PendingResult->AsyncResult; match multiprocessing.AsyncResult api

IPython/zmq/parallel/asyncresult.py

@@ -0,0 +1,112 b''
+"""AsyncResult objects for the client"""
+#-----------------------------------------------------------------------------
+#  Copyright (C) 2010  The IPython Development Team
+#
+#  Distributed under the terms of the BSD License.  The full license is in
+#  the file COPYING, distributed as part of this software.
+#-----------------------------------------------------------------------------
+
+#-----------------------------------------------------------------------------
+# Imports
+#-----------------------------------------------------------------------------
+
+import error
+
+#-----------------------------------------------------------------------------
+# Classes
+#-----------------------------------------------------------------------------
+
+class AsyncResult(object):
+    """Class for representing results of non-blocking calls.
+    
+    Provides the same interface as :py:class:`multiprocessing.AsyncResult`.
+    """
+    def __init__(self, client, msg_ids):
+        self._client = client
+        self._msg_ids = msg_ids
+        self._ready = False
+        self._success = None
+    
+    def __repr__(self):
+        if self._ready:
+            return "<%s: finished>"%(self.__class__.__name__)
+        else:
+            return "<%s: %r>"%(self.__class__.__name__,self._msg_ids)
+    
+    
+    def _reconstruct_result(self, res):
+        """
+        Override me in subclasses for turning a list of results
+        into the expected form.
+        """
+        if len(res) == 1:
+            return res[0]
+        else:
+            return res
+        
+    def get(self, timeout=-1):
+        """Return the result when it arrives. 
+        
+        If `timeout` is not ``None`` and the result does not arrive within
+        `timeout` seconds then ``TimeoutError`` is raised. If the
+        remote call raised an exception then that exception will be reraised
+        by get().
+        """
+        if not self.ready():
+            self.wait(timeout)
+        
+        if self._ready:
+            if self._success:
+                return self._result
+            else:
+                raise self._exception
+        else:
+            raise error.TimeoutError("Result not ready.")
+    
+    def ready(self):
+        """Return whether the call has completed."""
+        if not self._ready:
+            self.wait(0)
+        return self._ready
+    
+    def wait(self, timeout=-1):
+        """Wait until the result is available or until `timeout` seconds pass.
+        """
+        if self._ready:
+            return
+        self._ready = self._client.barrier(self._msg_ids, timeout)
+        if self._ready:
+            try:
+                results = map(self._client.results.get, self._msg_ids)
+                results = error.collect_exceptions(results, 'get')
+                self._result = self._reconstruct_result(results)
+            except Exception, e:
+                self._exception = e
+                self._success = False
+            else:
+                self._success = True
+            
+    
+    def successful(self):
+        """Return whether the call completed without raising an exception. 
+        
+        Will raise ``AssertionError`` if the result is not ready.
+        """
+        assert self._ready
+        return self._success
+
+class AsyncMapResult(AsyncResult):
+    """Class for representing results of non-blocking gathers.
+    
+    This will properly reconstruct the gather.
+    """
+    
+    def __init__(self, client, msg_ids, mapObject):
+        self._mapObject = mapObject
+        AsyncResult.__init__(self, client, msg_ids)
+    
+    def _reconstruct_result(self, res):
+        """Perform the gather on the actual results."""
+        return self._mapObject.joinPartitions(res)
+    
+        

IPython/zmq/parallel/client.py

@@ -1,1007 +1,1019 b''
 """A semi-synchronous Client for the ZMQ controller"""
 #-----------------------------------------------------------------------------
 #  Copyright (C) 2010  The IPython Development Team
 #
 #  Distributed under the terms of the BSD License.  The full license is in
 #  the file COPYING, distributed as part of this software.
 #-----------------------------------------------------------------------------
 
 #-----------------------------------------------------------------------------
 # Imports
 #-----------------------------------------------------------------------------
 
 from __future__ import print_function
 
 import os
 import time
 from getpass import getpass
 from pprint import pprint
 
 import zmq
 from zmq.eventloop import ioloop, zmqstream
 
 from IPython.external.decorator import decorator
 from IPython.zmq import tunnel
 
 import streamsession as ss
 # from remotenamespace import RemoteNamespace
 from view import DirectView, LoadBalancedView
 from dependency import Dependency, depend, require
 import error
 import map as Map
-from pendingresult import PendingResult,PendingMapResult
+from asyncresult import AsyncResult, AsyncMapResult
 from remotefunction import remote,parallel,ParallelFunction,RemoteFunction
 
 #--------------------------------------------------------------------------
 # helpers for implementing old MEC API via client.apply
 #--------------------------------------------------------------------------
 
 def _push(ns):
     """helper method for implementing `client.push` via `client.apply`"""
     globals().update(ns)
 
 def _pull(keys):
     """helper method for implementing `client.pull` via `client.apply`"""
     g = globals()
     if isinstance(keys, (list,tuple, set)):
         for key in keys:
             if not g.has_key(key):
                 raise NameError("name '%s' is not defined"%key)
         return map(g.get, keys)
     else:
         if not g.has_key(keys):
             raise NameError("name '%s' is not defined"%keys)
         return g.get(keys)
 
 def _clear():
     """helper method for implementing `client.clear` via `client.apply`"""
     globals().clear()
 
 def execute(code):
     """helper method for implementing `client.execute` via `client.apply`"""
     exec code in globals()
     
 
 #--------------------------------------------------------------------------
 # Decorators for Client methods
 #--------------------------------------------------------------------------
 
 @decorator
 def spinfirst(f, self, *args, **kwargs):
     """Call spin() to sync state prior to calling the method."""
     self.spin()
     return f(self, *args, **kwargs)
 
 @decorator
 def defaultblock(f, self, *args, **kwargs):
     """Default to self.block; preserve self.block."""
     block = kwargs.get('block',None)
     block = self.block if block is None else block
     saveblock = self.block
     self.block = block
     ret = f(self, *args, **kwargs)
     self.block = saveblock
     return ret
 
 
 class AbortedTask(object):
     """A basic wrapper object describing an aborted task."""
     def __init__(self, msg_id):
         self.msg_id = msg_id
 
 class ResultDict(dict):
     """A subclass of dict that raises errors if it has them."""
     def __getitem__(self, key):
         res = dict.__getitem__(self, key)
         if isinstance(res, error.KernelError):
             raise res
         return res
 
 class Client(object):
     """A semi-synchronous client to the IPython ZMQ controller
     
     Parameters
     ----------
     
     addr : bytes; zmq url, e.g. 'tcp://127.0.0.1:10101'
         The address of the controller's registration socket.
         [Default: 'tcp://127.0.0.1:10101']
     context : zmq.Context
         Pass an existing zmq.Context instance, otherwise the client will create its own
     username : bytes
         set username to be passed to the Session object
     debug : bool
         flag for lots of message printing for debug purposes
  
     #-------------- ssh related args ----------------
     # These are args for configuring the ssh tunnel to be used
     # credentials are used to forward connections over ssh to the Controller
     # Note that the ip given in `addr` needs to be relative to sshserver
     # The most basic case is to leave addr as pointing to localhost (127.0.0.1),
     # and set sshserver as the same machine the Controller is on. However, 
     # the only requirement is that sshserver is able to see the Controller
     # (i.e. is within the same trusted network).
     
     sshserver : str
         A string of the form passed to ssh, i.e. 'server.tld' or '[e-mail]:port'
         If keyfile or password is specified, and this is not, it will default to
         the ip given in addr.
     sshkey : str; path to public ssh key file
         This specifies a key to be used in ssh login, default None.
         Regular default ssh keys will be used without specifying this argument.
     password : str; 
         Your ssh password to sshserver. Note that if this is left None,
         you will be prompted for it if passwordless key based login is unavailable.
     
     #------- exec authentication args -------
     # If even localhost is untrusted, you can have some protection against
     # unauthorized execution by using a key.  Messages are still sent
     # as cleartext, so if someone can snoop your loopback traffic this will
     # not help anything.
     
     exec_key : str
         an authentication key or file containing a key
         default: None
     
     
     Attributes
     ----------
     ids : set of int engine IDs
         requesting the ids attribute always synchronizes
         the registration state. To request ids without synchronization,
         use semi-private _ids attributes.
     
     history : list of msg_ids
         a list of msg_ids, keeping track of all the execution
         messages you have submitted in order.
     
     outstanding : set of msg_ids
         a set of msg_ids that have been submitted, but whose
         results have not yet been received.
     
     results : dict
         a dict of all our results, keyed by msg_id
     
     block : bool
         determines default behavior when block not specified
         in execution methods
     
     Methods
     -------
     spin : flushes incoming results and registration state changes
             control methods spin, and requesting `ids` also ensures up to date
             
     barrier : wait on one or more msg_ids
     
     execution methods: apply/apply_bound/apply_to/apply_bound
         legacy: execute, run
     
     query methods: queue_status, get_result, purge
     
     control methods: abort, kill
     
     """
     
     
     _connected=False
     _ssh=False
     _engines=None
     _addr='tcp://127.0.0.1:10101'
     _registration_socket=None
     _query_socket=None
     _control_socket=None
     _notification_socket=None
     _mux_socket=None
     _task_socket=None
     block = False
     outstanding=None
     results = None
     history = None
     debug = False
     
     def __init__(self, addr='tcp://127.0.0.1:10101', context=None, username=None, debug=False, 
             sshserver=None, sshkey=None, password=None, paramiko=None,
             exec_key=None,):
         if context is None:
             context = zmq.Context()
         self.context = context
         self._addr = addr
         self._ssh = bool(sshserver or sshkey or password)
         if self._ssh and sshserver is None:
             # default to the same
             sshserver = addr.split('://')[1].split(':')[0]
         if self._ssh and password is None:
             if tunnel.try_passwordless_ssh(sshserver, sshkey, paramiko):
                 password=False
             else:
                 password = getpass("SSH Password for %s: "%sshserver)
         ssh_kwargs = dict(keyfile=sshkey, password=password, paramiko=paramiko)
         
         if exec_key is not None and os.path.isfile(exec_key):
             arg = 'keyfile'
         else:
             arg = 'key'
         key_arg = {arg:exec_key}
         if username is None:
             self.session = ss.StreamSession(**key_arg)
         else:
             self.session = ss.StreamSession(username, **key_arg)
         self._registration_socket = self.context.socket(zmq.XREQ)
         self._registration_socket.setsockopt(zmq.IDENTITY, self.session.session)
         if self._ssh:
             tunnel.tunnel_connection(self._registration_socket, addr, sshserver, **ssh_kwargs)
         else:
             self._registration_socket.connect(addr)
         self._engines = {}
         self._ids = set()
         self.outstanding=set()
         self.results = {}
         self.history = []
         self.debug = debug
         self.session.debug = debug
         
         self._notification_handlers = {'registration_notification' : self._register_engine,
                                     'unregistration_notification' : self._unregister_engine,
                                     }
         self._queue_handlers = {'execute_reply' : self._handle_execute_reply,
                                 'apply_reply' : self._handle_apply_reply}
         self._connect(sshserver, ssh_kwargs)
         
     
     @property
     def ids(self):
         """Always up to date ids property."""
         self._flush_notifications()
         return self._ids
     
     def _update_engines(self, engines):
         """Update our engines dict and _ids from a dict of the form: {id:uuid}."""
         for k,v in engines.iteritems():
             eid = int(k)
             self._engines[eid] = bytes(v) # force not unicode
             self._ids.add(eid)
     
     def _build_targets(self, targets):
         """Turn valid target IDs or 'all' into two lists:
         (int_ids, uuids).
         """
         if targets is None:
             targets = self._ids
         elif isinstance(targets, str):
             if targets.lower() == 'all':
                 targets = self._ids
             else:
                 raise TypeError("%r not valid str target, must be 'all'"%(targets))
         elif isinstance(targets, int):
             targets = [targets]
         return [self._engines[t] for t in targets], list(targets)
     
     def _connect(self, sshserver, ssh_kwargs):
         """setup all our socket connections to the controller. This is called from
         __init__."""
         if self._connected:
             return
         self._connected=True
 
         def connect_socket(s, addr):
             if self._ssh:
                 return tunnel.tunnel_connection(s, addr, sshserver, **ssh_kwargs)
             else:
                 return s.connect(addr)
             
         self.session.send(self._registration_socket, 'connection_request')
         idents,msg = self.session.recv(self._registration_socket,mode=0)
         if self.debug:
             pprint(msg)
         msg = ss.Message(msg)
         content = msg.content
         if content.status == 'ok':
             if content.queue:
                 self._mux_socket = self.context.socket(zmq.PAIR)
                 self._mux_socket.setsockopt(zmq.IDENTITY, self.session.session)
                 connect_socket(self._mux_socket, content.queue)
             if content.task:
                 self._task_socket = self.context.socket(zmq.PAIR)
                 self._task_socket.setsockopt(zmq.IDENTITY, self.session.session)
                 connect_socket(self._task_socket, content.task)
             if content.notification:
                 self._notification_socket = self.context.socket(zmq.SUB)
                 connect_socket(self._notification_socket, content.notification)
                 self._notification_socket.setsockopt(zmq.SUBSCRIBE, "")
             if content.query:
                 self._query_socket = self.context.socket(zmq.PAIR)
                 self._query_socket.setsockopt(zmq.IDENTITY, self.session.session)
                 connect_socket(self._query_socket, content.query)
             if content.control:
                 self._control_socket = self.context.socket(zmq.PAIR)
                 self._control_socket.setsockopt(zmq.IDENTITY, self.session.session)
                 connect_socket(self._control_socket, content.control)
             self._update_engines(dict(content.engines))
                 
         else:
             self._connected = False
             raise Exception("Failed to connect!")
     
     #--------------------------------------------------------------------------
     # handlers and callbacks for incoming messages
     #--------------------------------------------------------------------------
     
     def _register_engine(self, msg):
         """Register a new engine, and update our connection info."""
         content = msg['content']
         eid = content['id']
         d = {eid : content['queue']}
         self._update_engines(d)
         self._ids.add(int(eid))
 
     def _unregister_engine(self, msg):
         """Unregister an engine that has died."""
         content = msg['content']
         eid = int(content['id'])
         if eid in self._ids:
             self._ids.remove(eid)
             self._engines.pop(eid)
         
     def _handle_execute_reply(self, msg):
         """Save the reply to an execute_request into our results."""
         parent = msg['parent_header']
         msg_id = parent['msg_id']
         if msg_id not in self.outstanding:
             print("got unknown result: %s"%msg_id)
         else:
             self.outstanding.remove(msg_id)
         self.results[msg_id] = ss.unwrap_exception(msg['content'])
     
     def _handle_apply_reply(self, msg):
         """Save the reply to an apply_request into our results."""
         parent = msg['parent_header']
         msg_id = parent['msg_id']
         if msg_id not in self.outstanding:
             print ("got unknown result: %s"%msg_id)
         else:
             self.outstanding.remove(msg_id)
         content = msg['content']
         if content['status'] == 'ok':
             self.results[msg_id] = ss.unserialize_object(msg['buffers'])
         elif content['status'] == 'aborted':
             self.results[msg_id] = error.AbortedTask(msg_id)
         elif content['status'] == 'resubmitted':
             # TODO: handle resubmission
             pass
         else:
             e = ss.unwrap_exception(content)
             e_uuid = e.engine_info['engineid']
             for k,v in self._engines.iteritems():
                 if v == e_uuid:
                     e.engine_info['engineid'] = k
                     break
             self.results[msg_id] = e
     
     def _flush_notifications(self):
         """Flush notifications of engine registrations waiting
         in ZMQ queue."""
         msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK)
         while msg is not None:
             if self.debug:
                 pprint(msg)
             msg = msg[-1]
             msg_type = msg['msg_type']
             handler = self._notification_handlers.get(msg_type, None)
             if handler is None:
                 raise Exception("Unhandled message type: %s"%msg.msg_type)
             else:
                 handler(msg)
             msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK)
     
     def _flush_results(self, sock):
         """Flush task or queue results waiting in ZMQ queue."""
         msg = self.session.recv(sock, mode=zmq.NOBLOCK)
         while msg is not None:
             if self.debug:
                 pprint(msg)
             msg = msg[-1]
             msg_type = msg['msg_type']
             handler = self._queue_handlers.get(msg_type, None)
             if handler is None:
                 raise Exception("Unhandled message type: %s"%msg.msg_type)
             else:
                 handler(msg)
             msg = self.session.recv(sock, mode=zmq.NOBLOCK)
     
     def _flush_control(self, sock):
         """Flush replies from the control channel waiting
         in the ZMQ queue.
         
         Currently: ignore them."""
         msg = self.session.recv(sock, mode=zmq.NOBLOCK)
         while msg is not None:
             if self.debug:
                 pprint(msg)
             msg = self.session.recv(sock, mode=zmq.NOBLOCK)
     
     #--------------------------------------------------------------------------
     # getitem
     #--------------------------------------------------------------------------
     
     def __getitem__(self, key):
         """Dict access returns DirectView multiplexer objects or,
         if key is None, a LoadBalancedView."""
         if key is None:
             return LoadBalancedView(self)
         if isinstance(key, int):
             if key not in self.ids:
                 raise IndexError("No such engine: %i"%key)
             return DirectView(self, key)
         
         if isinstance(key, slice):
             indices = range(len(self.ids))[key]
             ids = sorted(self._ids)
             key = [ ids[i] for i in indices ]
             # newkeys = sorted(self._ids)[thekeys[k]]
         
         if isinstance(key, (tuple, list, xrange)):
             _,targets = self._build_targets(list(key))
             return DirectView(self, targets)
         else:
             raise TypeError("key by int/iterable of ints only, not %s"%(type(key)))
     
     #--------------------------------------------------------------------------
     # Begin public methods
     #--------------------------------------------------------------------------
     
     @property
     def remote(self):
         """property for convenient RemoteFunction generation.
         
         >>> @client.remote
         ... def f():
                 import os
                 print (os.getpid())
         """
         return remote(self, block=self.block)
     
     def spin(self):
         """Flush any registration notifications and execution results
         waiting in the ZMQ queue.
         """
         if self._notification_socket:
             self._flush_notifications()
         if self._mux_socket:
             self._flush_results(self._mux_socket)
         if self._task_socket:
             self._flush_results(self._task_socket)
         if self._control_socket:
             self._flush_control(self._control_socket)
     
     def barrier(self, msg_ids=None, timeout=-1):
         """waits on one or more `msg_ids`, for up to `timeout` seconds.
         
         Parameters
         ----------
         msg_ids : int, str, or list of ints and/or strs
                 ints are indices to self.history
                 strs are msg_ids
                 default: wait on all outstanding messages
         timeout : float
                 a time in seconds, after which to give up.
                 default is -1, which means no timeout
         
         Returns
         -------
         True : when all msg_ids are done
         False : timeout reached, some msg_ids still outstanding
         """
         tic = time.time()
         if msg_ids is None:
             theids = self.outstanding
         else:
             if isinstance(msg_ids, (int, str)):
                 msg_ids = [msg_ids]
             theids = set()
             for msg_id in msg_ids:
                 if isinstance(msg_id, int):
                     msg_id = self.history[msg_id]
                 theids.add(msg_id)
         self.spin()
         while theids.intersection(self.outstanding):
             if timeout >= 0 and ( time.time()-tic ) > timeout:
                 break
             time.sleep(1e-3)
             self.spin()
         return len(theids.intersection(self.outstanding)) == 0
     
     #--------------------------------------------------------------------------
     # Control methods
     #--------------------------------------------------------------------------
     
     @spinfirst
     @defaultblock
     def clear(self, targets=None, block=None):
         """Clear the namespace in target(s)."""
         targets = self._build_targets(targets)[0]
         for t in targets:
             self.session.send(self._control_socket, 'clear_request', content={}, ident=t)
         error = False
         if self.block:
             for i in range(len(targets)):
                 idents,msg = self.session.recv(self._control_socket,0)
                 if self.debug:
                     pprint(msg)
                 if msg['content']['status'] != 'ok':
                     error = ss.unwrap_exception(msg['content'])
         if error:
             return error
         
     
     @spinfirst
     @defaultblock
     def abort(self, msg_ids = None, targets=None, block=None):
         """Abort the execution queues of target(s)."""
         targets = self._build_targets(targets)[0]
         if isinstance(msg_ids, basestring):
             msg_ids = [msg_ids]
         content = dict(msg_ids=msg_ids)
         for t in targets:
             self.session.send(self._control_socket, 'abort_request', 
                     content=content, ident=t)
         error = False
         if self.block:
             for i in range(len(targets)):
                 idents,msg = self.session.recv(self._control_socket,0)
                 if self.debug:
                     pprint(msg)
                 if msg['content']['status'] != 'ok':
                     error = ss.unwrap_exception(msg['content'])
         if error:
             return error
     
     @spinfirst
     @defaultblock
     def shutdown(self, targets=None, restart=False, controller=False, block=None):
         """Terminates one or more engine processes, optionally including the controller."""
         if controller:
             targets = 'all'
         targets = self._build_targets(targets)[0]
         for t in targets:
             self.session.send(self._control_socket, 'shutdown_request', 
                         content={'restart':restart},ident=t)
         error = False
         if block or controller:
             for i in range(len(targets)):
                 idents,msg = self.session.recv(self._control_socket,0)
                 if self.debug:
                     pprint(msg)
                 if msg['content']['status'] != 'ok':
                     error = ss.unwrap_exception(msg['content'])
         
         if controller:
             time.sleep(0.25)
             self.session.send(self._query_socket, 'shutdown_request')
             idents,msg = self.session.recv(self._query_socket, 0)
             if self.debug:
                 pprint(msg)
             if msg['content']['status'] != 'ok':
                 error = ss.unwrap_exception(msg['content'])
         
         if error:
             raise error
     
     #--------------------------------------------------------------------------
     # Execution methods
     #--------------------------------------------------------------------------
     
     @defaultblock
     def execute(self, code, targets='all', block=None):
         """Executes `code` on `targets` in blocking or nonblocking manner.
         
         ``execute`` is always `bound` (affects engine namespace)
         
         Parameters
         ----------
         code : str
                 the code string to be executed
         targets : int/str/list of ints/strs
                 the engines on which to execute
                 default : all
         block : bool
                 whether or not to wait until done to return
                 default: self.block
         """
         result = self.apply(execute, (code,), targets=targets, block=block, bound=True)
         return result
     
     def run(self, code, block=None):
         """Runs `code` on an engine. 
         
         Calls to this are load-balanced.
         
         ``run`` is never `bound` (no effect on engine namespace)
         
         Parameters
         ----------
         code : str
                 the code string to be executed
         block : bool
                 whether or not to wait until done
         
         """
         result = self.apply(execute, (code,), targets=None, block=block, bound=False)
         return result
     
     def _maybe_raise(self, result):
         """wrapper for maybe raising an exception if apply failed."""
         if isinstance(result, error.RemoteError):
             raise result
         
         return result
             
     def apply(self, f, args=None, kwargs=None, bound=True, block=None, targets=None,
                         after=None, follow=None):
         """Call `f(*args, **kwargs)` on a remote engine(s), returning the result.
         
         This is the central execution command for the client.
         
         Parameters
         ----------
         
         f : function
             The fuction to be called remotely
         args : tuple/list
             The positional arguments passed to `f`
         kwargs : dict
             The keyword arguments passed to `f`
         bound : bool (default: True)
             Whether to execute in the Engine(s) namespace, or in a clean
             namespace not affecting the engine.
         block : bool (default: self.block)
             Whether to wait for the result, or return immediately.
             False:
                 returns msg_id(s)
                 if multiple targets:
                     list of ids
             True:
                 returns actual result(s) of f(*args, **kwargs)
                 if multiple targets:
                     dict of results, by engine ID
         targets : int,list of ints, 'all', None
             Specify the destination of the job.
             if None:
                 Submit via Task queue for load-balancing.
             if 'all':
                 Run on all active engines
             if list:
                 Run on each specified engine
             if int:
                 Run on single engine
             
         after : Dependency or collection of msg_ids
             Only for load-balanced execution (targets=None)
             Specify a list of msg_ids as a time-based dependency.
             This job will only be run *after* the dependencies
             have been met.
             
         follow : Dependency or collection of msg_ids
             Only for load-balanced execution (targets=None)
             Specify a list of msg_ids as a location-based dependency.
             This job will only be run on an engine where this dependency
             is met.
         
         Returns
         -------
         if block is False:
             if single target:
                 return msg_id
             else:
                 return list of msg_ids
                 ? (should this be dict like block=True) ?
         else:
             if single target:
                 return result of f(*args, **kwargs)
             else:
                 return dict of results, keyed by engine
         """
         
         # defaults:
         block = block if block is not None else self.block
         args = args if args is not None else []
         kwargs = kwargs if kwargs is not None else {}
         
         # enforce types of f,args,kwrags
         if not callable(f):
             raise TypeError("f must be callable, not %s"%type(f))
         if not isinstance(args, (tuple, list)):
             raise TypeError("args must be tuple or list, not %s"%type(args))
         if not isinstance(kwargs, dict):
             raise TypeError("kwargs must be dict, not %s"%type(kwargs))
             
         options  = dict(bound=bound, block=block, after=after, follow=follow)
             
         if targets is None:
             return self._apply_balanced(f, args, kwargs, **options)
         else:
             return self._apply_direct(f, args, kwargs, targets=targets, **options)
     
     def _apply_balanced(self, f, args, kwargs, bound=True, block=None,
                             after=None, follow=None):
         """The underlying method for applying functions in a load balanced
         manner, via the task queue."""
         if isinstance(after, Dependency):
             after = after.as_dict()
         elif after is None:
             after = []
         if isinstance(follow, Dependency):
             follow = follow.as_dict()
         elif follow is None:
             follow = []
         subheader = dict(after=after, follow=follow)
         
         bufs = ss.pack_apply_message(f,args,kwargs)
         content = dict(bound=bound)
         msg = self.session.send(self._task_socket, "apply_request", 
                 content=content, buffers=bufs, subheader=subheader)
         msg_id = msg['msg_id']
         self.outstanding.add(msg_id)
         self.history.append(msg_id)
         if block:
             self.barrier(msg_id)
             return self._maybe_raise(self.results[msg_id])
         else:
-            return PendingResult(self, [msg_id])
+            return AsyncResult(self, [msg_id])
     
     def _apply_direct(self, f, args, kwargs, bound=True, block=None, targets=None,
                                 after=None, follow=None):
         """Then underlying method for applying functions to specific engines
         via the MUX queue."""
         
         queues,targets = self._build_targets(targets)
         bufs = ss.pack_apply_message(f,args,kwargs)
         if isinstance(after, Dependency):
             after = after.as_dict()
         elif after is None:
             after = []
         if isinstance(follow, Dependency):
             follow = follow.as_dict()
         elif follow is None:
             follow = []
         subheader = dict(after=after, follow=follow)
         content = dict(bound=bound)
         msg_ids = []
         for queue in queues:
             msg = self.session.send(self._mux_socket, "apply_request", 
                     content=content, buffers=bufs,ident=queue, subheader=subheader)
             msg_id = msg['msg_id']
             self.outstanding.add(msg_id)
             self.history.append(msg_id)
             msg_ids.append(msg_id)
         if block:
             self.barrier(msg_ids)
         else:
-            return PendingResult(self, msg_ids)
+            return AsyncResult(self, msg_ids)
         if len(msg_ids) == 1:
             return self._maybe_raise(self.results[msg_ids[0]])
         else:
             result = {}
             for target,mid in zip(targets, msg_ids):
                     result[target] = self.results[mid]
             return error.collect_exceptions(result, f.__name__)
     
+    #--------------------------------------------------------------------------
+    # Map and decorators
+    #--------------------------------------------------------------------------
+    
     def map(self, f, *sequences):
         """Parallel version of builtin `map`, using all our engines."""
         pf = ParallelFunction(self, f, block=self.block,
                         bound=True, targets='all')
         return pf.map(*sequences)
     
+    def parallel(self, bound=True, targets='all', block=True):
+        """Decorator for making a ParallelFunction"""
+        return parallel(self, bound=bound, targets=targets, block=block)
+    
+    def remote(self, bound=True, targets='all', block=True):
+        """Decorator for making a RemoteFunction"""
+        return remote(self, bound=bound, targets=targets, block=block)
+    
     #--------------------------------------------------------------------------
     # Data movement
     #--------------------------------------------------------------------------
     
     @defaultblock
     def push(self, ns, targets='all', block=None):
         """Push the contents of `ns` into the namespace on `target`"""
         if not isinstance(ns, dict):
             raise TypeError("Must be a dict, not %s"%type(ns))
         result = self.apply(_push, (ns,), targets=targets, block=block, bound=True)
         return result
     
     @defaultblock
     def pull(self, keys, targets='all', block=True):
         """Pull objects from `target`'s namespace by `keys`"""
         if isinstance(keys, str):
             pass
         elif isinstance(keys, (list,tuple,set)):
             for key in keys:
                 if not isinstance(key, str):
                     raise TypeError
         result = self.apply(_pull, (keys,), targets=targets, block=block, bound=True)
         return result
     
     @defaultblock
     def scatter(self, key, seq, dist='b', flatten=False, targets='all', block=None):
         """
         Partition a Python sequence and send the partitions to a set of engines.
         """
         targets = self._build_targets(targets)[-1]
         mapObject = Map.dists[dist]()
         nparts = len(targets)
         msg_ids = []
         for index, engineid in enumerate(targets):
             partition = mapObject.getPartition(seq, index, nparts)
             if flatten and len(partition) == 1:
                 mid = self.push({key: partition[0]}, targets=engineid, block=False)
             else:
                 mid = self.push({key: partition}, targets=engineid, block=False)
             msg_ids.append(mid)
-        r = PendingResult(self, msg_ids)
+        r = AsyncResult(self, msg_ids)
         if block:
             r.wait()
             return
         else:
             return r
     
     @defaultblock
     def gather(self, key, dist='b', targets='all', block=True):
         """
         Gather a partitioned sequence on a set of engines as a single local seq.
         """
         
         targets = self._build_targets(targets)[-1]
         mapObject = Map.dists[dist]()
         msg_ids = []
         for index, engineid in enumerate(targets):
             msg_ids.append(self.pull(key, targets=engineid,block=False))
         
-        r = PendingMapResult(self, msg_ids, mapObject)
+        r = AsyncMapResult(self, msg_ids, mapObject)
         if block:
             r.wait()
             return r.result
         else:
             return r
     
     #--------------------------------------------------------------------------
     # Query methods
     #--------------------------------------------------------------------------
     
     @spinfirst
     def get_results(self, msg_ids, status_only=False):
         """Returns the result of the execute or task request with `msg_ids`.
         
         Parameters
         ----------
         msg_ids : list of ints or msg_ids
             if int:
                 Passed as index to self.history for convenience.
         status_only : bool (default: False)
             if False:
                 return the actual results
         """
         if not isinstance(msg_ids, (list,tuple)):
             msg_ids = [msg_ids]
         theids = []
         for msg_id in msg_ids:
             if isinstance(msg_id, int):
                 msg_id = self.history[msg_id]
             if not isinstance(msg_id, str):
                 raise TypeError("msg_ids must be str, not %r"%msg_id)
             theids.append(msg_id)
         
         completed = []
         local_results = {}
         for msg_id in list(theids):
             if msg_id in self.results:
                 completed.append(msg_id)
                 local_results[msg_id] = self.results[msg_id]
                 theids.remove(msg_id)
         
         if theids: # some not locally cached
             content = dict(msg_ids=theids, status_only=status_only)
             msg = self.session.send(self._query_socket, "result_request", content=content)
             zmq.select([self._query_socket], [], [])
             idents,msg = self.session.recv(self._query_socket, zmq.NOBLOCK)
             if self.debug:
                 pprint(msg)
             content = msg['content']
             if content['status'] != 'ok':
                 raise ss.unwrap_exception(content)
         else:
             content = dict(completed=[],pending=[])
         if not status_only:
             # load cached results into result:
             content['completed'].extend(completed)
             content.update(local_results)
             # update cache with results:
             for msg_id in msg_ids:
                 if msg_id in content['completed']:
                     self.results[msg_id] = content[msg_id]
         return content
 
     @spinfirst
     def queue_status(self, targets=None, verbose=False):
         """Fetch the status of engine queues.
         
         Parameters
         ----------
         targets : int/str/list of ints/strs
                 the engines on which to execute
                 default : all
         verbose : bool
                 Whether to return lengths only, or lists of ids for each element
         """
         targets = self._build_targets(targets)[1]
         content = dict(targets=targets, verbose=verbose)
         self.session.send(self._query_socket, "queue_request", content=content)
         idents,msg = self.session.recv(self._query_socket, 0)
         if self.debug:
             pprint(msg)
         content = msg['content']
         status = content.pop('status')
         if status != 'ok':
             raise ss.unwrap_exception(content)
         return content
         
     @spinfirst
     def purge_results(self, msg_ids=[], targets=[]):
         """Tell the controller to forget results.
         
         Individual results can be purged by msg_id, or the entire
         history of specific targets can be purged.
         
         Parameters
         ----------
         msg_ids : str or list of strs
                 the msg_ids whose results should be forgotten.
         targets : int/str/list of ints/strs
                 The targets, by uuid or int_id, whose entire history is to be purged.
                 Use `targets='all'` to scrub everything from the controller's memory.
                 
                 default : None
         """
         if not targets and not msg_ids:
             raise ValueError
         if targets:
             targets = self._build_targets(targets)[1]
         content = dict(targets=targets, msg_ids=msg_ids)
         self.session.send(self._query_socket, "purge_request", content=content)
         idents, msg = self.session.recv(self._query_socket, 0)
         if self.debug:
             pprint(msg)
         content = msg['content']
         if content['status'] != 'ok':
             raise ss.unwrap_exception(content)
 
 class AsynClient(Client):
     """An Asynchronous client, using the Tornado Event Loop.
     !!!unfinished!!!"""
     io_loop = None
     _queue_stream = None
     _notifier_stream = None
     _task_stream = None
     _control_stream = None
     
     def __init__(self, addr, context=None, username=None, debug=False, io_loop=None):
         Client.__init__(self, addr, context, username, debug)
         if io_loop is None:
             io_loop = ioloop.IOLoop.instance()
         self.io_loop = io_loop
         
         self._queue_stream = zmqstream.ZMQStream(self._mux_socket, io_loop)
         self._control_stream = zmqstream.ZMQStream(self._control_socket, io_loop)
         self._task_stream = zmqstream.ZMQStream(self._task_socket, io_loop)
         self._notification_stream = zmqstream.ZMQStream(self._notification_socket, io_loop)
     
     def spin(self):
         for stream in (self.queue_stream, self.notifier_stream, 
                         self.task_stream, self.control_stream):
             stream.flush()
 
 __all__ = [ 'Client', 
             'depend', 
             'require', 
             'remote',
             'parallel',
             'RemoteFunction',
             'ParallelFunction',
             'DirectView',
             'LoadBalancedView',
-            'PendingResult',
-            'PendingMapResult'
+            'AsyncResult',
+            'AsyncMapResult'
             ]

IPython/zmq/parallel/error.py

@@ -1,280 +1,283 b''
 # encoding: utf-8
 
 """Classes and functions for kernel related errors and exceptions."""
 from __future__ import print_function
 
 __docformat__ = "restructuredtext en"
 
 # Tell nose to skip this module
 __test__ = {}
 
 #-------------------------------------------------------------------------------
 #  Copyright (C) 2008  The IPython Development Team
 #
 #  Distributed under the terms of the BSD License.  The full license is in
 #  the file COPYING, distributed as part of this software.
 #-------------------------------------------------------------------------------
 
 #-------------------------------------------------------------------------------
 # Error classes
 #-------------------------------------------------------------------------------
 class IPythonError(Exception):
     """Base exception that all of our exceptions inherit from.
 
     This can be raised by code that doesn't have any more specific
     information."""
 
     pass
 
 # Exceptions associated with the controller objects
 class ControllerError(IPythonError): pass
 
 class ControllerCreationError(ControllerError): pass
 
 
 # Exceptions associated with the Engines
 class EngineError(IPythonError): pass
 
 class EngineCreationError(EngineError): pass
 
 class KernelError(IPythonError):
     pass
 
 class NotDefined(KernelError):
     def __init__(self, name):
         self.name = name
         self.args = (name,)
 
     def __repr__(self):
         return '<NotDefined: %s>' % self.name
     
     __str__ = __repr__
 
 
 class QueueCleared(KernelError):
     pass
 
 
 class IdInUse(KernelError):
     pass
 
 
 class ProtocolError(KernelError):
     pass
 
 
 class ConnectionError(KernelError):
     pass
 
 
 class InvalidEngineID(KernelError):
     pass
 
 
 class NoEnginesRegistered(KernelError):
     pass
 
 
 class InvalidClientID(KernelError):
     pass
 
 
 class InvalidDeferredID(KernelError):
     pass
 
 
 class SerializationError(KernelError):
     pass
 
 
 class MessageSizeError(KernelError):
     pass
 
 
 class PBMessageSizeError(MessageSizeError):
     pass
 
 
 class ResultNotCompleted(KernelError):
     pass
 
 
 class ResultAlreadyRetrieved(KernelError):
     pass
 
 class ClientError(KernelError):
     pass
 
 
 class TaskAborted(KernelError):
     pass
 
 
 class TaskTimeout(KernelError):
     pass
 
 
 class NotAPendingResult(KernelError):
     pass
 
 
 class UnpickleableException(KernelError):
     pass
 
 
 class AbortedPendingDeferredError(KernelError):
     pass
 
 
 class InvalidProperty(KernelError):
     pass
 
 
 class MissingBlockArgument(KernelError):
     pass
 
 
 class StopLocalExecution(KernelError):
     pass
 
 
 class SecurityError(KernelError):
     pass
 
 
 class FileTimeoutError(KernelError):
     pass
 
+class TimeoutError(KernelError):
+    pass
+
 class RemoteError(KernelError):
     """Error raised elsewhere"""
     ename=None
     evalue=None
     traceback=None
     engine_info=None
     
     def __init__(self, ename, evalue, traceback, engine_info=None):
         self.ename=ename
         self.evalue=evalue
         self.traceback=traceback
         self.engine_info=engine_info or {}
         self.args=(ename, evalue)
     
     def __repr__(self):
         engineid = self.engine_info.get('engineid', ' ')
         return "<Remote[%s]:%s(%s)>"%(engineid, self.ename, self.evalue)
         
     def __str__(self):
         sig = "%s(%s)"%(self.ename, self.evalue)
         if self.traceback:
             return sig + '\n' + self.traceback
         else:
             return sig
     
 
 class TaskRejectError(KernelError):
     """Exception to raise when a task should be rejected by an engine.
     
     This exception can be used to allow a task running on an engine to test
     if the engine (or the user's namespace on the engine) has the needed
     task dependencies.  If not, the task should raise this exception.  For
     the task to be retried on another engine, the task should be created
     with the `retries` argument > 1.
     
     The advantage of this approach over our older properties system is that
     tasks have full access to the user's namespace on the engines and the
     properties don't have to be managed or tested by the controller.
     """
 
 
 class CompositeError(KernelError):
     """Error for representing possibly multiple errors on engines"""
     def __init__(self, message, elist):
         Exception.__init__(self, *(message, elist))
         # Don't use pack_exception because it will conflict with the .message
         # attribute that is being deprecated in 2.6 and beyond.
         self.msg = message
         self.elist = elist
         self.args = [ e[0] for e in elist ]
 
     def _get_engine_str(self, ei):
         if not ei:
             return '[Engine Exception]'
         else:
             return '[%i:%s]: ' % (ei['engineid'], ei['method'])
 
     def _get_traceback(self, ev):
         try:
             tb = ev._ipython_traceback_text
         except AttributeError:
             return 'No traceback available'
         else:
             return tb
 
     def __str__(self):
         s = str(self.msg)
         for en, ev, etb, ei in self.elist:
             engine_str = self._get_engine_str(ei)
             s = s + '\n' + engine_str + en + ': ' + str(ev)
         return s
     
     def __repr__(self):
         return "CompositeError(%i)"%len(self.elist)
 
     def print_tracebacks(self, excid=None):
         if excid is None:
             for (en,ev,etb,ei) in self.elist:
                 print (self._get_engine_str(ei))
                 print (etb or 'No traceback available')
                 print ()
         else:
             try:
                 en,ev,etb,ei = self.elist[excid]
             except:
                 raise IndexError("an exception with index %i does not exist"%excid)
             else:
                 print (self._get_engine_str(ei))
                 print (etb or 'No traceback available')
     
     def raise_exception(self, excid=0):
         try:
             en,ev,etb,ei = self.elist[excid]
         except:
             raise IndexError("an exception with index %i does not exist"%excid)
         else:
             try:
                 raise RemoteError(en, ev, etb, ei)
             except:
                 et,ev,tb = sys.exc_info()
 
 
 def collect_exceptions(rdict_or_list, method):
     """check a result dict for errors, and raise CompositeError if any exist.
     Passthrough otherwise."""
     elist = []
     if isinstance(rdict_or_list, dict):
         rlist = rdict_or_list.values()
     else:
         rlist = rdict_or_list
     for r in rlist:
         if isinstance(r, RemoteError):
             en, ev, etb, ei = r.ename, r.evalue, r.traceback, r.engine_info
             # Sometimes we could have CompositeError in our list.  Just take
             # the errors out of them and put them in our new list.  This 
             # has the effect of flattening lists of CompositeErrors into one
             # CompositeError
             if en=='CompositeError':
                 for e in ev.elist:
                     elist.append(e)
             else:
                 elist.append((en, ev, etb, ei))
     if len(elist)==0:
         return rdict_or_list
     else:
         msg = "one or more exceptions from call to method: %s" % (method)
         # This silliness is needed so the debugger has access to the exception
         # instance (e in this case)
         try:
             raise CompositeError(msg, elist)
         except CompositeError, e:
             raise e
 

IPython/zmq/parallel/heartmonitor.py

@@ -1,171 +1,171 b''
 #!/usr/bin/env python
 """
 A multi-heart Heartbeat system using PUB and XREP sockets. pings are sent out on the PUB,
 and hearts are tracked based on their XREQ identities.
 """
 
 from __future__ import print_function
 import time
 import uuid
 
 import zmq
-from zmq.devices import ProcessDevice
+from zmq.devices import ProcessDevice,ThreadDevice
 from zmq.eventloop import ioloop, zmqstream
 
 #internal
 from IPython.zmq.log import logger
 
 class Heart(object):
     """A basic heart object for responding to a HeartMonitor.
     This is a simple wrapper with defaults for the most common
     Device model for responding to heartbeats.
     
     It simply builds a threadsafe zmq.FORWARDER Device, defaulting to using 
     SUB/XREQ for in/out.
     
     You can specify the XREQ's IDENTITY via the optional heart_id argument."""
     device=None
     id=None
     def __init__(self, in_addr, out_addr, in_type=zmq.SUB, out_type=zmq.XREQ, heart_id=None):
-        self.device = ProcessDevice(zmq.FORWARDER, in_type, out_type)
+        self.device = ThreadDevice(zmq.FORWARDER, in_type, out_type)
         self.device.daemon=True
         self.device.connect_in(in_addr)
         self.device.connect_out(out_addr)
         if in_type == zmq.SUB:
             self.device.setsockopt_in(zmq.SUBSCRIBE, "")
         if heart_id is None:
             heart_id = str(uuid.uuid4())
         self.device.setsockopt_out(zmq.IDENTITY, heart_id)
         self.id = heart_id
     
     def start(self):
         return self.device.start()
         
 class HeartMonitor(object):
     """A basic HeartMonitor class
     pingstream: a PUB stream
     pongstream: an XREP stream
     period: the period of the heartbeat in milliseconds"""
     loop=None
     pingstream=None
     pongstream=None
     period=None
     hearts=None
     on_probation=None
     last_ping=None
     
     def __init__(self, loop, pingstream, pongstream, period=1000):
         self.loop = loop
         self.period = period
         
         self.pingstream = pingstream
         self.pongstream = pongstream
         self.pongstream.on_recv(self.handle_pong)
         
         self.hearts = set()
         self.responses = set()
         self.on_probation = set()
         self.lifetime = 0
         self.tic = time.time()
         
         self._new_handlers = set()
         self._failure_handlers = set()
     
     def start(self):
         self.caller = ioloop.PeriodicCallback(self.beat, self.period, self.loop)
         self.caller.start()
     
     def add_new_heart_handler(self, handler):
         """add a new handler for new hearts"""
         logger.debug("heartbeat::new_heart_handler: %s"%handler)
         self._new_handlers.add(handler)
         
     def add_heart_failure_handler(self, handler):
         """add a new handler for heart failure"""
         logger.debug("heartbeat::new heart failure handler: %s"%handler)
         self._failure_handlers.add(handler)
     
     # def _flush(self):
     #     """override IOLoop triggers"""
     #     while True:
     #         try:
     #             msg = self.pongstream.socket.recv_multipart(zmq.NOBLOCK)
     #             logger.warn("IOLoop triggered beat with incoming heartbeat waiting to be handled")
     #         except zmq.ZMQError:
     #             return
     #         else:
     #             self.handle_pong(msg)
     #         # print '.'
     #             
             
     def beat(self):
         self.pongstream.flush() 
         self.last_ping = self.lifetime
         
         toc = time.time()
         self.lifetime += toc-self.tic
         self.tic = toc
         logger.debug("heartbeat::%s"%self.lifetime)
         goodhearts = self.hearts.intersection(self.responses)
         missed_beats = self.hearts.difference(goodhearts)
         heartfailures = self.on_probation.intersection(missed_beats)
         newhearts = self.responses.difference(goodhearts)
         map(self.handle_new_heart, newhearts)
         map(self.handle_heart_failure, heartfailures)
         self.on_probation = missed_beats.intersection(self.hearts)
         self.responses = set()
         # print self.on_probation, self.hearts
         # logger.debug("heartbeat::beat %.3f, %i beating hearts"%(self.lifetime, len(self.hearts)))
         self.pingstream.send(str(self.lifetime))
     
     def handle_new_heart(self, heart):
         if self._new_handlers:
             for handler in self._new_handlers:
                 handler(heart)
         else:
             logger.info("heartbeat::yay, got new heart %s!"%heart)
         self.hearts.add(heart)
     
     def handle_heart_failure(self, heart):
         if self._failure_handlers:
             for handler in self._failure_handlers:
                 try:
                     handler(heart)
                 except Exception as e:
                     print (e)
                     logger.error("heartbeat::Bad Handler! %s"%handler)
                     pass
         else:
             logger.info("heartbeat::Heart %s failed :("%heart)
         self.hearts.remove(heart)
         
     
     def handle_pong(self, msg):
         "a heart just beat"
         if msg[1] == str(self.lifetime):
             delta = time.time()-self.tic
             logger.debug("heartbeat::heart %r took %.2f ms to respond"%(msg[0], 1000*delta))
             self.responses.add(msg[0])
         elif msg[1] == str(self.last_ping):
             delta = time.time()-self.tic + (self.lifetime-self.last_ping)
             logger.warn("heartbeat::heart %r missed a beat, and took %.2f ms to respond"%(msg[0], 1000*delta))
             self.responses.add(msg[0])
         else:
             logger.warn("heartbeat::got bad heartbeat (possibly old?): %s (current=%.3f)"%
             (msg[1],self.lifetime))
 
 
 if __name__ == '__main__':
     loop = ioloop.IOLoop.instance()
     context = zmq.Context()
     pub = context.socket(zmq.PUB)
     pub.bind('tcp://127.0.0.1:5555')
     xrep = context.socket(zmq.XREP)
     xrep.bind('tcp://127.0.0.1:5556')
     
     outstream = zmqstream.ZMQStream(pub, loop)
     instream = zmqstream.ZMQStream(xrep, loop)
     
     hb = HeartMonitor(loop, outstream, instream)
     
     loop.start()

IPython/zmq/parallel/remotefunction.py

@@ -1,145 +1,145 b''
 """Remote Functions and decorators for the client."""
 #-----------------------------------------------------------------------------
 #  Copyright (C) 2010  The IPython Development Team
 #
 #  Distributed under the terms of the BSD License.  The full license is in
 #  the file COPYING, distributed as part of this software.
 #-----------------------------------------------------------------------------
 
 #-----------------------------------------------------------------------------
 # Imports
 #-----------------------------------------------------------------------------
 
 import map as Map
-from pendingresult import PendingMapResult
+from asyncresult import AsyncMapResult
 
 #-----------------------------------------------------------------------------
 # Decorators
 #-----------------------------------------------------------------------------
 
 def remote(client, bound=False, block=None, targets=None):
     """Turn a function into a remote function.
     
     This method can be used for map:
     
     >>> @remote(client,block=True)
         def func(a)
     """
     def remote_function(f):
         return RemoteFunction(client, f, bound, block, targets)
     return remote_function
 
 def parallel(client, dist='b', bound=False, block=None, targets='all'):
     """Turn a function into a parallel remote function.
     
     This method can be used for map:
     
     >>> @parallel(client,block=True)
         def func(a)
     """
     def parallel_function(f):
         return ParallelFunction(client, f, dist, bound, block, targets)
     return parallel_function
 
 #--------------------------------------------------------------------------
 # Classes
 #--------------------------------------------------------------------------
 
 class RemoteFunction(object):
     """Turn an existing function into a remote function.
     
     Parameters
     ----------
     
     client : Client instance
         The client to be used to connect to engines
     f : callable
         The function to be wrapped into a remote function
     bound : bool [default: False]
         Whether the affect the remote namespace when called
     block : bool [default: None]
         Whether to wait for results or not.  The default behavior is
         to use the current `block` attribute of `client`
     targets : valid target list [default: all]
         The targets on which to execute.
     """
     
     client = None # the remote connection
     func = None # the wrapped function
     block = None # whether to block
     bound = None # whether to affect the namespace
     targets = None # where to execute
     
     def __init__(self, client, f, bound=False, block=None, targets=None):
         self.client = client
         self.func = f
         self.block=block
         self.bound=bound
         self.targets=targets
     
     def __call__(self, *args, **kwargs):
         return self.client.apply(self.func, args=args, kwargs=kwargs,
                 block=self.block, targets=self.targets, bound=self.bound)
     
 
 class ParallelFunction(RemoteFunction):
     """Class for mapping a function to sequences."""
     def __init__(self, client, f, dist='b', bound=False, block=None, targets='all'):
         super(ParallelFunction, self).__init__(client,f,bound,block,targets)
         mapClass = Map.dists[dist]
         self.mapObject = mapClass()
     
     def __call__(self, *sequences):
         len_0 = len(sequences[0])
         for s in sequences:
             if len(s)!=len_0:
                 raise ValueError('all sequences must have equal length')
         
         if self.targets is None:
             # load-balanced:
             engines = [None]*len_0
         elif isinstance(self.targets, int):
             engines = [None]*self.targets
         else:
             # multiplexed:
             engines = self.client._build_targets(self.targets)[-1]
         
         nparts = len(engines)
         msg_ids = []
         # my_f = lambda *a: map(self.func, *a)
         for index, engineid in enumerate(engines):
             args = []
             for seq in sequences:
                 part = self.mapObject.getPartition(seq, index, nparts)
                 if not part:
                     continue
                 else:
                     args.append(part)
             if not args:
                 continue
             
             # print (args)
             if hasattr(self, '_map'):
                 f = map
                 args = [self.func]+args
             else:
                 f=self.func
             mid = self.client.apply(f, args=args, block=False, 
                         bound=self.bound,
-                        targets=engineid).msg_ids[0]
+                        targets=engineid)._msg_ids[0]
             msg_ids.append(mid)
         
-        r = PendingMapResult(self.client, msg_ids, self.mapObject)
+        r = AsyncMapResult(self.client, msg_ids, self.mapObject)
         if self.block:
             r.wait()
             return r.result
         else:
             return r
     
     def map(self, *sequences):
         """call a function on each element of a sequence remotely."""
         self._map = True
         ret = self.__call__(*sequences)
         del self._map
         return ret