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author | Benjamin Peterson <benjamin@python.org> | 2008-06-11 16:44:04 (GMT) |
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committer | Benjamin Peterson <benjamin@python.org> | 2008-06-11 16:44:04 (GMT) |
commit | e711cafab13efc9c1fe6c5cd75826401445eb585 (patch) | |
tree | 091a6334fdf6ccdcb93027302c5e038570ca04a4 /Doc/includes/mp_distributing.py | |
parent | eec3d7137929611b98dd593cd2f122cd91b723b2 (diff) | |
download | cpython-e711cafab13efc9c1fe6c5cd75826401445eb585.zip cpython-e711cafab13efc9c1fe6c5cd75826401445eb585.tar.gz cpython-e711cafab13efc9c1fe6c5cd75826401445eb585.tar.bz2 |
Merged revisions 64104,64117 via svnmerge from
svn+ssh://pythondev@svn.python.org/python/trunk
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r64104 | benjamin.peterson | 2008-06-10 21:40:25 -0500 (Tue, 10 Jun 2008) | 2 lines
add the multiprocessing package to fulfill PEP 371
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r64117 | benjamin.peterson | 2008-06-11 07:26:31 -0500 (Wed, 11 Jun 2008) | 2 lines
fix import of multiprocessing by juggling imports
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Diffstat (limited to 'Doc/includes/mp_distributing.py')
-rw-r--r-- | Doc/includes/mp_distributing.py | 362 |
1 files changed, 362 insertions, 0 deletions
diff --git a/Doc/includes/mp_distributing.py b/Doc/includes/mp_distributing.py new file mode 100644 index 0000000..24ae8f8 --- /dev/null +++ b/Doc/includes/mp_distributing.py @@ -0,0 +1,362 @@ +# +# Module to allow spawning of processes on foreign host +# +# Depends on `multiprocessing` package -- tested with `processing-0.60` +# + +__all__ = ['Cluster', 'Host', 'get_logger', 'current_process'] + +# +# Imports +# + +import sys +import os +import tarfile +import shutil +import subprocess +import logging +import itertools +import Queue + +try: + import cPickle as pickle +except ImportError: + import pickle + +from multiprocessing import Process, current_process, cpu_count +from multiprocessing import util, managers, connection, forking, pool + +# +# Logging +# + +def get_logger(): + return _logger + +_logger = logging.getLogger('distributing') +_logger.propogate = 0 + +util.fix_up_logger(_logger) +_formatter = logging.Formatter(util.DEFAULT_LOGGING_FORMAT) +_handler = logging.StreamHandler() +_handler.setFormatter(_formatter) +_logger.addHandler(_handler) + +info = _logger.info +debug = _logger.debug + +# +# Get number of cpus +# + +try: + slot_count = cpu_count() +except NotImplemented: + slot_count = 1 + +# +# Manager type which spawns subprocesses +# + +class HostManager(managers.SyncManager): + ''' + Manager type used for spawning processes on a (presumably) foreign host + ''' + def __init__(self, address, authkey): + managers.SyncManager.__init__(self, address, authkey) + self._name = 'Host-unknown' + + def Process(self, group=None, target=None, name=None, args=(), kwargs={}): + if hasattr(sys.modules['__main__'], '__file__'): + main_path = os.path.basename(sys.modules['__main__'].__file__) + else: + main_path = None + data = pickle.dumps((target, args, kwargs)) + p = self._RemoteProcess(data, main_path) + if name is None: + temp = self._name.split('Host-')[-1] + '/Process-%s' + name = temp % ':'.join(map(str, p.get_identity())) + p.set_name(name) + return p + + @classmethod + def from_address(cls, address, authkey): + manager = cls(address, authkey) + managers.transact(address, authkey, 'dummy') + manager._state.value = managers.State.STARTED + manager._name = 'Host-%s:%s' % manager.address + manager.shutdown = util.Finalize( + manager, HostManager._finalize_host, + args=(manager._address, manager._authkey, manager._name), + exitpriority=-10 + ) + return manager + + @staticmethod + def _finalize_host(address, authkey, name): + managers.transact(address, authkey, 'shutdown') + + def __repr__(self): + return '<Host(%s)>' % self._name + +# +# Process subclass representing a process on (possibly) a remote machine +# + +class RemoteProcess(Process): + ''' + Represents a process started on a remote host + ''' + def __init__(self, data, main_path): + assert not main_path or os.path.basename(main_path) == main_path + Process.__init__(self) + self._data = data + self._main_path = main_path + + def _bootstrap(self): + forking.prepare({'main_path': self._main_path}) + self._target, self._args, self._kwargs = pickle.loads(self._data) + return Process._bootstrap(self) + + def get_identity(self): + return self._identity + +HostManager.register('_RemoteProcess', RemoteProcess) + +# +# A Pool class that uses a cluster +# + +class DistributedPool(pool.Pool): + + def __init__(self, cluster, processes=None, initializer=None, initargs=()): + self._cluster = cluster + self.Process = cluster.Process + pool.Pool.__init__(self, processes or len(cluster), + initializer, initargs) + + def _setup_queues(self): + self._inqueue = self._cluster._SettableQueue() + self._outqueue = self._cluster._SettableQueue() + self._quick_put = self._inqueue.put + self._quick_get = self._outqueue.get + + @staticmethod + def _help_stuff_finish(inqueue, task_handler, size): + inqueue.set_contents([None] * size) + +# +# Manager type which starts host managers on other machines +# + +def LocalProcess(**kwds): + p = Process(**kwds) + p.set_name('localhost/' + p.get_name()) + return p + +class Cluster(managers.SyncManager): + ''' + Represents collection of slots running on various hosts. + + `Cluster` is a subclass of `SyncManager` so it allows creation of + various types of shared objects. + ''' + def __init__(self, hostlist, modules): + managers.SyncManager.__init__(self, address=('localhost', 0)) + self._hostlist = hostlist + self._modules = modules + if __name__ not in modules: + modules.append(__name__) + files = [sys.modules[name].__file__ for name in modules] + for i, file in enumerate(files): + if file.endswith('.pyc') or file.endswith('.pyo'): + files[i] = file[:-4] + '.py' + self._files = [os.path.abspath(file) for file in files] + + def start(self): + managers.SyncManager.start(self) + + l = connection.Listener(family='AF_INET', authkey=self._authkey) + + for i, host in enumerate(self._hostlist): + host._start_manager(i, self._authkey, l.address, self._files) + + for host in self._hostlist: + if host.hostname != 'localhost': + conn = l.accept() + i, address, cpus = conn.recv() + conn.close() + other_host = self._hostlist[i] + other_host.manager = HostManager.from_address(address, + self._authkey) + other_host.slots = other_host.slots or cpus + other_host.Process = other_host.manager.Process + else: + host.slots = host.slots or slot_count + host.Process = LocalProcess + + self._slotlist = [ + Slot(host) for host in self._hostlist for i in range(host.slots) + ] + self._slot_iterator = itertools.cycle(self._slotlist) + self._base_shutdown = self.shutdown + del self.shutdown + + def shutdown(self): + for host in self._hostlist: + if host.hostname != 'localhost': + host.manager.shutdown() + self._base_shutdown() + + def Process(self, group=None, target=None, name=None, args=(), kwargs={}): + slot = self._slot_iterator.next() + return slot.Process( + group=group, target=target, name=name, args=args, kwargs=kwargs + ) + + def Pool(self, processes=None, initializer=None, initargs=()): + return DistributedPool(self, processes, initializer, initargs) + + def __getitem__(self, i): + return self._slotlist[i] + + def __len__(self): + return len(self._slotlist) + + def __iter__(self): + return iter(self._slotlist) + +# +# Queue subclass used by distributed pool +# + +class SettableQueue(Queue.Queue): + def empty(self): + return not self.queue + def full(self): + return self.maxsize > 0 and len(self.queue) == self.maxsize + def set_contents(self, contents): + # length of contents must be at least as large as the number of + # threads which have potentially called get() + self.not_empty.acquire() + try: + self.queue.clear() + self.queue.extend(contents) + self.not_empty.notifyAll() + finally: + self.not_empty.release() + +Cluster.register('_SettableQueue', SettableQueue) + +# +# Class representing a notional cpu in the cluster +# + +class Slot(object): + def __init__(self, host): + self.host = host + self.Process = host.Process + +# +# Host +# + +class Host(object): + ''' + Represents a host to use as a node in a cluster. + + `hostname` gives the name of the host. If hostname is not + "localhost" then ssh is used to log in to the host. To log in as + a different user use a host name of the form + "username@somewhere.org" + + `slots` is used to specify the number of slots for processes on + the host. This affects how often processes will be allocated to + this host. Normally this should be equal to the number of cpus on + that host. + ''' + def __init__(self, hostname, slots=None): + self.hostname = hostname + self.slots = slots + + def _start_manager(self, index, authkey, address, files): + if self.hostname != 'localhost': + tempdir = copy_to_remote_temporary_directory(self.hostname, files) + debug('startup files copied to %s:%s', self.hostname, tempdir) + p = subprocess.Popen( + ['ssh', self.hostname, 'python', '-c', + '"import os; os.chdir(%r); ' + 'from distributing import main; main()"' % tempdir], + stdin=subprocess.PIPE + ) + data = dict( + name='BoostrappingHost', index=index, + dist_log_level=_logger.getEffectiveLevel(), + dir=tempdir, authkey=str(authkey), parent_address=address + ) + pickle.dump(data, p.stdin, pickle.HIGHEST_PROTOCOL) + p.stdin.close() + +# +# Copy files to remote directory, returning name of directory +# + +unzip_code = '''" +import tempfile, os, sys, tarfile +tempdir = tempfile.mkdtemp(prefix='distrib-') +os.chdir(tempdir) +tf = tarfile.open(fileobj=sys.stdin, mode='r|gz') +for ti in tf: + tf.extract(ti) +print tempdir +"''' + +def copy_to_remote_temporary_directory(host, files): + p = subprocess.Popen( + ['ssh', host, 'python', '-c', unzip_code], + stdout=subprocess.PIPE, stdin=subprocess.PIPE + ) + tf = tarfile.open(fileobj=p.stdin, mode='w|gz') + for name in files: + tf.add(name, os.path.basename(name)) + tf.close() + p.stdin.close() + return p.stdout.read().rstrip() + +# +# Code which runs a host manager +# + +def main(): + # get data from parent over stdin + data = pickle.load(sys.stdin) + sys.stdin.close() + + # set some stuff + _logger.setLevel(data['dist_log_level']) + forking.prepare(data) + + # create server for a `HostManager` object + server = managers.Server(HostManager._registry, ('', 0), data['authkey']) + current_process()._server = server + + # report server address and number of cpus back to parent + conn = connection.Client(data['parent_address'], authkey=data['authkey']) + conn.send((data['index'], server.address, slot_count)) + conn.close() + + # set name etc + current_process().set_name('Host-%s:%s' % server.address) + util._run_after_forkers() + + # register a cleanup function + def cleanup(directory): + debug('removing directory %s', directory) + shutil.rmtree(directory) + debug('shutting down host manager') + util.Finalize(None, cleanup, args=[data['dir']], exitpriority=0) + + # start host manager + debug('remote host manager starting in %s', data['dir']) + server.serve_forever() |