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#!/usr/bin/env python
#
# Copyright 2018 Confluent Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
#
# Soak test producer-consumer end-to-end client for
# long term validation testing.
#
# Usage:
# tests/soak/soakclient.py -i <testid> -t <topic> -r <produce-rate> -f <client-conf-file>
#
# A unique topic should be used for each soakclient instance.
#
from confluent_kafka import KafkaError, KafkaException, version
from confluent_kafka import Producer
from confluent_kafka.admin import AdminClient, NewTopic
from collections import defaultdict
from builtins import int
from opentelemetry import metrics
from common import TestConsumer
import argparse
import threading
import time
import json
import logging
import sys
import traceback
import resource
import os
import psutil
class SoakRecord (object):
""" A private record type, with JSON serializer and deserializer """
def __init__(self, msgid, name=None):
self.msgid = msgid
if name is None:
self.name = "SoakRecord nr #{}".format(self.msgid)
else:
self.name = name
def serialize(self):
return json.dumps(self, default=lambda o: o.__dict__)
def __str__(self):
return "SoakRecord({})".format(self.name)
@classmethod
def deserialize(cls, binstr):
d = json.loads(binstr)
return SoakRecord(d['msgid'], d['name'])
class SoakClient (object):
""" The SoakClient consists of a Producer sending messages at
the given rate, and a Consumer consuming the messages.
Both clients print their message and error counters every 10 seconds.
The producer and consumer run in separate background threads.
"""
# metric name prefix
METRIC_PFX = "kafka.client.soak.python."
def dr_cb(self, err, msg):
""" Producer delivery report callback """
if err is not None:
self.logger.warning("producer: delivery failed: {} [{}]: {}".
format(msg.topic(), msg.partition(), err))
self.dr_err_cnt += 1
self.incr_counter("producer.drerr", 1)
self.incr_counter("producer.delivery.failure", 1, {
"topic": msg.topic(),
"partition": str(msg.partition()),
"err": str(err)
})
else:
self.dr_cnt += 1
self.incr_counter("producer.drok", 1)
self.set_gauge("producer.latency", msg.latency(),
tags={"partition": "{}".format(msg.partition())})
if (self.dr_cnt % self.disprate) == 0:
self.logger.debug("producer: delivered message to {} [{}] at offset {} in {}s".format(
msg.topic(), msg.partition(), msg.offset(), msg.latency()))
def produce_record(self):
""" Asynchronously produce a single record, but block and
and retry if buffer is full. """
record = SoakRecord(self.producer_msgid)
txcnt = 0
while True:
txcnt += 1
try:
self.producer.produce(self.topic, value=record.serialize(),
headers={"msgid": str(record.msgid),
"time": str(time.time()),
"txcnt": str(txcnt)},
on_delivery=self.dr_cb)
break
except BufferError:
self.producer.poll(1)
continue
self.producer_msgid += 1
self.incr_counter("producer.send", 1)
def producer_status(self):
""" Print producer status """
self.logger.info("producer: {} messages produced, {} delivered, {} failed, {} error_cbs".format(
self.producer_msgid, self.dr_cnt, self.dr_err_cnt,
self.producer_error_cb_cnt))
def producer_run(self):
""" Producer main loop """
sleep_intvl = 1.0 / self.rate
self.producer_msgid = 0
self.dr_cnt = 0
self.dr_err_cnt = 0
self.producer_error_cb_cnt = 0
next_status = time.time() + self.disprate
while self.run:
# Produce a single record
self.produce_record()
# Enforce message rate by polling until interval is exceeded.
now = time.time()
t_end = now + sleep_intvl
while True:
if now > next_status:
# Print status
self.producer_status()
next_status = now + self.disprate
remaining_time = t_end - now
if remaining_time < 0:
remaining_time = 0
self.producer.poll(remaining_time)
if remaining_time <= 0:
break
now = time.time()
# Wait for outstanding messages to be delivered.
remaining = self.producer.flush(30)
self.logger.warning("producer: {} message(s) remaining in queue after flush()".format(remaining))
self.producer_status()
def producer_thread_main(self):
""" Producer thread main function """
try:
self.producer_run()
except KeyboardInterrupt:
self.logger.info("producer: aborted by user")
self.run = False
except Exception as ex:
self.logger.fatal("producer: fatal exception: {}:\n{}".format(
ex, traceback.print_exc()))
self.run = False
def consumer_status(self):
""" Print consumer status """
self.logger.info("consumer: {} messages consumed, {} duplicates, "
"{} missed, {} message errors, {} consumer errors, {} error_cbs".format(
self.msg_cnt, self.msg_dup_cnt, self.msg_miss_cnt,
self.msg_err_cnt, self.consumer_err_cnt,
self.consumer_error_cb_cnt))
def consumer_run(self):
""" Consumer main loop """
self.consumer_msgid_next = 0
self.consumer.subscribe([self.topic])
self.msg_cnt = 0
self.msg_dup_cnt = 0
self.msg_miss_cnt = 0
self.msg_err_cnt = 0
self.consumer_err_cnt = 0
self.consumer_error_cb_cnt = 0
self.last_commited = None
# Keep track of high-watermarks to make sure we don't go backwards
hwmarks = defaultdict(int)
next_status = time.time() + self.disprate
while self.run:
now = time.time()
if now > next_status:
# Print status
self.consumer_status()
next_status = now + self.disprate
msg = self.consumer.poll(1)
if msg is None:
continue
if msg.error() is not None:
self.logger.error("consumer: error: {}".format(msg.error()))
self.consumer_err_cnt += 1
self.incr_counter("consumer.error", 1)
continue
try:
# Deserialize message
record = SoakRecord.deserialize(msg.value()) # noqa unused variable
except ValueError as ex:
self.logger.info("consumer: Failed to deserialize message in "
"{} [{}] at offset {} (headers {}): {}".format(
msg.topic(), msg.partition(), msg.offset(), msg.headers(), ex))
self.msg_err_cnt += 1
self.incr_counter("consumer.msgerr", 1)
self.msg_cnt += 1
self.incr_counter("consumer.msg", 1)
# end-to-end latency
headers = dict(msg.headers())
txtime = headers.get('time', None)
if txtime is not None:
latency = time.time() - float(txtime)
self.set_gauge("consumer.e2e_latency", latency,
tags={"partition": "{}".format(msg.partition())})
else:
latency = None
if (self.msg_cnt % self.disprate) == 0:
# Show a sample message every #disprate messages
self.logger.info("consumer: {} messages consumed: Message {} "
"[{}] at offset {} (headers {}, latency {})".format(
self.msg_cnt,
msg.topic(), msg.partition(),
msg.offset(), msg.headers(), latency))
# Keep track of consumer's highwater mark for each partition,
# to identify duplicates and lost messages.
hwkey = "{}-{}".format(msg.topic(), msg.partition())
hw = hwmarks[hwkey]
if hw > 0:
if msg.offset() <= hw:
self.logger.warning("consumer: Old or duplicate message {} "
"[{}] at offset {} (headers {}): wanted offset > {} (last commited {})".format(
msg.topic(), msg.partition(),
msg.offset(), msg.headers(), hw,
self.last_committed))
self.msg_dup_cnt += (hw + 1) - msg.offset()
self.incr_counter("consumer.msgdup", 1)
elif msg.offset() > hw + 1:
self.logger.warning("consumer: Lost messages, now at {} "
"[{}] at offset {} (headers {}): "
"expected offset {}+1 (last committed {})".format(
msg.topic(), msg.partition(),
msg.offset(), msg.headers(), hw,
self.last_committed))
self.msg_miss_cnt += msg.offset() - (hw + 1)
self.incr_counter("consumer.missedmsg", 1)
hwmarks[hwkey] = msg.offset()
self.consumer.close()
self.consumer_status()
def consumer_thread_main(self):
""" Consumer thread main function """
try:
self.consumer_run()
except KeyboardInterrupt:
self.logger.info("consumer: aborted by user")
self.run = False
except Exception as ex:
self.logger.fatal("consumer: fatal exception: {}\n{}".format(
ex, traceback.print_exc()))
self.run = False
def consumer_error_cb(self, err):
""" Consumer error callback """
self.logger.error("consumer: error_cb: {}".format(err))
self.consumer_error_cb_cnt += 1
self.incr_counter("consumer.errorcb", 1)
def consumer_commit_cb(self, err, partitions):
""" Auto commit result callback """
if err is not None:
self.logger.error("consumer: offset commit failed for {}: {}".format(partitions, err))
self.consumer_err_cnt += 1
self.incr_counter("consumer.error", 1)
else:
self.last_committed = partitions
def producer_error_cb(self, err):
""" Producer error callback """
self.logger.error("producer: error_cb: {}".format(err))
self.producer_error_cb_cnt += 1
self.incr_counter("producer.errorcb", 1)
def rtt_stats(self, d):
""" Extract broker rtt statistics from the stats dict in @param d """
# Get leader RTT stats
for broker in d['brokers'].values():
if broker['toppars'] is None:
continue
parts = ','.join([str(x['partition']) for x in broker['toppars'].values()])
tags = {"broker": "{}".format(broker['nodeid']),
"partitions": "{}".format(parts),
"type": "{}".format(d['type'])}
self.set_gauge("broker.rtt.p99",
float(broker['rtt']['p99']) / 1000000.0, tags=tags)
self.set_gauge("broker.rtt.avg",
float(broker['rtt']['avg']) / 1000000.0, tags=tags)
def stats_cb(self, json_str):
""" Common statistics callback. """
d = json.loads(json_str)
# Print number of connected brokers to monitor
# the sparse connection functionality.
brokers = d['brokers']
broker_cnt = len(brokers)
up_brokers = [brokers[x]['name'] for x in brokers if brokers[x]['state'] == 'UP']
if self.topic in d['topics']:
leaders = ['{}={}'.format(p['partition'], p['leader'])
for p in d['topics'][self.topic]['partitions'].values() if p['partition'] != -1]
else:
leaders = []
self.logger.info("{} stats: {}/{} brokers UP, {} partition leaders: {}".format(
d['name'], len(up_brokers), broker_cnt, self.topic, leaders))
# Emit the full raw stats for troubleshooting.
self.stats_cnt[d['type']] += 1
self.logger.info("{} raw stats: {}".format(d['name'], json_str))
self.rtt_stats(d)
# Sample the producer queue length
if d['type'] == 'producer':
self.set_gauge("producer.outq", len(self.producer))
def create_topic(self, topic, conf):
""" Create the topic if it doesn't already exist """
admin = AdminClient(conf)
fs = admin.create_topics([NewTopic(topic, num_partitions=2, replication_factor=3)])
f = fs[topic]
try:
res = f.result() # noqa unused variable
except KafkaException as ex:
if ex.args[0].code() == KafkaError.TOPIC_ALREADY_EXISTS:
self.logger.info("Topic {} already exists: good".format(topic))
else:
raise
def __init__(self, testid, topic, rate, conf):
""" SoakClient constructor. conf is the client configuration """
self.topic = topic
self.rate = rate
self.disprate = int(rate * 10)
self.run = True
self.stats_cnt = {'producer': 0, 'consumer': 0}
self.start_time = time.time()
# OTEL instruments
self.counters = {}
self.gauges = {}
self.gauge_cbs = {}
self.gauge_values = {}
self.last_rusage = None
self.last_rusage_time = None
self.proc = psutil.Process(os.getpid())
self.logger = logging.getLogger('soakclient')
self.logger.setLevel(logging.DEBUG)
handler = logging.StreamHandler()
handler.setFormatter(logging.Formatter('%(asctime)-15s %(levelname)-8s %(message)s'))
self.logger.addHandler(handler)
# Construct a unique id to use for metrics hostname so that
# multiple instances of the SoakClient can run on the same machine.
hostname = os.environ["HOSTNAME"]
self.hostname = "py-{}-{}".format(hostname, self.topic)
self.testid = testid
self.meter = metrics.get_meter("njc.python.soak.tests")
self.logger.info("SoakClient id {}".format(self.hostname))
if 'group.id' not in conf:
# Generate a group.id bound to this client and python version
conf['group.id'] = 'soakclient-{}-{}-{}'.format(
self.hostname, version()[0], sys.version.split(' ')[0])
conf = {k: v for k, v in conf.items()}
def filter_config(conf, filter_out, strip_prefix):
len_sp = len(strip_prefix)
out = {}
for k, v in conf.items():
if len([x for x in filter_out if k.startswith(x)]) > 0:
continue
if k.startswith(strip_prefix):
k = k[len_sp:]
out[k] = v
return out
# Create topic (might already exist)
aconf = filter_config(conf, ["consumer.", "producer."], "admin.")
self.create_topic(self.topic, aconf)
#
# Create Producer and Consumer, each running in its own thread.
#
conf['stats_cb'] = self.stats_cb
conf['statistics.interval.ms'] = 120000
# Producer
pconf = filter_config(conf, ["consumer.", "admin."], "producer.")
pconf['error_cb'] = self.producer_error_cb
self.producer = Producer(pconf)
# Consumer
cconf = filter_config(conf, ["producer.", "admin."], "consumer.")
cconf['error_cb'] = self.consumer_error_cb
cconf['on_commit'] = self.consumer_commit_cb
self.logger.info("consumer: using group.id {}".format(cconf['group.id']))
self.consumer = TestConsumer(cconf)
# Create and start producer thread
self.producer_thread = threading.Thread(target=self.producer_thread_main)
self.producer_thread.start()
# Create and start consumer thread
self.consumer_thread = threading.Thread(target=self.consumer_thread_main)
self.consumer_thread.start()
def terminate(self):
""" Terminate Producer and Consumer """
soak.logger.info("Terminating (ran for {}s)".format(time.time() - self.start_time))
self.run = False
# Wait for background threads to finish.
self.producer_thread.join()
self.consumer_thread.join()
# Final resource usage
soak.get_rusage()
def incr_counter(self, metric_name, incrval, tags=None):
""" Increment metric counter by incrval """
if not tags:
tags = {}
tags.update({
"host": self.hostname,
"testid": self.testid
})
full_metric_name = self.METRIC_PFX + metric_name
if full_metric_name not in self.counters:
self.counters[full_metric_name] = self.meter.create_counter(
full_metric_name,
description=full_metric_name,
)
counter = self.counters[full_metric_name]
counter.add(incrval, tags)
def set_gauge(self, metric_name, val, tags=None):
""" Set metric gauge to val """
if not tags:
tags = {}
tags.update({
"host": self.hostname,
"testid": self.testid
})
full_metric_name = self.METRIC_PFX + metric_name
if full_metric_name not in self.gauge_values:
self.gauge_values[full_metric_name] = []
self.gauge_values[full_metric_name].append([val, tags])
if full_metric_name not in self.gauges:
def cb(_):
for value in self.gauge_values[full_metric_name]:
yield metrics.Observation(value[0], value[1])
self.gauge_values[full_metric_name] = []
self.gauge_cbs[full_metric_name] = cb
self.gauges[full_metric_name] = self.meter.create_observable_gauge(
callbacks=[self.gauge_cbs[full_metric_name]],
name=full_metric_name,
description=full_metric_name
)
def calc_rusage_deltas(self, curr, prev, elapsed):
""" Calculate deltas between previous and current resource usage """
# User CPU %
user_cpu = ((curr.ru_utime - prev.ru_utime) / elapsed) * 100.0
self.set_gauge("cpu.user", user_cpu)
# System CPU %
sys_cpu = ((curr.ru_stime - prev.ru_stime) / elapsed) * 100.0
self.set_gauge("cpu.system", sys_cpu)
# Max RSS memory (monotonic)
max_rss = curr.ru_maxrss / 1024.0
self.set_gauge("memory.rss.max", max_rss)
self.logger.info("User CPU: {:.1f}%, System CPU: {:.1f}%, MaxRSS {:.3f}MiB".format(
user_cpu, sys_cpu, max_rss))
def get_rusage(self):
""" Get resource usage and calculate CPU load, etc """
ru = resource.getrusage(resource.RUSAGE_SELF)
now = time.time()
if self.last_rusage is not None:
self.calc_rusage_deltas(ru, self.last_rusage,
now - self.last_rusage_time)
self.last_rusage = ru
self.last_rusage_time = now
# Current RSS memory
rss = float(self.proc.memory_info().rss) / (1024.0*1024.0)
self.set_gauge("memory.rss", rss)
if __name__ == '__main__':
parser = argparse.ArgumentParser(description='Kafka client soak test')
parser.add_argument('-i', dest='testid', type=str, required=True, help='Test id')
parser.add_argument('-b', dest='brokers', type=str, default=None, help='Bootstrap servers')
parser.add_argument('-t', dest='topic', type=str, required=True, help='Topic to use')
parser.add_argument('-r', dest='rate', type=float, default=10, help='Message produce rate per second')
parser.add_argument('-f', dest='conffile', type=argparse.FileType('r'),
help='Configuration file (configprop=value format)')
args = parser.parse_args()
conf = dict()
if args.conffile is not None:
# Parse client configuration file.
# Standard "key=value" format.
for line in args.conffile:
line = line.strip()
if len(line) == 0 or line[0] == '#':
continue
i = line.find('=')
if i <= 0:
raise ValueError("Configuration lines must be `name=value..`, not {}".format(line))
name = line[:i]
value = line[i+1:]
conf[name] = value
if args.brokers is not None:
# Overwrite any brokers specified in configuration file with
# brokers from -b command line argument
conf['bootstrap.servers'] = args.brokers
# We don't care about partition EOFs
conf['enable.partition.eof'] = False
# Create SoakClient
soak = SoakClient(args.testid, args.topic, args.rate, conf)
# Get initial resource usage
soak.get_rusage()
# Run until interrupted
try:
while soak.run:
time.sleep(10)
soak.get_rusage()
soak.logger.info("Soak client aborted")
except (KeyboardInterrupt):
soak.logger.info("Interrupted by user")
except Exception as ex:
soak.logger.error("Fatal exception {}\n{}".format(
ex, traceback.print_exc()))
# Terminate
soak.terminate()
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