benchmarks/benchmark3.py

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from typing import Optional
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import time
import pycurl
import itertools
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import argparse
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import multiprocessing
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import paho.mqtt.client
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from datetime import datetime
from blist import blist
from dataclasses import dataclass
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import threading
import queue
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import sys
import csv
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import random
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import textwrap
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@dataclass(frozen=False, init=True)
class UploadRequest:
id: int
upload_started: float = None
upload_finished: float = None
upload_status_code: bool = False
alert_arrived: float = None
@dataclass(frozen=False, init=True)
class ReturnedRequest:
id: int
arrived: float
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def independent_worker(result_queue, filename: str, timeout: float):
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prepared_curl = pycurl.Curl()
prepared_curl.setopt(pycurl.URL, "https://birb.k8s.kmlabz.com/benchmark")
prepared_curl.setopt(pycurl.SSL_VERIFYPEER, 0)
prepared_curl.setopt(pycurl.SSL_VERIFYHOST, 0)
# prepared_curl.setopt(pycurl.FORBID_REUSE, 0)
prepared_curl.setopt(pycurl.HTTP_VERSION, pycurl.CURL_HTTP_VERSION_2_0)
prepared_curl.setopt(pycurl.WRITEFUNCTION, lambda _: None)
completed_jobs_list = blist() # O(log n) insert instead of python's O(n)
worker_stop_time = 0
worker_completed_job_count = 0
# Start working!!
worker_start_time = time.time()
while True:
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jobid = random.randint(0, 2147483647)
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prepared_curl.setopt(pycurl.HTTPPOST, [
('file', (
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pycurl.FORM_FILE, filename # Copying buffers from Python memory would be even slower... trust me
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)),
('description', (
pycurl.FORM_BUFFERPTR, f'{{"date": "{datetime.now().isoformat()}", "device_id" : "{jobid}"}}',
pycurl.FORM_CONTENTTYPE, 'application/json',
))
])
job_start_time = time.time()
prepared_curl.perform()
job_stop_time = time.time()
status_code = prepared_curl.getinfo(pycurl.HTTP_CODE)
worker_completed_job_count += 1
completed_jobs_list.append(UploadRequest(
id=jobid,
upload_started=job_start_time,
upload_finished=job_stop_time,
upload_status_code=status_code
))
if (job_stop_time - worker_start_time) >= timeout:
worker_stop_time = job_stop_time
break
# end of loop
runtime = worker_stop_time - worker_start_time
prepared_curl.close()
result_queue.put(
(runtime, worker_completed_job_count, completed_jobs_list)
)
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def mqtt_on_connect(client, userdata, flags, rc):
client.subscribe(f"command/#")
def mqtt_on_command(client, userdata, message):
# msg = json.loads(message.payload.decode())
# if msg['command'] == 'doAlert':
_id = int(message.topic[8:]) # len('command/') = 8
userdata.put(ReturnedRequest(id=_id, arrived=time.time()))
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def mqtt_on_subscribe(client, userdata, mid, granted_qos):
userdata.set()
def run_benchmark(num_workers: int, timeout: float, filename: str):
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result_queue = multiprocessing.Queue()
workers = []
for _ in range(num_workers):
workers.append(multiprocessing.Process(
target=independent_worker,
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args=(result_queue, filename, timeout)
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))
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for w in workers:
w.start()
completed_workers = 0
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all_requests_completed = {}
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count_requests_completed = 0
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while completed_workers < num_workers:
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results = result_queue.get()
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count_requests_completed += results[1]
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for result in results[2]:
all_requests_completed[result.id] = result
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completed_workers += 1
for w in workers:
w.join()
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assert count_requests_completed == len(all_requests_completed)
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final_sorted_results = list(all_requests_completed.values())
final_sorted_results.sort(key=lambda a: a.upload_started) # sort by upload start time
return final_sorted_results
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def csv_time_format(timestamp: Optional[float]) -> Optional[str]:
if timestamp:
return datetime.fromtimestamp(timestamp).isoformat()
else:
return None
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def write_results(results, file_handle):
writer = csv.writer(file_handle)
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# Latency and rtt are in ms
writer.writerow(
['id', 'http_start_time', 'http_complete_time', 'status_code', 'mqtt_arrive_time', 'latency', 'rtt']
)
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for result in results:
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latency = (result.alert_arrived - result.upload_finished) * 1000 if result.alert_arrived else None
rtt = (result.alert_arrived - result.upload_started) * 1000 if result.alert_arrived else None
row = [
result.id,
csv_time_format(result.upload_started),
csv_time_format(result.upload_finished),
result.upload_status_code,
csv_time_format(result.alert_arrived),
latency,
rtt
]
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writer.writerow(row)
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def main():
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help_epilog = textwrap.dedent('''\
CSV Columns meaning:
id - Unique ID of a request (not sequential but at least unique)
http_start_time - Timestamp of when the HTTP request is started
http_complete_time - Timestamp of when the HTTP request is completed
status_code - Status code of the HTTP request
mqtt_arrive_time - Timestamp of when the corresponding MQTT message arrived
latency - Latency of the system (http_complete_time - mqtt_arrive_time) in milliseconds
rtt - Total round trip time (http_start_time - mqtt_arrive_time) in milliseconds
''')
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parser = argparse.ArgumentParser(
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description='Birbnetes Benchmarker 3',
epilog=help_epilog,
formatter_class=argparse.RawTextHelpFormatter
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)
parser.add_argument('--workers', type=int, required=False, default=1, help='Number of workers (or threads)')
parser.add_argument('--timeout', type=int, required=False, default=10,
help='Maximum time for request sending (0 for unlimited)')
parser.add_argument('--file', type=str, required=True, help='Name of the sound file to upload')
parser.add_argument('--target-url', type=str, required=False, default="https://birb.k8s.kmlabz.com/sample",
help='The target endpoint')
parser.add_argument('--inflight-timeout', type=int, required=False, default=30,
help='Number of seconds to wait for MQTT messages to arrive after uploading finished (not very precise) (0 for not waiting)')
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parser.add_argument('--output', type=str, required=True, help='name of the file to write results to (- for stdout)')
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parser.add_argument('--mqtt-username', type=str, required=False, default="birbnetes",
help="Username for the MQTT server")
parser.add_argument('--mqtt-port', type=int, required=False, default=1883, help="Port for the MQTT server")
parser.add_argument('--mqtt-host', type=str, required=False, default="mqtt.kmlabz.com",
help="Hostname for the MQTT server")
parser.add_argument('--mqtt-password', type=str, required=False, default=None, help="Username for the MQTT server")
args = parser.parse_args()
print("Workers:", args.workers)
print("Timeout:", args.timeout, "sec")
alerts_arrived_queue = queue.Queue()
print(f"Preparing MQTT (host: {args.mqtt_host}:{args.mqtt_port}, login: {bool(args.mqtt_password)})")
subscription_waiter = threading.Event()
# Preparing connection
mqtt_client = paho.mqtt.client.Client(client_id="10")
mqtt_client.on_connect = mqtt_on_connect
mqtt_client.on_subscribe = mqtt_on_subscribe
mqtt_client.user_data_set(subscription_waiter)
if args.mqtt_password:
mqtt_client.username_pw_set(args.mqtt_username, args.mqtt_password)
# this is a blocking call, will wait until connecion is complete
mqtt_client.connect(args.mqtt_host, args.mqtt_port, 60)
# Start loop in background
mqtt_client.loop_start()
# Wait for subscription to be made
subscription_waiter.wait()
# Set final command reciever
mqtt_client.user_data_set(alerts_arrived_queue)
mqtt_client.on_message = mqtt_on_command
print("MQTT Complete!")
print("Running benchmark...")
benchmark_results = run_benchmark(args.workers, args.timeout, args.file)
print("Waiting for inflight MQTT messages to arrive...")
# Wait for inflight messages for a little
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total_successful_uploads = len([req for req in benchmark_results if req.upload_status_code == 200])
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all_arrived = False
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waiting_started = time.time()
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for _ in range(int(args.inflight_timeout * 1000)):
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if alerts_arrived_queue.qsize() >= total_successful_uploads:
all_arrived = True
break
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time.sleep(0.001)
waited_for_inflight = time.time() - waiting_started
print(f"Waited a total {waited_for_inflight} seconds")
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if not all_arrived:
print("WARNING: Not all MQTT Messages arrived!")
# Disconnectiong MQTT
mqtt_client.disconnect()
mqtt_client.loop_stop() # This stops further recieving MQTT messages
# Aggregate results
total_answered = 0
while True:
try:
returned_job = alerts_arrived_queue.get_nowait()
except queue.Empty:
break
try:
benchmark_results[returned_job.id].alert_arrived = returned_job.arrived
except KeyError:
print("Bruh moment: Alert arrived with an id that's not sent", returned_job.id)
total_answered += 1
# print some mini statistics
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total_runtime = max(benchmark_results, key=lambda a: a.upload_finished).upload_finished - \
min(benchmark_results, key=lambda a: a.upload_started).upload_started
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print(
f"{len(benchmark_results)} requests completed: {total_successful_uploads} successfully uploaded and {total_answered} answered"
)
print(f"Test total runtime was {total_runtime} seconds")
print("HTTP Request/sec:", len(benchmark_results) / total_runtime)
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if args.output == '-':
print("Writing results to STDOUT")
print("\n---------- CUT HERE ----------\n")
write_results(benchmark_results, sys.stdout)
else:
print("Writing results to", args.output)
with open(args.output, 'w') as f:
write_results(benchmark_results, f)
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if __name__ == '__main__':
main()