/usr/share/pyshared/nose/plugins/multiprocess.py is in python-nose 1.1.2-3.
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Overview
========
The multiprocess plugin enables you to distribute your test run among a set of
worker processes that run tests in parallel. This can speed up CPU-bound test
runs (as long as the number of work processeses is around the number of
processors or cores available), but is mainly useful for IO-bound tests that
spend most of their time waiting for data to arrive from someplace else.
.. note ::
See :doc:`../doc_tests/test_multiprocess/multiprocess` for
additional documentation and examples. Use of this plugin on python
2.5 or earlier requires the multiprocessing_ module, also available
from PyPI.
.. _multiprocessing : http://code.google.com/p/python-multiprocessing/
How tests are distributed
=========================
The ideal case would be to dispatch each test to a worker process
separately. This ideal is not attainable in all cases, however, because many
test suites depend on context (class, module or package) fixtures.
The plugin can't know (unless you tell it -- see below!) if a context fixture
can be called many times concurrently (is re-entrant), or if it can be shared
among tests running in different processes. Therefore, if a context has
fixtures, the default behavior is to dispatch the entire suite to a worker as
a unit.
Controlling distribution
^^^^^^^^^^^^^^^^^^^^^^^^
There are two context-level variables that you can use to control this default
behavior.
If a context's fixtures are re-entrant, set ``_multiprocess_can_split_ = True``
in the context, and the plugin will dispatch tests in suites bound to that
context as if the context had no fixtures. This means that the fixtures will
execute concurrently and multiple times, typically once per test.
If a context's fixtures can be shared by tests running in different processes
-- such as a package-level fixture that starts an external http server or
initializes a shared database -- then set ``_multiprocess_shared_ = True`` in
the context. These fixtures will then execute in the primary nose process, and
tests in those contexts will be individually dispatched to run in parallel.
How results are collected and reported
======================================
As each test or suite executes in a worker process, results (failures, errors,
and specially handled exceptions like SkipTest) are collected in that
process. When the worker process finishes, it returns results to the main
nose process. There, any progress output is printed (dots!), and the
results from the test run are combined into a consolidated result
set. When results have been received for all dispatched tests, or all
workers have died, the result summary is output as normal.
Beware!
=======
Not all test suites will benefit from, or even operate correctly using, this
plugin. For example, CPU-bound tests will run more slowly if you don't have
multiple processors. There are also some differences in plugin
interactions and behaviors due to the way in which tests are dispatched and
loaded. In general, test loading under this plugin operates as if it were
always in directed mode instead of discovered mode. For instance, doctests
in test modules will always be found when using this plugin with the doctest
plugin.
But the biggest issue you will face is probably concurrency. Unless you
have kept your tests as religiously pure unit tests, with no side-effects, no
ordering issues, and no external dependencies, chances are you will experience
odd, intermittent and unexplainable failures and errors when using this
plugin. This doesn't necessarily mean the plugin is broken; it may mean that
your test suite is not safe for concurrency.
New Features in 1.1.0
=====================
* functions generated by test generators are now added to the worker queue
making them multi-threaded.
* fixed timeout functionality, now functions will be terminated with a
TimedOutException exception when they exceed their execution time. The
worker processes are not terminated.
* added ``--process-restartworker`` option to restart workers once they are
done, this helps control memory usage. Sometimes memory leaks can accumulate
making long runs very difficult.
* added global _instantiate_plugins to configure which plugins are started
on the worker processes.
"""
import logging
import os
import sys
import time
import traceback
import unittest
import pickle
import signal
import nose.case
from nose.core import TextTestRunner
from nose import failure
from nose import loader
from nose.plugins.base import Plugin
from nose.pyversion import bytes_
from nose.result import TextTestResult
from nose.suite import ContextSuite
from nose.util import test_address
try:
# 2.7+
from unittest.runner import _WritelnDecorator
except ImportError:
from unittest import _WritelnDecorator
from Queue import Empty
from warnings import warn
try:
from cStringIO import StringIO
except ImportError:
import StringIO
# this is a list of plugin classes that will be checked for and created inside
# each worker process
_instantiate_plugins = None
log = logging.getLogger(__name__)
Process = Queue = Pool = Event = Value = Array = None
class TimedOutException(Exception):
def __init__(self, value = "Timed Out"):
self.value = value
def __str__(self):
return repr(self.value)
def _import_mp():
global Process, Queue, Pool, Event, Value, Array
try:
from multiprocessing import Manager, Process
m = Manager()
Queue, Pool, Event, Value, Array = (
m.Queue, m.Pool, m.Event, m.Value, m.Array
)
except ImportError:
warn("multiprocessing module is not available, multiprocess plugin "
"cannot be used", RuntimeWarning)
class TestLet:
def __init__(self, case):
try:
self._id = case.id()
except AttributeError:
pass
self._short_description = case.shortDescription()
self._str = str(case)
def id(self):
return self._id
def shortDescription(self):
return self._short_description
def __str__(self):
return self._str
class MultiProcess(Plugin):
"""
Run tests in multiple processes. Requires processing module.
"""
score = 1000
status = {}
def options(self, parser, env):
"""
Register command-line options.
"""
parser.add_option("--processes", action="store",
default=env.get('NOSE_PROCESSES', 0),
dest="multiprocess_workers",
metavar="NUM",
help="Spread test run among this many processes. "
"Set a number equal to the number of processors "
"or cores in your machine for best results. "
"[NOSE_PROCESSES]")
parser.add_option("--process-timeout", action="store",
default=env.get('NOSE_PROCESS_TIMEOUT', 10),
dest="multiprocess_timeout",
metavar="SECONDS",
help="Set timeout for return of results from each "
"test runner process. [NOSE_PROCESS_TIMEOUT]")
parser.add_option("--process-restartworker", action="store_true",
default=env.get('NOSE_PROCESS_RESTARTWORKER', False),
dest="multiprocess_restartworker",
help="If set, will restart each worker process once"
" their tests are done, this helps control memory "
"leaks from killing the system. "
"[NOSE_PROCESS_RESTARTWORKER]")
def configure(self, options, config):
"""
Configure plugin.
"""
try:
self.status.pop('active')
except KeyError:
pass
if not hasattr(options, 'multiprocess_workers'):
self.enabled = False
return
# don't start inside of a worker process
if config.worker:
return
self.config = config
try:
workers = int(options.multiprocess_workers)
except (TypeError, ValueError):
workers = 0
if workers:
_import_mp()
if Process is None:
self.enabled = False
return
self.enabled = True
self.config.multiprocess_workers = workers
t = float(options.multiprocess_timeout)
self.config.multiprocess_timeout = t
r = int(options.multiprocess_restartworker)
self.config.multiprocess_restartworker = r
self.status['active'] = True
def prepareTestLoader(self, loader):
"""Remember loader class so MultiProcessTestRunner can instantiate
the right loader.
"""
self.loaderClass = loader.__class__
def prepareTestRunner(self, runner):
"""Replace test runner with MultiProcessTestRunner.
"""
# replace with our runner class
return MultiProcessTestRunner(stream=runner.stream,
verbosity=self.config.verbosity,
config=self.config,
loaderClass=self.loaderClass)
class MultiProcessTestRunner(TextTestRunner):
waitkilltime = 5.0 # max time to wait to terminate a process that does not
# respond to SIGINT
def __init__(self, **kw):
self.loaderClass = kw.pop('loaderClass', loader.defaultTestLoader)
super(MultiProcessTestRunner, self).__init__(**kw)
def run(self, test):
"""
Execute the test (which may be a test suite). If the test is a suite,
distribute it out among as many processes as have been configured, at
as fine a level as is possible given the context fixtures defined in
the suite or any sub-suites.
"""
log.debug("%s.run(%s) (%s)", self, test, os.getpid())
wrapper = self.config.plugins.prepareTest(test)
if wrapper is not None:
test = wrapper
# plugins can decorate or capture the output stream
wrapped = self.config.plugins.setOutputStream(self.stream)
if wrapped is not None:
self.stream = wrapped
testQueue = Queue()
resultQueue = Queue()
tasks = []
completed = []
workers = []
to_teardown = []
shouldStop = Event()
result = self._makeResult()
start = time.time()
# dispatch and collect results
# put indexes only on queue because tests aren't picklable
for case in self.nextBatch(test):
log.debug("Next batch %s (%s)", case, type(case))
if (isinstance(case, nose.case.Test) and
isinstance(case.test, failure.Failure)):
log.debug("Case is a Failure")
case(result) # run here to capture the failure
continue
# handle shared fixtures
if isinstance(case, ContextSuite) and case.context is failure.Failure:
log.debug("Case is a Failure")
case(result) # run here to capture the failure
continue
elif isinstance(case, ContextSuite) and self.sharedFixtures(case):
log.debug("%s has shared fixtures", case)
try:
case.setUp()
except (KeyboardInterrupt, SystemExit):
raise
except:
log.debug("%s setup failed", sys.exc_info())
result.addError(case, sys.exc_info())
else:
to_teardown.append(case)
for _t in case:
test_addr = self.addtask(testQueue,tasks,_t)
log.debug("Queued shared-fixture test %s (%s) to %s",
len(tasks), test_addr, testQueue)
else:
test_addr = self.addtask(testQueue,tasks,case)
log.debug("Queued test %s (%s) to %s",
len(tasks), test_addr, testQueue)
log.debug("Starting %s workers", self.config.multiprocess_workers)
for i in range(self.config.multiprocess_workers):
currentaddr = Value('c',bytes_(''))
currentstart = Value('d',0.0)
keyboardCaught = Event()
p = Process(target=runner, args=(i, testQueue, resultQueue,
currentaddr, currentstart,
keyboardCaught, shouldStop,
self.loaderClass,
result.__class__,
pickle.dumps(self.config)))
p.currentaddr = currentaddr
p.currentstart = currentstart
p.keyboardCaught = keyboardCaught
# p.setDaemon(True)
p.start()
workers.append(p)
log.debug("Started worker process %s", i+1)
total_tasks = len(tasks)
# need to keep track of the next time to check for timeouts in case
# more than one process times out at the same time.
nexttimeout=self.config.multiprocess_timeout
while tasks:
log.debug("Waiting for results (%s/%s tasks), next timeout=%.3fs",
len(completed), total_tasks,nexttimeout)
try:
iworker, addr, newtask_addrs, batch_result = resultQueue.get(
timeout=nexttimeout)
log.debug('Results received for worker %d, %s, new tasks: %d',
iworker,addr,len(newtask_addrs))
try:
try:
tasks.remove(addr)
except ValueError:
log.warn('worker %s failed to remove from tasks: %s',
iworker,addr)
total_tasks += len(newtask_addrs)
for newaddr in newtask_addrs:
tasks.append(newaddr)
except KeyError:
log.debug("Got result for unknown task? %s", addr)
log.debug("current: %s",str(list(tasks)[0]))
else:
completed.append([addr,batch_result])
self.consolidate(result, batch_result)
if (self.config.stopOnError
and not result.wasSuccessful()):
# set the stop condition
shouldStop.set()
break
if self.config.multiprocess_restartworker:
log.debug('joining worker %s',iworker)
# wait for working, but not that important if worker
# cannot be joined in fact, for workers that add to
# testQueue, they will not terminate until all their
# items are read
workers[iworker].join(timeout=1)
if not shouldStop.is_set() and not testQueue.empty():
log.debug('starting new process on worker %s',iworker)
currentaddr = Value('c',bytes_(''))
currentstart = Value('d',time.time())
keyboardCaught = Event()
workers[iworker] = Process(target=runner,
args=(iworker, testQueue,
resultQueue,
currentaddr,
currentstart,
keyboardCaught,
shouldStop,
self.loaderClass,
result.__class__,
pickle.dumps(self.config)))
workers[iworker].currentaddr = currentaddr
workers[iworker].currentstart = currentstart
workers[iworker].keyboardCaught = keyboardCaught
workers[iworker].start()
except Empty:
log.debug("Timed out with %s tasks pending "
"(empty testQueue=%d): %s",
len(tasks),testQueue.empty(),str(tasks))
any_alive = False
for iworker, w in enumerate(workers):
if w.is_alive():
worker_addr = bytes_(w.currentaddr.value,'ascii')
timeprocessing = time.time() - w.currentstart.value
if ( len(worker_addr) == 0
and timeprocessing > self.config.multiprocess_timeout-0.1):
log.debug('worker %d has finished its work item, '
'but is not exiting? do we wait for it?',
iworker)
else:
any_alive = True
if (len(worker_addr) > 0
and timeprocessing > self.config.multiprocess_timeout-0.1):
log.debug('timed out worker %s: %s',
iworker,worker_addr)
w.currentaddr.value = bytes_('')
# If the process is in C++ code, sending a SIGINT
# might not send a python KeybordInterrupt exception
# therefore, send multiple signals until an
# exception is caught. If this takes too long, then
# terminate the process
w.keyboardCaught.clear()
startkilltime = time.time()
while not w.keyboardCaught.is_set() and w.is_alive():
if time.time()-startkilltime > self.waitkilltime:
# have to terminate...
log.error("terminating worker %s",iworker)
w.terminate()
currentaddr = Value('c',bytes_(''))
currentstart = Value('d',time.time())
keyboardCaught = Event()
workers[iworker] = Process(target=runner,
args=(iworker, testQueue, resultQueue,
currentaddr, currentstart,
keyboardCaught, shouldStop,
self.loaderClass,
result.__class__,
pickle.dumps(self.config)))
workers[iworker].currentaddr = currentaddr
workers[iworker].currentstart = currentstart
workers[iworker].keyboardCaught = keyboardCaught
workers[iworker].start()
# there is a small probability that the
# terminated process might send a result,
# which has to be specially handled or
# else processes might get orphaned.
w = workers[iworker]
break
os.kill(w.pid, signal.SIGINT)
time.sleep(0.1)
if not any_alive and testQueue.empty():
log.debug("All workers dead")
break
nexttimeout=self.config.multiprocess_timeout
for w in workers:
if w.is_alive() and len(w.currentaddr.value) > 0:
timeprocessing = time.time()-w.currentstart.value
if timeprocessing <= self.config.multiprocess_timeout:
nexttimeout = min(nexttimeout,
self.config.multiprocess_timeout-timeprocessing)
log.debug("Completed %s tasks (%s remain)", len(completed), len(tasks))
for case in to_teardown:
log.debug("Tearing down shared fixtures for %s", case)
try:
case.tearDown()
except (KeyboardInterrupt, SystemExit):
raise
except:
result.addError(case, sys.exc_info())
stop = time.time()
# first write since can freeze on shutting down processes
result.printErrors()
result.printSummary(start, stop)
self.config.plugins.finalize(result)
log.debug("Tell all workers to stop")
for w in workers:
if w.is_alive():
testQueue.put('STOP', block=False)
# wait for the workers to end
try:
for iworker,worker in enumerate(workers):
if worker.is_alive():
log.debug('joining worker %s',iworker)
worker.join()#10)
if worker.is_alive():
log.debug('failed to join worker %s',iworker)
except KeyboardInterrupt:
log.info('parent received ctrl-c')
for worker in workers:
worker.terminate()
worker.join()
return result
def addtask(testQueue,tasks,case):
arg = None
if isinstance(case,nose.case.Test) and hasattr(case.test,'arg'):
# this removes the top level descriptor and allows real function
# name to be returned
case.test.descriptor = None
arg = case.test.arg
test_addr = MultiProcessTestRunner.address(case)
testQueue.put((test_addr,arg), block=False)
if arg is not None:
test_addr += str(arg)
if tasks is not None:
tasks.append(test_addr)
return test_addr
addtask = staticmethod(addtask)
def address(case):
if hasattr(case, 'address'):
file, mod, call = case.address()
elif hasattr(case, 'context'):
file, mod, call = test_address(case.context)
else:
raise Exception("Unable to convert %s to address" % case)
parts = []
if file is None:
if mod is None:
raise Exception("Unaddressable case %s" % case)
else:
parts.append(mod)
else:
# strip __init__.py(c) from end of file part
# if present, having it there confuses loader
dirname, basename = os.path.split(file)
if basename.startswith('__init__'):
file = dirname
parts.append(file)
if call is not None:
parts.append(call)
return ':'.join(map(str, parts))
address = staticmethod(address)
def nextBatch(self, test):
# allows tests or suites to mark themselves as not safe
# for multiprocess execution
if hasattr(test, 'context'):
if not getattr(test.context, '_multiprocess_', True):
return
if ((isinstance(test, ContextSuite)
and test.hasFixtures(self.checkCanSplit))
or not getattr(test, 'can_split', True)
or not isinstance(test, unittest.TestSuite)):
# regular test case, or a suite with context fixtures
# special case: when run like nosetests path/to/module.py
# the top-level suite has only one item, and it shares
# the same context as that item. In that case, we want the
# item, not the top-level suite
if isinstance(test, ContextSuite):
contained = list(test)
if (len(contained) == 1
and getattr(contained[0],
'context', None) == test.context):
test = contained[0]
yield test
else:
# Suite is without fixtures at this level; but it may have
# fixtures at any deeper level, so we need to examine it all
# the way down to the case level
for case in test:
for batch in self.nextBatch(case):
yield batch
def checkCanSplit(self, context, fixt):
"""
Callback that we use to check whether the fixtures found in a
context or ancestor are ones we care about.
Contexts can tell us that their fixtures are reentrant by setting
_multiprocess_can_split_. So if we see that, we return False to
disregard those fixtures.
"""
if not fixt:
return False
if getattr(context, '_multiprocess_can_split_', False):
return False
return True
def sharedFixtures(self, case):
context = getattr(case, 'context', None)
if not context:
return False
return getattr(context, '_multiprocess_shared_', False)
def consolidate(self, result, batch_result):
log.debug("batch result is %s" , batch_result)
try:
output, testsRun, failures, errors, errorClasses = batch_result
except ValueError:
log.debug("result in unexpected format %s", batch_result)
failure.Failure(*sys.exc_info())(result)
return
self.stream.write(output)
result.testsRun += testsRun
result.failures.extend(failures)
result.errors.extend(errors)
for key, (storage, label, isfail) in errorClasses.items():
if key not in result.errorClasses:
# Ordinarily storage is result attribute
# but it's only processed through the errorClasses
# dict, so it's ok to fake it here
result.errorClasses[key] = ([], label, isfail)
mystorage, _junk, _junk = result.errorClasses[key]
mystorage.extend(storage)
log.debug("Ran %s tests (total: %s)", testsRun, result.testsRun)
def runner(ix, testQueue, resultQueue, currentaddr, currentstart,
keyboardCaught, shouldStop, loaderClass, resultClass, config):
try:
try:
return __runner(ix, testQueue, resultQueue, currentaddr, currentstart,
keyboardCaught, shouldStop, loaderClass, resultClass, config)
except KeyboardInterrupt:
log.debug('Worker %s keyboard interrupt, stopping',ix)
except Empty:
log.debug("Worker %s timed out waiting for tasks", ix)
def __runner(ix, testQueue, resultQueue, currentaddr, currentstart,
keyboardCaught, shouldStop, loaderClass, resultClass, config):
config = pickle.loads(config)
dummy_parser = config.parserClass()
if _instantiate_plugins is not None:
for pluginclass in _instantiate_plugins:
plugin = pluginclass()
plugin.addOptions(dummy_parser,{})
config.plugins.addPlugin(plugin)
config.plugins.configure(config.options,config)
config.plugins.begin()
log.debug("Worker %s executing, pid=%d", ix,os.getpid())
loader = loaderClass(config=config)
loader.suiteClass.suiteClass = NoSharedFixtureContextSuite
def get():
return testQueue.get(timeout=config.multiprocess_timeout)
def makeResult():
stream = _WritelnDecorator(StringIO())
result = resultClass(stream, descriptions=1,
verbosity=config.verbosity,
config=config)
plug_result = config.plugins.prepareTestResult(result)
if plug_result:
return plug_result
return result
def batch(result):
failures = [(TestLet(c), err) for c, err in result.failures]
errors = [(TestLet(c), err) for c, err in result.errors]
errorClasses = {}
for key, (storage, label, isfail) in result.errorClasses.items():
errorClasses[key] = ([(TestLet(c), err) for c, err in storage],
label, isfail)
return (
result.stream.getvalue(),
result.testsRun,
failures,
errors,
errorClasses)
for test_addr, arg in iter(get, 'STOP'):
if shouldStop.is_set():
log.exception('Worker %d STOPPED',ix)
break
result = makeResult()
test = loader.loadTestsFromNames([test_addr])
test.testQueue = testQueue
test.tasks = []
test.arg = arg
log.debug("Worker %s Test is %s (%s)", ix, test_addr, test)
try:
if arg is not None:
test_addr = test_addr + str(arg)
currentaddr.value = bytes_(test_addr)
currentstart.value = time.time()
test(result)
currentaddr.value = bytes_('')
resultQueue.put((ix, test_addr, test.tasks, batch(result)))
except KeyboardInterrupt:
keyboardCaught.set()
if len(currentaddr.value) > 0:
log.exception('Worker %s keyboard interrupt, failing '
'current test %s',ix,test_addr)
currentaddr.value = bytes_('')
failure.Failure(*sys.exc_info())(result)
resultQueue.put((ix, test_addr, test.tasks, batch(result)))
else:
log.debug('Worker %s test %s timed out',ix,test_addr)
resultQueue.put((ix, test_addr, test.tasks, batch(result)))
except SystemExit:
currentaddr.value = bytes_('')
log.exception('Worker %s system exit',ix)
raise
except:
currentaddr.value = bytes_('')
log.exception("Worker %s error running test or returning "
"results",ix)
failure.Failure(*sys.exc_info())(result)
resultQueue.put((ix, test_addr, test.tasks, batch(result)))
if config.multiprocess_restartworker:
break
log.debug("Worker %s ending", ix)
class NoSharedFixtureContextSuite(ContextSuite):
"""
Context suite that never fires shared fixtures.
When a context sets _multiprocess_shared_, fixtures in that context
are executed by the main process. Using this suite class prevents them
from executing in the runner process as well.
"""
testQueue = None
tasks = None
arg = None
def setupContext(self, context):
if getattr(context, '_multiprocess_shared_', False):
return
super(NoSharedFixtureContextSuite, self).setupContext(context)
def teardownContext(self, context):
if getattr(context, '_multiprocess_shared_', False):
return
super(NoSharedFixtureContextSuite, self).teardownContext(context)
def run(self, result):
"""Run tests in suite inside of suite fixtures.
"""
# proxy the result for myself
log.debug("suite %s (%s) run called, tests: %s",
id(self), self, self._tests)
if self.resultProxy:
result, orig = self.resultProxy(result, self), result
else:
result, orig = result, result
try:
self.setUp()
except KeyboardInterrupt:
raise
except:
self.error_context = 'setup'
result.addError(self, self._exc_info())
return
try:
localtests = [test for test in self._tests]
if len(localtests) > 1 and self.testQueue is not None:
log.debug("queue %d tests"%len(localtests))
for test in localtests:
if isinstance(test.test,nose.failure.Failure):
# proably failed in the generator, so execute directly
# to get the exception
test(orig)
else:
MultiProcessTestRunner.addtask(self.testQueue,
self.tasks, test)
else:
for test in localtests:
if (isinstance(test,nose.case.Test)
and self.arg is not None):
test.test.arg = self.arg
else:
test.arg = self.arg
test.testQueue = self.testQueue
test.tasks = self.tasks
if result.shouldStop:
log.debug("stopping")
break
# each nose.case.Test will create its own result proxy
# so the cases need the original result, to avoid proxy
# chains
try:
test(orig)
except KeyboardInterrupt,e:
err = (TimedOutException,TimedOutException(str(test)),
sys.exc_info()[2])
test.config.plugins.addError(test,err)
orig.addError(test,err)
finally:
self.has_run = True
try:
self.tearDown()
except KeyboardInterrupt:
raise
except:
self.error_context = 'teardown'
result.addError(self, self._exc_info())
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