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load_test.py
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"""Main llm-load-test CLI entrypoint."""
import logging
import logging.handlers
import multiprocessing as mp
import sys
import time
from user import User
from dataset import Dataset
import logging_utils
import utils
def run_main_process(concurrency, duration, dataset, dataset_q, stop_q):
"""Run the main process."""
logging.info("Test from main process")
# Initialize the dataset_queue with 4*concurrency requests
for query in dataset.get_next_n_queries(2 * concurrency):
dataset_q.put(query)
start_time = time.time()
current_time = start_time
while (current_time - start_time) < duration:
# Keep the dataset queue full for duration
if dataset_q.qsize() < int(0.5*concurrency + 1):
logging.info("Adding %d entries to dataset queue", concurrency)
for query in dataset.get_next_n_queries(concurrency):
dataset_q.put(query)
time.sleep(0.1)
current_time = time.time()
logging.info("Timer ended, stopping processes")
# Signal users to stop sending requests
stop_q.put(None)
# Empty the dataset queue
while not dataset_q.empty():
logging.debug("Removing element from dataset_q")
dataset_q.get()
return
def gather_results(results_pipes):
"""Get the results."""
# Receive all results from each processes results_pipe
logging.debug("Receiving results from user processes")
results_list = []
for results_pipe in results_pipes:
user_results = results_pipe.recv()
results_list.extend(user_results)
return results_list
def stop_procs(procs, dataset_q, stop_q):
"""Exit gracefully."""
# Signal users to stop sending requests
if stop_q.empty():
stop_q.put(None)
if dataset_q is not None and not dataset_q.empty():
logging.warning("Removing more elements from dataset_q after gathering results!")
while not dataset_q.empty():
dataset_q.get()
logging.debug("Calling join() on all user processes")
for proc in procs:
proc.join()
logging.info("User processes terminated succesfully")
stop_q.get()
def stop_test(logger_q, log_reader_thread, code):
"""Clean up logger thread and exit the program."""
# Shutdown logger thread
logger_q.put(None)
log_reader_thread.join()
sys.exit(code)
def create_procs(mp_ctx, dataset_q, stop_q, plugin, logger_q, log_level, duration, concurrency):
"""Create the user process objects."""
procs = []
results_pipes = []
logging.debug("Creating %s Users and corresponding processes", concurrency)
for idx in range(concurrency):
send_results, recv_results = mp_ctx.Pipe()
user = User(
idx,
dataset_q=dataset_q,
stop_q=stop_q,
results_pipe=send_results,
plugin=plugin,
logger_q=logger_q,
log_level=log_level,
run_duration=duration,
)
proc = mp_ctx.Process(target=user.run_user_process)
procs.append(proc)
logging.info("Starting %s", proc)
proc.start()
results_pipes.append(recv_results)
return procs, results_pipes
def main(args):
"""Load test CLI entrypoint."""
args = utils.parse_args(args)
mp_ctx = mp.get_context("spawn")
logger_q = mp_ctx.Queue()
log_reader_thread = logging_utils.init_logging(args.log_level, logger_q)
# Create processes and their Users
stop_q = mp_ctx.Queue(1)
dataset_q = mp_ctx.Queue()
procs = []
results_pipes = []
# Parse config
logging.debug("Parsing YAML config file %s", args.config)
concurrency, duration, plugin = 0, 0, None
try:
config = utils.yaml_load(args.config)
concurrency, duration, plugin = utils.parse_config(config)
except Exception as e:
logging.error("Exiting due to invalid input: %s", repr(e))
stop_procs([], dataset_q, stop_q)
stop_test(logger_q, log_reader_thread, 1)
try:
if not isinstance(concurrency, list):
concurrency = [concurrency]
for n_users in concurrency:
config["load_options"]["concurrency"] = n_users
logging.debug("Creating dataset with configuration %s", config["dataset"])
dataset = Dataset(**config["dataset"])
procs, results_pipes = create_procs(mp_ctx, dataset_q, stop_q, plugin, logger_q, args.log_level, duration, n_users)
logging.debug("Running main process")
run_main_process(n_users, duration, dataset, dataset_q, stop_q)
results_list = gather_results(results_pipes)
utils.write_output(config, results_list, concurrency=n_users, duration=duration)
stop_procs(procs, dataset_q, stop_q)
# Terminate queues immediately on ^C
except KeyboardInterrupt:
stop_q.cancel_join_thread()
dataset_q.cancel_join_thread()
stop_procs(procs, dataset_q, stop_q)
stop_test(logger_q, log_reader_thread, 1)
except Exception:
logging.exception("Unexpected exception in main process")
stop_procs(procs, dataset_q, stop_q)
stop_test(logger_q, log_reader_thread, 1)
stop_test(logger_q, log_reader_thread, 0)
if __name__ == "__main__":
main(sys.argv[1:])