[1] 1-st-exercise #315
126
BoriskovaDV/docs/data/1-st-exercise/experiment.py
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126
BoriskovaDV/docs/data/1-st-exercise/experiment.py
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import random
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import time
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import csv
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import sys
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sys.setrecursionlimit(20000)
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from linked_list_phonebook import ll_insert, ll_find, ll_delete, ll_list_all
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from hash_table_phonebook import ht_insert, ht_find, ht_delete, ht_list_all
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from bst_phonebook import bst_insert, bst_find, bst_delete, bst_list_all
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def generate_records(n, seed=42):
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random.seed(seed)
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records = []
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for i in range(1, n+1):
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name = f"User_{i:05d}"
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phone = f"{random.randint(100,999)}-{random.randint(1000,9999)}"
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records.append((name, phone))
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return records
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def prepare_datasets(base_records):
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shuffled = base_records.copy()
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random.shuffle(shuffled)
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sorted_records = sorted(base_records, key=lambda x: x[0])
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return shuffled, sorted_records
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def run_experiment(struct_funcs, records, mode_name, repeats=5):
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results = []
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for rep in range(repeats):
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struct = struct_funcs['create']()
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start = time.perf_counter()
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for name, phone in records:
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struct = struct_funcs['insert'](struct, name, phone)
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end = time.perf_counter()
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insert_time = end - start
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existing_names = [name for name, _ in records]
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sample_existing = random.sample(existing_names, 100)
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nonexistent = [f"NotExist_{i}" for i in range(10)]
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search_names = sample_existing + nonexistent
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random.shuffle(search_names)
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start = time.perf_counter()
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for name in search_names:
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_ = struct_funcs['find'](struct, name)
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end = time.perf_counter()
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find_time = end - start
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to_delete = random.sample(existing_names, 50)
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start = time.perf_counter()
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for name in to_delete:
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struct = struct_funcs['delete'](struct, name)
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end = time.perf_counter()
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delete_time = end - start
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results.append({
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'structure': struct_funcs['name'],
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'mode': mode_name,
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'repetition': rep+1,
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'insert_time': insert_time,
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'find_time': find_time,
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'delete_time': delete_time
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})
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return results
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def main():
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N = 10000
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base_records = generate_records(N)
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shuffled, sorted_records = prepare_datasets(base_records)
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structures = {
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'LinkedList': {
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'name': 'LinkedList',
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'create': lambda: None,
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'insert': ll_insert,
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'find': ll_find,
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'delete': ll_delete,
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'list_all': ll_list_all
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},
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'HashTable': {
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'name': 'HashTable',
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'create': lambda: [None] * 10,
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'insert': ht_insert,
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'find': ht_find,
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'delete': ht_delete,
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'list_all': ht_list_all
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},
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'BST': {
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'name': 'BST',
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'create': lambda: None,
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'insert': bst_insert,
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'find': bst_find,
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'delete': bst_delete,
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'list_all': bst_list_all
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}
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}
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all_results = []
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repeats = 5
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for struct_name, funcs in structures.items():
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print(f"Testing {struct_name} on random order...")
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res_random = run_experiment(funcs, shuffled, 'random', repeats)
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all_results.extend(res_random)
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print(f"Testing {struct_name} on sorted order...")
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res_sorted = run_experiment(funcs, sorted_records, 'sorted', repeats)
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all_results.extend(res_sorted)
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with open('experiment_results.csv', 'w', newline='', encoding='utf-8') as f:
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writer = csv.writer(f)
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writer.writerow(['Structure', 'Mode', 'Repeat', 'Insert (sec)', 'Search (sec)', 'Delete (sec)'])
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for r in all_results:
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writer.writerow([
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r['structure'],
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r['mode'],
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r['repetition'],
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f"{r['insert_time']:.6f}",
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f"{r['find_time']:.6f}",
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f"{r['delete_time']:.6f}"
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])
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print("Experiment finished. Results saved to experiment_results.csv")
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if __name__ == '__main__':
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main()
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