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"""A semi-synchronous Client for IPython parallel"""
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# Copyright (c) IPython Development Team.
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# Distributed under the terms of the Modified BSD License.
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from __future__ import print_function
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import os
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import json
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import sys
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from threading import Thread, Event
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import time
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import warnings
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from datetime import datetime
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from getpass import getpass
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from pprint import pprint
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pjoin = os.path.join
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import zmq
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from IPython.config.configurable import MultipleInstanceError
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from IPython.core.application import BaseIPythonApplication
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from IPython.core.profiledir import ProfileDir, ProfileDirError
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from IPython.utils.capture import RichOutput
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from IPython.utils.coloransi import TermColors
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from IPython.utils.jsonutil import rekey, extract_dates, parse_date
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from IPython.utils.localinterfaces import localhost, is_local_ip
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from IPython.utils.path import get_ipython_dir, compress_user
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from IPython.utils.py3compat import cast_bytes, string_types, xrange, iteritems
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from IPython.utils.traitlets import (HasTraits, Integer, Instance, Unicode,
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Dict, List, Bool, Set, Any)
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from IPython.external.decorator import decorator
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from IPython.parallel import Reference
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from IPython.parallel import error
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from IPython.parallel import util
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from IPython.kernel.zmq.session import Session, Message
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from IPython.kernel.zmq import serialize
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from .asyncresult import AsyncResult, AsyncHubResult
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from .view import DirectView, LoadBalancedView
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#--------------------------------------------------------------------------
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# Decorators for Client methods
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#--------------------------------------------------------------------------
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@decorator
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def spin_first(f, self, *args, **kwargs):
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"""Call spin() to sync state prior to calling the method."""
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self.spin()
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return f(self, *args, **kwargs)
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#--------------------------------------------------------------------------
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# Classes
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#--------------------------------------------------------------------------
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_no_connection_file_msg = """
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Failed to connect because no Controller could be found.
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Please double-check your profile and ensure that a cluster is running.
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"""
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class ExecuteReply(RichOutput):
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"""wrapper for finished Execute results"""
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def __init__(self, msg_id, content, metadata):
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self.msg_id = msg_id
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self._content = content
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self.execution_count = content['execution_count']
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self.metadata = metadata
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# RichOutput overrides
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@property
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def source(self):
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execute_result = self.metadata['execute_result']
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if execute_result:
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return execute_result.get('source', '')
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@property
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def data(self):
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execute_result = self.metadata['execute_result']
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if execute_result:
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return execute_result.get('data', {})
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@property
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def _metadata(self):
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execute_result = self.metadata['execute_result']
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if execute_result:
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return execute_result.get('metadata', {})
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def display(self):
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from IPython.display import publish_display_data
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publish_display_data(self.data, self.metadata)
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def _repr_mime_(self, mime):
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if mime not in self.data:
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return
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data = self.data[mime]
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if mime in self._metadata:
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return data, self._metadata[mime]
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else:
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return data
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def __getitem__(self, key):
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return self.metadata[key]
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def __getattr__(self, key):
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if key not in self.metadata:
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raise AttributeError(key)
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return self.metadata[key]
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def __repr__(self):
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execute_result = self.metadata['execute_result'] or {'data':{}}
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text_out = execute_result['data'].get('text/plain', '')
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if len(text_out) > 32:
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text_out = text_out[:29] + '...'
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return "<ExecuteReply[%i]: %s>" % (self.execution_count, text_out)
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def _repr_pretty_(self, p, cycle):
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execute_result = self.metadata['execute_result'] or {'data':{}}
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text_out = execute_result['data'].get('text/plain', '')
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if not text_out:
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return
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try:
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ip = get_ipython()
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except NameError:
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colors = "NoColor"
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else:
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colors = ip.colors
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if colors == "NoColor":
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out = normal = ""
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else:
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out = TermColors.Red
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normal = TermColors.Normal
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if '\n' in text_out and not text_out.startswith('\n'):
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# add newline for multiline reprs
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text_out = '\n' + text_out
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p.text(
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out + u'Out[%i:%i]: ' % (
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self.metadata['engine_id'], self.execution_count
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) + normal + text_out
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)
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class Metadata(dict):
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"""Subclass of dict for initializing metadata values.
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Attribute access works on keys.
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These objects have a strict set of keys - errors will raise if you try
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to add new keys.
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"""
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def __init__(self, *args, **kwargs):
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dict.__init__(self)
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md = {'msg_id' : None,
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'submitted' : None,
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'started' : None,
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'completed' : None,
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'received' : None,
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'engine_uuid' : None,
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'engine_id' : None,
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'follow' : None,
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'after' : None,
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'status' : None,
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'execute_input' : None,
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'execute_result' : None,
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'error' : None,
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'stdout' : '',
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'stderr' : '',
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'outputs' : [],
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'data': {},
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'outputs_ready' : False,
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}
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self.update(md)
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self.update(dict(*args, **kwargs))
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def __getattr__(self, key):
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"""getattr aliased to getitem"""
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if key in self:
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return self[key]
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else:
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raise AttributeError(key)
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def __setattr__(self, key, value):
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"""setattr aliased to setitem, with strict"""
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if key in self:
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self[key] = value
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else:
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raise AttributeError(key)
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def __setitem__(self, key, value):
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"""strict static key enforcement"""
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if key in self:
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dict.__setitem__(self, key, value)
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else:
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raise KeyError(key)
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class Client(HasTraits):
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"""A semi-synchronous client to the IPython ZMQ cluster
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Parameters
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----------
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url_file : str/unicode; path to ipcontroller-client.json
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This JSON file should contain all the information needed to connect to a cluster,
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and is likely the only argument needed.
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Connection information for the Hub's registration. If a json connector
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file is given, then likely no further configuration is necessary.
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[Default: use profile]
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profile : bytes
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The name of the Cluster profile to be used to find connector information.
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If run from an IPython application, the default profile will be the same
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as the running application, otherwise it will be 'default'.
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cluster_id : str
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String id to added to runtime files, to prevent name collisions when using
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multiple clusters with a single profile simultaneously.
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When set, will look for files named like: 'ipcontroller-<cluster_id>-client.json'
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Since this is text inserted into filenames, typical recommendations apply:
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Simple character strings are ideal, and spaces are not recommended (but
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should generally work)
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context : zmq.Context
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Pass an existing zmq.Context instance, otherwise the client will create its own.
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debug : bool
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flag for lots of message printing for debug purposes
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timeout : int/float
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time (in seconds) to wait for connection replies from the Hub
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[Default: 10]
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#-------------- session related args ----------------
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config : Config object
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If specified, this will be relayed to the Session for configuration
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username : str
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set username for the session object
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#-------------- ssh related args ----------------
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# These are args for configuring the ssh tunnel to be used
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# credentials are used to forward connections over ssh to the Controller
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# Note that the ip given in `addr` needs to be relative to sshserver
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# The most basic case is to leave addr as pointing to localhost (127.0.0.1),
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# and set sshserver as the same machine the Controller is on. However,
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# the only requirement is that sshserver is able to see the Controller
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# (i.e. is within the same trusted network).
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sshserver : str
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A string of the form passed to ssh, i.e. 'server.tld' or 'user@server.tld:port'
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If keyfile or password is specified, and this is not, it will default to
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the ip given in addr.
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sshkey : str; path to ssh private key file
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This specifies a key to be used in ssh login, default None.
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Regular default ssh keys will be used without specifying this argument.
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password : str
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Your ssh password to sshserver. Note that if this is left None,
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you will be prompted for it if passwordless key based login is unavailable.
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paramiko : bool
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flag for whether to use paramiko instead of shell ssh for tunneling.
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[default: True on win32, False else]
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Attributes
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----------
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ids : list of int engine IDs
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requesting the ids attribute always synchronizes
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the registration state. To request ids without synchronization,
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use semi-private _ids attributes.
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history : list of msg_ids
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a list of msg_ids, keeping track of all the execution
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messages you have submitted in order.
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outstanding : set of msg_ids
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a set of msg_ids that have been submitted, but whose
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results have not yet been received.
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results : dict
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a dict of all our results, keyed by msg_id
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block : bool
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determines default behavior when block not specified
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in execution methods
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Methods
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-------
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spin
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flushes incoming results and registration state changes
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control methods spin, and requesting `ids` also ensures up to date
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wait
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wait on one or more msg_ids
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execution methods
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apply
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legacy: execute, run
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data movement
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push, pull, scatter, gather
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query methods
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queue_status, get_result, purge, result_status
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control methods
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abort, shutdown
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"""
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block = Bool(False)
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outstanding = Set()
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results = Instance('collections.defaultdict', (dict,))
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metadata = Instance('collections.defaultdict', (Metadata,))
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history = List()
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debug = Bool(False)
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_spin_thread = Any()
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_stop_spinning = Any()
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profile=Unicode()
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def _profile_default(self):
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if BaseIPythonApplication.initialized():
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# an IPython app *might* be running, try to get its profile
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try:
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return BaseIPythonApplication.instance().profile
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except (AttributeError, MultipleInstanceError):
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# could be a *different* subclass of config.Application,
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# which would raise one of these two errors.
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return u'default'
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else:
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return u'default'
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_outstanding_dict = Instance('collections.defaultdict', (set,))
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_ids = List()
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_connected=Bool(False)
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_ssh=Bool(False)
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_context = Instance('zmq.Context')
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_config = Dict()
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_engines=Instance(util.ReverseDict, (), {})
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# _hub_socket=Instance('zmq.Socket')
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_query_socket=Instance('zmq.Socket')
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_control_socket=Instance('zmq.Socket')
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_iopub_socket=Instance('zmq.Socket')
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_notification_socket=Instance('zmq.Socket')
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_mux_socket=Instance('zmq.Socket')
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_task_socket=Instance('zmq.Socket')
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_task_scheme=Unicode()
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_closed = False
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_ignored_control_replies=Integer(0)
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_ignored_hub_replies=Integer(0)
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def __new__(self, *args, **kw):
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# don't raise on positional args
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return HasTraits.__new__(self, **kw)
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def __init__(self, url_file=None, profile=None, profile_dir=None, ipython_dir=None,
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context=None, debug=False,
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sshserver=None, sshkey=None, password=None, paramiko=None,
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timeout=10, cluster_id=None, **extra_args
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):
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if profile:
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super(Client, self).__init__(debug=debug, profile=profile)
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else:
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super(Client, self).__init__(debug=debug)
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if context is None:
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context = zmq.Context.instance()
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self._context = context
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self._stop_spinning = Event()
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if 'url_or_file' in extra_args:
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url_file = extra_args['url_or_file']
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warnings.warn("url_or_file arg no longer supported, use url_file", DeprecationWarning)
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if url_file and util.is_url(url_file):
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raise ValueError("single urls cannot be specified, url-files must be used.")
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self._setup_profile_dir(self.profile, profile_dir, ipython_dir)
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no_file_msg = '\n'.join([
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"You have attempted to connect to an IPython Cluster but no Controller could be found.",
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"Please double-check your configuration and ensure that a cluster is running.",
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])
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if self._cd is not None:
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if url_file is None:
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if not cluster_id:
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client_json = 'ipcontroller-client.json'
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else:
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client_json = 'ipcontroller-%s-client.json' % cluster_id
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url_file = pjoin(self._cd.security_dir, client_json)
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if not os.path.exists(url_file):
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msg = '\n'.join([
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"Connection file %r not found." % compress_user(url_file),
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no_file_msg,
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])
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raise IOError(msg)
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if url_file is None:
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raise IOError(no_file_msg)
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if not os.path.exists(url_file):
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# Connection file explicitly specified, but not found
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raise IOError("Connection file %r not found. Is a controller running?" % \
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compress_user(url_file)
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)
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with open(url_file) as f:
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cfg = json.load(f)
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self._task_scheme = cfg['task_scheme']
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# sync defaults from args, json:
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if sshserver:
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cfg['ssh'] = sshserver
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location = cfg.setdefault('location', None)
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proto,addr = cfg['interface'].split('://')
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addr = util.disambiguate_ip_address(addr, location)
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cfg['interface'] = "%s://%s" % (proto, addr)
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# turn interface,port into full urls:
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for key in ('control', 'task', 'mux', 'iopub', 'notification', 'registration'):
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cfg[key] = cfg['interface'] + ':%i' % cfg[key]
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url = cfg['registration']
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if location is not None and addr == localhost():
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# location specified, and connection is expected to be local
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if not is_local_ip(location) and not sshserver:
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# load ssh from JSON *only* if the controller is not on
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# this machine
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sshserver=cfg['ssh']
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if not is_local_ip(location) and not sshserver:
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# warn if no ssh specified, but SSH is probably needed
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# This is only a warning, because the most likely cause
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# is a local Controller on a laptop whose IP is dynamic
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warnings.warn("""
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Controller appears to be listening on localhost, but not on this machine.
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If this is true, you should specify Client(...,sshserver='you@%s')
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or instruct your controller to listen on an external IP."""%location,
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RuntimeWarning)
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elif not sshserver:
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# otherwise sync with cfg
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sshserver = cfg['ssh']
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|
|
|
self._config = cfg
|
|
|
|
|
|
self._ssh = bool(sshserver or sshkey or password)
|
|
|
if self._ssh and sshserver is None:
|
|
|
# default to ssh via localhost
|
|
|
sshserver = addr
|
|
|
if self._ssh and password is None:
|
|
|
from zmq.ssh import tunnel
|
|
|
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)
|
|
|
|
|
|
# configure and construct the session
|
|
|
try:
|
|
|
extra_args['packer'] = cfg['pack']
|
|
|
extra_args['unpacker'] = cfg['unpack']
|
|
|
extra_args['key'] = cast_bytes(cfg['key'])
|
|
|
extra_args['signature_scheme'] = cfg['signature_scheme']
|
|
|
except KeyError as exc:
|
|
|
msg = '\n'.join([
|
|
|
"Connection file is invalid (missing '{}'), possibly from an old version of IPython.",
|
|
|
"If you are reusing connection files, remove them and start ipcontroller again."
|
|
|
])
|
|
|
raise ValueError(msg.format(exc.message))
|
|
|
|
|
|
self.session = Session(**extra_args)
|
|
|
|
|
|
self._query_socket = self._context.socket(zmq.DEALER)
|
|
|
|
|
|
if self._ssh:
|
|
|
from zmq.ssh import tunnel
|
|
|
tunnel.tunnel_connection(self._query_socket, cfg['registration'], sshserver, **ssh_kwargs)
|
|
|
else:
|
|
|
self._query_socket.connect(cfg['registration'])
|
|
|
|
|
|
self.session.debug = self.debug
|
|
|
|
|
|
self._notification_handlers = {'registration_notification' : self._register_engine,
|
|
|
'unregistration_notification' : self._unregister_engine,
|
|
|
'shutdown_notification' : lambda msg: self.close(),
|
|
|
}
|
|
|
self._queue_handlers = {'execute_reply' : self._handle_execute_reply,
|
|
|
'apply_reply' : self._handle_apply_reply}
|
|
|
|
|
|
try:
|
|
|
self._connect(sshserver, ssh_kwargs, timeout)
|
|
|
except:
|
|
|
self.close(linger=0)
|
|
|
raise
|
|
|
|
|
|
# last step: setup magics, if we are in IPython:
|
|
|
|
|
|
try:
|
|
|
ip = get_ipython()
|
|
|
except NameError:
|
|
|
return
|
|
|
else:
|
|
|
if 'px' not in ip.magics_manager.magics:
|
|
|
# in IPython but we are the first Client.
|
|
|
# activate a default view for parallel magics.
|
|
|
self.activate()
|
|
|
|
|
|
def __del__(self):
|
|
|
"""cleanup sockets, but _not_ context."""
|
|
|
self.close()
|
|
|
|
|
|
def _setup_profile_dir(self, profile, profile_dir, ipython_dir):
|
|
|
if ipython_dir is None:
|
|
|
ipython_dir = get_ipython_dir()
|
|
|
if profile_dir is not None:
|
|
|
try:
|
|
|
self._cd = ProfileDir.find_profile_dir(profile_dir)
|
|
|
return
|
|
|
except ProfileDirError:
|
|
|
pass
|
|
|
elif profile is not None:
|
|
|
try:
|
|
|
self._cd = ProfileDir.find_profile_dir_by_name(
|
|
|
ipython_dir, profile)
|
|
|
return
|
|
|
except ProfileDirError:
|
|
|
pass
|
|
|
self._cd = None
|
|
|
|
|
|
def _update_engines(self, engines):
|
|
|
"""Update our engines dict and _ids from a dict of the form: {id:uuid}."""
|
|
|
for k,v in iteritems(engines):
|
|
|
eid = int(k)
|
|
|
if eid not in self._engines:
|
|
|
self._ids.append(eid)
|
|
|
self._engines[eid] = v
|
|
|
self._ids = sorted(self._ids)
|
|
|
if sorted(self._engines.keys()) != list(range(len(self._engines))) and \
|
|
|
self._task_scheme == 'pure' and self._task_socket:
|
|
|
self._stop_scheduling_tasks()
|
|
|
|
|
|
def _stop_scheduling_tasks(self):
|
|
|
"""Stop scheduling tasks because an engine has been unregistered
|
|
|
from a pure ZMQ scheduler.
|
|
|
"""
|
|
|
self._task_socket.close()
|
|
|
self._task_socket = None
|
|
|
msg = "An engine has been unregistered, and we are using pure " +\
|
|
|
"ZMQ task scheduling. Task farming will be disabled."
|
|
|
if self.outstanding:
|
|
|
msg += " If you were running tasks when this happened, " +\
|
|
|
"some `outstanding` msg_ids may never resolve."
|
|
|
warnings.warn(msg, RuntimeWarning)
|
|
|
|
|
|
def _build_targets(self, targets):
|
|
|
"""Turn valid target IDs or 'all' into two lists:
|
|
|
(int_ids, uuids).
|
|
|
"""
|
|
|
if not self._ids:
|
|
|
# flush notification socket if no engines yet, just in case
|
|
|
if not self.ids:
|
|
|
raise error.NoEnginesRegistered("Can't build targets without any engines")
|
|
|
|
|
|
if targets is None:
|
|
|
targets = self._ids
|
|
|
elif isinstance(targets, string_types):
|
|
|
if targets.lower() == 'all':
|
|
|
targets = self._ids
|
|
|
else:
|
|
|
raise TypeError("%r not valid str target, must be 'all'"%(targets))
|
|
|
elif isinstance(targets, int):
|
|
|
if targets < 0:
|
|
|
targets = self.ids[targets]
|
|
|
if targets not in self._ids:
|
|
|
raise IndexError("No such engine: %i"%targets)
|
|
|
targets = [targets]
|
|
|
|
|
|
if isinstance(targets, slice):
|
|
|
indices = list(range(len(self._ids))[targets])
|
|
|
ids = self.ids
|
|
|
targets = [ ids[i] for i in indices ]
|
|
|
|
|
|
if not isinstance(targets, (tuple, list, xrange)):
|
|
|
raise TypeError("targets by int/slice/collection of ints only, not %s"%(type(targets)))
|
|
|
|
|
|
return [cast_bytes(self._engines[t]) for t in targets], list(targets)
|
|
|
|
|
|
def _connect(self, sshserver, ssh_kwargs, timeout):
|
|
|
"""setup all our socket connections to the cluster. This is called from
|
|
|
__init__."""
|
|
|
|
|
|
# Maybe allow reconnecting?
|
|
|
if self._connected:
|
|
|
return
|
|
|
self._connected=True
|
|
|
|
|
|
def connect_socket(s, url):
|
|
|
if self._ssh:
|
|
|
from zmq.ssh import tunnel
|
|
|
return tunnel.tunnel_connection(s, url, sshserver, **ssh_kwargs)
|
|
|
else:
|
|
|
return s.connect(url)
|
|
|
|
|
|
self.session.send(self._query_socket, 'connection_request')
|
|
|
# use Poller because zmq.select has wrong units in pyzmq 2.1.7
|
|
|
poller = zmq.Poller()
|
|
|
poller.register(self._query_socket, zmq.POLLIN)
|
|
|
# poll expects milliseconds, timeout is seconds
|
|
|
evts = poller.poll(timeout*1000)
|
|
|
if not evts:
|
|
|
raise error.TimeoutError("Hub connection request timed out")
|
|
|
idents,msg = self.session.recv(self._query_socket,mode=0)
|
|
|
if self.debug:
|
|
|
pprint(msg)
|
|
|
content = msg['content']
|
|
|
# self._config['registration'] = dict(content)
|
|
|
cfg = self._config
|
|
|
if content['status'] == 'ok':
|
|
|
self._mux_socket = self._context.socket(zmq.DEALER)
|
|
|
connect_socket(self._mux_socket, cfg['mux'])
|
|
|
|
|
|
self._task_socket = self._context.socket(zmq.DEALER)
|
|
|
connect_socket(self._task_socket, cfg['task'])
|
|
|
|
|
|
self._notification_socket = self._context.socket(zmq.SUB)
|
|
|
self._notification_socket.setsockopt(zmq.SUBSCRIBE, b'')
|
|
|
connect_socket(self._notification_socket, cfg['notification'])
|
|
|
|
|
|
self._control_socket = self._context.socket(zmq.DEALER)
|
|
|
connect_socket(self._control_socket, cfg['control'])
|
|
|
|
|
|
self._iopub_socket = self._context.socket(zmq.SUB)
|
|
|
self._iopub_socket.setsockopt(zmq.SUBSCRIBE, b'')
|
|
|
connect_socket(self._iopub_socket, cfg['iopub'])
|
|
|
|
|
|
self._update_engines(dict(content['engines']))
|
|
|
else:
|
|
|
self._connected = False
|
|
|
raise Exception("Failed to connect!")
|
|
|
|
|
|
#--------------------------------------------------------------------------
|
|
|
# handlers and callbacks for incoming messages
|
|
|
#--------------------------------------------------------------------------
|
|
|
|
|
|
def _unwrap_exception(self, content):
|
|
|
"""unwrap exception, and remap engine_id to int."""
|
|
|
e = error.unwrap_exception(content)
|
|
|
# print e.traceback
|
|
|
if e.engine_info:
|
|
|
e_uuid = e.engine_info['engine_uuid']
|
|
|
eid = self._engines[e_uuid]
|
|
|
e.engine_info['engine_id'] = eid
|
|
|
return e
|
|
|
|
|
|
def _extract_metadata(self, msg):
|
|
|
header = msg['header']
|
|
|
parent = msg['parent_header']
|
|
|
msg_meta = msg['metadata']
|
|
|
content = msg['content']
|
|
|
md = {'msg_id' : parent['msg_id'],
|
|
|
'received' : datetime.now(),
|
|
|
'engine_uuid' : msg_meta.get('engine', None),
|
|
|
'follow' : msg_meta.get('follow', []),
|
|
|
'after' : msg_meta.get('after', []),
|
|
|
'status' : content['status'],
|
|
|
}
|
|
|
|
|
|
if md['engine_uuid'] is not None:
|
|
|
md['engine_id'] = self._engines.get(md['engine_uuid'], None)
|
|
|
|
|
|
if 'date' in parent:
|
|
|
md['submitted'] = parent['date']
|
|
|
if 'started' in msg_meta:
|
|
|
md['started'] = parse_date(msg_meta['started'])
|
|
|
if 'date' in header:
|
|
|
md['completed'] = header['date']
|
|
|
return md
|
|
|
|
|
|
def _register_engine(self, msg):
|
|
|
"""Register a new engine, and update our connection info."""
|
|
|
content = msg['content']
|
|
|
eid = content['id']
|
|
|
d = {eid : content['uuid']}
|
|
|
self._update_engines(d)
|
|
|
|
|
|
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)
|
|
|
uuid = self._engines.pop(eid)
|
|
|
|
|
|
self._handle_stranded_msgs(eid, uuid)
|
|
|
|
|
|
if self._task_socket and self._task_scheme == 'pure':
|
|
|
self._stop_scheduling_tasks()
|
|
|
|
|
|
def _handle_stranded_msgs(self, eid, uuid):
|
|
|
"""Handle messages known to be on an engine when the engine unregisters.
|
|
|
|
|
|
It is possible that this will fire prematurely - that is, an engine will
|
|
|
go down after completing a result, and the client will be notified
|
|
|
of the unregistration and later receive the successful result.
|
|
|
"""
|
|
|
|
|
|
outstanding = self._outstanding_dict[uuid]
|
|
|
|
|
|
for msg_id in list(outstanding):
|
|
|
if msg_id in self.results:
|
|
|
# we already
|
|
|
continue
|
|
|
try:
|
|
|
raise error.EngineError("Engine %r died while running task %r"%(eid, msg_id))
|
|
|
except:
|
|
|
content = error.wrap_exception()
|
|
|
# build a fake message:
|
|
|
msg = self.session.msg('apply_reply', content=content)
|
|
|
msg['parent_header']['msg_id'] = msg_id
|
|
|
msg['metadata']['engine'] = uuid
|
|
|
self._handle_apply_reply(msg)
|
|
|
|
|
|
def _handle_execute_reply(self, msg):
|
|
|
"""Save the reply to an execute_request into our results.
|
|
|
|
|
|
execute messages are never actually used. apply is used instead.
|
|
|
"""
|
|
|
|
|
|
parent = msg['parent_header']
|
|
|
msg_id = parent['msg_id']
|
|
|
if msg_id not in self.outstanding:
|
|
|
if msg_id in self.history:
|
|
|
print("got stale result: %s"%msg_id)
|
|
|
else:
|
|
|
print("got unknown result: %s"%msg_id)
|
|
|
else:
|
|
|
self.outstanding.remove(msg_id)
|
|
|
|
|
|
content = msg['content']
|
|
|
header = msg['header']
|
|
|
|
|
|
# construct metadata:
|
|
|
md = self.metadata[msg_id]
|
|
|
md.update(self._extract_metadata(msg))
|
|
|
# is this redundant?
|
|
|
self.metadata[msg_id] = md
|
|
|
|
|
|
e_outstanding = self._outstanding_dict[md['engine_uuid']]
|
|
|
if msg_id in e_outstanding:
|
|
|
e_outstanding.remove(msg_id)
|
|
|
|
|
|
# construct result:
|
|
|
if content['status'] == 'ok':
|
|
|
self.results[msg_id] = ExecuteReply(msg_id, content, md)
|
|
|
elif content['status'] == 'aborted':
|
|
|
self.results[msg_id] = error.TaskAborted(msg_id)
|
|
|
elif content['status'] == 'resubmitted':
|
|
|
# TODO: handle resubmission
|
|
|
pass
|
|
|
else:
|
|
|
self.results[msg_id] = self._unwrap_exception(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:
|
|
|
if msg_id in self.history:
|
|
|
print("got stale result: %s"%msg_id)
|
|
|
print(self.results[msg_id])
|
|
|
print(msg)
|
|
|
else:
|
|
|
print("got unknown result: %s"%msg_id)
|
|
|
else:
|
|
|
self.outstanding.remove(msg_id)
|
|
|
content = msg['content']
|
|
|
header = msg['header']
|
|
|
|
|
|
# construct metadata:
|
|
|
md = self.metadata[msg_id]
|
|
|
md.update(self._extract_metadata(msg))
|
|
|
# is this redundant?
|
|
|
self.metadata[msg_id] = md
|
|
|
|
|
|
e_outstanding = self._outstanding_dict[md['engine_uuid']]
|
|
|
if msg_id in e_outstanding:
|
|
|
e_outstanding.remove(msg_id)
|
|
|
|
|
|
# construct result:
|
|
|
if content['status'] == 'ok':
|
|
|
self.results[msg_id] = serialize.deserialize_object(msg['buffers'])[0]
|
|
|
elif content['status'] == 'aborted':
|
|
|
self.results[msg_id] = error.TaskAborted(msg_id)
|
|
|
elif content['status'] == 'resubmitted':
|
|
|
# TODO: handle resubmission
|
|
|
pass
|
|
|
else:
|
|
|
self.results[msg_id] = self._unwrap_exception(content)
|
|
|
|
|
|
def _flush_notifications(self):
|
|
|
"""Flush notifications of engine registrations waiting
|
|
|
in ZMQ queue."""
|
|
|
idents,msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK)
|
|
|
while msg is not None:
|
|
|
if self.debug:
|
|
|
pprint(msg)
|
|
|
msg_type = msg['header']['msg_type']
|
|
|
handler = self._notification_handlers.get(msg_type, None)
|
|
|
if handler is None:
|
|
|
raise Exception("Unhandled message type: %s" % msg_type)
|
|
|
else:
|
|
|
handler(msg)
|
|
|
idents,msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK)
|
|
|
|
|
|
def _flush_results(self, sock):
|
|
|
"""Flush task or queue results waiting in ZMQ queue."""
|
|
|
idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK)
|
|
|
while msg is not None:
|
|
|
if self.debug:
|
|
|
pprint(msg)
|
|
|
msg_type = msg['header']['msg_type']
|
|
|
handler = self._queue_handlers.get(msg_type, None)
|
|
|
if handler is None:
|
|
|
raise Exception("Unhandled message type: %s" % msg_type)
|
|
|
else:
|
|
|
handler(msg)
|
|
|
idents,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."""
|
|
|
if self._ignored_control_replies <= 0:
|
|
|
return
|
|
|
idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK)
|
|
|
while msg is not None:
|
|
|
self._ignored_control_replies -= 1
|
|
|
if self.debug:
|
|
|
pprint(msg)
|
|
|
idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK)
|
|
|
|
|
|
def _flush_ignored_control(self):
|
|
|
"""flush ignored control replies"""
|
|
|
while self._ignored_control_replies > 0:
|
|
|
self.session.recv(self._control_socket)
|
|
|
self._ignored_control_replies -= 1
|
|
|
|
|
|
def _flush_ignored_hub_replies(self):
|
|
|
ident,msg = self.session.recv(self._query_socket, mode=zmq.NOBLOCK)
|
|
|
while msg is not None:
|
|
|
ident,msg = self.session.recv(self._query_socket, mode=zmq.NOBLOCK)
|
|
|
|
|
|
def _flush_iopub(self, sock):
|
|
|
"""Flush replies from the iopub channel waiting
|
|
|
in the ZMQ queue.
|
|
|
"""
|
|
|
idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK)
|
|
|
while msg is not None:
|
|
|
if self.debug:
|
|
|
pprint(msg)
|
|
|
parent = msg['parent_header']
|
|
|
if not parent or parent['session'] != self.session.session:
|
|
|
# ignore IOPub messages not from here
|
|
|
idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK)
|
|
|
continue
|
|
|
msg_id = parent['msg_id']
|
|
|
content = msg['content']
|
|
|
header = msg['header']
|
|
|
msg_type = msg['header']['msg_type']
|
|
|
|
|
|
if msg_type == 'status' and msg_id not in self.metadata:
|
|
|
# ignore status messages if they aren't mine
|
|
|
idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK)
|
|
|
continue
|
|
|
|
|
|
# init metadata:
|
|
|
md = self.metadata[msg_id]
|
|
|
|
|
|
if msg_type == 'stream':
|
|
|
name = content['name']
|
|
|
s = md[name] or ''
|
|
|
md[name] = s + content['text']
|
|
|
elif msg_type == 'error':
|
|
|
md.update({'error' : self._unwrap_exception(content)})
|
|
|
elif msg_type == 'execute_input':
|
|
|
md.update({'execute_input' : content['code']})
|
|
|
elif msg_type == 'display_data':
|
|
|
md['outputs'].append(content)
|
|
|
elif msg_type == 'execute_result':
|
|
|
md['execute_result'] = content
|
|
|
elif msg_type == 'data_message':
|
|
|
data, remainder = serialize.deserialize_object(msg['buffers'])
|
|
|
md['data'].update(data)
|
|
|
elif msg_type == 'status':
|
|
|
# idle message comes after all outputs
|
|
|
if content['execution_state'] == 'idle':
|
|
|
md['outputs_ready'] = True
|
|
|
else:
|
|
|
# unhandled msg_type (status, etc.)
|
|
|
pass
|
|
|
|
|
|
# reduntant?
|
|
|
self.metadata[msg_id] = md
|
|
|
|
|
|
idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK)
|
|
|
|
|
|
#--------------------------------------------------------------------------
|
|
|
# len, getitem
|
|
|
#--------------------------------------------------------------------------
|
|
|
|
|
|
def __len__(self):
|
|
|
"""len(client) returns # of engines."""
|
|
|
return len(self.ids)
|
|
|
|
|
|
def __getitem__(self, key):
|
|
|
"""index access returns DirectView multiplexer objects
|
|
|
|
|
|
Must be int, slice, or list/tuple/xrange of ints"""
|
|
|
if not isinstance(key, (int, slice, tuple, list, xrange)):
|
|
|
raise TypeError("key by int/slice/iterable of ints only, not %s"%(type(key)))
|
|
|
else:
|
|
|
return self.direct_view(key)
|
|
|
|
|
|
def __iter__(self):
|
|
|
"""Since we define getitem, Client is iterable
|
|
|
|
|
|
but unless we also define __iter__, it won't work correctly unless engine IDs
|
|
|
start at zero and are continuous.
|
|
|
"""
|
|
|
for eid in self.ids:
|
|
|
yield self.direct_view(eid)
|
|
|
|
|
|
#--------------------------------------------------------------------------
|
|
|
# Begin public methods
|
|
|
#--------------------------------------------------------------------------
|
|
|
|
|
|
@property
|
|
|
def ids(self):
|
|
|
"""Always up-to-date ids property."""
|
|
|
self._flush_notifications()
|
|
|
# always copy:
|
|
|
return list(self._ids)
|
|
|
|
|
|
def activate(self, targets='all', suffix=''):
|
|
|
"""Create a DirectView and register it with IPython magics
|
|
|
|
|
|
Defines the magics `%px, %autopx, %pxresult, %%px`
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
targets: int, list of ints, or 'all'
|
|
|
The engines on which the view's magics will run
|
|
|
suffix: str [default: '']
|
|
|
The suffix, if any, for the magics. This allows you to have
|
|
|
multiple views associated with parallel magics at the same time.
|
|
|
|
|
|
e.g. ``rc.activate(targets=0, suffix='0')`` will give you
|
|
|
the magics ``%px0``, ``%pxresult0``, etc. for running magics just
|
|
|
on engine 0.
|
|
|
"""
|
|
|
view = self.direct_view(targets)
|
|
|
view.block = True
|
|
|
view.activate(suffix)
|
|
|
return view
|
|
|
|
|
|
def close(self, linger=None):
|
|
|
"""Close my zmq Sockets
|
|
|
|
|
|
If `linger`, set the zmq LINGER socket option,
|
|
|
which allows discarding of messages.
|
|
|
"""
|
|
|
if self._closed:
|
|
|
return
|
|
|
self.stop_spin_thread()
|
|
|
snames = [ trait for trait in self.trait_names() if trait.endswith("socket") ]
|
|
|
for name in snames:
|
|
|
socket = getattr(self, name)
|
|
|
if socket is not None and not socket.closed:
|
|
|
if linger is not None:
|
|
|
socket.close(linger=linger)
|
|
|
else:
|
|
|
socket.close()
|
|
|
self._closed = True
|
|
|
|
|
|
def _spin_every(self, interval=1):
|
|
|
"""target func for use in spin_thread"""
|
|
|
while True:
|
|
|
if self._stop_spinning.is_set():
|
|
|
return
|
|
|
time.sleep(interval)
|
|
|
self.spin()
|
|
|
|
|
|
def spin_thread(self, interval=1):
|
|
|
"""call Client.spin() in a background thread on some regular interval
|
|
|
|
|
|
This helps ensure that messages don't pile up too much in the zmq queue
|
|
|
while you are working on other things, or just leaving an idle terminal.
|
|
|
|
|
|
It also helps limit potential padding of the `received` timestamp
|
|
|
on AsyncResult objects, used for timings.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
interval : float, optional
|
|
|
The interval on which to spin the client in the background thread
|
|
|
(simply passed to time.sleep).
|
|
|
|
|
|
Notes
|
|
|
-----
|
|
|
|
|
|
For precision timing, you may want to use this method to put a bound
|
|
|
on the jitter (in seconds) in `received` timestamps used
|
|
|
in AsyncResult.wall_time.
|
|
|
|
|
|
"""
|
|
|
if self._spin_thread is not None:
|
|
|
self.stop_spin_thread()
|
|
|
self._stop_spinning.clear()
|
|
|
self._spin_thread = Thread(target=self._spin_every, args=(interval,))
|
|
|
self._spin_thread.daemon = True
|
|
|
self._spin_thread.start()
|
|
|
|
|
|
def stop_spin_thread(self):
|
|
|
"""stop background spin_thread, if any"""
|
|
|
if self._spin_thread is not None:
|
|
|
self._stop_spinning.set()
|
|
|
self._spin_thread.join()
|
|
|
self._spin_thread = None
|
|
|
|
|
|
def spin(self):
|
|
|
"""Flush any registration notifications and execution results
|
|
|
waiting in the ZMQ queue.
|
|
|
"""
|
|
|
if self._notification_socket:
|
|
|
self._flush_notifications()
|
|
|
if self._iopub_socket:
|
|
|
self._flush_iopub(self._iopub_socket)
|
|
|
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)
|
|
|
if self._query_socket:
|
|
|
self._flush_ignored_hub_replies()
|
|
|
|
|
|
def wait(self, jobs=None, timeout=-1):
|
|
|
"""waits on one or more `jobs`, for up to `timeout` seconds.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
jobs : int, str, or list of ints and/or strs, or one or more AsyncResult objects
|
|
|
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 jobs is None:
|
|
|
theids = self.outstanding
|
|
|
else:
|
|
|
if isinstance(jobs, string_types + (int, AsyncResult)):
|
|
|
jobs = [jobs]
|
|
|
theids = set()
|
|
|
for job in jobs:
|
|
|
if isinstance(job, int):
|
|
|
# index access
|
|
|
job = self.history[job]
|
|
|
elif isinstance(job, AsyncResult):
|
|
|
theids.update(job.msg_ids)
|
|
|
continue
|
|
|
theids.add(job)
|
|
|
if not theids.intersection(self.outstanding):
|
|
|
return True
|
|
|
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
|
|
|
#--------------------------------------------------------------------------
|
|
|
|
|
|
@spin_first
|
|
|
def clear(self, targets=None, block=None):
|
|
|
"""Clear the namespace in target(s)."""
|
|
|
block = self.block if block is None else block
|
|
|
targets = self._build_targets(targets)[0]
|
|
|
for t in targets:
|
|
|
self.session.send(self._control_socket, 'clear_request', content={}, ident=t)
|
|
|
error = False
|
|
|
if block:
|
|
|
self._flush_ignored_control()
|
|
|
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 = self._unwrap_exception(msg['content'])
|
|
|
else:
|
|
|
self._ignored_control_replies += len(targets)
|
|
|
if error:
|
|
|
raise error
|
|
|
|
|
|
|
|
|
@spin_first
|
|
|
def abort(self, jobs=None, targets=None, block=None):
|
|
|
"""Abort specific jobs from the execution queues of target(s).
|
|
|
|
|
|
This is a mechanism to prevent jobs that have already been submitted
|
|
|
from executing.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
jobs : msg_id, list of msg_ids, or AsyncResult
|
|
|
The jobs to be aborted
|
|
|
|
|
|
If unspecified/None: abort all outstanding jobs.
|
|
|
|
|
|
"""
|
|
|
block = self.block if block is None else block
|
|
|
jobs = jobs if jobs is not None else list(self.outstanding)
|
|
|
targets = self._build_targets(targets)[0]
|
|
|
|
|
|
msg_ids = []
|
|
|
if isinstance(jobs, string_types + (AsyncResult,)):
|
|
|
jobs = [jobs]
|
|
|
bad_ids = [obj for obj in jobs if not isinstance(obj, string_types + (AsyncResult,))]
|
|
|
if bad_ids:
|
|
|
raise TypeError("Invalid msg_id type %r, expected str or AsyncResult"%bad_ids[0])
|
|
|
for j in jobs:
|
|
|
if isinstance(j, AsyncResult):
|
|
|
msg_ids.extend(j.msg_ids)
|
|
|
else:
|
|
|
msg_ids.append(j)
|
|
|
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 block:
|
|
|
self._flush_ignored_control()
|
|
|
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 = self._unwrap_exception(msg['content'])
|
|
|
else:
|
|
|
self._ignored_control_replies += len(targets)
|
|
|
if error:
|
|
|
raise error
|
|
|
|
|
|
@spin_first
|
|
|
def shutdown(self, targets='all', restart=False, hub=False, block=None):
|
|
|
"""Terminates one or more engine processes, optionally including the hub.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
targets: list of ints or 'all' [default: all]
|
|
|
Which engines to shutdown.
|
|
|
hub: bool [default: False]
|
|
|
Whether to include the Hub. hub=True implies targets='all'.
|
|
|
block: bool [default: self.block]
|
|
|
Whether to wait for clean shutdown replies or not.
|
|
|
restart: bool [default: False]
|
|
|
NOT IMPLEMENTED
|
|
|
whether to restart engines after shutting them down.
|
|
|
"""
|
|
|
from IPython.parallel.error import NoEnginesRegistered
|
|
|
if restart:
|
|
|
raise NotImplementedError("Engine restart is not yet implemented")
|
|
|
|
|
|
block = self.block if block is None else block
|
|
|
if hub:
|
|
|
targets = 'all'
|
|
|
try:
|
|
|
targets = self._build_targets(targets)[0]
|
|
|
except NoEnginesRegistered:
|
|
|
targets = []
|
|
|
for t in targets:
|
|
|
self.session.send(self._control_socket, 'shutdown_request',
|
|
|
content={'restart':restart},ident=t)
|
|
|
error = False
|
|
|
if block or hub:
|
|
|
self._flush_ignored_control()
|
|
|
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 = self._unwrap_exception(msg['content'])
|
|
|
else:
|
|
|
self._ignored_control_replies += len(targets)
|
|
|
|
|
|
if hub:
|
|
|
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 = self._unwrap_exception(msg['content'])
|
|
|
|
|
|
if error:
|
|
|
raise error
|
|
|
|
|
|
#--------------------------------------------------------------------------
|
|
|
# Execution related methods
|
|
|
#--------------------------------------------------------------------------
|
|
|
|
|
|
def _maybe_raise(self, result):
|
|
|
"""wrapper for maybe raising an exception if apply failed."""
|
|
|
if isinstance(result, error.RemoteError):
|
|
|
raise result
|
|
|
|
|
|
return result
|
|
|
|
|
|
def send_apply_request(self, socket, f, args=None, kwargs=None, metadata=None, track=False,
|
|
|
ident=None):
|
|
|
"""construct and send an apply message via a socket.
|
|
|
|
|
|
This is the principal method with which all engine execution is performed by views.
|
|
|
"""
|
|
|
|
|
|
if self._closed:
|
|
|
raise RuntimeError("Client cannot be used after its sockets have been closed")
|
|
|
|
|
|
# defaults:
|
|
|
args = args if args is not None else []
|
|
|
kwargs = kwargs if kwargs is not None else {}
|
|
|
metadata = metadata if metadata is not None else {}
|
|
|
|
|
|
# validate arguments
|
|
|
if not callable(f) and not isinstance(f, Reference):
|
|
|
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))
|
|
|
if not isinstance(metadata, dict):
|
|
|
raise TypeError("metadata must be dict, not %s"%type(metadata))
|
|
|
|
|
|
bufs = serialize.pack_apply_message(f, args, kwargs,
|
|
|
buffer_threshold=self.session.buffer_threshold,
|
|
|
item_threshold=self.session.item_threshold,
|
|
|
)
|
|
|
|
|
|
msg = self.session.send(socket, "apply_request", buffers=bufs, ident=ident,
|
|
|
metadata=metadata, track=track)
|
|
|
|
|
|
msg_id = msg['header']['msg_id']
|
|
|
self.outstanding.add(msg_id)
|
|
|
if ident:
|
|
|
# possibly routed to a specific engine
|
|
|
if isinstance(ident, list):
|
|
|
ident = ident[-1]
|
|
|
if ident in self._engines.values():
|
|
|
# save for later, in case of engine death
|
|
|
self._outstanding_dict[ident].add(msg_id)
|
|
|
self.history.append(msg_id)
|
|
|
self.metadata[msg_id]['submitted'] = datetime.now()
|
|
|
|
|
|
return msg
|
|
|
|
|
|
def send_execute_request(self, socket, code, silent=True, metadata=None, ident=None):
|
|
|
"""construct and send an execute request via a socket.
|
|
|
|
|
|
"""
|
|
|
|
|
|
if self._closed:
|
|
|
raise RuntimeError("Client cannot be used after its sockets have been closed")
|
|
|
|
|
|
# defaults:
|
|
|
metadata = metadata if metadata is not None else {}
|
|
|
|
|
|
# validate arguments
|
|
|
if not isinstance(code, string_types):
|
|
|
raise TypeError("code must be text, not %s" % type(code))
|
|
|
if not isinstance(metadata, dict):
|
|
|
raise TypeError("metadata must be dict, not %s" % type(metadata))
|
|
|
|
|
|
content = dict(code=code, silent=bool(silent), user_expressions={})
|
|
|
|
|
|
|
|
|
msg = self.session.send(socket, "execute_request", content=content, ident=ident,
|
|
|
metadata=metadata)
|
|
|
|
|
|
msg_id = msg['header']['msg_id']
|
|
|
self.outstanding.add(msg_id)
|
|
|
if ident:
|
|
|
# possibly routed to a specific engine
|
|
|
if isinstance(ident, list):
|
|
|
ident = ident[-1]
|
|
|
if ident in self._engines.values():
|
|
|
# save for later, in case of engine death
|
|
|
self._outstanding_dict[ident].add(msg_id)
|
|
|
self.history.append(msg_id)
|
|
|
self.metadata[msg_id]['submitted'] = datetime.now()
|
|
|
|
|
|
return msg
|
|
|
|
|
|
#--------------------------------------------------------------------------
|
|
|
# construct a View object
|
|
|
#--------------------------------------------------------------------------
|
|
|
|
|
|
def load_balanced_view(self, targets=None):
|
|
|
"""construct a DirectView object.
|
|
|
|
|
|
If no arguments are specified, create a LoadBalancedView
|
|
|
using all engines.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
targets: list,slice,int,etc. [default: use all engines]
|
|
|
The subset of engines across which to load-balance
|
|
|
"""
|
|
|
if targets == 'all':
|
|
|
targets = None
|
|
|
if targets is not None:
|
|
|
targets = self._build_targets(targets)[1]
|
|
|
return LoadBalancedView(client=self, socket=self._task_socket, targets=targets)
|
|
|
|
|
|
def direct_view(self, targets='all'):
|
|
|
"""construct a DirectView object.
|
|
|
|
|
|
If no targets are specified, create a DirectView using all engines.
|
|
|
|
|
|
rc.direct_view('all') is distinguished from rc[:] in that 'all' will
|
|
|
evaluate the target engines at each execution, whereas rc[:] will connect to
|
|
|
all *current* engines, and that list will not change.
|
|
|
|
|
|
That is, 'all' will always use all engines, whereas rc[:] will not use
|
|
|
engines added after the DirectView is constructed.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
targets: list,slice,int,etc. [default: use all engines]
|
|
|
The engines to use for the View
|
|
|
"""
|
|
|
single = isinstance(targets, int)
|
|
|
# allow 'all' to be lazily evaluated at each execution
|
|
|
if targets != 'all':
|
|
|
targets = self._build_targets(targets)[1]
|
|
|
if single:
|
|
|
targets = targets[0]
|
|
|
return DirectView(client=self, socket=self._mux_socket, targets=targets)
|
|
|
|
|
|
#--------------------------------------------------------------------------
|
|
|
# Query methods
|
|
|
#--------------------------------------------------------------------------
|
|
|
|
|
|
@spin_first
|
|
|
def get_result(self, indices_or_msg_ids=None, block=None, owner=True):
|
|
|
"""Retrieve a result by msg_id or history index, wrapped in an AsyncResult object.
|
|
|
|
|
|
If the client already has the results, no request to the Hub will be made.
|
|
|
|
|
|
This is a convenient way to construct AsyncResult objects, which are wrappers
|
|
|
that include metadata about execution, and allow for awaiting results that
|
|
|
were not submitted by this Client.
|
|
|
|
|
|
It can also be a convenient way to retrieve the metadata associated with
|
|
|
blocking execution, since it always retrieves
|
|
|
|
|
|
Examples
|
|
|
--------
|
|
|
::
|
|
|
|
|
|
In [10]: r = client.apply()
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
indices_or_msg_ids : integer history index, str msg_id, or list of either
|
|
|
The indices or msg_ids of indices to be retrieved
|
|
|
|
|
|
block : bool
|
|
|
Whether to wait for the result to be done
|
|
|
owner : bool [default: True]
|
|
|
Whether this AsyncResult should own the result.
|
|
|
If so, calling `ar.get()` will remove data from the
|
|
|
client's result and metadata cache.
|
|
|
There should only be one owner of any given msg_id.
|
|
|
|
|
|
Returns
|
|
|
-------
|
|
|
|
|
|
AsyncResult
|
|
|
A single AsyncResult object will always be returned.
|
|
|
|
|
|
AsyncHubResult
|
|
|
A subclass of AsyncResult that retrieves results from the Hub
|
|
|
|
|
|
"""
|
|
|
block = self.block if block is None else block
|
|
|
if indices_or_msg_ids is None:
|
|
|
indices_or_msg_ids = -1
|
|
|
|
|
|
single_result = False
|
|
|
if not isinstance(indices_or_msg_ids, (list,tuple)):
|
|
|
indices_or_msg_ids = [indices_or_msg_ids]
|
|
|
single_result = True
|
|
|
|
|
|
theids = []
|
|
|
for id in indices_or_msg_ids:
|
|
|
if isinstance(id, int):
|
|
|
id = self.history[id]
|
|
|
if not isinstance(id, string_types):
|
|
|
raise TypeError("indices must be str or int, not %r"%id)
|
|
|
theids.append(id)
|
|
|
|
|
|
local_ids = [msg_id for msg_id in theids if (msg_id in self.outstanding or msg_id in self.results)]
|
|
|
remote_ids = [msg_id for msg_id in theids if msg_id not in local_ids]
|
|
|
|
|
|
# given single msg_id initially, get_result shot get the result itself,
|
|
|
# not a length-one list
|
|
|
if single_result:
|
|
|
theids = theids[0]
|
|
|
|
|
|
if remote_ids:
|
|
|
ar = AsyncHubResult(self, msg_ids=theids, owner=owner)
|
|
|
else:
|
|
|
ar = AsyncResult(self, msg_ids=theids, owner=owner)
|
|
|
|
|
|
if block:
|
|
|
ar.wait()
|
|
|
|
|
|
return ar
|
|
|
|
|
|
@spin_first
|
|
|
def resubmit(self, indices_or_msg_ids=None, metadata=None, block=None):
|
|
|
"""Resubmit one or more tasks.
|
|
|
|
|
|
in-flight tasks may not be resubmitted.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
indices_or_msg_ids : integer history index, str msg_id, or list of either
|
|
|
The indices or msg_ids of indices to be retrieved
|
|
|
|
|
|
block : bool
|
|
|
Whether to wait for the result to be done
|
|
|
|
|
|
Returns
|
|
|
-------
|
|
|
|
|
|
AsyncHubResult
|
|
|
A subclass of AsyncResult that retrieves results from the Hub
|
|
|
|
|
|
"""
|
|
|
block = self.block if block is None else block
|
|
|
if indices_or_msg_ids is None:
|
|
|
indices_or_msg_ids = -1
|
|
|
|
|
|
if not isinstance(indices_or_msg_ids, (list,tuple)):
|
|
|
indices_or_msg_ids = [indices_or_msg_ids]
|
|
|
|
|
|
theids = []
|
|
|
for id in indices_or_msg_ids:
|
|
|
if isinstance(id, int):
|
|
|
id = self.history[id]
|
|
|
if not isinstance(id, string_types):
|
|
|
raise TypeError("indices must be str or int, not %r"%id)
|
|
|
theids.append(id)
|
|
|
|
|
|
content = dict(msg_ids = theids)
|
|
|
|
|
|
self.session.send(self._query_socket, 'resubmit_request', 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 self._unwrap_exception(content)
|
|
|
mapping = content['resubmitted']
|
|
|
new_ids = [ mapping[msg_id] for msg_id in theids ]
|
|
|
|
|
|
ar = AsyncHubResult(self, msg_ids=new_ids)
|
|
|
|
|
|
if block:
|
|
|
ar.wait()
|
|
|
|
|
|
return ar
|
|
|
|
|
|
@spin_first
|
|
|
def result_status(self, msg_ids, status_only=True):
|
|
|
"""Check on the status of the result(s) of the apply request with `msg_ids`.
|
|
|
|
|
|
If status_only is False, then the actual results will be retrieved, else
|
|
|
only the status of the results will be checked.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
msg_ids : list of msg_ids
|
|
|
if int:
|
|
|
Passed as index to self.history for convenience.
|
|
|
status_only : bool (default: True)
|
|
|
if False:
|
|
|
Retrieve the actual results of completed tasks.
|
|
|
|
|
|
Returns
|
|
|
-------
|
|
|
|
|
|
results : dict
|
|
|
There will always be the keys 'pending' and 'completed', which will
|
|
|
be lists of msg_ids that are incomplete or complete. If `status_only`
|
|
|
is False, then completed results will be keyed by their `msg_id`.
|
|
|
"""
|
|
|
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, string_types):
|
|
|
raise TypeError("msg_ids must be str, not %r"%msg_id)
|
|
|
theids.append(msg_id)
|
|
|
|
|
|
completed = []
|
|
|
local_results = {}
|
|
|
|
|
|
# comment this block out to temporarily disable local shortcut:
|
|
|
for msg_id in 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 self._unwrap_exception(content)
|
|
|
buffers = msg['buffers']
|
|
|
else:
|
|
|
content = dict(completed=[],pending=[])
|
|
|
|
|
|
content['completed'].extend(completed)
|
|
|
|
|
|
if status_only:
|
|
|
return content
|
|
|
|
|
|
failures = []
|
|
|
# load cached results into result:
|
|
|
content.update(local_results)
|
|
|
|
|
|
# update cache with results:
|
|
|
for msg_id in sorted(theids):
|
|
|
if msg_id in content['completed']:
|
|
|
rec = content[msg_id]
|
|
|
parent = extract_dates(rec['header'])
|
|
|
header = extract_dates(rec['result_header'])
|
|
|
rcontent = rec['result_content']
|
|
|
iodict = rec['io']
|
|
|
if isinstance(rcontent, str):
|
|
|
rcontent = self.session.unpack(rcontent)
|
|
|
|
|
|
md = self.metadata[msg_id]
|
|
|
md_msg = dict(
|
|
|
content=rcontent,
|
|
|
parent_header=parent,
|
|
|
header=header,
|
|
|
metadata=rec['result_metadata'],
|
|
|
)
|
|
|
md.update(self._extract_metadata(md_msg))
|
|
|
if rec.get('received'):
|
|
|
md['received'] = parse_date(rec['received'])
|
|
|
md.update(iodict)
|
|
|
|
|
|
if rcontent['status'] == 'ok':
|
|
|
if header['msg_type'] == 'apply_reply':
|
|
|
res,buffers = serialize.deserialize_object(buffers)
|
|
|
elif header['msg_type'] == 'execute_reply':
|
|
|
res = ExecuteReply(msg_id, rcontent, md)
|
|
|
else:
|
|
|
raise KeyError("unhandled msg type: %r" % header['msg_type'])
|
|
|
else:
|
|
|
res = self._unwrap_exception(rcontent)
|
|
|
failures.append(res)
|
|
|
|
|
|
self.results[msg_id] = res
|
|
|
content[msg_id] = res
|
|
|
|
|
|
if len(theids) == 1 and failures:
|
|
|
raise failures[0]
|
|
|
|
|
|
error.collect_exceptions(failures, "result_status")
|
|
|
return content
|
|
|
|
|
|
@spin_first
|
|
|
def queue_status(self, targets='all', verbose=False):
|
|
|
"""Fetch the status of engine queues.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
targets : int/str/list of ints/strs
|
|
|
the engines whose states are to be queried.
|
|
|
default : all
|
|
|
verbose : bool
|
|
|
Whether to return lengths only, or lists of ids for each element
|
|
|
"""
|
|
|
if targets == 'all':
|
|
|
# allow 'all' to be evaluated on the engine
|
|
|
engine_ids = None
|
|
|
else:
|
|
|
engine_ids = self._build_targets(targets)[1]
|
|
|
content = dict(targets=engine_ids, 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 self._unwrap_exception(content)
|
|
|
content = rekey(content)
|
|
|
if isinstance(targets, int):
|
|
|
return content[targets]
|
|
|
else:
|
|
|
return content
|
|
|
|
|
|
def _build_msgids_from_target(self, targets=None):
|
|
|
"""Build a list of msg_ids from the list of engine targets"""
|
|
|
if not targets: # needed as _build_targets otherwise uses all engines
|
|
|
return []
|
|
|
target_ids = self._build_targets(targets)[0]
|
|
|
return [md_id for md_id in self.metadata if self.metadata[md_id]["engine_uuid"] in target_ids]
|
|
|
|
|
|
def _build_msgids_from_jobs(self, jobs=None):
|
|
|
"""Build a list of msg_ids from "jobs" """
|
|
|
if not jobs:
|
|
|
return []
|
|
|
msg_ids = []
|
|
|
if isinstance(jobs, string_types + (AsyncResult,)):
|
|
|
jobs = [jobs]
|
|
|
bad_ids = [obj for obj in jobs if not isinstance(obj, string_types + (AsyncResult,))]
|
|
|
if bad_ids:
|
|
|
raise TypeError("Invalid msg_id type %r, expected str or AsyncResult"%bad_ids[0])
|
|
|
for j in jobs:
|
|
|
if isinstance(j, AsyncResult):
|
|
|
msg_ids.extend(j.msg_ids)
|
|
|
else:
|
|
|
msg_ids.append(j)
|
|
|
return msg_ids
|
|
|
|
|
|
def purge_local_results(self, jobs=[], targets=[]):
|
|
|
"""Clears the client caches of results and their metadata.
|
|
|
|
|
|
Individual results can be purged by msg_id, or the entire
|
|
|
history of specific targets can be purged.
|
|
|
|
|
|
Use `purge_local_results('all')` to scrub everything from the Clients's
|
|
|
results and metadata caches.
|
|
|
|
|
|
After this call all `AsyncResults` are invalid and should be discarded.
|
|
|
|
|
|
If you must "reget" the results, you can still do so by using
|
|
|
`client.get_result(msg_id)` or `client.get_result(asyncresult)`. This will
|
|
|
redownload the results from the hub if they are still available
|
|
|
(i.e `client.purge_hub_results(...)` has not been called.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
jobs : str or list of str or AsyncResult objects
|
|
|
the msg_ids whose results should be purged.
|
|
|
targets : int/list of ints
|
|
|
The engines, by integer ID, whose entire result histories are to be purged.
|
|
|
|
|
|
Raises
|
|
|
------
|
|
|
|
|
|
RuntimeError : if any of the tasks to be purged are still outstanding.
|
|
|
|
|
|
"""
|
|
|
if not targets and not jobs:
|
|
|
raise ValueError("Must specify at least one of `targets` and `jobs`")
|
|
|
|
|
|
if jobs == 'all':
|
|
|
if self.outstanding:
|
|
|
raise RuntimeError("Can't purge outstanding tasks: %s" % self.outstanding)
|
|
|
self.results.clear()
|
|
|
self.metadata.clear()
|
|
|
else:
|
|
|
msg_ids = set()
|
|
|
msg_ids.update(self._build_msgids_from_target(targets))
|
|
|
msg_ids.update(self._build_msgids_from_jobs(jobs))
|
|
|
still_outstanding = self.outstanding.intersection(msg_ids)
|
|
|
if still_outstanding:
|
|
|
raise RuntimeError("Can't purge outstanding tasks: %s" % still_outstanding)
|
|
|
for mid in msg_ids:
|
|
|
self.results.pop(mid, None)
|
|
|
self.metadata.pop(mid, None)
|
|
|
|
|
|
|
|
|
@spin_first
|
|
|
def purge_hub_results(self, jobs=[], targets=[]):
|
|
|
"""Tell the Hub to forget results.
|
|
|
|
|
|
Individual results can be purged by msg_id, or the entire
|
|
|
history of specific targets can be purged.
|
|
|
|
|
|
Use `purge_results('all')` to scrub everything from the Hub's db.
|
|
|
|
|
|
Parameters
|
|
|
----------
|
|
|
|
|
|
jobs : str or list of str or AsyncResult objects
|
|
|
the msg_ids whose results should be forgotten.
|
|
|
targets : int/str/list of ints/strs
|
|
|
The targets, by int_id, whose entire history is to be purged.
|
|
|
|
|
|
default : None
|
|
|
"""
|
|
|
if not targets and not jobs:
|
|
|
raise ValueError("Must specify at least one of `targets` and `jobs`")
|
|
|
if targets:
|
|
|
targets = self._build_targets(targets)[1]
|
|
|
|
|
|
# construct msg_ids from jobs
|
|
|
if jobs == 'all':
|
|
|
msg_ids = jobs
|
|
|
else:
|
|
|
msg_ids = self._build_msgids_from_jobs(jobs)
|
|
|
|
|
|
content = dict(engine_ids=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 self._unwrap_exception(content)
|
|
|
|
|
|
def purge_results(self, jobs=[], targets=[]):
|
|
|
"""Clears the cached results from both the hub and the local client
|
|
|
|
|
|
Individual results can be purged by msg_id, or the entire
|
|
|
history of specific targets can be purged.
|
|
|
|
|
|
Use `purge_results('all')` to scrub every cached result from both the Hub's and
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the Client's db.
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Equivalent to calling both `purge_hub_results()` and `purge_client_results()` with
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the same arguments.
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Parameters
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----------
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jobs : str or list of str or AsyncResult objects
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the msg_ids whose results should be forgotten.
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targets : int/str/list of ints/strs
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The targets, by int_id, whose entire history is to be purged.
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default : None
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"""
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self.purge_local_results(jobs=jobs, targets=targets)
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self.purge_hub_results(jobs=jobs, targets=targets)
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def purge_everything(self):
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"""Clears all content from previous Tasks from both the hub and the local client
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In addition to calling `purge_results("all")` it also deletes the history and
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other bookkeeping lists.
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"""
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self.purge_results("all")
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self.history = []
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self.session.digest_history.clear()
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@spin_first
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def hub_history(self):
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"""Get the Hub's history
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|
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Just like the Client, the Hub has a history, which is a list of msg_ids.
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This will contain the history of all clients, and, depending on configuration,
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may contain history across multiple cluster sessions.
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Any msg_id returned here is a valid argument to `get_result`.
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Returns
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-------
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msg_ids : list of strs
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|
list of all msg_ids, ordered by task submission time.
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"""
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self.session.send(self._query_socket, "history_request", content={})
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idents, msg = self.session.recv(self._query_socket, 0)
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if self.debug:
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pprint(msg)
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content = msg['content']
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|
if content['status'] != 'ok':
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raise self._unwrap_exception(content)
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else:
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return content['history']
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|
@spin_first
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def db_query(self, query, keys=None):
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|
"""Query the Hub's TaskRecord database
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|
This will return a list of task record dicts that match `query`
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|
Parameters
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|
----------
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|
|
|
|
query : mongodb query dict
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|
The search dict. See mongodb query docs for details.
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|
keys : list of strs [optional]
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|
The subset of keys to be returned. The default is to fetch everything but buffers.
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|
'msg_id' will *always* be included.
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|
"""
|
|
|
if isinstance(keys, string_types):
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|
keys = [keys]
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|
|
content = dict(query=query, keys=keys)
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|
|
self.session.send(self._query_socket, "db_request", content=content)
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|
idents, msg = self.session.recv(self._query_socket, 0)
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|
|
if self.debug:
|
|
|
pprint(msg)
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|
|
content = msg['content']
|
|
|
if content['status'] != 'ok':
|
|
|
raise self._unwrap_exception(content)
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|
|
|
|
|
records = content['records']
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|
|
|
buffer_lens = content['buffer_lens']
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|
|
result_buffer_lens = content['result_buffer_lens']
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|
|
buffers = msg['buffers']
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|
|
has_bufs = buffer_lens is not None
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|
|
has_rbufs = result_buffer_lens is not None
|
|
|
for i,rec in enumerate(records):
|
|
|
# unpack datetime objects
|
|
|
for hkey in ('header', 'result_header'):
|
|
|
if hkey in rec:
|
|
|
rec[hkey] = extract_dates(rec[hkey])
|
|
|
for dtkey in ('submitted', 'started', 'completed', 'received'):
|
|
|
if dtkey in rec:
|
|
|
rec[dtkey] = parse_date(rec[dtkey])
|
|
|
# relink buffers
|
|
|
if has_bufs:
|
|
|
blen = buffer_lens[i]
|
|
|
rec['buffers'], buffers = buffers[:blen],buffers[blen:]
|
|
|
if has_rbufs:
|
|
|
blen = result_buffer_lens[i]
|
|
|
rec['result_buffers'], buffers = buffers[:blen],buffers[blen:]
|
|
|
|
|
|
return records
|
|
|
|
|
|
__all__ = [ 'Client' ]
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|
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|
