Python同步vs异步性能对比实验-2

3. 异步执行测试

import asyncio
import aiohttp
from typing import List, Dict, Any
from p17_1realIO import RealisticIOLoadGenerator, PerformanceBenchmarkclass AsynchronousImplementation:"""异步执行测试"""def __init__(self, load_generator: RealisticIOLoadGenerator):self.load_generator = load_generatorasync def create_session(self) -> aiohttp.ClientSession:"""创建优化的aiohttp会话"""connector = aiohttp.TCPConnector(limit=4,  # 统一并行数量为4个limit_per_host=4,  # 统一并行数量为4个keepalive_timeout=30,force_close=False)return aiohttp.ClientSession(connector=connector,timeout=aiohttp.ClientTimeout(total=10),raise_for_status=False)async def run_concurrent_tasks(self, num_tasks: int = 100) -> List[Dict[str, Any]]:  # 统一任务数量为100"""并发执行异步任务"""session = await self.create_session()tasks = [self.load_generator.async_http_request(session, i)for i in range(num_tasks)]start_time = asyncio.get_event_loop().time()results = await asyncio.gather(*tasks, return_exceptions=True)total_time = asyncio.get_event_loop().time() - start_time# 处理异常valid_results = []latencies = []for i, result in enumerate(results):if isinstance(result, Exception):valid_results.append({'task_id': i,'error': str(result),'success': False,'duration': 0})else:valid_results.append(result)if result['success']:latencies.append(result['duration'])await session.close()return valid_results, total_time, latenciesasync def run_streaming_tasks(self, duration: float = 10.0) -> List[Dict[str, Any]]:  # 统一测试时长为10秒"""流式异步任务执行"""session = await self.create_session()results = []latencies = []start_time = asyncio.get_event_loop().time()task_id = 0# 使用信号量控制并发度semaphore = asyncio.Semaphore(4)  # 统一并行数量为4个async def bounded_task(tid: int):async with semaphore:return await self.load_generator.async_http_request(session, tid)# 动态创建和等待任务running_tasks = set()while asyncio.get_event_loop().time() - start_time < duration:# 创建新任务task = asyncio.create_task(bounded_task(task_id))running_tasks.add(task)task_id += 1# 清理已完成的任务（非阻塞）done_tasks, pending_tasks = await asyncio.wait(running_tasks, timeout=0.01,return_when=asyncio.FIRST_COMPLETED)for done_task in done_tasks:try:result = await done_taskresults.append(result)if result['success']:latencies.append(result['duration'])except Exception as e:results.append({'task_id': task_id,'error': str(e),'success': False,'duration': 0})running_tasks = pending_tasks# 防止CPU占用过高await asyncio.sleep(0.001)# 等待剩余任务完成if running_tasks:finished_results = await asyncio.gather(*running_tasks, return_exceptions=True)for result in finished_results:if isinstance(result, Exception):results.append({'task_id': task_id,'error': str(result),'success': False,'duration': 0})elif isinstance(result, dict):results.append(result)if result['success']:latencies.append(result['duration'])total_time = asyncio.get_event_loop().time() - start_timeawait session.close()return results, total_time, latenciesasync def main():"""主异步函数"""async_impl = AsynchronousImplementation(RealisticIOLoadGenerator())results, total_time, latencies = await async_impl.run_streaming_tasks()print(f"Streaming tasks results: {results}")print(f"Total time: {total_time:.2f} seconds")print(f"Average latency: {sum(latencies) / len(latencies):.4f} seconds")if __name__ == "__main__":asyncio.run(main())

返回：

Streaming tasks results: [{'task_id': 3, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.6977918148040771, 'timestamp': 1763019379.6680617, 'success': True}, {'task_id': 1, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.987130880355835, 'timestamp': 1763019380.9340987, 'success': True}, {'task_id': 5, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.3824779987335205, 'timestamp': 1763019382.3165767, 'success': True}, {'task_id': 0, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 4.929753541946411, 'timestamp': 1763019382.8676183, 'success': True}, {'task_id': 4, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 3.4134671688079834, 'timestamp': 1763019383.0825377, 'success': True}, {'task_id': 2, 'url': 'https://httpbin.org/user-agent', 'error': '', 'duration': 5.54500937461853, 'success': False}, {'task_id': 6, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.411435604095459, 'timestamp': 1763019383.7280123, 'success': True}, {'task_id': 7, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 1.2569451332092285, 'timestamp': 1763019384.1266105, 'success': True}, {'task_id': 9, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 1.9064431190490723, 'timestamp': 1763019385.4146383, 'success': True}, {'task_id': 8, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 2.53655743598938, 'timestamp': 1763019385.6211169, 'success': True}, {'task_id': 10, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.533334493637085, 'timestamp': 1763019386.264092, 'success': True}, {'task_id': 13, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.1939432621002197, 'timestamp': 1763019386.8172307, 'success': True}, {'task_id': 12, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 1.5113637447357178, 'timestamp': 1763019386.926002, 'success': True}, {'task_id': 15, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 0.831007719039917, 'timestamp': 1763019387.6493292, 'success': True}, {'task_id': 477, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 3.1435940265655518, 'timestamp': 1763019676.472649, 'success': True}, {'task_id': 705, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.6739020347595215, 'timestamp': 1763019819.1667736, 'success': True}, {'task_id': 228, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 1.3251643180847168, 'timestamp': 1763019523.7200005, 'success': True}, {'task_id': 486, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 3.72390079498291, 'timestamp': 1763019684.6492727, 'success': True}, {'task_id': 58, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 2.4863979816436768, 'timestamp': 1763019415.3733883, 'success': True}, {'task_id': 186, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 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'timestamp': 1763019414.0240471, 'success': True}, {'task_id': 184, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.8175160884857178, 'timestamp': 1763019500.9973266, 'success': True}, {'task_id': 356, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 1.1827905178070068, 'timestamp': 1763019599.6111734, 'success': True}, {'task_id': 658, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 0.736966609954834, 'timestamp': 1763019788.7970557, 'success': True}, {'task_id': 142, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 5.326794385910034, 'timestamp': 1763019475.8424525, 'success': True}, {'task_id': 485, 'url': 'https://httpbin.org/delay/1', 'error': '', 'duration': 5.996089458465576, 'success': False}, {'task_id': 615, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.829726219177246, 'timestamp': 1763019762.5609393, 'success': True}, {'task_id': 57, 'url': 'https://httpbin.org/delay/1', 'error': '', 'duration': 5.3419225215911865, 'success': False}, {'task_id': 185, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.3281941413879395, 'timestamp': 1763019500.6605835, 'success': True}, {'task_id': 357, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 1.688286542892456, 'timestamp': 1763019600.618005, 'success': True}, {'task_id': 659, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.838271141052246, 'timestamp': 1763019791.6353269, 'success': True}]
Total time: 474.58 seconds
Average latency: 2.3183 seconds

4. 多线程执行测试

import concurrent.futures
import time
import threading
import multiprocessing as mp
from typing import Dict, List, Any
from p17_1realIO import RealisticIOLoadGenerator, PerformanceBenchmarkclass MultithreadingImplementation:"""多线程执行测试"""def __init__(self, load_generator: RealisticIOLoadGenerator, max_workers: int = 4):  # 统一并行数量为4个self.load_generator = load_generatorself.max_workers = max_workersdef create_thread_pool(self) -> concurrent.futures.ThreadPoolExecutor:"""创建优化的线程池"""return concurrent.futures.ThreadPoolExecutor(max_workers=self.max_workers,thread_name_prefix="IOThread")def run_with_thread_pool(self, num_tasks: int = 100) -> List[Dict[str, Any]]:"""使用线程池执行"""with self.create_thread_pool() as executor:futures = [executor.submit(self.load_generator.thread_http_request, i)for i in range(num_tasks)]start_time = time.time()results = []latencies = []for future in concurrent.futures.as_completed(futures):try:result = future.result(timeout=10)results.append(result)if result['success']:latencies.append(result['duration'])except Exception as e:print(f"Thread task failed: {e}")total_time = time.time() - start_timereturn results, total_time, latenciesdef run_dynamic_threading(self, duration: float = 10.0) -> List[Dict[str, Any]]:  # 统一测试时长为10秒"""动态多线程执行"""results = []latencies = []start_time = time.time()task_id = 0lock = threading.Lock()def worker():nonlocal task_id, results, latencieslocal_results = []local_latencies = []while time.time() - start_time < duration:current_id = task_idtask_id += 1result = self.load_generator.thread_http_request(current_id)local_results.append(result)if result['success']:local_latencies.append(result['duration'])# 批量写入减少锁竞争if len(local_results) >= 20:with lock:results.extend(local_results)latencies.extend(local_latencies)local_results = []local_latencies = []# 最后一批结果if local_results:with lock:results.extend(local_results)latencies.extend(local_latencies)# 创建多个工作者线程threads = []num_threads = 4  # 统一并行数量为4个for i in range(num_threads):t = threading.Thread(target=worker, name=f"Worker-{i}")threads.append(t)t.start()# 等待所有线程完成for t in threads:t.join()total_time = time.time() - start_timereturn results, total_time, latenciesif __name__ == "__main__":thread_impl = MultithreadingImplementation(RealisticIOLoadGenerator())results, total_time, latencies = thread_impl.run_with_thread_pool()print(f"Thread pool results: {results}")print(f"Total time: {total_time:.2f} seconds")print(f"Average latency: {sum(latencies) / len(latencies):.4f} seconds")

返回：

Thread pool results: [{'task_id': 2, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.64089035987854, 'timestamp': 1763018720.6677675, 'success': True}, {'task_id': 3, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 4.620900392532349, 'timestamp': 1763018722.6492817, 'success': True}, {'task_id': 1, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 5.1354053020477295, 'timestamp': 1763018723.160058, 'success': True}, {'task_id': 0, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 5.218899965286255, 'timestamp': 1763018723.242559, 'success': True}, {'task_id': 4, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 3.147965669631958, 'timestamp': 1763018723.82111, 'success': True}, {'task_id': 5, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.9038810729980469, 'timestamp': 1763018724.5546691, 'success': True}, {'task_id': 8, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 4.264864206314087, 'timestamp': 1763018728.0877182, 'success': True}, {'task_id': 6, 'url': 'https://httpbin.org/headers', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.379794597625732, 'success': False}, {'task_id': 7, 'url': 'https://httpbin.org/headers', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.57780385017395, 'success': False}, {'task_id': 10, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.627431869506836, 'timestamp': 1763018730.7172117, 'success': True}, {'task_id': 9, 'url': 'https://httpbin.org/user-agent', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.303241729736328, 'success': False}, {'task_id': 11, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.004922389984131, 'timestamp': 1763018731.5475993, 'success': True}, {'task_id': 12, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.8022096157073975, 'timestamp': 1763018731.6233556, 'success': True}, {'task_id': 13, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 1.9363844394683838, 'timestamp': 1763018732.6543164, 'success': True}, {'task_id': 14, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 3.1029958724975586, 'timestamp': 1763018733.9620686, 'success': True}, {'task_id': 16, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 4.323602676391602, 'timestamp': 1763018735.947819, 'success': True}, {'task_id': 17, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 4.751221418380737, 'timestamp': 1763018737.407752, 'success': True}, {'task_id': 15, 'url': 'https://httpbin.org/delay/1', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.437001943588257, 'success': False}, {'task_id': 19, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.129460573196411, 'timestamp': 1763018738.0788915, 'success': True}, {'task_id': 18, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 5.648653507232666, 'timestamp': 1763018739.6158183, 'success': True}, {'task_id': 20, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 3.755096197128296, 'timestamp': 1763018741.1660047, 'success': True}, {'task_id': 21, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 4.058772087097168, 'timestamp': 1763018742.047127, 'success': True}, {'task_id': 25, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 1.644345760345459, 'timestamp': 1763018743.693656, 'success': True}, {'task_id': 22, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 6.120203733444214, 'timestamp': 1763018744.200389, 'success': True}, {'task_id': 24, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 3.1698191165924072, 'timestamp': 1763018744.3394308, 'success': True}, {'task_id': 23, 'url': 'https://httpbin.org/delay/1', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.179854869842529, 'success': False}, {'task_id': 28, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 2.4336485862731934, 'timestamp': 1763018746.7744696, 'success': True}, {'task_id': 27, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 3.412177085876465, 'timestamp': 1763018747.6136022, 'success': True}, {'task_id': 26, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 4.457198858261108, 'timestamp': 1763018748.1543539, 'success': True}, {'task_id': 30, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.3168985843658447, 'timestamp': 1763018749.092097, 'success': True}, {'task_id': 29, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 3.4096274375915527, 'timestamp': 1763018749.2089455, 'success': True}, {'task_id': 31, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.7938876152038574, 'timestamp': 1763018750.4085858, 'success': True}, {'task_id': 32, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 3.1171650886535645, 'timestamp': 1763018751.2726452, 'success': True}, {'task_id': 33, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 3.3451671600341797, 'timestamp': 1763018752.4390771, 'success': True}, {'task_id': 37, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.5497195720672607, 'timestamp': 1763018754.9902155, 'success': True}, {'task_id': 34, 'url': 'https://httpbin.org/user-agent', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.261272668838501, 'success': False}, {'task_id': 35, 'url': 'https://httpbin.org/status/200', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.145320177078247, 'success': False}, {'task_id': 36, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 6.407497406005859, 'timestamp': 1763018757.6813815, 'success': True}, {'task_id': 40, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 1.6104328632354736, 'timestamp': 1763018758.1651213, 'success': True}, {'task_id': 41, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 1.8360564708709717, 'timestamp': 1763018759.5193827, 'success': True}, {'task_id': 42, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.101412773132324, 'timestamp': 1763018760.2683625, 'success': True}, {'task_id': 39, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 5.778399467468262, 'timestamp': 1763018761.2507365, 'success': True}, {'task_id': 38, 'url': 'https://httpbin.org/headers', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.273876905441284, 'success': False}, {'task_id': 43, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 1.9106636047363281, 'timestamp': 1763018761.4314623, 'success': True}, {'task_id': 47, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.268841505050659, 'timestamp': 1763018763.7031734, 'success': True}, {'task_id': 45, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 3.2421140670776367, 'timestamp': 1763018764.4954534, 'success': True}, {'task_id': 44, 'url': 'https://httpbin.org/delay/1', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.293101072311401, 'success': False}, {'task_id': 46, 'url': 'https://httpbin.org/status/200', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.380242824554443, 'success': False}, {'task_id': 49, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 4.601480960845947, 'timestamp': 1763018769.097974, 'success': True}, {'task_id': 50, 'url': 'https://httpbin.org/user-agent', 'status': 502, 'duration': 3.2539427280426025, 'timestamp': 1763018769.8173642, 'success': True}, {'task_id': 48, 'url': 'https://httpbin.org/get', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.321394443511963, 'success': False}, {'task_id': 52, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.284238338470459, 'timestamp': 1763018771.386326, 'success': True}, {'task_id': 51, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 3.953727960586548, 'timestamp': 1763018771.5992234, 'success': True}, {'task_id': 53, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 3.484811782836914, 'timestamp': 1763018773.3033218, 'success': True}, {'task_id': 56, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.3053321838378906, 'timestamp': 1763018773.9053378, 'success': True}, {'task_id': 57, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 1.9441413879394531, 'timestamp': 1763018775.2495914, 'success': True}, {'task_id': 55, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 3.894873857498169, 'timestamp': 1763018775.2838552, 'success': True}, {'task_id': 54, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 5.870802402496338, 'timestamp': 1763018775.8961716, 'success': True}, {'task_id': 60, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 2.822474956512451, 'timestamp': 1763018778.109038, 'success': True}, {'task_id': 59, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 3.5634288787841797, 'timestamp': 1763018778.8144584, 'success': True}, {'task_id': 61, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 3.042445659637451, 'timestamp': 1763018778.9416173, 'success': True}, {'task_id': 62, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.1808745861053467, 'timestamp': 1763018780.2936509, 'success': True}, {'task_id': 58, 'url': 'https://httpbin.org/delay/1', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 7.041503190994263, 'success': False}, {'task_id': 64, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.804832935333252, 'timestamp': 1763018781.7472084, 'success': True}, {'task_id': 65, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 1.8695662021636963, 'timestamp': 1763018782.16412, 'success': True}, {'task_id': 66, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.2705442905426025, 'timestamp': 1763018783.2186007, 'success': True}, {'task_id': 67, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 1.8899023532867432, 'timestamp': 1763018783.6382492, 'success': True}, {'task_id': 63, 'url': 'https://httpbin.org/user-agent', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.460281133651733, 'success': False}, {'task_id': 68, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 4.181727409362793, 'timestamp': 1763018786.3471236, 'success': True}, {'task_id': 69, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 3.246541976928711, 'timestamp': 1763018786.465934, 'success': True}, {'task_id': 70, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 2.9596104621887207, 'timestamp': 1763018786.5991118, 'success': True}, {'task_id': 71, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 4.109847545623779, 'timestamp': 1763018789.3855503, 'success': True}, {'task_id': 74, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 4.101282835006714, 'timestamp': 1763018790.70302, 'success': True}, {'task_id': 73, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 4.464451313018799, 'timestamp': 1763018790.935328, 'success': True}, {'task_id': 72, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 5.232130527496338, 'timestamp': 1763018791.582804, 'success': True}, {'task_id': 75, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 4.145304918289185, 'timestamp': 1763018793.5320563, 'success': True}, {'task_id': 78, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.1796159744262695, 'timestamp': 1763018793.7641652, 'success': True}, {'task_id': 76, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 3.456477642059326, 'timestamp': 1763018794.1602318, 'success': True}, {'task_id': 77, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 3.7555954456329346, 'timestamp': 1763018794.6922526, 'success': True}, {'task_id': 80, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 2.3658759593963623, 'timestamp': 1763018796.1311803, 'success': True}, {'task_id': 81, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.644073724746704, 'timestamp': 1763018796.8058782, 'success': True}, {'task_id': 82, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 2.9865798950195312, 'timestamp': 1763018797.680009, 'success': True}, {'task_id': 83, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.768038511276245, 'timestamp': 1763018798.9006326, 'success': True}, {'task_id': 84, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 2.1542699337005615, 'timestamp': 1763018798.9635465, 'success': True}, {'task_id': 79, 'url': 'https://httpbin.org/delay/1', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.362646818161011, 'success': False}, {'task_id': 87, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.659508228302002, 'timestamp': 1763018801.6245399, 'success': True}, {'task_id': 85, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 4.096215724945068, 'timestamp': 1763018801.7781677, 'success': True}, {'task_id': 86, 'url': 'https://httpbin.org/status/200', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.296148777008057, 'success': False}, {'task_id': 89, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 4.1092894077301025, 'timestamp': 1763018805.7350073, 'success': True}, {'task_id': 88, 'url': 'https://httpbin.org/headers', 'error': "HTTPSConnectionPool(host='httpbin.org', port=443): Read timed out. (read timeout=5)", 'duration': 6.181433200836182, 'success': False}, {'task_id': 90, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 4.365708351135254, 'timestamp': 1763018806.1448097, 'success': True}, {'task_id': 91, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 2.2035915851593018, 'timestamp': 1763018807.4017828, 'success': True}, {'task_id': 93, 'url': 'https://httpbin.org/status/200', 'status': 200, 'duration': 3.329970121383667, 'timestamp': 1763018809.408817, 'success': True}, {'task_id': 92, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 3.8230741024017334, 'timestamp': 1763018809.5604308, 'success': True}, {'task_id': 95, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 3.5079431533813477, 'timestamp': 1763018810.91059, 'success': True}, {'task_id': 94, 'url': 'https://httpbin.org/delay/1', 'status': 200, 'duration': 5.698163032531738, 'timestamp': 1763018811.8442442, 'success': True}, {'task_id': 96, 'url': 'https://httpbin.org/user-agent', 'status': 200, 'duration': 2.861421823501587, 'timestamp': 1763018812.272242, 'success': True}, {'task_id': 97, 'url': 'https://httpbin.org/get', 'status': 200, 'duration': 4.265833377838135, 'timestamp': 1763018813.829878, 'success': True}, {'task_id': 98, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 3.529327392578125, 'timestamp': 1763018814.4424756, 'success': True}, {'task_id': 99, 'url': 'https://httpbin.org/headers', 'status': 200, 'duration': 3.3425323963165283, 'timestamp': 1763018815.1888177, 'success': True}]
Total time: 97.16 seconds
Average latency: 3.3521 seconds