import time import random import csv import matplotlib.pyplot as plt import numpy as np def ll_insert(head, name, phone): new_node = {'name': name, 'phone': phone, 'next': None} if head is None: return new_node current = head while current: if current['name'] == name: current['phone'] = phone return head if current['next'] is None: current['next'] = new_node return head current = current['next'] return head 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 is None: return None if head['name'] == name: return head['next'] current = head while current['next']: if current['next']['name'] == name: current['next'] = current['next']['next'] return head current = current['next'] return head def ll_list_all(head): records = [] current = head while current: records.append((current['name'], current['phone'])) current = current['next'] return sorted(records, key=lambda x: x[0]) def hash_func(name, size): return sum(ord(c) for c in name) % size def ht_create(size=1000): return [None] * size def ht_insert(table, name, phone): idx = hash_func(name, len(table)) table[idx] = ll_insert(table[idx], name, phone) def ht_find(table, name): idx = hash_func(name, len(table)) return ll_find(table[idx], name) def ht_delete(table, name): idx = hash_func(name, len(table)) table[idx] = ll_delete(table[idx], name) def ht_list_all(table): records = [] for bucket in table: current = bucket while current: records.append((current['name'], current['phone'])) current = current['next'] return sorted(records, key=lambda x: x[0]) def bst_insert(root, name, phone): if root is None: return {'name': name, 'phone': phone, 'left': None, 'right': None} if name < root['name']: root['left'] = bst_insert(root['left'], name, phone) elif name > root['name']: root['right'] = bst_insert(root['right'], name, phone) else: root['phone'] = phone return root def bst_find(root, name): if root is None: return None if name == root['name']: return root['phone'] elif name < root['name']: return bst_find(root['left'], name) else: return bst_find(root['right'], name) def bst_min(node): while node and node['left']: node = node['left'] return node def bst_delete(root, name): if root is None: return None if name < root['name']: root['left'] = bst_delete(root['left'], name) elif name > root['name']: root['right'] = bst_delete(root['right'], name) else: if root['left'] is None: return root['right'] if root['right'] is None: return root['left'] min_node = bst_min(root['right']) root['name'] = min_node['name'] root['phone'] = min_node['phone'] root['right'] = bst_delete(root['right'], min_node['name']) return root def bst_list_all(root): records = [] if root: records.extend(bst_list_all(root['left'])) records.append((root['name'], root['phone'])) records.extend(bst_list_all(root['right'])) return records def generate_data(n=2000): random_data = [(f"User_{i:05d}", str(i)) for i in range(n)] random.shuffle(random_data) sorted_data = sorted(random_data, key=lambda x: x[0]) return random_data, sorted_data def run_test(data, struct_name, create, insert, find, delete): times = {'insert': [], 'search': [], 'delete': []} for _ in range(5): s = create() start = time.perf_counter() if struct_name == 'LinkedList' or struct_name == 'BST': for name, phone in data: s = insert(s, name, phone) else: for name, phone in data: insert(s, name, phone) times['insert'].append(time.perf_counter() - start) names = [random.choice(data)[0] for _ in range(100)] + [f"None_{i}" for i in range(10)] start = time.perf_counter() for name in names: find(s, name) times['search'].append(time.perf_counter() - start) del_names = [random.choice(data)[0] for _ in range(50)] start = time.perf_counter() for name in del_names: if struct_name == 'LinkedList' or struct_name == 'BST': s = delete(s, name) else: delete(s, name) times['delete'].append(time.perf_counter() - start) return {op: sum(t)/len(t) for op, t in times.items()}