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start-impala-cluster.py
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#!/usr/bin/env impala-python
# Copyright 2012 Cloudera 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.
# Starts up an Impala cluster (ImpalaD + State Store) with the specified number of
# ImpalaD instances. Each ImpalaD runs on a different port allowing this to be run
# on a single machine.
import os
import psutil
import sys
from getpass import getuser
from time import sleep, time
from optparse import OptionParser
from testdata.common import cgroups
# Options
parser = OptionParser()
parser.add_option("-s", "--cluster_size", type="int", dest="cluster_size", default=3,
help="Size of the cluster (number of impalad instances to start).")
parser.add_option("--build_type", dest="build_type", default= 'latest',
help="Build type to use - debug / release / latest")
parser.add_option("--impalad_args", dest="impalad_args", action="append", type="string",
default=[],
help="Additional arguments to pass to each Impalad during startup")
parser.add_option("--enable_rm", dest="enable_rm", action="store_true", default=False,
help="Enable resource management with Yarn and Llama.")
parser.add_option("--state_store_args", dest="state_store_args", action="append",
type="string", default=[],
help="Additional arguments to pass to State Store during startup")
parser.add_option("--catalogd_args", dest="catalogd_args", action="append",
type="string", default=[],
help="Additional arguments to pass to the Catalog Service at startup")
parser.add_option("--kill", "--kill_only", dest="kill_only", action="store_true",
default=False, help="Instead of starting the cluster, just kill all"\
" the running impalads and the statestored.")
parser.add_option("--force_kill", dest="force_kill", action="store_true", default=False,
help="Force kill impalad and statestore processes.")
parser.add_option("-r", "--restart_impalad_only", dest="restart_impalad_only",
action="store_true", default=False,
help="Restarts only the impalad processes")
parser.add_option("--in-process", dest="inprocess", action="store_true", default=False,
help="Start all Impala backends and state store in a single process.")
parser.add_option("--log_dir", dest="log_dir", default="/tmp",
help="Directory to store output logs to.")
parser.add_option("-v", "--verbose", dest="verbose", action="store_true", default=False,
help="Prints all output to stderr/stdout.")
parser.add_option("--wait_for_cluster", dest="wait_for_cluster", action="store_true",
default=False, help="Wait until the cluster is ready to accept "\
"queries before returning.")
parser.add_option("--log_level", type="int", dest="log_level", default=1,
help="Set the impalad backend logging level")
parser.add_option("--jvm_args", dest="jvm_args", default="",
help="Additional arguments to pass to the JVM(s) during startup.")
options, args = parser.parse_args()
IMPALA_HOME = os.environ['IMPALA_HOME']
KNOWN_BUILD_TYPES = ['debug', 'release', 'latest']
IMPALAD_PATH = os.path.join(IMPALA_HOME,
'bin/start-impalad.sh -build_type=%s' % options.build_type)
STATE_STORE_PATH = os.path.join(IMPALA_HOME,
'bin/start-statestored.sh -build_type=%s' % options.build_type)
CATALOGD_PATH = os.path.join(IMPALA_HOME,
'bin/start-catalogd.sh -build_type=%s' % options.build_type)
MINI_IMPALA_CLUSTER_PATH = IMPALAD_PATH + " -in-process"
IMPALA_SHELL = os.path.join(IMPALA_HOME, 'bin/impala-shell.sh')
IMPALAD_PORTS = ("-beeswax_port=%d -hs2_port=%d -be_port=%d "
"-state_store_subscriber_port=%d -webserver_port=%d "
"-llama_callback_port=%d")
JVM_ARGS = "-jvm_debug_port=%s -jvm_args=%s"
BE_LOGGING_ARGS = "-log_filename=%s -log_dir=%s -v=%s -logbufsecs=5"
RM_ARGS = ("-enable_rm=true -llama_addresses=%s -cgroup_hierarchy_path=%s "
"-fair_scheduler_allocation_path=%s")
CLUSTER_WAIT_TIMEOUT_IN_SECONDS = 240
# Kills have a timeout to prevent automated scripts from hanging indefinitely.
# It is set to a high value to avoid failing if processes are slow to shut down.
KILL_TIMEOUT_IN_SECONDS = 120
def find_user_processes(binaries):
"""Returns an iterator over all processes owned by the current user with a matching
binary name from the provided list."""
for pid in psutil.get_pid_list():
try:
process = psutil.Process(pid)
if process.username == getuser() and process.name in binaries: yield process
except KeyError, e:
if "uid not found" not in str(e):
raise
except psutil.NoSuchProcess, e:
# Ignore the case when a process no longer exists.
pass
def check_process_exists(binary, attempts=1):
"""Checks if a process exists given the binary name. The `attempts` count allows us to
control the time a process needs to settle until it becomes available. After each try
the script will sleep for one second and retry. Returns True if it exists and False
otherwise.
"""
for _ in range(attempts):
for proc in find_user_processes([binary]):
return True
sleep(1)
return False
def exec_impala_process(cmd, args, stderr_log_file_path):
redirect_output = str()
if options.verbose:
args += ' -logtostderr=1'
else:
redirect_output = "1>%s" % stderr_log_file_path
cmd = '%s %s %s 2>&1 &' % (cmd, args, redirect_output)
os.system(cmd)
def kill_cluster_processes(force=False):
binaries = ['catalogd', 'impalad', 'statestored', 'mini-impala-cluster']
kill_matching_processes(binaries, force)
def kill_matching_processes(binary_names, force=False):
"""Kills all processes with the given binary name, waiting for them to exit"""
# Send all the signals before waiting so that processes can clean up in parallel.
processes = list(find_user_processes(binary_names))
for process in processes:
try:
if force:
process.kill()
else:
process.terminate()
except psutil.NoSuchProcess:
pass
for process in processes:
try:
process.wait(KILL_TIMEOUT_IN_SECONDS)
except psutil.TimeoutExpired:
raise RuntimeError("Unable to kill %s (pid %d) after %d seconds." % (process.name,
process.pid, KILL_TIMEOUT_IN_SECONDS))
def start_statestore():
print "Starting State Store logging to %s/statestored.INFO" % options.log_dir
stderr_log_file_path = os.path.join(options.log_dir, "statestore-error.log")
args = "%s %s" % (build_impalad_logging_args(0, "statestored"),
" ".join(options.state_store_args))
exec_impala_process(STATE_STORE_PATH, args, stderr_log_file_path)
if not check_process_exists("statestored", 10):
raise RuntimeError("Unable to start statestored. Check log or file permissions"
" for more details.")
def start_catalogd():
print "Starting Catalog Service logging to %s/catalogd.INFO" % options.log_dir
stderr_log_file_path = os.path.join(options.log_dir, "catalogd-error.log")
args = "%s %s %s" % (build_impalad_logging_args(0, "catalogd"),
" ".join(options.catalogd_args),
build_jvm_args(options.cluster_size))
exec_impala_process(CATALOGD_PATH, args, stderr_log_file_path)
if not check_process_exists("catalogd", 10):
raise RuntimeError("Unable to start catalogd. Check log or file permissions"
" for more details.")
def start_mini_impala_cluster(cluster_size):
print ("Starting in-process Impala Cluster logging "
"to %s/mini-impala-cluster.INFO" % options.log_dir)
args = "-num_backends=%s %s" %\
(cluster_size, build_impalad_logging_args(0, 'mini-impala-cluster'))
stderr_log_file_path = os.path.join(options.log_dir, 'mini-impala-cluster-error.log')
exec_impala_process(MINI_IMPALA_CLUSTER_PATH, args, stderr_log_file_path)
def build_impalad_port_args(instance_num):
BASE_BEESWAX_PORT = 21000
BASE_HS2_PORT = 21050
BASE_BE_PORT = 22000
BASE_STATE_STORE_SUBSCRIBER_PORT = 23000
BASE_WEBSERVER_PORT = 25000
BASE_LLAMA_CALLBACK_PORT = 28000
return IMPALAD_PORTS % (BASE_BEESWAX_PORT + instance_num, BASE_HS2_PORT + instance_num,
BASE_BE_PORT + instance_num,
BASE_STATE_STORE_SUBSCRIBER_PORT + instance_num,
BASE_WEBSERVER_PORT + instance_num,
BASE_LLAMA_CALLBACK_PORT + instance_num)
def build_impalad_logging_args(instance_num, service_name):
log_file_path = os.path.join(options.log_dir, "%s.INFO" % service_name)
return BE_LOGGING_ARGS % (service_name, options.log_dir, options.log_level)
def build_jvm_args(instance_num):
BASE_JVM_DEBUG_PORT = 30000
return JVM_ARGS % (BASE_JVM_DEBUG_PORT + instance_num, options.jvm_args)
def build_rm_args(instance_num):
if not options.enable_rm: return ""
try:
cgroup_path = cgroups.create_impala_cgroup_path(instance_num + 1)
except Exception, ex:
raise RuntimeError("Unable to initialize RM: %s" % str(ex))
llama_address = "localhost:15000"
# Don't bother checking if the path doesn't exist, the impalad won't start up
relative_fs_cfg_path = 'cdh%s/node-%d/etc/hadoop/conf/fair-scheduler.xml' %\
(os.environ.get('CDH_MAJOR_VERSION'), instance_num + 1)
fs_cfg_path = os.path.join(os.environ.get('CLUSTER_DIR'), relative_fs_cfg_path)
return RM_ARGS % (llama_address, cgroup_path, fs_cfg_path)
def start_impalad_instances(cluster_size):
# Start each impalad instance and optionally redirect the output to a log file.
for i in range(cluster_size):
if i == 0:
# The first impalad always logs to impalad.INFO
service_name = "impalad"
else:
service_name = "impalad_node%s" % i
# Sleep between instance startup: simultaneous starts hurt the minikdc
# Yes, this is a hack, but it's easier than modifying the minikdc...
# TODO: is this really necessary?
sleep(1)
print "Starting Impala Daemon logging to %s/%s.INFO" % (options.log_dir,
service_name)
# impalad args from the --impalad_args flag. Also replacing '#ID' with the instance.
param_args = (" ".join(options.impalad_args)).replace("#ID", str(i))
args = "%s %s %s %s %s" %\
(build_impalad_logging_args(i, service_name), build_jvm_args(i),
build_impalad_port_args(i), param_args,
build_rm_args(i))
stderr_log_file_path = os.path.join(options.log_dir, '%s-error.log' % service_name)
exec_impala_process(IMPALAD_PATH, args, stderr_log_file_path)
def wait_for_impala_process_count(impala_cluster, retries=10):
"""Checks that the desired number of impalad/statestored processes are running.
Refresh until the number running impalad/statestored processes reaches the expected
number based on CLUSTER_SIZE, or the retry limit is hit. Failing this, raise a
RuntimeError.
"""
for i in range(retries):
if len(impala_cluster.impalads) < options.cluster_size or \
not impala_cluster.statestored or not impala_cluster.catalogd:
sleep(1)
impala_cluster.refresh()
msg = str()
if len(impala_cluster.impalads) < options.cluster_size:
impalads_found = len(impala_cluster.impalads)
msg += "Expected %d impalad(s), only %d found\n" %\
(options.cluster_size, impalads_found)
if not impala_cluster.statestored:
msg += "statestored failed to start.\n"
if not impala_cluster.catalogd:
msg += "catalogd failed to start.\n"
if msg:
raise RuntimeError(msg)
def wait_for_cluster_web(timeout_in_seconds=CLUSTER_WAIT_TIMEOUT_IN_SECONDS):
"""Checks if the cluster is "ready"
A cluster is deemed "ready" if:
- All backends are registered with the statestore.
- Each impalad knows about all other impalads.
This information is retrieved by querying the statestore debug webpage
and each individual impalad's metrics webpage.
"""
impala_cluster = ImpalaCluster()
# impalad processes may take a while to come up.
wait_for_impala_process_count(impala_cluster)
for impalad in impala_cluster.impalads:
impalad.service.wait_for_num_known_live_backends(options.cluster_size,
timeout=CLUSTER_WAIT_TIMEOUT_IN_SECONDS, interval=2)
wait_for_catalog(impalad, timeout_in_seconds=CLUSTER_WAIT_TIMEOUT_IN_SECONDS)
def wait_for_catalog(impalad, timeout_in_seconds):
"""Waits for the impalad catalog to become ready"""
start_time = time()
catalog_ready = False
attempt = 0
while (time() - start_time < timeout_in_seconds and not catalog_ready):
try:
num_dbs = impalad.service.get_metric_value('catalog.num-databases')
num_tbls = impalad.service.get_metric_value('catalog.num-tables')
catalog_ready = impalad.service.get_metric_value('catalog.ready')
if catalog_ready or attempt % 4 == 0:
print 'Waiting for Catalog... Status: %s DBs / %s tables (ready=%s)' %\
(num_dbs, num_tbls, catalog_ready)
attempt += 1
except Exception, e:
print e
sleep(0.5)
if not catalog_ready:
raise RuntimeError('Catalog was not initialized in expected time period.')
def wait_for_cluster_cmdline(timeout_in_seconds=CLUSTER_WAIT_TIMEOUT_IN_SECONDS):
"""Checks if the cluster is "ready" by executing a simple query in a loop"""
start_time = time()
while os.system('%s -i localhost:21000 -q "%s"' % (IMPALA_SHELL, 'select 1')) != 0:
if time() - timeout_in_seconds > start_time:
raise RuntimeError('Cluster did not start within %d seconds' % timeout_in_seconds)
print 'Cluster not yet available. Sleeping...'
sleep(2)
if __name__ == "__main__":
if options.kill_only:
kill_cluster_processes(force=options.force_kill)
sys.exit(0)
if options.build_type not in KNOWN_BUILD_TYPES:
print 'Invalid build type %s' % options.build_type
print 'Valid values: %s' % ', '.join(KNOWN_BUILD_TYPES)
sys.exit(1)
if options.cluster_size < 0:
print 'Please specify a cluster size >= 0'
sys.exit(1)
# Kill existing cluster processes based on the current configuration.
if options.restart_impalad_only:
if options.inprocess:
print 'Cannot perform individual component restarts using an in-process cluster'
sys.exit(1)
kill_matching_processes(['impalad'], force=options.force_kill)
else:
kill_cluster_processes(force=options.force_kill)
try:
import json
wait_for_cluster = wait_for_cluster_web
except ImportError:
print "json module not found, checking for cluster startup through the command-line"
wait_for_cluster = wait_for_cluster_cmdline
# If ImpalaCluster cannot be imported, fall back to the command-line to check
# whether impalads/statestore are up.
try:
from tests.common.impala_cluster import ImpalaCluster
if options.restart_impalad_only:
impala_cluster = ImpalaCluster()
if not impala_cluster.statestored or not impala_cluster.catalogd:
print 'No running statestored or catalogd detected. Restarting entire cluster.'
options.restart_impalad_only = False
except ImportError:
print 'ImpalaCluster module not found.'
# TODO: Update this code path to work similar to the ImpalaCluster code path when
# restarting only impalad processes. Specifically, we should do a full cluster
# restart if either the statestored or catalogd processes are down, even if
# restart_only_impalad=True.
wait_for_cluster = wait_for_cluster_cmdline
if options.inprocess:
# The statestore and the impalads start in the same process.
start_mini_impala_cluster(options.cluster_size)
wait_for_cluster_cmdline()
else:
try:
if not options.restart_impalad_only:
start_statestore()
start_catalogd()
start_impalad_instances(options.cluster_size)
# Sleep briefly to reduce log spam: the cluster takes some time to start up.
sleep(3)
wait_for_cluster()
except Exception, e:
print 'Error starting cluster: %s' % e
sys.exit(1)
print 'Impala Cluster Running with %d nodes.' % options.cluster_size