import random import time import csv import sys sys.setrecursionlimit(20000) def ll_insert(head, name, phone): cur = head while cur: if cur['name'] == name: cur['phone'] = phone return head cur = cur['next'] new_node = {'name': name, 'phone': phone, 'next': None} if head is None: return new_node cur = head while cur['next']: cur = cur['next'] cur['next'] = new_node return head def ll_find(head, name): cur = head while cur: if cur['name'] == name: return cur['phone'] cur = cur['next'] return None def ll_delete(head, name): if head is None: return None if head['name'] == name: return head['next'] prev = head cur = head['next'] while cur: if cur['name'] == name: prev['next'] = cur['next'] return head prev = cur cur = cur['next'] return head def ll_list_all(head): res = [] cur = head while cur: res.append((cur['name'], cur['phone'])) cur = cur['next'] res.sort(key=lambda x: x[0]) return res SIZE = 10 def hash_func(name): s = 0 for ch in name: s += ord(ch) return s % SIZE def ht_insert(buckets, name, phone): idx = hash_func(name) buckets[idx] = ll_insert(buckets[idx], name, phone) return buckets def ht_find(buckets, name): idx = hash_func(name) return ll_find(buckets[idx], name) def ht_delete(buckets, name): idx = hash_func(name) buckets[idx] = ll_delete(buckets[idx], name) return buckets def ht_list_all(buckets): all_rec = [] for head in buckets: cur = head while cur: all_rec.append((cur['name'], cur['phone'])) cur = cur['next'] all_rec.sort(key=lambda x: x[0]) return all_rec def create_node(name, phone): return {'name': name, 'phone': phone, 'left': None, 'right': None} def bst_insert(root, name, phone): if root is None: return create_node(name, phone) cur = root while True: if name == cur['name']: cur['phone'] = phone return root elif name < cur['name']: if cur['left'] is None: cur['left'] = create_node(name, phone) return root cur = cur['left'] else: if cur['right'] is None: cur['right'] = create_node(name, phone) return root cur = cur['right'] def bst_find(root, name): cur = root while cur: if name == cur['name']: return cur['phone'] elif name < cur['name']: cur = cur['left'] else: cur = cur['right'] return None def find_min(node): while 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'] mn = find_min(root['right']) root['name'] = mn['name'] root['phone'] = mn['phone'] root['right'] = bst_delete(root['right'], mn['name']) return root def bst_list_all(root): res = [] def inorder(node): if node: inorder(node['left']) res.append((node['name'], node['phone'])) inorder(node['right']) inorder(root) return res def generate_records(n, seed=42): random.seed(seed) rec = [] for i in range(1, n+1): name = f"User_{i:05d}" phone = f"{random.randint(100,999)}-{random.randint(1000,9999)}" rec.append((name, phone)) return rec def prepare_datasets(base): shuffled = base.copy() random.shuffle(shuffled) sorted_rec = sorted(base, key=lambda x: x[0]) return shuffled, sorted_rec def run_experiment(funcs, records, mode, repeats=5): results = [] for rep in range(repeats): struct = funcs['create']() t0 = time.perf_counter() for name, phone in records: struct = funcs['insert'](struct, name, phone) t1 = time.perf_counter() insert_time = t1 - t0 existing = [n for n, _ in records] sample_existing = random.sample(existing, 100) non_existing = [f"None_{i}" for i in range(10)] search_names = sample_existing + non_existing random.shuffle(search_names) t0 = time.perf_counter() for name in search_names: _ = funcs['find'](struct, name) t1 = time.perf_counter() search_time = t1 - t0 to_delete = random.sample(existing, 50) t0 = time.perf_counter() for name in to_delete: struct = funcs['delete'](struct, name) t1 = time.perf_counter() delete_time = t1 - t0 results.append({ 'structure': funcs['name'], 'mode': mode, 'repetition': rep+1, 'insert': insert_time, 'search': search_time, 'delete': delete_time }) return results def main(): N = 1000 base_records = generate_records(N) shuffled, sorted_records = prepare_datasets(base_records) structures = { 'LinkedList': { 'name': 'LinkedList', 'create': lambda: None, 'insert': ll_insert, 'find': ll_find, 'delete': ll_delete, 'list_all': ll_list_all }, 'HashTable': { 'name': 'HashTable', 'create': lambda: [None] * SIZE, 'insert': ht_insert, 'find': ht_find, 'delete': ht_delete, 'list_all': ht_list_all }, 'BST': { 'name': 'BST', 'create': lambda: None, 'insert': bst_insert, 'find': bst_find, 'delete': bst_delete, 'list_all': bst_list_all } } all_results = [] for name, funcs in structures.items(): print(f"Testing {name} on random order...") all_results.extend(run_experiment(funcs, shuffled, 'random')) print(f"Testing {name} on sorted order...") all_results.extend(run_experiment(funcs, sorted_records, 'sorted')) with open('results.csv', 'w', newline='', encoding='utf-8') as f: writer = csv.writer(f) writer.writerow(['Structure', 'Mode', 'Repetition', 'Insert (sec)', 'Search (sec)', 'Delete (sec)']) for r in all_results: writer.writerow([ r['structure'], r['mode'], r['repetition'], f"{r['insert']:.6f}", f"{r['search']:.6f}", f"{r['delete']:.6f}" ]) print("Experiment finished. Results saved to esults.csv") if __name__ == '__main__': main()