diff --git a/YanyaevAA/[1].py b/YanyaevAA/[1].py deleted file mode 100644 index 79ee6ac..0000000 --- a/YanyaevAA/[1].py +++ /dev/null @@ -1,132 +0,0 @@ -def ll_insert(head, name, phone): - current = head - while current: - if current['name'] == name: - current['phone'] = phone - return head - current = current['next'] - new_node = {'name': name, 'phone': phone, 'next': None} - new_node['next'] = head - return new_node - -def ll_find(head, name): - current = head - while current: - if current['name'] == name: - return current['phone'] - current = current['next'] - return None - -def ll_delete(head, name): - if head['name'] == name: - return head['next'] - current = head - while current['next']: - if current['next']['name'] == name: - current['next'] = current['next']['next'] - break - current = current['next'] - return head - -def quick_sort(arr): - if len(arr) <= 1: - return arr - left = [] - middle = [] - right = [] - pivot = arr[len(arr) // 2][0] - for x in arr: - if x[0] root['name']: - root['right'] = bst_delete(root['right'], name) - else: - if root['left'] is None: - return root['right'] - elif root['right'] is None: - return root['left'] - min=minimum(root['right']) - root['name']=min['name'] - root['phone']=min['phone'] - root['right']=bst_delete(root['right'], min['name']) - return root - -def bst_list_all(root): - result=[] - if root: - result.extend(bst_list_all(root['left'])) - result.append((root['name'], root['phone'])) - result.extend(bst_list_all(root['right'])) - return result - diff --git a/YanyaevAA/docs/data/graphics.png b/YanyaevAA/docs/data/graphics.png new file mode 100644 index 0000000..a82891b Binary files /dev/null and b/YanyaevAA/docs/data/graphics.png differ diff --git a/YanyaevAA/docs/data/results.csv b/YanyaevAA/docs/data/results.csv new file mode 100644 index 0000000..be79c02 --- /dev/null +++ b/YanyaevAA/docs/data/results.csv @@ -0,0 +1,91 @@ +Структура,Режим,Операция,Время (сек) +LinkedList,Случайный,Вставка,1.3571506999942358 +LinkedList,Отсортированный,Вставка,1.3104410000014468 +LinkedList,Случайный,Вставка,1.370557700000063 +LinkedList,Отсортированный,Вставка,1.3163567000010516 +LinkedList,Случайный,Вставка,1.3726127999980235 +LinkedList,Отсортированный,Вставка,1.3090860000011162 +LinkedList,Случайный,Вставка,1.4184881000037421 +LinkedList,Отсортированный,Вставка,1.3065769000022556 +LinkedList,Случайный,Вставка,1.4324161999975331 +LinkedList,Отсортированный,Вставка,1.302870300001814 +HashTable,Случайный,Вставка,0.005242100000032224 +HashTable,Отсортированный,Вставка,0.004384200001368299 +HashTable,Случайный,Вставка,0.004452300003322307 +HashTable,Отсортированный,Вставка,0.004285000002710149 +HashTable,Случайный,Вставка,0.0043441999951028265 +HashTable,Отсортированный,Вставка,0.004188300001260359 +HashTable,Случайный,Вставка,0.031318500004999805 +HashTable,Отсортированный,Вставка,0.004467499995371327 +HashTable,Случайный,Вставка,0.004497000001720153 +HashTable,Отсортированный,Вставка,0.00432149999687681 +BinarySearchTree,Случайный,Вставка,0.016076799998700153 +BinarySearchTree,Отсортированный,Вставка,6.949058300000615 +BinarySearchTree,Случайный,Вставка,0.015741900002467446 +BinarySearchTree,Отсортированный,Вставка,7.462577500002226 +BinarySearchTree,Случайный,Вставка,0.0162205999949947 +BinarySearchTree,Отсортированный,Вставка,7.46889309999824 +BinarySearchTree,Случайный,Вставка,0.016196600001421757 +BinarySearchTree,Отсортированный,Вставка,7.423307500001101 +BinarySearchTree,Случайный,Вставка,0.015813499994692393 +BinarySearchTree,Отсортированный,Вставка,7.387505999999121 +LinkedList,Случайный,Поиск,0.016872100000909995 +LinkedList,Отсортированный,Поиск,0.016344399999070447 +LinkedList,Случайный,Поиск,0.017215699997905176 +LinkedList,Отсортированный,Поиск,0.016057599998021033 +LinkedList,Случайный,Поиск,0.017128699997556396 +LinkedList,Отсортированный,Поиск,0.016144599998369813 +LinkedList,Случайный,Поиск,0.01743249999708496 +LinkedList,Отсортированный,Поиск,0.016194900003029034 +LinkedList,Случайный,Поиск,0.017249500000616536 +LinkedList,Отсортированный,Поиск,0.01595439999800874 +HashTable,Случайный,Поиск,0.00018319999799132347 +HashTable,Отсортированный,Поиск,0.0001588000013725832 +HashTable,Случайный,Поиск,3.9999998989515007e-05 +HashTable,Отсортированный,Поиск,3.5400000342633575e-05 +HashTable,Случайный,Поиск,3.580000338843092e-05 +HashTable,Отсортированный,Поиск,3.4199998481199145e-05 +HashTable,Случайный,Поиск,3.5099998058285564e-05 +HashTable,Отсортированный,Поиск,3.4199998481199145e-05 +HashTable,Случайный,Поиск,3.5099998058285564e-05 +HashTable,Отсортированный,Поиск,3.409999771974981e-05 +BinarySearchTree,Случайный,Поиск,0.00023979999969014898 +BinarySearchTree,Отсортированный,Поиск,0.06078229999548057 +BinarySearchTree,Случайный,Поиск,0.0002549999990151264 +BinarySearchTree,Отсортированный,Поиск,0.05937499999708962 +BinarySearchTree,Случайный,Поиск,0.0005522999999811873 +BinarySearchTree,Отсортированный,Поиск,0.057940200000302866 +BinarySearchTree,Случайный,Поиск,0.00025070000265259296 +BinarySearchTree,Отсортированный,Поиск,0.060181100001500454 +BinarySearchTree,Случайный,Поиск,0.0002657000004546717 +BinarySearchTree,Отсортированный,Поиск,0.05845009999757167 +LinkedList,Случайный,Удаление,0.010934500001894776 +LinkedList,Отсортированный,Удаление,0.011079000003519468 +LinkedList,Случайный,Удаление,0.021408699998573866 +LinkedList,Отсортированный,Удаление,0.01955590000579832 +LinkedList,Случайный,Удаление,0.020861200006038416 +LinkedList,Отсортированный,Удаление,0.020471800002269447 +LinkedList,Случайный,Удаление,0.02055800000380259 +LinkedList,Отсортированный,Удаление,0.01997020000271732 +LinkedList,Случайный,Удаление,0.021316799997293856 +LinkedList,Отсортированный,Удаление,0.02057559999957448 +HashTable,Случайный,Удаление,9.029999637277797e-05 +HashTable,Отсортированный,Удаление,8.179999713320285e-05 +HashTable,Случайный,Удаление,6.199999916134402e-05 +HashTable,Отсортированный,Удаление,5.950000195298344e-05 +HashTable,Случайный,Удаление,2.6599998818710446e-05 +HashTable,Отсортированный,Удаление,2.6399997295811772e-05 +HashTable,Случайный,Удаление,2.6500005333218724e-05 +HashTable,Отсортированный,Удаление,2.630000381032005e-05 +HashTable,Случайный,Удаление,2.630000381032005e-05 +HashTable,Отсортированный,Удаление,2.6200003048870713e-05 +BinarySearchTree,Случайный,Удаление,0.00017410000145900995 +BinarySearchTree,Отсортированный,Удаление,0.03420480000204407 +BinarySearchTree,Случайный,Удаление,0.00016069999401224777 +BinarySearchTree,Отсортированный,Удаление,0.03399109999736538 +BinarySearchTree,Случайный,Удаление,0.00016940000205067918 +BinarySearchTree,Отсортированный,Удаление,0.03377170000021579 +BinarySearchTree,Случайный,Удаление,0.00018689999706111848 +BinarySearchTree,Отсортированный,Удаление,0.033754900003259536 +BinarySearchTree,Случайный,Удаление,0.0001664000010350719 +BinarySearchTree,Отсортированный,Удаление,0.03359389999968698 diff --git a/YanyaevAA/task1/[1].py b/YanyaevAA/task1/[1].py new file mode 100644 index 0000000..6dd9bf4 --- /dev/null +++ b/YanyaevAA/task1/[1].py @@ -0,0 +1,258 @@ +import time +import random +import csv +import sys +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns +sys.setrecursionlimit(12000) +#Связный список +def ll_insert(head, name, phone): + current = head + while current: + if current['name'] == name: + current['phone'] = phone + return head + current = current['next'] + new_node = {'name': name, 'phone': phone, 'next': None} + new_node['next'] = head + return new_node + +def ll_find(head, name): + current = head + while current: + if current['name'] == name: + return current['phone'] + current = current['next'] + return None + +def ll_delete(head, name): + if head['name'] == name: + return head['next'] + current = head + while current['next']: + if current['next']['name'] == name: + current['next'] = current['next']['next'] + break + current = current['next'] + return head + +def ll_list_all(head): + data= [] + current = head + while current: + data.append((current['name'], current['phone'])) + current = current['next'] + return sorted(data) + +#хэш-таблица +def ht_insert(buckets, name, phone): + id=hash(name)%len(buckets) + buckets[id] = ll_insert(buckets[id], name, phone) + +def ht_find(buckets, name): + id= hash(name)%len(buckets) + return ll_find(buckets[id], name) + +def ht_delete(buckets, name): + id= hash(name)%len(buckets) + buckets[id] = ll_delete(buckets[id], name) + +def ht_list_all(buckets): + data = [] + for head in buckets: + current = head + while current: + data.append((current['name'], current['phone'])) + current = current['next'] + return sorted(data) + + + +#Двоичное дерево поиска +def bst_insert(root, name, phone): + if root is None: + return {'name': name, 'phone': phone, 'left': None, 'right': None} + if name == root['name']: + root['phone'] = phone + elif name < root['name']: + root['left'] = bst_insert(root['left'], name, phone) + else: + root['right'] = bst_insert(root['right'], name, phone) + return root + +def bst_find(root, name): + if root is None: + return None + if root['name'] == name: + return root['phone'] + elif name root['name']: + root['right'] = bst_delete(root['right'], name) + else: + if root['left'] is None: + return root['right'] + elif root['right'] is None: + return root['left'] + min=minimum(root['right']) + root['name']=min['name'] + root['phone']=min['phone'] + root['right']=bst_delete(root['right'], min['name']) + return root + +def bst_list_all(root): + result=[] + if root: + result.extend(bst_list_all(root['left'])) + result.append((root['name'], root['phone'])) + result.extend(bst_list_all(root['right'])) + return result + + + +#1. Генерация тестовых данных +def generate(n=10000): + records = [(f"User_{i:05d}", f"+7 ({random.randint(100, 999)}) {random.randint(100, 999)}-{random.randint(00, 99):02}-{random.randint(00, 99):02}") for i in range(n)] + records_sorted =records.copy() + records_shuffled=records.copy() + random.shuffle(records_shuffled) + return records_sorted, records_shuffled + +#3.Проведение замеров +#А. Вставка всех записей +def task_A(structure_name, data): + start =time.perf_counter() + if structure_name=="LinkedList": + head=None + for name, phone in data: + head = ll_insert(head, name, phone) + container=head + elif structure_name=="HashTable": + buckets=[None]*1000 + for name, phone in data: + ht_insert(buckets, name, phone) + container=buckets + elif structure_name=="BinarySearchTree": + root=None + for name, phone in data: + root = bst_insert(root, name, phone) + container=root + end = time.perf_counter() + elapsed = end - start + return elapsed, container +results=[["Структура", "Режим", "Операция", "Время (сек)"]] +structures_name=["LinkedList", "HashTable", "BinarySearchTree"] +experiment_name=["Вставка", "Поиск", "Удаление"] +mode_of_data=["Случайный", "Отсортированный"] + +records_sorted, records_shuffled = generate() +container_shuffled=[] +container_sorted=[] +for i in range(3): + container_shuffled.append(task_A(structures_name[i], records_shuffled)[1]) + container_sorted.append(task_A(structures_name[i], records_sorted)[1]) + for j in range(5): + + result_shuffled = task_A(structures_name[i], records_shuffled)[0] + results.append([structures_name[i], mode_of_data[0], experiment_name[0], result_shuffled]) + + result_sorted= task_A(structures_name[i], records_sorted)[0] + results.append([structures_name[i], mode_of_data[1], experiment_name[0], result_sorted]) + print(f"{structures_name[i]}: Время вставки всех записей {mode_of_data[0]}: {result_shuffled} {mode_of_data[1]}: {result_sorted}") + +#Б. Поиск 100 случайных записей +def task_B(structure_name,container, data): + start=time.perf_counter() + if structure_name=="LinkedList": + for name in data: + ll_find(container, name) + elif structure_name=="HashTable": + for name in data: + ht_find(container, name) + elif structure_name=="BinarySearchTree": + for name in data: + bst_find(container, name) + end=time.perf_counter() + elapsed = end - start + return elapsed + +names=[record[0] for record in records_shuffled] +random_names=random.sample(names, 100) +missing_names=[f"None_{i}" for i in range(10)] +names_for_test=random_names+missing_names + +print("Результаты задания Б") +for i in range(3): + for j in range(5): + result_shuffled = task_B(structures_name[i], container_shuffled[i], names_for_test) + results.append([structures_name[i], mode_of_data[0], experiment_name[1], result_shuffled]) + + result_sorted=task_B(structures_name[i], container_sorted[i], names_for_test) + results.append([structures_name[i], mode_of_data[1], experiment_name[1], result_sorted]) + print(f"{structures_name[i]}: Время выполнения для 110 записей для {mode_of_data[0]}: {result_shuffled} {mode_of_data[1]}: {result_sorted} ") + + +#В. Удаление 50 случайных чисел +def task_C(structure_name,container, data): + start=time.perf_counter() + if structure_name=="LinkedList": + for name in data: + container=ll_delete(container, name) + elif structure_name=="HashTable": + for name in data: + ht_delete(container, name) + elif structure_name=="BinarySearchTree": + for name in data: + container = bst_delete(container, name) + end=time.perf_counter() + elapsed = end - start + return elapsed + +names_to_delete=random.sample(names,50) +print("Результаты задания В") + +for i in range(3): + for j in range(5): + shuffled=container_shuffled[i] + sorted=container_sorted[i] + result_shuffled=task_C(structures_name[i], shuffled, names_to_delete) + results.append([structures_name[i], mode_of_data[0], experiment_name[2], result_shuffled]) + + result_sorted = task_C(structures_name[i], sorted, names_to_delete) + results.append([structures_name[i], mode_of_data[1], experiment_name[2], result_sorted]) + print(f"{structures_name[i]}: Время удаления 50 записей для {mode_of_data[0]}: {result_shuffled} {mode_of_data[1]}: {result_sorted}") + +#4. Сохранение результатов +csv_file=r"C:\Users\Андрей\Desktop\2026-rff_mp\YanyaevAA\docs\data\results.csv" +with open(r"C:\Users\Андрей\Desktop\2026-rff_mp\YanyaevAA\docs\data\results.csv", "w", newline="",encoding="utf-8") as f: + writer = csv.writer(f) + writer.writerows(results) + +#Построение графиков +df = pd.read_csv(csv_file) +df_avg = df.groupby(["Структура", "Режим", "Операция"])["Время (сек)"].mean().reset_index() +fig, axes = plt.subplots(1, 3, figsize=(18, 6)) +for i, experiment in enumerate(experiment_name): + data_experiment = df_avg[df_avg["Операция"] == experiment] + sns.barplot(ax=axes[i],data=data_experiment, x="Структура",y="Время (сек)",hue="Режим") + axes[i].set_title(experiment) + axes[i].set_ylabel("Среднее время (сек)") + axes[i].set_yscale("log") +plt.tight_layout() +plt.savefig(r"C:\Users\Андрей\Desktop\2026-rff_mp\YanyaevAA\docs\data\graphics.png", dpi=300, bbox_inches='tight') +plt.show() \ No newline at end of file