init
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#!/usr/bin/env python
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# Adapted from https://github.com/mrafayaleem/kafka-jython
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from __future__ import absolute_import, print_function
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import argparse
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import pprint
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import sys
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import threading
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import time
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import traceback
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from kafka import KafkaConsumer
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class ConsumerPerformance(object):
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@staticmethod
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def run(args):
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try:
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props = {}
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for prop in args.consumer_config:
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k, v = prop.split('=')
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try:
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v = int(v)
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except ValueError:
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pass
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if v == 'None':
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v = None
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elif v == 'False':
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v = False
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elif v == 'True':
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v = True
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props[k] = v
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print('Initializing Consumer...')
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props['bootstrap_servers'] = args.bootstrap_servers
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props['auto_offset_reset'] = 'earliest'
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if 'group_id' not in props:
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props['group_id'] = 'kafka-consumer-benchmark'
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if 'consumer_timeout_ms' not in props:
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props['consumer_timeout_ms'] = 10000
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props['metrics_sample_window_ms'] = args.stats_interval * 1000
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for k, v in props.items():
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print('---> {0}={1}'.format(k, v))
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consumer = KafkaConsumer(args.topic, **props)
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print('---> group_id={0}'.format(consumer.config['group_id']))
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print('---> report stats every {0} secs'.format(args.stats_interval))
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print('---> raw metrics? {0}'.format(args.raw_metrics))
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timer_stop = threading.Event()
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timer = StatsReporter(args.stats_interval, consumer,
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event=timer_stop,
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raw_metrics=args.raw_metrics)
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timer.start()
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print('-> OK!')
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print()
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start_time = time.time()
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records = 0
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for msg in consumer:
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records += 1
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if records >= args.num_records:
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break
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end_time = time.time()
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timer_stop.set()
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timer.join()
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print('Consumed {0} records'.format(records))
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print('Execution time:', end_time - start_time, 'secs')
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except Exception:
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exc_info = sys.exc_info()
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traceback.print_exception(*exc_info)
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sys.exit(1)
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class StatsReporter(threading.Thread):
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def __init__(self, interval, consumer, event=None, raw_metrics=False):
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super(StatsReporter, self).__init__()
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self.interval = interval
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self.consumer = consumer
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self.event = event
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self.raw_metrics = raw_metrics
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def print_stats(self):
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metrics = self.consumer.metrics()
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if self.raw_metrics:
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pprint.pprint(metrics)
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else:
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print('{records-consumed-rate} records/sec ({bytes-consumed-rate} B/sec),'
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' {fetch-latency-avg} latency,'
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' {fetch-rate} fetch/s,'
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' {fetch-size-avg} fetch size,'
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' {records-lag-max} max record lag,'
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' {records-per-request-avg} records/req'
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.format(**metrics['consumer-fetch-manager-metrics']))
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def print_final(self):
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self.print_stats()
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def run(self):
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while self.event and not self.event.wait(self.interval):
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self.print_stats()
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else:
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self.print_final()
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def get_args_parser():
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parser = argparse.ArgumentParser(
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description='This tool is used to verify the consumer performance.')
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parser.add_argument(
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'--bootstrap-servers', type=str, nargs='+', default=(),
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help='host:port for cluster bootstrap servers')
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parser.add_argument(
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'--topic', type=str,
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help='Topic for consumer test (default: kafka-python-benchmark-test)',
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default='kafka-python-benchmark-test')
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parser.add_argument(
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'--num-records', type=int,
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help='number of messages to consume (default: 1000000)',
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default=1000000)
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parser.add_argument(
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'--consumer-config', type=str, nargs='+', default=(),
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help='kafka consumer related configuration properties like '
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'bootstrap_servers,client_id etc..')
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parser.add_argument(
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'--fixture-compression', type=str,
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help='specify a compression type for use with broker fixtures / producer')
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parser.add_argument(
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'--stats-interval', type=int,
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help='Interval in seconds for stats reporting to console (default: 5)',
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default=5)
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parser.add_argument(
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'--raw-metrics', action='store_true',
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help='Enable this flag to print full metrics dict on each interval')
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return parser
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if __name__ == '__main__':
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args = get_args_parser().parse_args()
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ConsumerPerformance.run(args)
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