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#!/usr/bin/env python
# Copyright 2016 gRPC authors.
#
# 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.
"""Run performance tests locally or remotely."""
from __future__ import print_function
import argparse
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import collections
import itertools
import json
import multiprocessing
import os
import pipes
import re
import subprocess
import sys
import tempfile
import time
import traceback
import uuid
import six
import performance.scenario_config as scenario_config
import python_utils.jobset as jobset
import python_utils.report_utils as report_utils
_ROOT = os.path.abspath(os.path.join(os.path.dirname(sys.argv[0]), '../..'))
os.chdir(_ROOT)
_REMOTE_HOST_USERNAME = 'jenkins'
_SCENARIO_TIMEOUT = 3 * 60
_WORKER_TIMEOUT = 3 * 60
_NETPERF_TIMEOUT = 60
_QUIT_WORKER_TIMEOUT = 2 * 60
class QpsWorkerJob:
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"""Encapsulates a qps worker server job."""
def __init__(self, spec, language, host_and_port, perf_file_base_name=None):
self._spec = spec
self.language = language
self.host_and_port = host_and_port
self._job = None
self.perf_file_base_name = perf_file_base_name
def start(self):
self._job = jobset.Job(
self._spec, newline_on_success=True, travis=True, add_env={})
def is_running(self):
"""Polls a job and returns True if given job is still running."""
return self._job and self._job.state() == jobset._RUNNING
def kill(self):
if self._job:
self._job.kill()
self._job = None
def create_qpsworker_job(language,
shortname=None,
port=10000,
remote_host=None,
perf_cmd=None):
cmdline = (language.worker_cmdline() + ['--driver_port=%s' % port])
if remote_host:
host_and_port = '%s:%s' % (remote_host, port)
else:
host_and_port = 'localhost:%s' % port
perf_file_base_name = None
if perf_cmd:
perf_file_base_name = '%s-%s' % (host_and_port, shortname)
# specify -o output file so perf.data gets collected when worker stopped
cmdline = perf_cmd + ['-o', '%s-perf.data' % perf_file_base_name
] + cmdline
worker_timeout = _WORKER_TIMEOUT
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if remote_host:
user_at_host = '%s@%s' % (_REMOTE_HOST_USERNAME, remote_host)
ssh_cmd = ['ssh']
cmdline = ['timeout', '%s' % (worker_timeout + 30)] + cmdline
ssh_cmd.extend([
str(user_at_host),
'cd ~/performance_workspace/grpc/ && %s' % ' '.join(cmdline)
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])
cmdline = ssh_cmd
jobspec = jobset.JobSpec(
cmdline=cmdline,
shortname=shortname,
timeout_seconds=
worker_timeout, # workers get restarted after each scenario
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verbose_success=True)
return QpsWorkerJob(jobspec, language, host_and_port, perf_file_base_name)
def create_scenario_jobspec(scenario_json,
workers,
remote_host=None,
bq_result_table=None,
server_cpu_load=0):
"""Runs one scenario using QPS driver."""
# setting QPS_WORKERS env variable here makes sure it works with SSH too.
cmd = 'QPS_WORKERS="%s" ' % ','.join(workers)
if bq_result_table:
cmd += 'BQ_RESULT_TABLE="%s" ' % bq_result_table
cmd += 'tools/run_tests/performance/run_qps_driver.sh '
cmd += '--scenarios_json=%s ' % pipes.quote(
json.dumps({
'scenarios': [scenario_json]
}))
cmd += '--scenario_result_file=scenario_result.json '
if server_cpu_load != 0:
cmd += '--search_param=offered_load --initial_search_value=1000 --targeted_cpu_load=%d --stride=500 --error_tolerance=0.01' % server_cpu_load
if remote_host:
user_at_host = '%s@%s' % (_REMOTE_HOST_USERNAME, remote_host)
cmd = 'ssh %s "cd ~/performance_workspace/grpc/ && "%s' % (
user_at_host, pipes.quote(cmd))
return jobset.JobSpec(
cmdline=[cmd],
shortname='qps_json_driver.%s' % scenario_json['name'],
timeout_seconds=_SCENARIO_TIMEOUT,
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shell=True,
verbose_success=True)
def create_quit_jobspec(workers, remote_host=None):
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"""Runs quit using QPS driver."""
# setting QPS_WORKERS env variable here makes sure it works with SSH too.
cmd = 'QPS_WORKERS="%s" cmake/build/qps_json_driver --quit' % ','.join(
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w.host_and_port for w in workers)
if remote_host:
user_at_host = '%s@%s' % (_REMOTE_HOST_USERNAME, remote_host)
cmd = 'ssh %s "cd ~/performance_workspace/grpc/ && "%s' % (
user_at_host, pipes.quote(cmd))
return jobset.JobSpec(
cmdline=[cmd],
shortname='qps_json_driver.quit',
timeout_seconds=_QUIT_WORKER_TIMEOUT,
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shell=True,
verbose_success=True)
def create_netperf_jobspec(server_host='localhost',
client_host=None,
bq_result_table=None):
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"""Runs netperf benchmark."""
cmd = 'NETPERF_SERVER_HOST="%s" ' % server_host
if bq_result_table:
cmd += 'BQ_RESULT_TABLE="%s" ' % bq_result_table
if client_host:
# If netperf is running remotely, the env variables populated by Jenkins
# won't be available on the client, but we need them for uploading results
# to BigQuery.
jenkins_job_name = os.getenv('JOB_NAME')
if jenkins_job_name:
cmd += 'JOB_NAME="%s" ' % jenkins_job_name
jenkins_build_number = os.getenv('BUILD_NUMBER')
if jenkins_build_number:
cmd += 'BUILD_NUMBER="%s" ' % jenkins_build_number
cmd += 'tools/run_tests/performance/run_netperf.sh'
if client_host:
user_at_host = '%s@%s' % (_REMOTE_HOST_USERNAME, client_host)
cmd = 'ssh %s "cd ~/performance_workspace/grpc/ && "%s' % (
user_at_host, pipes.quote(cmd))
return jobset.JobSpec(
cmdline=[cmd],
shortname='netperf',
timeout_seconds=_NETPERF_TIMEOUT,
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shell=True,
verbose_success=True)
def archive_repo(languages):
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"""Archives local version of repo including submodules."""
# Directory contains symlinks that can't be correctly untarred on Windows
# so we just skip them as a workaround.
# See https://github.com/grpc/grpc/issues/16334
bad_symlinks_dir = '../grpc/third_party/libcxx/test/std/experimental/filesystem/Inputs/static_test_env'
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cmdline = [
'tar', '--exclude', bad_symlinks_dir, '-cf', '../grpc.tar', '../grpc/'
]
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if 'java' in languages:
cmdline.append('../grpc-java')
if 'go' in languages:
cmdline.append('../grpc-go')
if 'node' in languages or 'node_purejs' in languages:
cmdline.append('../grpc-node')
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archive_job = jobset.JobSpec(
cmdline=cmdline, shortname='archive_repo', timeout_seconds=3 * 60)
jobset.message('START', 'Archiving local repository.', do_newline=True)
num_failures, _ = jobset.run(
[archive_job], newline_on_success=True, maxjobs=1)
if num_failures == 0:
jobset.message(
'SUCCESS',
'Archive with local repository created successfully.',
do_newline=True)
else:
jobset.message(
'FAILED', 'Failed to archive local repository.', do_newline=True)
sys.exit(1)
def prepare_remote_hosts(hosts, prepare_local=False):
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"""Prepares remote hosts (and maybe prepare localhost as well)."""
prepare_timeout = 10 * 60
prepare_jobs = []
for host in hosts:
user_at_host = '%s@%s' % (_REMOTE_HOST_USERNAME, host)
prepare_jobs.append(
jobset.JobSpec(
cmdline=['tools/run_tests/performance/remote_host_prepare.sh'],
shortname='remote_host_prepare.%s' % host,
environ={'USER_AT_HOST': user_at_host},
timeout_seconds=prepare_timeout))
if prepare_local:
# Prepare localhost as well
prepare_jobs.append(
jobset.JobSpec(
cmdline=['tools/run_tests/performance/kill_workers.sh'],
shortname='local_prepare',
timeout_seconds=prepare_timeout))
jobset.message('START', 'Preparing hosts.', do_newline=True)
num_failures, _ = jobset.run(
prepare_jobs, newline_on_success=True, maxjobs=10)
if num_failures == 0:
jobset.message(
'SUCCESS', 'Prepare step completed successfully.', do_newline=True)
else:
jobset.message(
'FAILED', 'Failed to prepare remote hosts.', do_newline=True)
sys.exit(1)
def build_on_remote_hosts(hosts,
languages=scenario_config.LANGUAGES.keys(),
build_local=False):
"""Builds performance worker on remote hosts (and maybe also locally)."""
build_timeout = 45 * 60
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# Kokoro VMs (which are local only) do not have caching, so they need more time to build
local_build_timeout = 60 * 60
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build_jobs = []
for host in hosts:
user_at_host = '%s@%s' % (_REMOTE_HOST_USERNAME, host)
build_jobs.append(
jobset.JobSpec(
cmdline=['tools/run_tests/performance/remote_host_build.sh'] +
languages,
shortname='remote_host_build.%s' % host,
environ={'USER_AT_HOST': user_at_host,
'CONFIG': 'opt'},
timeout_seconds=build_timeout))
if build_local:
# start port server locally
build_jobs.append(
jobset.JobSpec(
cmdline=['python', 'tools/run_tests/start_port_server.py'],
shortname='local_start_port_server',
timeout_seconds=2 * 60))
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# Build locally as well
build_jobs.append(
jobset.JobSpec(
cmdline=['tools/run_tests/performance/build_performance.sh'] +
languages,
shortname='local_build',
environ={'CONFIG': 'opt'},
timeout_seconds=local_build_timeout))
jobset.message('START', 'Building.', do_newline=True)
num_failures, _ = jobset.run(
build_jobs, newline_on_success=True, maxjobs=10)
if num_failures == 0:
jobset.message('SUCCESS', 'Built successfully.', do_newline=True)
else:
jobset.message('FAILED', 'Build failed.', do_newline=True)
sys.exit(1)
def create_qpsworkers(languages, worker_hosts, perf_cmd=None):
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"""Creates QPS workers (but does not start them)."""
if not worker_hosts:
# run two workers locally (for each language)
workers = [(None, 10000), (None, 10010)]
elif len(worker_hosts) == 1:
# run two workers on the remote host (for each language)
workers = [(worker_hosts[0], 10000), (worker_hosts[0], 10010)]
else:
# run one worker per each remote host (for each language)
workers = [(worker_host, 10000) for worker_host in worker_hosts]
return [
create_qpsworker_job(
language,
shortname='qps_worker_%s_%s' % (language, worker_idx),
port=worker[1] + language.worker_port_offset(),
remote_host=worker[0],
perf_cmd=perf_cmd)
for language in languages
for worker_idx, worker in enumerate(workers)
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]
def perf_report_processor_job(worker_host, perf_base_name, output_filename,
flame_graph_reports):
print('Creating perf report collection job for %s' % worker_host)
cmd = ''
if worker_host != 'localhost':
user_at_host = "%s@%s" % (_REMOTE_HOST_USERNAME, worker_host)
cmd = "USER_AT_HOST=%s OUTPUT_FILENAME=%s OUTPUT_DIR=%s PERF_BASE_NAME=%s tools/run_tests/performance/process_remote_perf_flamegraphs.sh" % (
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user_at_host, output_filename, flame_graph_reports, perf_base_name)
else:
cmd = "OUTPUT_FILENAME=%s OUTPUT_DIR=%s PERF_BASE_NAME=%s tools/run_tests/performance/process_local_perf_flamegraphs.sh" % (
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output_filename, flame_graph_reports, perf_base_name)
return jobset.JobSpec(
cmdline=cmd,
timeout_seconds=3 * 60,
shell=True,
verbose_success=True,
shortname='process perf report')
Scenario = collections.namedtuple('Scenario', 'jobspec workers name')
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def create_scenarios(languages,
workers_by_lang,
remote_host=None,
regex='.*',
category='all',
bq_result_table=None,
netperf=False,
netperf_hosts=[],
server_cpu_load=0):
"""Create jobspecs for scenarios to run."""
all_workers = [
worker for workers in workers_by_lang.values() for worker in workers
]
scenarios = []
_NO_WORKERS = []
if netperf:
if not netperf_hosts:
netperf_server = 'localhost'
netperf_client = None
elif len(netperf_hosts) == 1:
netperf_server = netperf_hosts[0]
netperf_client = netperf_hosts[0]
else:
netperf_server = netperf_hosts[0]
netperf_client = netperf_hosts[1]
scenarios.append(
Scenario(
create_netperf_jobspec(
server_host=netperf_server,
client_host=netperf_client,
bq_result_table=bq_result_table), _NO_WORKERS, 'netperf'))
for language in languages:
for scenario_json in language.scenarios():
if re.search(regex, scenario_json['name']):
categories = scenario_json.get('CATEGORIES',
['scalable', 'smoketest'])
if category in categories or category == 'all':
workers = workers_by_lang[str(language)][:]
# 'SERVER_LANGUAGE' is an indicator for this script to pick
# a server in different language.
custom_server_lang = scenario_json.get(
'SERVER_LANGUAGE', None)
custom_client_lang = scenario_json.get(
'CLIENT_LANGUAGE', None)
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scenario_json = scenario_config.remove_nonproto_fields(
scenario_json)
if custom_server_lang and custom_client_lang:
raise Exception(
'Cannot set both custom CLIENT_LANGUAGE and SERVER_LANGUAGE'
'in the same scenario')
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if custom_server_lang:
if not workers_by_lang.get(custom_server_lang, []):
print('Warning: Skipping scenario %s as' %
scenario_json['name'])
print(
'SERVER_LANGUAGE is set to %s yet the language has '
'not been selected with -l' %
custom_server_lang)
continue
for idx in range(0, scenario_json['num_servers']):
# replace first X workers by workers of a different language
workers[idx] = workers_by_lang[custom_server_lang][
idx]
if custom_client_lang:
if not workers_by_lang.get(custom_client_lang, []):
print('Warning: Skipping scenario %s as' %
scenario_json['name'])
print(
'CLIENT_LANGUAGE is set to %s yet the language has '
'not been selected with -l' %
custom_client_lang)
continue
for idx in range(scenario_json['num_servers'],
len(workers)):
# replace all client workers by workers of a different language,
# leave num_server workers as they are server workers.
workers[idx] = workers_by_lang[custom_client_lang][
idx]
scenario = Scenario(
create_scenario_jobspec(
scenario_json, [w.host_and_port for w in workers],
remote_host=remote_host,
bq_result_table=bq_result_table,
server_cpu_load=server_cpu_load), workers,
scenario_json['name'])
scenarios.append(scenario)
return scenarios
def finish_qps_workers(jobs, qpsworker_jobs):
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"""Waits for given jobs to finish and eventually kills them."""
retries = 0
num_killed = 0
while any(job.is_running() for job in jobs):
for job in qpsworker_jobs:
if job.is_running():
print('QPS worker "%s" is still running.' % job.host_and_port)
if retries > 10:
print('Killing all QPS workers.')
for job in jobs:
job.kill()
num_killed += 1
retries += 1
time.sleep(3)
print('All QPS workers finished.')
return num_killed
profile_output_files = []
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# Collect perf text reports and flamegraphs if perf_cmd was used
# Note the base names of perf text reports are used when creating and processing
# perf data. The scenario name uniqifies the output name in the final
# perf reports directory.
# Alos, the perf profiles need to be fetched and processed after each scenario
# in order to avoid clobbering the output files.
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def run_collect_perf_profile_jobs(hosts_and_base_names, scenario_name,
flame_graph_reports):
perf_report_jobs = []
global profile_output_files
for host_and_port in hosts_and_base_names:
perf_base_name = hosts_and_base_names[host_and_port]
output_filename = '%s-%s' % (scenario_name, perf_base_name)
# from the base filename, create .svg output filename
host = host_and_port.split(':')[0]
profile_output_files.append('%s.svg' % output_filename)
perf_report_jobs.append(
perf_report_processor_job(host, perf_base_name, output_filename,
flame_graph_reports))
jobset.message(
'START', 'Collecting perf reports from qps workers', do_newline=True)
failures, _ = jobset.run(
perf_report_jobs, newline_on_success=True, maxjobs=1)
jobset.message(
'SUCCESS', 'Collecting perf reports from qps workers', do_newline=True)
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return failures
def main():
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argp = argparse.ArgumentParser(description='Run performance tests.')
argp.add_argument(
'-l',
'--language',
choices=['all'] + sorted(scenario_config.LANGUAGES.keys()),
nargs='+',
required=True,
help='Languages to benchmark.')
argp.add_argument(
'--remote_driver_host',
default=None,
help=
'Run QPS driver on given host. By default, QPS driver is run locally.')
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argp.add_argument(
'--remote_worker_host',
nargs='+',
default=[],
help='Worker hosts where to start QPS workers.')
argp.add_argument(
'--dry_run',
default=False,
action='store_const',
const=True,
help='Just list scenarios to be run, but don\'t run them.')
argp.add_argument(
'-r',
'--regex',
default='.*',
type=str,
help='Regex to select scenarios to run.')
argp.add_argument(
'--bq_result_table',
default=None,
type=str,
help='Bigquery "dataset.table" to upload results to.')
argp.add_argument(
'--category',
choices=['smoketest', 'all', 'scalable', 'sweep'],
default='all',
help='Select a category of tests to run.')
argp.add_argument(
'--netperf',
default=False,
action='store_const',
const=True,
help='Run netperf benchmark as one of the scenarios.')
argp.add_argument(
'--server_cpu_load',
default=0,
type=int,
help='Select a targeted server cpu load to run. 0 means ignore this flag'
)
argp.add_argument(
'-x',
'--xml_report',
default='report.xml',
type=str,
help='Name of XML report file to generate.')
argp.add_argument(
'--perf_args',
help=('Example usage: "--perf_args=record -F 99 -g". '
'Wrap QPS workers in a perf command '
'with the arguments to perf specified here. '
'".svg" flame graph profiles will be '
'created for each Qps Worker on each scenario. '
'Files will output to "<repo_root>/<args.flame_graph_reports>" '
'directory. Output files from running the worker '
'under perf are saved in the repo root where its ran. '
'Note that the perf "-g" flag is necessary for '
'flame graphs generation to work (assuming the binary '
'being profiled uses frame pointers, check out '
'"--call-graph dwarf" option using libunwind otherwise.) '
'Also note that the entire "--perf_args=<arg(s)>" must '
'be wrapped in quotes as in the example usage. '
'If the "--perg_args" is unspecified, "perf" will '
'not be used at all. '
'See http://www.brendangregg.com/perf.html '
'for more general perf examples.'))
argp.add_argument(
'--skip_generate_flamegraphs',
default=False,
action='store_const',
const=True,
help=('Turn flame graph generation off. '
'May be useful if "perf_args" arguments do not make sense for '
'generating flamegraphs (e.g., "--perf_args=stat ...")'))
argp.add_argument(
'-f',
'--flame_graph_reports',
default='perf_reports',
type=str,
help=
'Name of directory to output flame graph profiles to, if any are created.'
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)
argp.add_argument(
'-u',
'--remote_host_username',
default='',
type=str,
help='Use a username that isn\'t "Jenkins" to SSH into remote workers.')
args = argp.parse_args()
global _REMOTE_HOST_USERNAME
if args.remote_host_username:
_REMOTE_HOST_USERNAME = args.remote_host_username
languages = set(
scenario_config.LANGUAGES[l]
for l in itertools.chain.from_iterable(
six.iterkeys(scenario_config.LANGUAGES) if x == 'all' else [x]
for x in args.language))
# Put together set of remote hosts where to run and build
remote_hosts = set()
if args.remote_worker_host:
for host in args.remote_worker_host:
remote_hosts.add(host)
if args.remote_driver_host:
remote_hosts.add(args.remote_driver_host)
if not args.dry_run:
if remote_hosts:
archive_repo(languages=[str(l) for l in languages])
prepare_remote_hosts(remote_hosts, prepare_local=True)
else:
prepare_remote_hosts([], prepare_local=True)
build_local = False
if not args.remote_driver_host:
build_local = True
if not args.dry_run:
build_on_remote_hosts(
remote_hosts,
languages=[str(l) for l in languages],
build_local=build_local)
perf_cmd = None
if args.perf_args:
print('Running workers under perf profiler')
# Expect /usr/bin/perf to be installed here, as is usual
perf_cmd = ['/usr/bin/perf']
perf_cmd.extend(re.split('\s+', args.perf_args))
qpsworker_jobs = create_qpsworkers(
languages, args.remote_worker_host, perf_cmd=perf_cmd)
# get list of worker addresses for each language.
workers_by_lang = dict([(str(language), []) for language in languages])
for job in qpsworker_jobs:
workers_by_lang[str(job.language)].append(job)
scenarios = create_scenarios(
languages,
workers_by_lang=workers_by_lang,
remote_host=args.remote_driver_host,
regex=args.regex,
category=args.category,
bq_result_table=args.bq_result_table,
netperf=args.netperf,
netperf_hosts=args.remote_worker_host,
server_cpu_load=args.server_cpu_load)
if not scenarios:
raise Exception('No scenarios to run')
total_scenario_failures = 0
qps_workers_killed = 0
merged_resultset = {}
perf_report_failures = 0
for scenario in scenarios:
if args.dry_run:
print(scenario.name)
else:
scenario_failures = 0
try:
for worker in scenario.workers:
worker.start()
jobs = [scenario.jobspec]
if scenario.workers:
jobs.append(
create_quit_jobspec(
scenario.workers,
remote_host=args.remote_driver_host))
scenario_failures, resultset = jobset.run(
jobs, newline_on_success=True, maxjobs=1)
total_scenario_failures += scenario_failures
merged_resultset = dict(
itertools.chain(
six.iteritems(merged_resultset),
six.iteritems(resultset)))
finally:
# Consider qps workers that need to be killed as failures
qps_workers_killed += finish_qps_workers(
scenario.workers, qpsworker_jobs)
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if perf_cmd and scenario_failures == 0 and not args.skip_generate_flamegraphs:
workers_and_base_names = {}
for worker in scenario.workers:
if not worker.perf_file_base_name:
raise Exception(
'using perf buf perf report filename is unspecified'
)
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workers_and_base_names[
worker.host_and_port] = worker.perf_file_base_name
perf_report_failures += run_collect_perf_profile_jobs(
workers_and_base_names, scenario.name,
args.flame_graph_reports)
# Still write the index.html even if some scenarios failed.
# 'profile_output_files' will only have names for scenarios that passed
if perf_cmd and not args.skip_generate_flamegraphs:
# write the index fil to the output dir, with all profiles from all scenarios/workers
report_utils.render_perf_profiling_results(
'%s/index.html' % args.flame_graph_reports, profile_output_files)
report_utils.render_junit_xml_report(
merged_resultset, args.xml_report, suite_name='benchmarks')
if total_scenario_failures > 0 or qps_workers_killed > 0:
print('%s scenarios failed and %s qps worker jobs killed' %
(total_scenario_failures, qps_workers_killed))
sys.exit(1)
if perf_report_failures > 0:
print('%s perf profile collection jobs failed' % perf_report_failures)
sys.exit(1)
if __name__ == "__main__":
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main()