1/util/__init__.py
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55
MusinAA/task1/util/randomNames.py
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MusinAA/task1/util/randomNames.py
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import random
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names_pool = (
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"Иван", "Мария", "Петр", "Анна", "Сергей", "Елена", "Алексей", "Ольга",
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"Дмитрий", "Татьяна", "Михаил", "Наталья", "Андрей", "Ирина", "Николай",
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"Светлана", "Владимир", "Екатерина", "Александр", "Юлия", "Павел", "Ксения",
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"Виктор", "Анастасия", "Артем", "Виктория", "Максим", "Полина", "Даниил",
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"София", "Евгений", "Алиса", "Станислав", "Дарья", "Георгий", "Вероника",
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"Кирилл", "Маргарита", "Тимофей", "Арина", "Руфина", "Илларион", "Стелла",
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"Роман", "Валерия", "Игорь", "Алина", "Олег", "Диана", "Юрий", "Милана",
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"Василий", "Ева", "Никита", "Алиса", "Константин", "Кира", "Денис", "Ангелина",
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"Вячеслав", "Мирослава", "Григорий", "Эмилия", "Леонид", "Василиса", "Руслан",
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"Стефания", "Арсений", "Есения", "Антон", "Яна", "Матвей", "Любовь", "Семен",
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"Надежда", "Федор", "Софья", "Лев", "Варвара", "Егор", "Амелия", "Борис",
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"Агата", "Захар", "Камилла", "Давид", "Олеся", "Ярослав", "Людмила", "Данила",
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"Регина", "Марк", "Каролина", "Артур", "Нелли", "Глеб", "Инна", "Платон",
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"Нина", "Святослав", "Римма", "Родион", "Лидия", "Эдуард", "Жанна", "Вадим",
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"Рената", "Савелий", "Алла", "Назар", "Снежана", "Демид", "Лариса", "Филипп",
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"Злата", "Тимур", "Майя", "Клим", "Эльвира", "Дамир", "Таисия", "Илья",
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"Роза", "Виталий", "Азалия", "Степан", "Лиана", "Богдан", "Инесса", "Эрик",
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"Ариана", "Алан", "Юлиана", "Лука", "Антонина", "Мирон", "Клавдия", "Гордей",
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"Руслана", "Макар", "Елизавета", "Северин", "Александра", "Моисей", "Агафья",
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"Наум", "Серафима", "Влад", "Фаина", "Кузьма", "Пелагея", "Ермак", "Ульяна",
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"Тарас", "Марианна", "Остап", "Бронислава", "Архип", "Владислава", "Фома",
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"Станислава", "Еремей", "Зинаида", "Прохор", "Раиса", "Мстислав", "Галина",
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"Ростислав", "Валентина", "Серафим", "Евдокия", "Лаврентий", "Кристина",
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"Никон", "Анфиса", "Феликс", "Лия", "Иннокентий", "Роксана", "Всеволод",
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"Эвелина", "Модест", "Юнона", "Трофим", "Изабелла", "Аполлон", "Глория",
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"Касьян", "Аврора", "Любомир", "Адель", "Бронислав", "Доминика", "Афанасий",
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"Фрида", "Евстафий", "Ассоль", "Венедикт", "Цветана", "Епифан", "Мелисса",
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"Добрыня"
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)
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_non_existent_names = [
|
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"Ноль", "Целковый", "Полушка", "Четвертушка", "Осьмушка",
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"Пудовичок", "Медячок", "Серебрячок", "Золотничок", "Девятичок"
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]
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assert set(names_pool).isdisjoint(set(_non_existent_names)), \
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"В списке несуществующих имён существуют существующие имена сущностей"
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names_pool_to_find = random.choices(names_pool, k=100) + _non_existent_names
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def generate_phone(phone_len=11) -> str:
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# 88005553535
|
||||
return str(random.randint(10**phone_len, 10**(phone_len+1)-1))
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||||
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||||
def generate_test_data(N=10000, _sorted=False):
|
||||
records = []
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for i in range(N):
|
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name = random.choice(names_pool)
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phone = generate_phone()
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||||
records.append((name, phone))
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||||
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||||
if _sorted:
|
||||
return sorted(records)
|
||||
return records
|
||||
37
MusinAA/task1/util/timeTester.py
Normal file
37
MusinAA/task1/util/timeTester.py
Normal file
|
|
@ -0,0 +1,37 @@
|
|||
import time
|
||||
import random
|
||||
from typing import Callable, Any
|
||||
from task1.util.randomNames import names_pool_to_find, names_pool
|
||||
|
||||
def test(records: list,
|
||||
insert_func: Callable[[Any, str, str], Any],
|
||||
find_func: Callable[[Any, str], Any],
|
||||
delete_func: Callable[[Any, str], Any]) -> dict:
|
||||
data = None
|
||||
|
||||
# Вставка всех записей
|
||||
start = time.perf_counter()
|
||||
for item in records:
|
||||
data = insert_func(data, item[0], item[1])
|
||||
end = time.perf_counter()
|
||||
insert_time = end - start
|
||||
|
||||
# Поиск 110 случайных записей
|
||||
start = time.perf_counter()
|
||||
for name in names_pool_to_find:
|
||||
find_func(data, name)
|
||||
end = time.perf_counter()
|
||||
find_time = end - start
|
||||
|
||||
# Удаление 50 случайных записей
|
||||
start = time.perf_counter()
|
||||
for name in random.choices(names_pool, k = 50):
|
||||
data = delete_func(data, name)
|
||||
end = time.perf_counter()
|
||||
delete_time = end - start
|
||||
|
||||
return {
|
||||
"insert_time" : insert_time ,
|
||||
"find_time" : find_time ,
|
||||
"delete_time": delete_time
|
||||
}
|
||||
Loading…
Reference in New Issue
Block a user