[1] Add benchmarking
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@ -159,12 +159,120 @@ def bst_collect_inorder(root):
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return result
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#Benchmarking
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import random
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import time
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import csv
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import os
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import sys
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sys.setrecursionlimit(20000)
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def generate_test_data(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_ordered_and_shuffled(records):
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shuffled = records.copy()
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random.shuffle(shuffled)
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sorted_records = sorted(records, key=lambda x: x[0])
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return shuffled, sorted_records
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def measure_operations(struct_ops, records, mode_name, repeats=5):
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results = []
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for rep in range(repeats):
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ds = struct_ops['create']()
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start = time.perf_counter()
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for name, phone in records:
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ds = struct_ops['insert'](ds, name, phone)
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insert_time = time.perf_counter() - 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"Missing_{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_ops['find'](ds, name)
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find_time = time.perf_counter() - 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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ds = struct_ops['delete'](ds, name)
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delete_time = time.perf_counter() - start
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results.append({
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'structure': struct_ops['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 run_full_benchmark():
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N = 10000
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base_records = generate_test_data(N)
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shuffled, sorted_records = prepare_ordered_and_shuffled(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': linked_list_add,
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'find': linked_list_find,
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'delete': linked_list_remove,
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},
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'HashTable': {
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'name': 'HashTable',
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'create': lambda: hash_table_create(100),
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'insert': hash_table_put,
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'find': hash_table_get,
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'delete': hash_table_remove,
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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_add,
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'find': bst_find,
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'delete': bst_remove,
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}
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}
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all_results = []
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for name, ops in structures.items():
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print(f"Benchmarking {name} on random order...")
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all_results.extend(measure_operations(ops, shuffled, 'random', repeats=5))
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print(f"Benchmarking {name} on sorted order...")
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all_results.extend(measure_operations(ops, sorted_records, 'sorted', repeats=5))
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os.makedirs('docs/data', exist_ok=True)
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csv_path = 'docs/data/experiment_results.csv'
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with open(csv_path, '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(f"Experiment finished. Results saved to {csv_path}")
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if __name__ == '__main__':
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tree = None
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tree = bst_add(tree, 'Zoe', '111')
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tree = bst_add(tree, 'Alice', '222')
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tree = bst_add(tree, 'Bob', '333')
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tree = bst_add(tree, 'Alice', '444')
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print(bst_find(tree, 'Alice')) # 444
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tree = bst_remove(tree, 'Bob')
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print(bst_collect_inorder(tree)) # [('Alice','444'), ('Zoe','111')]
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run_full_benchmark()
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