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@@ -1,423 +1,422 b'' | |||
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1 | 1 | #!/usr/bin/env python |
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2 | 2 | # encoding: utf-8 |
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3 | 3 | """ |
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4 | 4 | The IPython controller application. |
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5 | 5 | |
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6 | 6 | Authors: |
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7 | 7 | |
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8 | 8 | * Brian Granger |
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9 | 9 | * MinRK |
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10 | 10 | |
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11 | 11 | """ |
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12 | 12 | |
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13 | 13 | #----------------------------------------------------------------------------- |
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14 | 14 | # Copyright (C) 2008-2011 The IPython Development Team |
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15 | 15 | # |
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16 | 16 | # Distributed under the terms of the BSD License. The full license is in |
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17 | 17 | # the file COPYING, distributed as part of this software. |
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18 | 18 | #----------------------------------------------------------------------------- |
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19 | 19 | |
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20 | 20 | #----------------------------------------------------------------------------- |
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21 | 21 | # Imports |
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22 | 22 | #----------------------------------------------------------------------------- |
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23 | 23 | |
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24 | 24 | from __future__ import with_statement |
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25 | 25 | |
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26 | 26 | import os |
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27 | 27 | import socket |
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28 | 28 | import stat |
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29 | 29 | import sys |
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30 | 30 | import uuid |
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31 | 31 | |
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32 | 32 | from multiprocessing import Process |
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33 | 33 | |
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34 | 34 | import zmq |
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35 | 35 | from zmq.devices import ProcessMonitoredQueue |
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36 | 36 | from zmq.log.handlers import PUBHandler |
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37 | 37 | from zmq.utils import jsonapi as json |
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38 | 38 | |
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39 | 39 | from IPython.config.application import boolean_flag |
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40 | 40 | from IPython.core.profiledir import ProfileDir |
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41 | 41 | |
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42 | 42 | from IPython.parallel.apps.baseapp import ( |
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43 | 43 | BaseParallelApplication, |
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44 | 44 | base_aliases, |
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45 | 45 | base_flags, |
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46 | 46 | ) |
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47 | 47 | from IPython.utils.importstring import import_item |
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48 | 48 | from IPython.utils.traitlets import Instance, Unicode, Bool, List, Dict |
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49 | 49 | |
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50 | 50 | # from IPython.parallel.controller.controller import ControllerFactory |
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51 | 51 | from IPython.zmq.session import Session |
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52 | 52 | from IPython.parallel.controller.heartmonitor import HeartMonitor |
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53 | 53 | from IPython.parallel.controller.hub import HubFactory |
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54 | 54 | from IPython.parallel.controller.scheduler import TaskScheduler,launch_scheduler |
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55 | 55 | from IPython.parallel.controller.sqlitedb import SQLiteDB |
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56 | 56 | |
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57 | from IPython.parallel.util import signal_children, split_url | |
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57 | from IPython.parallel.util import signal_children, split_url, ensure_bytes | |
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58 | 58 | |
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59 | 59 | # conditional import of MongoDB backend class |
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60 | 60 | |
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61 | 61 | try: |
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62 | 62 | from IPython.parallel.controller.mongodb import MongoDB |
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63 | 63 | except ImportError: |
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64 | 64 | maybe_mongo = [] |
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65 | 65 | else: |
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66 | 66 | maybe_mongo = [MongoDB] |
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67 | 67 | |
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68 | 68 | |
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69 | 69 | #----------------------------------------------------------------------------- |
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70 | 70 | # Module level variables |
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71 | 71 | #----------------------------------------------------------------------------- |
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72 | 72 | |
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73 | 73 | |
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74 | 74 | #: The default config file name for this application |
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75 | 75 | default_config_file_name = u'ipcontroller_config.py' |
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76 | 76 | |
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77 | 77 | |
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78 | 78 | _description = """Start the IPython controller for parallel computing. |
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79 | 79 | |
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80 | 80 | The IPython controller provides a gateway between the IPython engines and |
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81 | 81 | clients. The controller needs to be started before the engines and can be |
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82 | 82 | configured using command line options or using a cluster directory. Cluster |
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83 | 83 | directories contain config, log and security files and are usually located in |
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84 | 84 | your ipython directory and named as "profile_name". See the `profile` |
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85 | 85 | and `profile_dir` options for details. |
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86 | 86 | """ |
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87 | 87 | |
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88 | 88 | |
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89 | 89 | |
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90 | 90 | |
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91 | 91 | #----------------------------------------------------------------------------- |
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92 | 92 | # The main application |
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93 | 93 | #----------------------------------------------------------------------------- |
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94 | 94 | flags = {} |
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95 | 95 | flags.update(base_flags) |
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96 | 96 | flags.update({ |
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97 | 97 | 'usethreads' : ( {'IPControllerApp' : {'use_threads' : True}}, |
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98 | 98 | 'Use threads instead of processes for the schedulers'), |
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99 | 99 | 'sqlitedb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.sqlitedb.SQLiteDB'}}, |
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100 | 100 | 'use the SQLiteDB backend'), |
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101 | 101 | 'mongodb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.mongodb.MongoDB'}}, |
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102 | 102 | 'use the MongoDB backend'), |
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103 | 103 | 'dictdb' : ({'HubFactory' : {'db_class' : 'IPython.parallel.controller.dictdb.DictDB'}}, |
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104 | 104 | 'use the in-memory DictDB backend'), |
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105 | 105 | 'reuse' : ({'IPControllerApp' : {'reuse_files' : True}}, |
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106 | 106 | 'reuse existing json connection files') |
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107 | 107 | }) |
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108 | 108 | |
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109 | 109 | flags.update(boolean_flag('secure', 'IPControllerApp.secure', |
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110 | 110 | "Use HMAC digests for authentication of messages.", |
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111 | 111 | "Don't authenticate messages." |
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112 | 112 | )) |
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113 | 113 | aliases = dict( |
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114 | 114 | reuse_files = 'IPControllerApp.reuse_files', |
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115 | 115 | secure = 'IPControllerApp.secure', |
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116 | 116 | ssh = 'IPControllerApp.ssh_server', |
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117 | 117 | use_threads = 'IPControllerApp.use_threads', |
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118 | 118 | location = 'IPControllerApp.location', |
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119 | 119 | |
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120 | 120 | ident = 'Session.session', |
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121 | 121 | user = 'Session.username', |
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122 | 122 | exec_key = 'Session.keyfile', |
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123 | 123 | |
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124 | 124 | url = 'HubFactory.url', |
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125 | 125 | ip = 'HubFactory.ip', |
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126 | 126 | transport = 'HubFactory.transport', |
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127 | 127 | port = 'HubFactory.regport', |
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128 | 128 | |
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129 | 129 | ping = 'HeartMonitor.period', |
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130 | 130 | |
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131 | 131 | scheme = 'TaskScheduler.scheme_name', |
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132 | 132 | hwm = 'TaskScheduler.hwm', |
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133 | 133 | ) |
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134 | 134 | aliases.update(base_aliases) |
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135 | 135 | |
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136 | 136 | class IPControllerApp(BaseParallelApplication): |
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137 | 137 | |
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138 | 138 | name = u'ipcontroller' |
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139 | 139 | description = _description |
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140 | 140 | config_file_name = Unicode(default_config_file_name) |
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141 | 141 | classes = [ProfileDir, Session, HubFactory, TaskScheduler, HeartMonitor, SQLiteDB] + maybe_mongo |
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142 | 142 | |
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143 | 143 | # change default to True |
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144 | 144 | auto_create = Bool(True, config=True, |
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145 | 145 | help="""Whether to create profile dir if it doesn't exist.""") |
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146 | 146 | |
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147 | 147 | reuse_files = Bool(False, config=True, |
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148 | 148 | help='Whether to reuse existing json connection files.' |
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149 | 149 | ) |
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150 | 150 | secure = Bool(True, config=True, |
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151 | 151 | help='Whether to use HMAC digests for extra message authentication.' |
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152 | 152 | ) |
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153 | 153 | ssh_server = Unicode(u'', config=True, |
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154 | 154 | help="""ssh url for clients to use when connecting to the Controller |
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155 | 155 | processes. It should be of the form: [user@]server[:port]. The |
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156 | 156 | Controller's listening addresses must be accessible from the ssh server""", |
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157 | 157 | ) |
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158 | 158 | location = Unicode(u'', config=True, |
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159 | 159 | help="""The external IP or domain name of the Controller, used for disambiguating |
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160 | 160 | engine and client connections.""", |
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161 | 161 | ) |
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162 | 162 | import_statements = List([], config=True, |
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163 | 163 | help="import statements to be run at startup. Necessary in some environments" |
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164 | 164 | ) |
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165 | 165 | |
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166 | 166 | use_threads = Bool(False, config=True, |
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167 | 167 | help='Use threads instead of processes for the schedulers', |
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168 | 168 | ) |
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169 | 169 | |
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170 | 170 | # internal |
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171 | 171 | children = List() |
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172 | 172 | mq_class = Unicode('zmq.devices.ProcessMonitoredQueue') |
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173 | 173 | |
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174 | 174 | def _use_threads_changed(self, name, old, new): |
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175 | 175 | self.mq_class = 'zmq.devices.%sMonitoredQueue'%('Thread' if new else 'Process') |
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176 | 176 | |
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177 | 177 | aliases = Dict(aliases) |
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178 | 178 | flags = Dict(flags) |
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179 | 179 | |
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180 | 180 | |
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181 | 181 | def save_connection_dict(self, fname, cdict): |
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182 | 182 | """save a connection dict to json file.""" |
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183 | 183 | c = self.config |
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184 | 184 | url = cdict['url'] |
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185 | 185 | location = cdict['location'] |
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186 | 186 | if not location: |
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187 | 187 | try: |
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188 | 188 | proto,ip,port = split_url(url) |
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189 | 189 | except AssertionError: |
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190 | 190 | pass |
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191 | 191 | else: |
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192 | 192 | location = socket.gethostbyname_ex(socket.gethostname())[2][-1] |
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193 | 193 | cdict['location'] = location |
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194 | 194 | fname = os.path.join(self.profile_dir.security_dir, fname) |
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195 | 195 | with open(fname, 'wb') as f: |
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196 | 196 | f.write(json.dumps(cdict, indent=2)) |
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197 | 197 | os.chmod(fname, stat.S_IRUSR|stat.S_IWUSR) |
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198 | 198 | |
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199 | 199 | def load_config_from_json(self): |
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200 | 200 | """load config from existing json connector files.""" |
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201 | 201 | c = self.config |
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202 | 202 | # load from engine config |
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203 | 203 | with open(os.path.join(self.profile_dir.security_dir, 'ipcontroller-engine.json')) as f: |
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204 | 204 | cfg = json.loads(f.read()) |
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205 | key = c.Session.key = cfg['exec_key'] | |
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205 | key = c.Session.key = ensure_bytes(cfg['exec_key']) | |
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206 | 206 | xport,addr = cfg['url'].split('://') |
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207 | 207 | c.HubFactory.engine_transport = xport |
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208 | 208 | ip,ports = addr.split(':') |
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209 | 209 | c.HubFactory.engine_ip = ip |
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210 | 210 | c.HubFactory.regport = int(ports) |
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211 | 211 | self.location = cfg['location'] |
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212 | ||
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213 | 212 | # load client config |
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214 | 213 | with open(os.path.join(self.profile_dir.security_dir, 'ipcontroller-client.json')) as f: |
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215 | 214 | cfg = json.loads(f.read()) |
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216 | 215 | assert key == cfg['exec_key'], "exec_key mismatch between engine and client keys" |
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217 | 216 | xport,addr = cfg['url'].split('://') |
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218 | 217 | c.HubFactory.client_transport = xport |
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219 | 218 | ip,ports = addr.split(':') |
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220 | 219 | c.HubFactory.client_ip = ip |
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221 | 220 | self.ssh_server = cfg['ssh'] |
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222 | 221 | assert int(ports) == c.HubFactory.regport, "regport mismatch" |
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223 | 222 | |
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224 | 223 | def init_hub(self): |
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225 | 224 | c = self.config |
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226 | 225 | |
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227 | 226 | self.do_import_statements() |
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228 | 227 | reusing = self.reuse_files |
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229 | 228 | if reusing: |
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230 | 229 | try: |
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231 | 230 | self.load_config_from_json() |
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232 | 231 | except (AssertionError,IOError): |
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233 | 232 | reusing=False |
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234 | 233 | # check again, because reusing may have failed: |
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235 | 234 | if reusing: |
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236 | 235 | pass |
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237 | 236 | elif self.secure: |
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238 | 237 | key = str(uuid.uuid4()) |
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239 | 238 | # keyfile = os.path.join(self.profile_dir.security_dir, self.exec_key) |
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240 | 239 | # with open(keyfile, 'w') as f: |
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241 | 240 | # f.write(key) |
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242 | 241 | # os.chmod(keyfile, stat.S_IRUSR|stat.S_IWUSR) |
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243 | c.Session.key = key | |
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242 | c.Session.key = ensure_bytes(key) | |
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244 | 243 | else: |
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245 | key = c.Session.key = '' | |
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244 | key = c.Session.key = b'' | |
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246 | 245 | |
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247 | 246 | try: |
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248 | 247 | self.factory = HubFactory(config=c, log=self.log) |
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249 | 248 | # self.start_logging() |
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250 | 249 | self.factory.init_hub() |
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251 | 250 | except: |
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252 | 251 | self.log.error("Couldn't construct the Controller", exc_info=True) |
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253 | 252 | self.exit(1) |
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254 | 253 | |
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255 | 254 | if not reusing: |
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256 | 255 | # save to new json config files |
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257 | 256 | f = self.factory |
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258 | 257 | cdict = {'exec_key' : key, |
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259 | 258 | 'ssh' : self.ssh_server, |
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260 | 259 | 'url' : "%s://%s:%s"%(f.client_transport, f.client_ip, f.regport), |
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261 | 260 | 'location' : self.location |
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262 | 261 | } |
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263 | 262 | self.save_connection_dict('ipcontroller-client.json', cdict) |
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264 | 263 | edict = cdict |
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265 | 264 | edict['url']="%s://%s:%s"%((f.client_transport, f.client_ip, f.regport)) |
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266 | 265 | self.save_connection_dict('ipcontroller-engine.json', edict) |
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267 | 266 | |
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268 | 267 | # |
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269 | 268 | def init_schedulers(self): |
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270 | 269 | children = self.children |
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271 | 270 | mq = import_item(str(self.mq_class)) |
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272 | 271 | |
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273 | 272 | hub = self.factory |
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274 | 273 | # maybe_inproc = 'inproc://monitor' if self.use_threads else self.monitor_url |
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275 | 274 | # IOPub relay (in a Process) |
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276 | q = mq(zmq.PUB, zmq.SUB, zmq.PUB, 'N/A','iopub') | |
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275 | q = mq(zmq.PUB, zmq.SUB, zmq.PUB, b'N/A',b'iopub') | |
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277 | 276 | q.bind_in(hub.client_info['iopub']) |
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278 | 277 | q.bind_out(hub.engine_info['iopub']) |
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279 | q.setsockopt_out(zmq.SUBSCRIBE, '') | |
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278 | q.setsockopt_out(zmq.SUBSCRIBE, b'') | |
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280 | 279 | q.connect_mon(hub.monitor_url) |
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281 | 280 | q.daemon=True |
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282 | 281 | children.append(q) |
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283 | 282 | |
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284 | 283 | # Multiplexer Queue (in a Process) |
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285 | q = mq(zmq.XREP, zmq.XREP, zmq.PUB, 'in', 'out') | |
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284 | q = mq(zmq.XREP, zmq.XREP, zmq.PUB, b'in', b'out') | |
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286 | 285 | q.bind_in(hub.client_info['mux']) |
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287 | q.setsockopt_in(zmq.IDENTITY, 'mux') | |
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286 | q.setsockopt_in(zmq.IDENTITY, b'mux') | |
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288 | 287 | q.bind_out(hub.engine_info['mux']) |
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289 | 288 | q.connect_mon(hub.monitor_url) |
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290 | 289 | q.daemon=True |
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291 | 290 | children.append(q) |
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292 | 291 | |
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293 | 292 | # Control Queue (in a Process) |
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294 | q = mq(zmq.XREP, zmq.XREP, zmq.PUB, 'incontrol', 'outcontrol') | |
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293 | q = mq(zmq.XREP, zmq.XREP, zmq.PUB, b'incontrol', b'outcontrol') | |
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295 | 294 | q.bind_in(hub.client_info['control']) |
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296 | q.setsockopt_in(zmq.IDENTITY, 'control') | |
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295 | q.setsockopt_in(zmq.IDENTITY, b'control') | |
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297 | 296 | q.bind_out(hub.engine_info['control']) |
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298 | 297 | q.connect_mon(hub.monitor_url) |
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299 | 298 | q.daemon=True |
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300 | 299 | children.append(q) |
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301 | 300 | try: |
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302 | 301 | scheme = self.config.TaskScheduler.scheme_name |
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303 | 302 | except AttributeError: |
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304 | 303 | scheme = TaskScheduler.scheme_name.get_default_value() |
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305 | 304 | # Task Queue (in a Process) |
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306 | 305 | if scheme == 'pure': |
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307 | 306 | self.log.warn("task::using pure XREQ Task scheduler") |
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308 | q = mq(zmq.XREP, zmq.XREQ, zmq.PUB, 'intask', 'outtask') | |
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307 | q = mq(zmq.XREP, zmq.XREQ, zmq.PUB, b'intask', b'outtask') | |
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309 | 308 | # q.setsockopt_out(zmq.HWM, hub.hwm) |
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310 | 309 | q.bind_in(hub.client_info['task'][1]) |
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311 | q.setsockopt_in(zmq.IDENTITY, 'task') | |
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310 | q.setsockopt_in(zmq.IDENTITY, b'task') | |
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312 | 311 | q.bind_out(hub.engine_info['task']) |
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313 | 312 | q.connect_mon(hub.monitor_url) |
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314 | 313 | q.daemon=True |
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315 | 314 | children.append(q) |
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316 | 315 | elif scheme == 'none': |
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317 | 316 | self.log.warn("task::using no Task scheduler") |
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318 | 317 | |
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319 | 318 | else: |
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320 | 319 | self.log.info("task::using Python %s Task scheduler"%scheme) |
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321 | 320 | sargs = (hub.client_info['task'][1], hub.engine_info['task'], |
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322 | 321 | hub.monitor_url, hub.client_info['notification']) |
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323 | 322 | kwargs = dict(logname='scheduler', loglevel=self.log_level, |
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324 | 323 | log_url = self.log_url, config=dict(self.config)) |
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325 | 324 | if 'Process' in self.mq_class: |
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326 | 325 | # run the Python scheduler in a Process |
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327 | 326 | q = Process(target=launch_scheduler, args=sargs, kwargs=kwargs) |
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328 | 327 | q.daemon=True |
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329 | 328 | children.append(q) |
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330 | 329 | else: |
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331 | 330 | # single-threaded Controller |
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332 | 331 | kwargs['in_thread'] = True |
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333 | 332 | launch_scheduler(*sargs, **kwargs) |
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334 | 333 | |
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335 | 334 | |
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336 | 335 | def save_urls(self): |
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337 | 336 | """save the registration urls to files.""" |
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338 | 337 | c = self.config |
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339 | 338 | |
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340 | 339 | sec_dir = self.profile_dir.security_dir |
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341 | 340 | cf = self.factory |
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342 | 341 | |
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343 | 342 | with open(os.path.join(sec_dir, 'ipcontroller-engine.url'), 'w') as f: |
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344 | 343 | f.write("%s://%s:%s"%(cf.engine_transport, cf.engine_ip, cf.regport)) |
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345 | 344 | |
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346 | 345 | with open(os.path.join(sec_dir, 'ipcontroller-client.url'), 'w') as f: |
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347 | 346 | f.write("%s://%s:%s"%(cf.client_transport, cf.client_ip, cf.regport)) |
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348 | 347 | |
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349 | 348 | |
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350 | 349 | def do_import_statements(self): |
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351 | 350 | statements = self.import_statements |
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352 | 351 | for s in statements: |
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353 | 352 | try: |
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354 | 353 | self.log.msg("Executing statement: '%s'" % s) |
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355 | 354 | exec s in globals(), locals() |
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356 | 355 | except: |
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357 | 356 | self.log.msg("Error running statement: %s" % s) |
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358 | 357 | |
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359 | 358 | def forward_logging(self): |
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360 | 359 | if self.log_url: |
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361 | 360 | self.log.info("Forwarding logging to %s"%self.log_url) |
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362 | 361 | context = zmq.Context.instance() |
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363 | 362 | lsock = context.socket(zmq.PUB) |
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364 | 363 | lsock.connect(self.log_url) |
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365 | 364 | handler = PUBHandler(lsock) |
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366 | 365 | self.log.removeHandler(self._log_handler) |
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367 | 366 | handler.root_topic = 'controller' |
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368 | 367 | handler.setLevel(self.log_level) |
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369 | 368 | self.log.addHandler(handler) |
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370 | 369 | self._log_handler = handler |
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371 | 370 | # # |
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372 | 371 | |
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373 | 372 | def initialize(self, argv=None): |
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374 | 373 | super(IPControllerApp, self).initialize(argv) |
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375 | 374 | self.forward_logging() |
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376 | 375 | self.init_hub() |
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377 | 376 | self.init_schedulers() |
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378 | 377 | |
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379 | 378 | def start(self): |
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380 | 379 | # Start the subprocesses: |
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381 | 380 | self.factory.start() |
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382 | 381 | child_procs = [] |
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383 | 382 | for child in self.children: |
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384 | 383 | child.start() |
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385 | 384 | if isinstance(child, ProcessMonitoredQueue): |
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386 | 385 | child_procs.append(child.launcher) |
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387 | 386 | elif isinstance(child, Process): |
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388 | 387 | child_procs.append(child) |
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389 | 388 | if child_procs: |
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390 | 389 | signal_children(child_procs) |
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391 | 390 | |
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392 | 391 | self.write_pid_file(overwrite=True) |
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393 | 392 | |
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394 | 393 | try: |
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395 | 394 | self.factory.loop.start() |
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396 | 395 | except KeyboardInterrupt: |
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397 | 396 | self.log.critical("Interrupted, Exiting...\n") |
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398 | 397 | |
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399 | 398 | |
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400 | 399 | |
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401 | 400 | def launch_new_instance(): |
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402 | 401 | """Create and run the IPython controller""" |
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403 | 402 | if sys.platform == 'win32': |
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404 | 403 | # make sure we don't get called from a multiprocessing subprocess |
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405 | 404 | # this can result in infinite Controllers being started on Windows |
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406 | 405 | # which doesn't have a proper fork, so multiprocessing is wonky |
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407 | 406 | |
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408 | 407 | # this only comes up when IPython has been installed using vanilla |
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409 | 408 | # setuptools, and *not* distribute. |
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410 | 409 | import multiprocessing |
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411 | 410 | p = multiprocessing.current_process() |
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412 | 411 | # the main process has name 'MainProcess' |
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413 | 412 | # subprocesses will have names like 'Process-1' |
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414 | 413 | if p.name != 'MainProcess': |
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415 | 414 | # we are a subprocess, don't start another Controller! |
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416 | 415 | return |
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417 | 416 | app = IPControllerApp.instance() |
|
418 | 417 | app.initialize() |
|
419 | 418 | app.start() |
|
420 | 419 | |
|
421 | 420 | |
|
422 | 421 | if __name__ == '__main__': |
|
423 | 422 | launch_new_instance() |
@@ -1,304 +1,301 b'' | |||
|
1 | 1 | #!/usr/bin/env python |
|
2 | 2 | # encoding: utf-8 |
|
3 | 3 | """ |
|
4 | 4 | The IPython engine application |
|
5 | 5 | |
|
6 | 6 | Authors: |
|
7 | 7 | |
|
8 | 8 | * Brian Granger |
|
9 | 9 | * MinRK |
|
10 | 10 | |
|
11 | 11 | """ |
|
12 | 12 | |
|
13 | 13 | #----------------------------------------------------------------------------- |
|
14 | 14 | # Copyright (C) 2008-2011 The IPython Development Team |
|
15 | 15 | # |
|
16 | 16 | # Distributed under the terms of the BSD License. The full license is in |
|
17 | 17 | # the file COPYING, distributed as part of this software. |
|
18 | 18 | #----------------------------------------------------------------------------- |
|
19 | 19 | |
|
20 | 20 | #----------------------------------------------------------------------------- |
|
21 | 21 | # Imports |
|
22 | 22 | #----------------------------------------------------------------------------- |
|
23 | 23 | |
|
24 | 24 | import json |
|
25 | 25 | import os |
|
26 | 26 | import sys |
|
27 | 27 | import time |
|
28 | 28 | |
|
29 | 29 | import zmq |
|
30 | 30 | from zmq.eventloop import ioloop |
|
31 | 31 | |
|
32 | 32 | from IPython.core.profiledir import ProfileDir |
|
33 | 33 | from IPython.parallel.apps.baseapp import ( |
|
34 | 34 | BaseParallelApplication, |
|
35 | 35 | base_aliases, |
|
36 | 36 | base_flags, |
|
37 | 37 | ) |
|
38 | 38 | from IPython.zmq.log import EnginePUBHandler |
|
39 | 39 | |
|
40 | 40 | from IPython.config.configurable import Configurable |
|
41 | 41 | from IPython.zmq.session import Session |
|
42 | 42 | from IPython.parallel.engine.engine import EngineFactory |
|
43 | 43 | from IPython.parallel.engine.streamkernel import Kernel |
|
44 | from IPython.parallel.util import disambiguate_url | |
|
44 | from IPython.parallel.util import disambiguate_url, ensure_bytes | |
|
45 | 45 | |
|
46 | 46 | from IPython.utils.importstring import import_item |
|
47 | 47 | from IPython.utils.traitlets import Bool, Unicode, Dict, List, Float |
|
48 | 48 | |
|
49 | 49 | |
|
50 | 50 | #----------------------------------------------------------------------------- |
|
51 | 51 | # Module level variables |
|
52 | 52 | #----------------------------------------------------------------------------- |
|
53 | 53 | |
|
54 | 54 | #: The default config file name for this application |
|
55 | 55 | default_config_file_name = u'ipengine_config.py' |
|
56 | 56 | |
|
57 | 57 | _description = """Start an IPython engine for parallel computing. |
|
58 | 58 | |
|
59 | 59 | IPython engines run in parallel and perform computations on behalf of a client |
|
60 | 60 | and controller. A controller needs to be started before the engines. The |
|
61 | 61 | engine can be configured using command line options or using a cluster |
|
62 | 62 | directory. Cluster directories contain config, log and security files and are |
|
63 | 63 | usually located in your ipython directory and named as "profile_name". |
|
64 | 64 | See the `profile` and `profile_dir` options for details. |
|
65 | 65 | """ |
|
66 | 66 | |
|
67 | 67 | |
|
68 | 68 | #----------------------------------------------------------------------------- |
|
69 | 69 | # MPI configuration |
|
70 | 70 | #----------------------------------------------------------------------------- |
|
71 | 71 | |
|
72 | 72 | mpi4py_init = """from mpi4py import MPI as mpi |
|
73 | 73 | mpi.size = mpi.COMM_WORLD.Get_size() |
|
74 | 74 | mpi.rank = mpi.COMM_WORLD.Get_rank() |
|
75 | 75 | """ |
|
76 | 76 | |
|
77 | 77 | |
|
78 | 78 | pytrilinos_init = """from PyTrilinos import Epetra |
|
79 | 79 | class SimpleStruct: |
|
80 | 80 | pass |
|
81 | 81 | mpi = SimpleStruct() |
|
82 | 82 | mpi.rank = 0 |
|
83 | 83 | mpi.size = 0 |
|
84 | 84 | """ |
|
85 | 85 | |
|
86 | 86 | class MPI(Configurable): |
|
87 | 87 | """Configurable for MPI initialization""" |
|
88 | 88 | use = Unicode('', config=True, |
|
89 | 89 | help='How to enable MPI (mpi4py, pytrilinos, or empty string to disable).' |
|
90 | 90 | ) |
|
91 | 91 | |
|
92 | 92 | def _on_use_changed(self, old, new): |
|
93 | 93 | # load default init script if it's not set |
|
94 | 94 | if not self.init_script: |
|
95 | 95 | self.init_script = self.default_inits.get(new, '') |
|
96 | 96 | |
|
97 | 97 | init_script = Unicode('', config=True, |
|
98 | 98 | help="Initialization code for MPI") |
|
99 | 99 | |
|
100 | 100 | default_inits = Dict({'mpi4py' : mpi4py_init, 'pytrilinos':pytrilinos_init}, |
|
101 | 101 | config=True) |
|
102 | 102 | |
|
103 | 103 | |
|
104 | 104 | #----------------------------------------------------------------------------- |
|
105 | 105 | # Main application |
|
106 | 106 | #----------------------------------------------------------------------------- |
|
107 | 107 | aliases = dict( |
|
108 | 108 | file = 'IPEngineApp.url_file', |
|
109 | 109 | c = 'IPEngineApp.startup_command', |
|
110 | 110 | s = 'IPEngineApp.startup_script', |
|
111 | 111 | |
|
112 | 112 | ident = 'Session.session', |
|
113 | 113 | user = 'Session.username', |
|
114 | 114 | exec_key = 'Session.keyfile', |
|
115 | 115 | |
|
116 | 116 | url = 'EngineFactory.url', |
|
117 | 117 | ip = 'EngineFactory.ip', |
|
118 | 118 | transport = 'EngineFactory.transport', |
|
119 | 119 | port = 'EngineFactory.regport', |
|
120 | 120 | location = 'EngineFactory.location', |
|
121 | 121 | |
|
122 | 122 | timeout = 'EngineFactory.timeout', |
|
123 | 123 | |
|
124 | 124 | mpi = 'MPI.use', |
|
125 | 125 | |
|
126 | 126 | ) |
|
127 | 127 | aliases.update(base_aliases) |
|
128 | 128 | |
|
129 | 129 | class IPEngineApp(BaseParallelApplication): |
|
130 | 130 | |
|
131 | 131 | name = Unicode(u'ipengine') |
|
132 | 132 | description = Unicode(_description) |
|
133 | 133 | config_file_name = Unicode(default_config_file_name) |
|
134 | 134 | classes = List([ProfileDir, Session, EngineFactory, Kernel, MPI]) |
|
135 | 135 | |
|
136 | 136 | startup_script = Unicode(u'', config=True, |
|
137 | 137 | help='specify a script to be run at startup') |
|
138 | 138 | startup_command = Unicode('', config=True, |
|
139 | 139 | help='specify a command to be run at startup') |
|
140 | 140 | |
|
141 | 141 | url_file = Unicode(u'', config=True, |
|
142 | 142 | help="""The full location of the file containing the connection information for |
|
143 | 143 | the controller. If this is not given, the file must be in the |
|
144 | 144 | security directory of the cluster directory. This location is |
|
145 | 145 | resolved using the `profile` or `profile_dir` options.""", |
|
146 | 146 | ) |
|
147 | 147 | wait_for_url_file = Float(5, config=True, |
|
148 | 148 | help="""The maximum number of seconds to wait for url_file to exist. |
|
149 | 149 | This is useful for batch-systems and shared-filesystems where the |
|
150 | 150 | controller and engine are started at the same time and it |
|
151 | 151 | may take a moment for the controller to write the connector files.""") |
|
152 | 152 | |
|
153 | 153 | url_file_name = Unicode(u'ipcontroller-engine.json') |
|
154 | 154 | log_url = Unicode('', config=True, |
|
155 | 155 | help="""The URL for the iploggerapp instance, for forwarding |
|
156 | 156 | logging to a central location.""") |
|
157 | 157 | |
|
158 | 158 | aliases = Dict(aliases) |
|
159 | 159 | |
|
160 | 160 | # def find_key_file(self): |
|
161 | 161 | # """Set the key file. |
|
162 | 162 | # |
|
163 | 163 | # Here we don't try to actually see if it exists for is valid as that |
|
164 | 164 | # is hadled by the connection logic. |
|
165 | 165 | # """ |
|
166 | 166 | # config = self.master_config |
|
167 | 167 | # # Find the actual controller key file |
|
168 | 168 | # if not config.Global.key_file: |
|
169 | 169 | # try_this = os.path.join( |
|
170 | 170 | # config.Global.profile_dir, |
|
171 | 171 | # config.Global.security_dir, |
|
172 | 172 | # config.Global.key_file_name |
|
173 | 173 | # ) |
|
174 | 174 | # config.Global.key_file = try_this |
|
175 | 175 | |
|
176 | 176 | def find_url_file(self): |
|
177 | 177 | """Set the url file. |
|
178 | 178 | |
|
179 | 179 | Here we don't try to actually see if it exists for is valid as that |
|
180 | 180 | is hadled by the connection logic. |
|
181 | 181 | """ |
|
182 | 182 | config = self.config |
|
183 | 183 | # Find the actual controller key file |
|
184 | 184 | if not self.url_file: |
|
185 | 185 | self.url_file = os.path.join( |
|
186 | 186 | self.profile_dir.security_dir, |
|
187 | 187 | self.url_file_name |
|
188 | 188 | ) |
|
189 | 189 | def init_engine(self): |
|
190 | 190 | # This is the working dir by now. |
|
191 | 191 | sys.path.insert(0, '') |
|
192 | 192 | config = self.config |
|
193 | 193 | # print config |
|
194 | 194 | self.find_url_file() |
|
195 | 195 | |
|
196 | 196 | # was the url manually specified? |
|
197 | 197 | keys = set(self.config.EngineFactory.keys()) |
|
198 | 198 | keys = keys.union(set(self.config.RegistrationFactory.keys())) |
|
199 | 199 | |
|
200 | 200 | if keys.intersection(set(['ip', 'url', 'port'])): |
|
201 | 201 | # Connection info was specified, don't wait for the file |
|
202 | 202 | url_specified = True |
|
203 | 203 | self.wait_for_url_file = 0 |
|
204 | 204 | else: |
|
205 | 205 | url_specified = False |
|
206 | 206 | |
|
207 | 207 | if self.wait_for_url_file and not os.path.exists(self.url_file): |
|
208 | 208 | self.log.warn("url_file %r not found"%self.url_file) |
|
209 | 209 | self.log.warn("Waiting up to %.1f seconds for it to arrive."%self.wait_for_url_file) |
|
210 | 210 | tic = time.time() |
|
211 | 211 | while not os.path.exists(self.url_file) and (time.time()-tic < self.wait_for_url_file): |
|
212 | 212 | # wait for url_file to exist, for up to 10 seconds |
|
213 | 213 | time.sleep(0.1) |
|
214 | 214 | |
|
215 | 215 | if os.path.exists(self.url_file): |
|
216 | 216 | self.log.info("Loading url_file %r"%self.url_file) |
|
217 | 217 | with open(self.url_file) as f: |
|
218 | 218 | d = json.loads(f.read()) |
|
219 | for k,v in d.iteritems(): | |
|
220 | if isinstance(v, unicode): | |
|
221 | d[k] = v.encode() | |
|
222 | 219 | if d['exec_key']: |
|
223 | config.Session.key = d['exec_key'] | |
|
220 | config.Session.key = ensure_bytes(d['exec_key']) | |
|
224 | 221 | d['url'] = disambiguate_url(d['url'], d['location']) |
|
225 | 222 | config.EngineFactory.url = d['url'] |
|
226 | 223 | config.EngineFactory.location = d['location'] |
|
227 | 224 | elif not url_specified: |
|
228 | 225 | self.log.critical("Fatal: url file never arrived: %s"%self.url_file) |
|
229 | 226 | self.exit(1) |
|
230 | 227 | |
|
231 | 228 | |
|
232 | 229 | try: |
|
233 | 230 | exec_lines = config.Kernel.exec_lines |
|
234 | 231 | except AttributeError: |
|
235 | 232 | config.Kernel.exec_lines = [] |
|
236 | 233 | exec_lines = config.Kernel.exec_lines |
|
237 | 234 | |
|
238 | 235 | if self.startup_script: |
|
239 | 236 | enc = sys.getfilesystemencoding() or 'utf8' |
|
240 | 237 | cmd="execfile(%r)"%self.startup_script.encode(enc) |
|
241 | 238 | exec_lines.append(cmd) |
|
242 | 239 | if self.startup_command: |
|
243 | 240 | exec_lines.append(self.startup_command) |
|
244 | 241 | |
|
245 | 242 | # Create the underlying shell class and Engine |
|
246 | 243 | # shell_class = import_item(self.master_config.Global.shell_class) |
|
247 | 244 | # print self.config |
|
248 | 245 | try: |
|
249 | 246 | self.engine = EngineFactory(config=config, log=self.log) |
|
250 | 247 | except: |
|
251 | 248 | self.log.error("Couldn't start the Engine", exc_info=True) |
|
252 | 249 | self.exit(1) |
|
253 | 250 | |
|
254 | 251 | def forward_logging(self): |
|
255 | 252 | if self.log_url: |
|
256 | 253 | self.log.info("Forwarding logging to %s"%self.log_url) |
|
257 | 254 | context = self.engine.context |
|
258 | 255 | lsock = context.socket(zmq.PUB) |
|
259 | 256 | lsock.connect(self.log_url) |
|
260 | 257 | self.log.removeHandler(self._log_handler) |
|
261 | 258 | handler = EnginePUBHandler(self.engine, lsock) |
|
262 | 259 | handler.setLevel(self.log_level) |
|
263 | 260 | self.log.addHandler(handler) |
|
264 | 261 | self._log_handler = handler |
|
265 | 262 | # |
|
266 | 263 | def init_mpi(self): |
|
267 | 264 | global mpi |
|
268 | 265 | self.mpi = MPI(config=self.config) |
|
269 | 266 | |
|
270 | 267 | mpi_import_statement = self.mpi.init_script |
|
271 | 268 | if mpi_import_statement: |
|
272 | 269 | try: |
|
273 | 270 | self.log.info("Initializing MPI:") |
|
274 | 271 | self.log.info(mpi_import_statement) |
|
275 | 272 | exec mpi_import_statement in globals() |
|
276 | 273 | except: |
|
277 | 274 | mpi = None |
|
278 | 275 | else: |
|
279 | 276 | mpi = None |
|
280 | 277 | |
|
281 | 278 | def initialize(self, argv=None): |
|
282 | 279 | super(IPEngineApp, self).initialize(argv) |
|
283 | 280 | self.init_mpi() |
|
284 | 281 | self.init_engine() |
|
285 | 282 | self.forward_logging() |
|
286 | 283 | |
|
287 | 284 | def start(self): |
|
288 | 285 | self.engine.start() |
|
289 | 286 | try: |
|
290 | 287 | self.engine.loop.start() |
|
291 | 288 | except KeyboardInterrupt: |
|
292 | 289 | self.log.critical("Engine Interrupted, shutting down...\n") |
|
293 | 290 | |
|
294 | 291 | |
|
295 | 292 | def launch_new_instance(): |
|
296 | 293 | """Create and run the IPython engine""" |
|
297 | 294 | app = IPEngineApp.instance() |
|
298 | 295 | app.initialize() |
|
299 | 296 | app.start() |
|
300 | 297 | |
|
301 | 298 | |
|
302 | 299 | if __name__ == '__main__': |
|
303 | 300 | launch_new_instance() |
|
304 | 301 |
@@ -1,1422 +1,1428 b'' | |||
|
1 | 1 | """A semi-synchronous Client for the ZMQ cluster |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * MinRK |
|
6 | 6 | """ |
|
7 | 7 | #----------------------------------------------------------------------------- |
|
8 | 8 | # Copyright (C) 2010-2011 The IPython Development Team |
|
9 | 9 | # |
|
10 | 10 | # Distributed under the terms of the BSD License. The full license is in |
|
11 | 11 | # the file COPYING, distributed as part of this software. |
|
12 | 12 | #----------------------------------------------------------------------------- |
|
13 | 13 | |
|
14 | 14 | #----------------------------------------------------------------------------- |
|
15 | 15 | # Imports |
|
16 | 16 | #----------------------------------------------------------------------------- |
|
17 | 17 | |
|
18 | 18 | import os |
|
19 | 19 | import json |
|
20 | import sys | |
|
20 | 21 | import time |
|
21 | 22 | import warnings |
|
22 | 23 | from datetime import datetime |
|
23 | 24 | from getpass import getpass |
|
24 | 25 | from pprint import pprint |
|
25 | 26 | |
|
26 | 27 | pjoin = os.path.join |
|
27 | 28 | |
|
28 | 29 | import zmq |
|
29 | 30 | # from zmq.eventloop import ioloop, zmqstream |
|
30 | 31 | |
|
31 | 32 | from IPython.config.configurable import MultipleInstanceError |
|
32 | 33 | from IPython.core.application import BaseIPythonApplication |
|
33 | 34 | |
|
34 | 35 | from IPython.utils.jsonutil import rekey |
|
35 | 36 | from IPython.utils.localinterfaces import LOCAL_IPS |
|
36 | 37 | from IPython.utils.path import get_ipython_dir |
|
37 | 38 | from IPython.utils.traitlets import (HasTraits, Int, Instance, Unicode, |
|
38 | 39 | Dict, List, Bool, Set) |
|
39 | 40 | from IPython.external.decorator import decorator |
|
40 | 41 | from IPython.external.ssh import tunnel |
|
41 | 42 | |
|
42 | 43 | from IPython.parallel import error |
|
43 | 44 | from IPython.parallel import util |
|
44 | 45 | |
|
45 | 46 | from IPython.zmq.session import Session, Message |
|
46 | 47 | |
|
47 | 48 | from .asyncresult import AsyncResult, AsyncHubResult |
|
48 | 49 | from IPython.core.profiledir import ProfileDir, ProfileDirError |
|
49 | 50 | from .view import DirectView, LoadBalancedView |
|
50 | 51 | |
|
52 | if sys.version_info[0] >= 3: | |
|
53 | # xrange is used in a coupe 'isinstance' tests in py2 | |
|
54 | # should be just 'range' in 3k | |
|
55 | xrange = range | |
|
56 | ||
|
51 | 57 | #-------------------------------------------------------------------------- |
|
52 | 58 | # Decorators for Client methods |
|
53 | 59 | #-------------------------------------------------------------------------- |
|
54 | 60 | |
|
55 | 61 | @decorator |
|
56 | 62 | def spin_first(f, self, *args, **kwargs): |
|
57 | 63 | """Call spin() to sync state prior to calling the method.""" |
|
58 | 64 | self.spin() |
|
59 | 65 | return f(self, *args, **kwargs) |
|
60 | 66 | |
|
61 | 67 | |
|
62 | 68 | #-------------------------------------------------------------------------- |
|
63 | 69 | # Classes |
|
64 | 70 | #-------------------------------------------------------------------------- |
|
65 | 71 | |
|
66 | 72 | class Metadata(dict): |
|
67 | 73 | """Subclass of dict for initializing metadata values. |
|
68 | 74 | |
|
69 | 75 | Attribute access works on keys. |
|
70 | 76 | |
|
71 | 77 | These objects have a strict set of keys - errors will raise if you try |
|
72 | 78 | to add new keys. |
|
73 | 79 | """ |
|
74 | 80 | def __init__(self, *args, **kwargs): |
|
75 | 81 | dict.__init__(self) |
|
76 | 82 | md = {'msg_id' : None, |
|
77 | 83 | 'submitted' : None, |
|
78 | 84 | 'started' : None, |
|
79 | 85 | 'completed' : None, |
|
80 | 86 | 'received' : None, |
|
81 | 87 | 'engine_uuid' : None, |
|
82 | 88 | 'engine_id' : None, |
|
83 | 89 | 'follow' : None, |
|
84 | 90 | 'after' : None, |
|
85 | 91 | 'status' : None, |
|
86 | 92 | |
|
87 | 93 | 'pyin' : None, |
|
88 | 94 | 'pyout' : None, |
|
89 | 95 | 'pyerr' : None, |
|
90 | 96 | 'stdout' : '', |
|
91 | 97 | 'stderr' : '', |
|
92 | 98 | } |
|
93 | 99 | self.update(md) |
|
94 | 100 | self.update(dict(*args, **kwargs)) |
|
95 | 101 | |
|
96 | 102 | def __getattr__(self, key): |
|
97 | 103 | """getattr aliased to getitem""" |
|
98 | 104 | if key in self.iterkeys(): |
|
99 | 105 | return self[key] |
|
100 | 106 | else: |
|
101 | 107 | raise AttributeError(key) |
|
102 | 108 | |
|
103 | 109 | def __setattr__(self, key, value): |
|
104 | 110 | """setattr aliased to setitem, with strict""" |
|
105 | 111 | if key in self.iterkeys(): |
|
106 | 112 | self[key] = value |
|
107 | 113 | else: |
|
108 | 114 | raise AttributeError(key) |
|
109 | 115 | |
|
110 | 116 | def __setitem__(self, key, value): |
|
111 | 117 | """strict static key enforcement""" |
|
112 | 118 | if key in self.iterkeys(): |
|
113 | 119 | dict.__setitem__(self, key, value) |
|
114 | 120 | else: |
|
115 | 121 | raise KeyError(key) |
|
116 | 122 | |
|
117 | 123 | |
|
118 | 124 | class Client(HasTraits): |
|
119 | 125 | """A semi-synchronous client to the IPython ZMQ cluster |
|
120 | 126 | |
|
121 | 127 | Parameters |
|
122 | 128 | ---------- |
|
123 | 129 | |
|
124 | 130 | url_or_file : bytes or unicode; zmq url or path to ipcontroller-client.json |
|
125 | 131 | Connection information for the Hub's registration. If a json connector |
|
126 | 132 | file is given, then likely no further configuration is necessary. |
|
127 | 133 | [Default: use profile] |
|
128 | 134 | profile : bytes |
|
129 | 135 | The name of the Cluster profile to be used to find connector information. |
|
130 | 136 | If run from an IPython application, the default profile will be the same |
|
131 | 137 | as the running application, otherwise it will be 'default'. |
|
132 | 138 | context : zmq.Context |
|
133 | 139 | Pass an existing zmq.Context instance, otherwise the client will create its own. |
|
134 | 140 | debug : bool |
|
135 | 141 | flag for lots of message printing for debug purposes |
|
136 | 142 | timeout : int/float |
|
137 | 143 | time (in seconds) to wait for connection replies from the Hub |
|
138 | 144 | [Default: 10] |
|
139 | 145 | |
|
140 | 146 | #-------------- session related args ---------------- |
|
141 | 147 | |
|
142 | 148 | config : Config object |
|
143 | 149 | If specified, this will be relayed to the Session for configuration |
|
144 | 150 | username : str |
|
145 | 151 | set username for the session object |
|
146 | 152 | packer : str (import_string) or callable |
|
147 | 153 | Can be either the simple keyword 'json' or 'pickle', or an import_string to a |
|
148 | 154 | function to serialize messages. Must support same input as |
|
149 | 155 | JSON, and output must be bytes. |
|
150 | 156 | You can pass a callable directly as `pack` |
|
151 | 157 | unpacker : str (import_string) or callable |
|
152 | 158 | The inverse of packer. Only necessary if packer is specified as *not* one |
|
153 | 159 | of 'json' or 'pickle'. |
|
154 | 160 | |
|
155 | 161 | #-------------- ssh related args ---------------- |
|
156 | 162 | # These are args for configuring the ssh tunnel to be used |
|
157 | 163 | # credentials are used to forward connections over ssh to the Controller |
|
158 | 164 | # Note that the ip given in `addr` needs to be relative to sshserver |
|
159 | 165 | # The most basic case is to leave addr as pointing to localhost (127.0.0.1), |
|
160 | 166 | # and set sshserver as the same machine the Controller is on. However, |
|
161 | 167 | # the only requirement is that sshserver is able to see the Controller |
|
162 | 168 | # (i.e. is within the same trusted network). |
|
163 | 169 | |
|
164 | 170 | sshserver : str |
|
165 | 171 | A string of the form passed to ssh, i.e. 'server.tld' or 'user@server.tld:port' |
|
166 | 172 | If keyfile or password is specified, and this is not, it will default to |
|
167 | 173 | the ip given in addr. |
|
168 | 174 | sshkey : str; path to public ssh key file |
|
169 | 175 | This specifies a key to be used in ssh login, default None. |
|
170 | 176 | Regular default ssh keys will be used without specifying this argument. |
|
171 | 177 | password : str |
|
172 | 178 | Your ssh password to sshserver. Note that if this is left None, |
|
173 | 179 | you will be prompted for it if passwordless key based login is unavailable. |
|
174 | 180 | paramiko : bool |
|
175 | 181 | flag for whether to use paramiko instead of shell ssh for tunneling. |
|
176 | 182 | [default: True on win32, False else] |
|
177 | 183 | |
|
178 | 184 | ------- exec authentication args ------- |
|
179 | 185 | If even localhost is untrusted, you can have some protection against |
|
180 | 186 | unauthorized execution by signing messages with HMAC digests. |
|
181 | 187 | Messages are still sent as cleartext, so if someone can snoop your |
|
182 | 188 | loopback traffic this will not protect your privacy, but will prevent |
|
183 | 189 | unauthorized execution. |
|
184 | 190 | |
|
185 | 191 | exec_key : str |
|
186 | 192 | an authentication key or file containing a key |
|
187 | 193 | default: None |
|
188 | 194 | |
|
189 | 195 | |
|
190 | 196 | Attributes |
|
191 | 197 | ---------- |
|
192 | 198 | |
|
193 | 199 | ids : list of int engine IDs |
|
194 | 200 | requesting the ids attribute always synchronizes |
|
195 | 201 | the registration state. To request ids without synchronization, |
|
196 | 202 | use semi-private _ids attributes. |
|
197 | 203 | |
|
198 | 204 | history : list of msg_ids |
|
199 | 205 | a list of msg_ids, keeping track of all the execution |
|
200 | 206 | messages you have submitted in order. |
|
201 | 207 | |
|
202 | 208 | outstanding : set of msg_ids |
|
203 | 209 | a set of msg_ids that have been submitted, but whose |
|
204 | 210 | results have not yet been received. |
|
205 | 211 | |
|
206 | 212 | results : dict |
|
207 | 213 | a dict of all our results, keyed by msg_id |
|
208 | 214 | |
|
209 | 215 | block : bool |
|
210 | 216 | determines default behavior when block not specified |
|
211 | 217 | in execution methods |
|
212 | 218 | |
|
213 | 219 | Methods |
|
214 | 220 | ------- |
|
215 | 221 | |
|
216 | 222 | spin |
|
217 | 223 | flushes incoming results and registration state changes |
|
218 | 224 | control methods spin, and requesting `ids` also ensures up to date |
|
219 | 225 | |
|
220 | 226 | wait |
|
221 | 227 | wait on one or more msg_ids |
|
222 | 228 | |
|
223 | 229 | execution methods |
|
224 | 230 | apply |
|
225 | 231 | legacy: execute, run |
|
226 | 232 | |
|
227 | 233 | data movement |
|
228 | 234 | push, pull, scatter, gather |
|
229 | 235 | |
|
230 | 236 | query methods |
|
231 | 237 | queue_status, get_result, purge, result_status |
|
232 | 238 | |
|
233 | 239 | control methods |
|
234 | 240 | abort, shutdown |
|
235 | 241 | |
|
236 | 242 | """ |
|
237 | 243 | |
|
238 | 244 | |
|
239 | 245 | block = Bool(False) |
|
240 | 246 | outstanding = Set() |
|
241 | 247 | results = Instance('collections.defaultdict', (dict,)) |
|
242 | 248 | metadata = Instance('collections.defaultdict', (Metadata,)) |
|
243 | 249 | history = List() |
|
244 | 250 | debug = Bool(False) |
|
245 | 251 | |
|
246 | 252 | profile=Unicode() |
|
247 | 253 | def _profile_default(self): |
|
248 | 254 | if BaseIPythonApplication.initialized(): |
|
249 | 255 | # an IPython app *might* be running, try to get its profile |
|
250 | 256 | try: |
|
251 | 257 | return BaseIPythonApplication.instance().profile |
|
252 | 258 | except (AttributeError, MultipleInstanceError): |
|
253 | 259 | # could be a *different* subclass of config.Application, |
|
254 | 260 | # which would raise one of these two errors. |
|
255 | 261 | return u'default' |
|
256 | 262 | else: |
|
257 | 263 | return u'default' |
|
258 | 264 | |
|
259 | 265 | |
|
260 | 266 | _outstanding_dict = Instance('collections.defaultdict', (set,)) |
|
261 | 267 | _ids = List() |
|
262 | 268 | _connected=Bool(False) |
|
263 | 269 | _ssh=Bool(False) |
|
264 | 270 | _context = Instance('zmq.Context') |
|
265 | 271 | _config = Dict() |
|
266 | 272 | _engines=Instance(util.ReverseDict, (), {}) |
|
267 | 273 | # _hub_socket=Instance('zmq.Socket') |
|
268 | 274 | _query_socket=Instance('zmq.Socket') |
|
269 | 275 | _control_socket=Instance('zmq.Socket') |
|
270 | 276 | _iopub_socket=Instance('zmq.Socket') |
|
271 | 277 | _notification_socket=Instance('zmq.Socket') |
|
272 | 278 | _mux_socket=Instance('zmq.Socket') |
|
273 | 279 | _task_socket=Instance('zmq.Socket') |
|
274 | 280 | _task_scheme=Unicode() |
|
275 | 281 | _closed = False |
|
276 | 282 | _ignored_control_replies=Int(0) |
|
277 | 283 | _ignored_hub_replies=Int(0) |
|
278 | 284 | |
|
279 | 285 | def __new__(self, *args, **kw): |
|
280 | 286 | # don't raise on positional args |
|
281 | 287 | return HasTraits.__new__(self, **kw) |
|
282 | 288 | |
|
283 | 289 | def __init__(self, url_or_file=None, profile=None, profile_dir=None, ipython_dir=None, |
|
284 | 290 | context=None, debug=False, exec_key=None, |
|
285 | 291 | sshserver=None, sshkey=None, password=None, paramiko=None, |
|
286 | 292 | timeout=10, **extra_args |
|
287 | 293 | ): |
|
288 | 294 | if profile: |
|
289 | 295 | super(Client, self).__init__(debug=debug, profile=profile) |
|
290 | 296 | else: |
|
291 | 297 | super(Client, self).__init__(debug=debug) |
|
292 | 298 | if context is None: |
|
293 | 299 | context = zmq.Context.instance() |
|
294 | 300 | self._context = context |
|
295 | 301 | |
|
296 | 302 | self._setup_profile_dir(self.profile, profile_dir, ipython_dir) |
|
297 | 303 | if self._cd is not None: |
|
298 | 304 | if url_or_file is None: |
|
299 | 305 | url_or_file = pjoin(self._cd.security_dir, 'ipcontroller-client.json') |
|
300 | 306 | assert url_or_file is not None, "I can't find enough information to connect to a hub!"\ |
|
301 | 307 | " Please specify at least one of url_or_file or profile." |
|
302 | 308 | |
|
303 | 309 | try: |
|
304 | 310 | util.validate_url(url_or_file) |
|
305 | 311 | except AssertionError: |
|
306 | 312 | if not os.path.exists(url_or_file): |
|
307 | 313 | if self._cd: |
|
308 | 314 | url_or_file = os.path.join(self._cd.security_dir, url_or_file) |
|
309 | 315 | assert os.path.exists(url_or_file), "Not a valid connection file or url: %r"%url_or_file |
|
310 | 316 | with open(url_or_file) as f: |
|
311 | 317 | cfg = json.loads(f.read()) |
|
312 | 318 | else: |
|
313 | 319 | cfg = {'url':url_or_file} |
|
314 | 320 | |
|
315 | 321 | # sync defaults from args, json: |
|
316 | 322 | if sshserver: |
|
317 | 323 | cfg['ssh'] = sshserver |
|
318 | 324 | if exec_key: |
|
319 | 325 | cfg['exec_key'] = exec_key |
|
320 | 326 | exec_key = cfg['exec_key'] |
|
321 | 327 | location = cfg.setdefault('location', None) |
|
322 | 328 | cfg['url'] = util.disambiguate_url(cfg['url'], location) |
|
323 | 329 | url = cfg['url'] |
|
324 | 330 | proto,addr,port = util.split_url(url) |
|
325 | 331 | if location is not None and addr == '127.0.0.1': |
|
326 | 332 | # location specified, and connection is expected to be local |
|
327 | 333 | if location not in LOCAL_IPS and not sshserver: |
|
328 | 334 | # load ssh from JSON *only* if the controller is not on |
|
329 | 335 | # this machine |
|
330 | 336 | sshserver=cfg['ssh'] |
|
331 | 337 | if location not in LOCAL_IPS and not sshserver: |
|
332 | 338 | # warn if no ssh specified, but SSH is probably needed |
|
333 | 339 | # This is only a warning, because the most likely cause |
|
334 | 340 | # is a local Controller on a laptop whose IP is dynamic |
|
335 | 341 | warnings.warn(""" |
|
336 | 342 | Controller appears to be listening on localhost, but not on this machine. |
|
337 | 343 | If this is true, you should specify Client(...,sshserver='you@%s') |
|
338 | 344 | or instruct your controller to listen on an external IP."""%location, |
|
339 | 345 | RuntimeWarning) |
|
340 | 346 | |
|
341 | 347 | self._config = cfg |
|
342 | 348 | |
|
343 | 349 | self._ssh = bool(sshserver or sshkey or password) |
|
344 | 350 | if self._ssh and sshserver is None: |
|
345 | 351 | # default to ssh via localhost |
|
346 | 352 | sshserver = url.split('://')[1].split(':')[0] |
|
347 | 353 | if self._ssh and password is None: |
|
348 | 354 | if tunnel.try_passwordless_ssh(sshserver, sshkey, paramiko): |
|
349 | 355 | password=False |
|
350 | 356 | else: |
|
351 | 357 | password = getpass("SSH Password for %s: "%sshserver) |
|
352 | 358 | ssh_kwargs = dict(keyfile=sshkey, password=password, paramiko=paramiko) |
|
353 | 359 | |
|
354 | 360 | # configure and construct the session |
|
355 | 361 | if exec_key is not None: |
|
356 | 362 | if os.path.isfile(exec_key): |
|
357 | 363 | extra_args['keyfile'] = exec_key |
|
358 | 364 | else: |
|
359 |
|
|
|
360 | exec_key = exec_key.encode('ascii') | |
|
365 | exec_key = util.ensure_bytes(exec_key) | |
|
361 | 366 | extra_args['key'] = exec_key |
|
362 | 367 | self.session = Session(**extra_args) |
|
363 | 368 | |
|
364 | 369 | self._query_socket = self._context.socket(zmq.XREQ) |
|
365 | self._query_socket.setsockopt(zmq.IDENTITY, self.session.session) | |
|
370 | self._query_socket.setsockopt(zmq.IDENTITY, util.ensure_bytes(self.session.session)) | |
|
366 | 371 | if self._ssh: |
|
367 | 372 | tunnel.tunnel_connection(self._query_socket, url, sshserver, **ssh_kwargs) |
|
368 | 373 | else: |
|
369 | 374 | self._query_socket.connect(url) |
|
370 | 375 | |
|
371 | 376 | self.session.debug = self.debug |
|
372 | 377 | |
|
373 | 378 | self._notification_handlers = {'registration_notification' : self._register_engine, |
|
374 | 379 | 'unregistration_notification' : self._unregister_engine, |
|
375 | 380 | 'shutdown_notification' : lambda msg: self.close(), |
|
376 | 381 | } |
|
377 | 382 | self._queue_handlers = {'execute_reply' : self._handle_execute_reply, |
|
378 | 383 | 'apply_reply' : self._handle_apply_reply} |
|
379 | 384 | self._connect(sshserver, ssh_kwargs, timeout) |
|
380 | 385 | |
|
381 | 386 | def __del__(self): |
|
382 | 387 | """cleanup sockets, but _not_ context.""" |
|
383 | 388 | self.close() |
|
384 | 389 | |
|
385 | 390 | def _setup_profile_dir(self, profile, profile_dir, ipython_dir): |
|
386 | 391 | if ipython_dir is None: |
|
387 | 392 | ipython_dir = get_ipython_dir() |
|
388 | 393 | if profile_dir is not None: |
|
389 | 394 | try: |
|
390 | 395 | self._cd = ProfileDir.find_profile_dir(profile_dir) |
|
391 | 396 | return |
|
392 | 397 | except ProfileDirError: |
|
393 | 398 | pass |
|
394 | 399 | elif profile is not None: |
|
395 | 400 | try: |
|
396 | 401 | self._cd = ProfileDir.find_profile_dir_by_name( |
|
397 | 402 | ipython_dir, profile) |
|
398 | 403 | return |
|
399 | 404 | except ProfileDirError: |
|
400 | 405 | pass |
|
401 | 406 | self._cd = None |
|
402 | 407 | |
|
403 | 408 | def _update_engines(self, engines): |
|
404 | 409 | """Update our engines dict and _ids from a dict of the form: {id:uuid}.""" |
|
405 | 410 | for k,v in engines.iteritems(): |
|
406 | 411 | eid = int(k) |
|
407 |
self._engines[eid] = |
|
|
412 | self._engines[eid] = v | |
|
408 | 413 | self._ids.append(eid) |
|
409 | 414 | self._ids = sorted(self._ids) |
|
410 | 415 | if sorted(self._engines.keys()) != range(len(self._engines)) and \ |
|
411 | 416 | self._task_scheme == 'pure' and self._task_socket: |
|
412 | 417 | self._stop_scheduling_tasks() |
|
413 | 418 | |
|
414 | 419 | def _stop_scheduling_tasks(self): |
|
415 | 420 | """Stop scheduling tasks because an engine has been unregistered |
|
416 | 421 | from a pure ZMQ scheduler. |
|
417 | 422 | """ |
|
418 | 423 | self._task_socket.close() |
|
419 | 424 | self._task_socket = None |
|
420 | 425 | msg = "An engine has been unregistered, and we are using pure " +\ |
|
421 | 426 | "ZMQ task scheduling. Task farming will be disabled." |
|
422 | 427 | if self.outstanding: |
|
423 | 428 | msg += " If you were running tasks when this happened, " +\ |
|
424 | 429 | "some `outstanding` msg_ids may never resolve." |
|
425 | 430 | warnings.warn(msg, RuntimeWarning) |
|
426 | 431 | |
|
427 | 432 | def _build_targets(self, targets): |
|
428 | 433 | """Turn valid target IDs or 'all' into two lists: |
|
429 | 434 | (int_ids, uuids). |
|
430 | 435 | """ |
|
431 | 436 | if not self._ids: |
|
432 | 437 | # flush notification socket if no engines yet, just in case |
|
433 | 438 | if not self.ids: |
|
434 | 439 | raise error.NoEnginesRegistered("Can't build targets without any engines") |
|
435 | 440 | |
|
436 | 441 | if targets is None: |
|
437 | 442 | targets = self._ids |
|
438 | 443 | elif isinstance(targets, str): |
|
439 | 444 | if targets.lower() == 'all': |
|
440 | 445 | targets = self._ids |
|
441 | 446 | else: |
|
442 | 447 | raise TypeError("%r not valid str target, must be 'all'"%(targets)) |
|
443 | 448 | elif isinstance(targets, int): |
|
444 | 449 | if targets < 0: |
|
445 | 450 | targets = self.ids[targets] |
|
446 | 451 | if targets not in self._ids: |
|
447 | 452 | raise IndexError("No such engine: %i"%targets) |
|
448 | 453 | targets = [targets] |
|
449 | 454 | |
|
450 | 455 | if isinstance(targets, slice): |
|
451 | 456 | indices = range(len(self._ids))[targets] |
|
452 | 457 | ids = self.ids |
|
453 | 458 | targets = [ ids[i] for i in indices ] |
|
454 | 459 | |
|
455 | 460 | if not isinstance(targets, (tuple, list, xrange)): |
|
456 | 461 | raise TypeError("targets by int/slice/collection of ints only, not %s"%(type(targets))) |
|
457 | 462 | |
|
458 | return [self._engines[t] for t in targets], list(targets) | |
|
463 | return [util.ensure_bytes(self._engines[t]) for t in targets], list(targets) | |
|
459 | 464 | |
|
460 | 465 | def _connect(self, sshserver, ssh_kwargs, timeout): |
|
461 | 466 | """setup all our socket connections to the cluster. This is called from |
|
462 | 467 | __init__.""" |
|
463 | 468 | |
|
464 | 469 | # Maybe allow reconnecting? |
|
465 | 470 | if self._connected: |
|
466 | 471 | return |
|
467 | 472 | self._connected=True |
|
468 | 473 | |
|
469 | 474 | def connect_socket(s, url): |
|
470 | 475 | url = util.disambiguate_url(url, self._config['location']) |
|
471 | 476 | if self._ssh: |
|
472 | 477 | return tunnel.tunnel_connection(s, url, sshserver, **ssh_kwargs) |
|
473 | 478 | else: |
|
474 | 479 | return s.connect(url) |
|
475 | 480 | |
|
476 | 481 | self.session.send(self._query_socket, 'connection_request') |
|
477 | 482 | # use Poller because zmq.select has wrong units in pyzmq 2.1.7 |
|
478 | 483 | poller = zmq.Poller() |
|
479 | 484 | poller.register(self._query_socket, zmq.POLLIN) |
|
480 | 485 | # poll expects milliseconds, timeout is seconds |
|
481 | 486 | evts = poller.poll(timeout*1000) |
|
482 | 487 | if not evts: |
|
483 | 488 | raise error.TimeoutError("Hub connection request timed out") |
|
484 | 489 | idents,msg = self.session.recv(self._query_socket,mode=0) |
|
485 | 490 | if self.debug: |
|
486 | 491 | pprint(msg) |
|
487 | 492 | msg = Message(msg) |
|
488 | 493 | content = msg.content |
|
489 | 494 | self._config['registration'] = dict(content) |
|
490 | 495 | if content.status == 'ok': |
|
496 | ident = util.ensure_bytes(self.session.session) | |
|
491 | 497 | if content.mux: |
|
492 | 498 | self._mux_socket = self._context.socket(zmq.XREQ) |
|
493 |
self._mux_socket.setsockopt(zmq.IDENTITY, |
|
|
499 | self._mux_socket.setsockopt(zmq.IDENTITY, ident) | |
|
494 | 500 | connect_socket(self._mux_socket, content.mux) |
|
495 | 501 | if content.task: |
|
496 | 502 | self._task_scheme, task_addr = content.task |
|
497 | 503 | self._task_socket = self._context.socket(zmq.XREQ) |
|
498 |
self._task_socket.setsockopt(zmq.IDENTITY, |
|
|
504 | self._task_socket.setsockopt(zmq.IDENTITY, ident) | |
|
499 | 505 | connect_socket(self._task_socket, task_addr) |
|
500 | 506 | if content.notification: |
|
501 | 507 | self._notification_socket = self._context.socket(zmq.SUB) |
|
502 | 508 | connect_socket(self._notification_socket, content.notification) |
|
503 | 509 | self._notification_socket.setsockopt(zmq.SUBSCRIBE, b'') |
|
504 | 510 | # if content.query: |
|
505 | 511 | # self._query_socket = self._context.socket(zmq.XREQ) |
|
506 | 512 | # self._query_socket.setsockopt(zmq.IDENTITY, self.session.session) |
|
507 | 513 | # connect_socket(self._query_socket, content.query) |
|
508 | 514 | if content.control: |
|
509 | 515 | self._control_socket = self._context.socket(zmq.XREQ) |
|
510 |
self._control_socket.setsockopt(zmq.IDENTITY, |
|
|
516 | self._control_socket.setsockopt(zmq.IDENTITY, ident) | |
|
511 | 517 | connect_socket(self._control_socket, content.control) |
|
512 | 518 | if content.iopub: |
|
513 | 519 | self._iopub_socket = self._context.socket(zmq.SUB) |
|
514 | 520 | self._iopub_socket.setsockopt(zmq.SUBSCRIBE, b'') |
|
515 |
self._iopub_socket.setsockopt(zmq.IDENTITY, |
|
|
521 | self._iopub_socket.setsockopt(zmq.IDENTITY, ident) | |
|
516 | 522 | connect_socket(self._iopub_socket, content.iopub) |
|
517 | 523 | self._update_engines(dict(content.engines)) |
|
518 | 524 | else: |
|
519 | 525 | self._connected = False |
|
520 | 526 | raise Exception("Failed to connect!") |
|
521 | 527 | |
|
522 | 528 | #-------------------------------------------------------------------------- |
|
523 | 529 | # handlers and callbacks for incoming messages |
|
524 | 530 | #-------------------------------------------------------------------------- |
|
525 | 531 | |
|
526 | 532 | def _unwrap_exception(self, content): |
|
527 | 533 | """unwrap exception, and remap engine_id to int.""" |
|
528 | 534 | e = error.unwrap_exception(content) |
|
529 | 535 | # print e.traceback |
|
530 | 536 | if e.engine_info: |
|
531 | 537 | e_uuid = e.engine_info['engine_uuid'] |
|
532 | 538 | eid = self._engines[e_uuid] |
|
533 | 539 | e.engine_info['engine_id'] = eid |
|
534 | 540 | return e |
|
535 | 541 | |
|
536 | 542 | def _extract_metadata(self, header, parent, content): |
|
537 | 543 | md = {'msg_id' : parent['msg_id'], |
|
538 | 544 | 'received' : datetime.now(), |
|
539 | 545 | 'engine_uuid' : header.get('engine', None), |
|
540 | 546 | 'follow' : parent.get('follow', []), |
|
541 | 547 | 'after' : parent.get('after', []), |
|
542 | 548 | 'status' : content['status'], |
|
543 | 549 | } |
|
544 | 550 | |
|
545 | 551 | if md['engine_uuid'] is not None: |
|
546 | 552 | md['engine_id'] = self._engines.get(md['engine_uuid'], None) |
|
547 | 553 | |
|
548 | 554 | if 'date' in parent: |
|
549 | 555 | md['submitted'] = parent['date'] |
|
550 | 556 | if 'started' in header: |
|
551 | 557 | md['started'] = header['started'] |
|
552 | 558 | if 'date' in header: |
|
553 | 559 | md['completed'] = header['date'] |
|
554 | 560 | return md |
|
555 | 561 | |
|
556 | 562 | def _register_engine(self, msg): |
|
557 | 563 | """Register a new engine, and update our connection info.""" |
|
558 | 564 | content = msg['content'] |
|
559 | 565 | eid = content['id'] |
|
560 | 566 | d = {eid : content['queue']} |
|
561 | 567 | self._update_engines(d) |
|
562 | 568 | |
|
563 | 569 | def _unregister_engine(self, msg): |
|
564 | 570 | """Unregister an engine that has died.""" |
|
565 | 571 | content = msg['content'] |
|
566 | 572 | eid = int(content['id']) |
|
567 | 573 | if eid in self._ids: |
|
568 | 574 | self._ids.remove(eid) |
|
569 | 575 | uuid = self._engines.pop(eid) |
|
570 | 576 | |
|
571 | 577 | self._handle_stranded_msgs(eid, uuid) |
|
572 | 578 | |
|
573 | 579 | if self._task_socket and self._task_scheme == 'pure': |
|
574 | 580 | self._stop_scheduling_tasks() |
|
575 | 581 | |
|
576 | 582 | def _handle_stranded_msgs(self, eid, uuid): |
|
577 | 583 | """Handle messages known to be on an engine when the engine unregisters. |
|
578 | 584 | |
|
579 | 585 | It is possible that this will fire prematurely - that is, an engine will |
|
580 | 586 | go down after completing a result, and the client will be notified |
|
581 | 587 | of the unregistration and later receive the successful result. |
|
582 | 588 | """ |
|
583 | 589 | |
|
584 | 590 | outstanding = self._outstanding_dict[uuid] |
|
585 | 591 | |
|
586 | 592 | for msg_id in list(outstanding): |
|
587 | 593 | if msg_id in self.results: |
|
588 | 594 | # we already |
|
589 | 595 | continue |
|
590 | 596 | try: |
|
591 | 597 | raise error.EngineError("Engine %r died while running task %r"%(eid, msg_id)) |
|
592 | 598 | except: |
|
593 | 599 | content = error.wrap_exception() |
|
594 | 600 | # build a fake message: |
|
595 | 601 | parent = {} |
|
596 | 602 | header = {} |
|
597 | 603 | parent['msg_id'] = msg_id |
|
598 | 604 | header['engine'] = uuid |
|
599 | 605 | header['date'] = datetime.now() |
|
600 | 606 | msg = dict(parent_header=parent, header=header, content=content) |
|
601 | 607 | self._handle_apply_reply(msg) |
|
602 | 608 | |
|
603 | 609 | def _handle_execute_reply(self, msg): |
|
604 | 610 | """Save the reply to an execute_request into our results. |
|
605 | 611 | |
|
606 | 612 | execute messages are never actually used. apply is used instead. |
|
607 | 613 | """ |
|
608 | 614 | |
|
609 | 615 | parent = msg['parent_header'] |
|
610 | 616 | msg_id = parent['msg_id'] |
|
611 | 617 | if msg_id not in self.outstanding: |
|
612 | 618 | if msg_id in self.history: |
|
613 | 619 | print ("got stale result: %s"%msg_id) |
|
614 | 620 | else: |
|
615 | 621 | print ("got unknown result: %s"%msg_id) |
|
616 | 622 | else: |
|
617 | 623 | self.outstanding.remove(msg_id) |
|
618 | 624 | self.results[msg_id] = self._unwrap_exception(msg['content']) |
|
619 | 625 | |
|
620 | 626 | def _handle_apply_reply(self, msg): |
|
621 | 627 | """Save the reply to an apply_request into our results.""" |
|
622 | 628 | parent = msg['parent_header'] |
|
623 | 629 | msg_id = parent['msg_id'] |
|
624 | 630 | if msg_id not in self.outstanding: |
|
625 | 631 | if msg_id in self.history: |
|
626 | 632 | print ("got stale result: %s"%msg_id) |
|
627 | 633 | print self.results[msg_id] |
|
628 | 634 | print msg |
|
629 | 635 | else: |
|
630 | 636 | print ("got unknown result: %s"%msg_id) |
|
631 | 637 | else: |
|
632 | 638 | self.outstanding.remove(msg_id) |
|
633 | 639 | content = msg['content'] |
|
634 | 640 | header = msg['header'] |
|
635 | 641 | |
|
636 | 642 | # construct metadata: |
|
637 | 643 | md = self.metadata[msg_id] |
|
638 | 644 | md.update(self._extract_metadata(header, parent, content)) |
|
639 | 645 | # is this redundant? |
|
640 | 646 | self.metadata[msg_id] = md |
|
641 | 647 | |
|
642 | 648 | e_outstanding = self._outstanding_dict[md['engine_uuid']] |
|
643 | 649 | if msg_id in e_outstanding: |
|
644 | 650 | e_outstanding.remove(msg_id) |
|
645 | 651 | |
|
646 | 652 | # construct result: |
|
647 | 653 | if content['status'] == 'ok': |
|
648 | 654 | self.results[msg_id] = util.unserialize_object(msg['buffers'])[0] |
|
649 | 655 | elif content['status'] == 'aborted': |
|
650 | 656 | self.results[msg_id] = error.TaskAborted(msg_id) |
|
651 | 657 | elif content['status'] == 'resubmitted': |
|
652 | 658 | # TODO: handle resubmission |
|
653 | 659 | pass |
|
654 | 660 | else: |
|
655 | 661 | self.results[msg_id] = self._unwrap_exception(content) |
|
656 | 662 | |
|
657 | 663 | def _flush_notifications(self): |
|
658 | 664 | """Flush notifications of engine registrations waiting |
|
659 | 665 | in ZMQ queue.""" |
|
660 | 666 | idents,msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK) |
|
661 | 667 | while msg is not None: |
|
662 | 668 | if self.debug: |
|
663 | 669 | pprint(msg) |
|
664 | 670 | msg_type = msg['msg_type'] |
|
665 | 671 | handler = self._notification_handlers.get(msg_type, None) |
|
666 | 672 | if handler is None: |
|
667 | 673 | raise Exception("Unhandled message type: %s"%msg.msg_type) |
|
668 | 674 | else: |
|
669 | 675 | handler(msg) |
|
670 | 676 | idents,msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK) |
|
671 | 677 | |
|
672 | 678 | def _flush_results(self, sock): |
|
673 | 679 | """Flush task or queue results waiting in ZMQ queue.""" |
|
674 | 680 | idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
675 | 681 | while msg is not None: |
|
676 | 682 | if self.debug: |
|
677 | 683 | pprint(msg) |
|
678 | 684 | msg_type = msg['msg_type'] |
|
679 | 685 | handler = self._queue_handlers.get(msg_type, None) |
|
680 | 686 | if handler is None: |
|
681 | 687 | raise Exception("Unhandled message type: %s"%msg.msg_type) |
|
682 | 688 | else: |
|
683 | 689 | handler(msg) |
|
684 | 690 | idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
685 | 691 | |
|
686 | 692 | def _flush_control(self, sock): |
|
687 | 693 | """Flush replies from the control channel waiting |
|
688 | 694 | in the ZMQ queue. |
|
689 | 695 | |
|
690 | 696 | Currently: ignore them.""" |
|
691 | 697 | if self._ignored_control_replies <= 0: |
|
692 | 698 | return |
|
693 | 699 | idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
694 | 700 | while msg is not None: |
|
695 | 701 | self._ignored_control_replies -= 1 |
|
696 | 702 | if self.debug: |
|
697 | 703 | pprint(msg) |
|
698 | 704 | idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
699 | 705 | |
|
700 | 706 | def _flush_ignored_control(self): |
|
701 | 707 | """flush ignored control replies""" |
|
702 | 708 | while self._ignored_control_replies > 0: |
|
703 | 709 | self.session.recv(self._control_socket) |
|
704 | 710 | self._ignored_control_replies -= 1 |
|
705 | 711 | |
|
706 | 712 | def _flush_ignored_hub_replies(self): |
|
707 | 713 | ident,msg = self.session.recv(self._query_socket, mode=zmq.NOBLOCK) |
|
708 | 714 | while msg is not None: |
|
709 | 715 | ident,msg = self.session.recv(self._query_socket, mode=zmq.NOBLOCK) |
|
710 | 716 | |
|
711 | 717 | def _flush_iopub(self, sock): |
|
712 | 718 | """Flush replies from the iopub channel waiting |
|
713 | 719 | in the ZMQ queue. |
|
714 | 720 | """ |
|
715 | 721 | idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
716 | 722 | while msg is not None: |
|
717 | 723 | if self.debug: |
|
718 | 724 | pprint(msg) |
|
719 | 725 | parent = msg['parent_header'] |
|
720 | 726 | msg_id = parent['msg_id'] |
|
721 | 727 | content = msg['content'] |
|
722 | 728 | header = msg['header'] |
|
723 | 729 | msg_type = msg['msg_type'] |
|
724 | 730 | |
|
725 | 731 | # init metadata: |
|
726 | 732 | md = self.metadata[msg_id] |
|
727 | 733 | |
|
728 | 734 | if msg_type == 'stream': |
|
729 | 735 | name = content['name'] |
|
730 | 736 | s = md[name] or '' |
|
731 | 737 | md[name] = s + content['data'] |
|
732 | 738 | elif msg_type == 'pyerr': |
|
733 | 739 | md.update({'pyerr' : self._unwrap_exception(content)}) |
|
734 | 740 | elif msg_type == 'pyin': |
|
735 | 741 | md.update({'pyin' : content['code']}) |
|
736 | 742 | else: |
|
737 | 743 | md.update({msg_type : content.get('data', '')}) |
|
738 | 744 | |
|
739 | 745 | # reduntant? |
|
740 | 746 | self.metadata[msg_id] = md |
|
741 | 747 | |
|
742 | 748 | idents,msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
743 | 749 | |
|
744 | 750 | #-------------------------------------------------------------------------- |
|
745 | 751 | # len, getitem |
|
746 | 752 | #-------------------------------------------------------------------------- |
|
747 | 753 | |
|
748 | 754 | def __len__(self): |
|
749 | 755 | """len(client) returns # of engines.""" |
|
750 | 756 | return len(self.ids) |
|
751 | 757 | |
|
752 | 758 | def __getitem__(self, key): |
|
753 | 759 | """index access returns DirectView multiplexer objects |
|
754 | 760 | |
|
755 | 761 | Must be int, slice, or list/tuple/xrange of ints""" |
|
756 | 762 | if not isinstance(key, (int, slice, tuple, list, xrange)): |
|
757 | 763 | raise TypeError("key by int/slice/iterable of ints only, not %s"%(type(key))) |
|
758 | 764 | else: |
|
759 | 765 | return self.direct_view(key) |
|
760 | 766 | |
|
761 | 767 | #-------------------------------------------------------------------------- |
|
762 | 768 | # Begin public methods |
|
763 | 769 | #-------------------------------------------------------------------------- |
|
764 | 770 | |
|
765 | 771 | @property |
|
766 | 772 | def ids(self): |
|
767 | 773 | """Always up-to-date ids property.""" |
|
768 | 774 | self._flush_notifications() |
|
769 | 775 | # always copy: |
|
770 | 776 | return list(self._ids) |
|
771 | 777 | |
|
772 | 778 | def close(self): |
|
773 | 779 | if self._closed: |
|
774 | 780 | return |
|
775 | 781 | snames = filter(lambda n: n.endswith('socket'), dir(self)) |
|
776 | 782 | for socket in map(lambda name: getattr(self, name), snames): |
|
777 | 783 | if isinstance(socket, zmq.Socket) and not socket.closed: |
|
778 | 784 | socket.close() |
|
779 | 785 | self._closed = True |
|
780 | 786 | |
|
781 | 787 | def spin(self): |
|
782 | 788 | """Flush any registration notifications and execution results |
|
783 | 789 | waiting in the ZMQ queue. |
|
784 | 790 | """ |
|
785 | 791 | if self._notification_socket: |
|
786 | 792 | self._flush_notifications() |
|
787 | 793 | if self._mux_socket: |
|
788 | 794 | self._flush_results(self._mux_socket) |
|
789 | 795 | if self._task_socket: |
|
790 | 796 | self._flush_results(self._task_socket) |
|
791 | 797 | if self._control_socket: |
|
792 | 798 | self._flush_control(self._control_socket) |
|
793 | 799 | if self._iopub_socket: |
|
794 | 800 | self._flush_iopub(self._iopub_socket) |
|
795 | 801 | if self._query_socket: |
|
796 | 802 | self._flush_ignored_hub_replies() |
|
797 | 803 | |
|
798 | 804 | def wait(self, jobs=None, timeout=-1): |
|
799 | 805 | """waits on one or more `jobs`, for up to `timeout` seconds. |
|
800 | 806 | |
|
801 | 807 | Parameters |
|
802 | 808 | ---------- |
|
803 | 809 | |
|
804 | 810 | jobs : int, str, or list of ints and/or strs, or one or more AsyncResult objects |
|
805 | 811 | ints are indices to self.history |
|
806 | 812 | strs are msg_ids |
|
807 | 813 | default: wait on all outstanding messages |
|
808 | 814 | timeout : float |
|
809 | 815 | a time in seconds, after which to give up. |
|
810 | 816 | default is -1, which means no timeout |
|
811 | 817 | |
|
812 | 818 | Returns |
|
813 | 819 | ------- |
|
814 | 820 | |
|
815 | 821 | True : when all msg_ids are done |
|
816 | 822 | False : timeout reached, some msg_ids still outstanding |
|
817 | 823 | """ |
|
818 | 824 | tic = time.time() |
|
819 | 825 | if jobs is None: |
|
820 | 826 | theids = self.outstanding |
|
821 | 827 | else: |
|
822 | 828 | if isinstance(jobs, (int, str, AsyncResult)): |
|
823 | 829 | jobs = [jobs] |
|
824 | 830 | theids = set() |
|
825 | 831 | for job in jobs: |
|
826 | 832 | if isinstance(job, int): |
|
827 | 833 | # index access |
|
828 | 834 | job = self.history[job] |
|
829 | 835 | elif isinstance(job, AsyncResult): |
|
830 | 836 | map(theids.add, job.msg_ids) |
|
831 | 837 | continue |
|
832 | 838 | theids.add(job) |
|
833 | 839 | if not theids.intersection(self.outstanding): |
|
834 | 840 | return True |
|
835 | 841 | self.spin() |
|
836 | 842 | while theids.intersection(self.outstanding): |
|
837 | 843 | if timeout >= 0 and ( time.time()-tic ) > timeout: |
|
838 | 844 | break |
|
839 | 845 | time.sleep(1e-3) |
|
840 | 846 | self.spin() |
|
841 | 847 | return len(theids.intersection(self.outstanding)) == 0 |
|
842 | 848 | |
|
843 | 849 | #-------------------------------------------------------------------------- |
|
844 | 850 | # Control methods |
|
845 | 851 | #-------------------------------------------------------------------------- |
|
846 | 852 | |
|
847 | 853 | @spin_first |
|
848 | 854 | def clear(self, targets=None, block=None): |
|
849 | 855 | """Clear the namespace in target(s).""" |
|
850 | 856 | block = self.block if block is None else block |
|
851 | 857 | targets = self._build_targets(targets)[0] |
|
852 | 858 | for t in targets: |
|
853 | 859 | self.session.send(self._control_socket, 'clear_request', content={}, ident=t) |
|
854 | 860 | error = False |
|
855 | 861 | if block: |
|
856 | 862 | self._flush_ignored_control() |
|
857 | 863 | for i in range(len(targets)): |
|
858 | 864 | idents,msg = self.session.recv(self._control_socket,0) |
|
859 | 865 | if self.debug: |
|
860 | 866 | pprint(msg) |
|
861 | 867 | if msg['content']['status'] != 'ok': |
|
862 | 868 | error = self._unwrap_exception(msg['content']) |
|
863 | 869 | else: |
|
864 | 870 | self._ignored_control_replies += len(targets) |
|
865 | 871 | if error: |
|
866 | 872 | raise error |
|
867 | 873 | |
|
868 | 874 | |
|
869 | 875 | @spin_first |
|
870 | 876 | def abort(self, jobs=None, targets=None, block=None): |
|
871 | 877 | """Abort specific jobs from the execution queues of target(s). |
|
872 | 878 | |
|
873 | 879 | This is a mechanism to prevent jobs that have already been submitted |
|
874 | 880 | from executing. |
|
875 | 881 | |
|
876 | 882 | Parameters |
|
877 | 883 | ---------- |
|
878 | 884 | |
|
879 | 885 | jobs : msg_id, list of msg_ids, or AsyncResult |
|
880 | 886 | The jobs to be aborted |
|
881 | 887 | |
|
882 | 888 | |
|
883 | 889 | """ |
|
884 | 890 | block = self.block if block is None else block |
|
885 | 891 | targets = self._build_targets(targets)[0] |
|
886 | 892 | msg_ids = [] |
|
887 | 893 | if isinstance(jobs, (basestring,AsyncResult)): |
|
888 | 894 | jobs = [jobs] |
|
889 | 895 | bad_ids = filter(lambda obj: not isinstance(obj, (basestring, AsyncResult)), jobs) |
|
890 | 896 | if bad_ids: |
|
891 | 897 | raise TypeError("Invalid msg_id type %r, expected str or AsyncResult"%bad_ids[0]) |
|
892 | 898 | for j in jobs: |
|
893 | 899 | if isinstance(j, AsyncResult): |
|
894 | 900 | msg_ids.extend(j.msg_ids) |
|
895 | 901 | else: |
|
896 | 902 | msg_ids.append(j) |
|
897 | 903 | content = dict(msg_ids=msg_ids) |
|
898 | 904 | for t in targets: |
|
899 | 905 | self.session.send(self._control_socket, 'abort_request', |
|
900 | 906 | content=content, ident=t) |
|
901 | 907 | error = False |
|
902 | 908 | if block: |
|
903 | 909 | self._flush_ignored_control() |
|
904 | 910 | for i in range(len(targets)): |
|
905 | 911 | idents,msg = self.session.recv(self._control_socket,0) |
|
906 | 912 | if self.debug: |
|
907 | 913 | pprint(msg) |
|
908 | 914 | if msg['content']['status'] != 'ok': |
|
909 | 915 | error = self._unwrap_exception(msg['content']) |
|
910 | 916 | else: |
|
911 | 917 | self._ignored_control_replies += len(targets) |
|
912 | 918 | if error: |
|
913 | 919 | raise error |
|
914 | 920 | |
|
915 | 921 | @spin_first |
|
916 | 922 | def shutdown(self, targets=None, restart=False, hub=False, block=None): |
|
917 | 923 | """Terminates one or more engine processes, optionally including the hub.""" |
|
918 | 924 | block = self.block if block is None else block |
|
919 | 925 | if hub: |
|
920 | 926 | targets = 'all' |
|
921 | 927 | targets = self._build_targets(targets)[0] |
|
922 | 928 | for t in targets: |
|
923 | 929 | self.session.send(self._control_socket, 'shutdown_request', |
|
924 | 930 | content={'restart':restart},ident=t) |
|
925 | 931 | error = False |
|
926 | 932 | if block or hub: |
|
927 | 933 | self._flush_ignored_control() |
|
928 | 934 | for i in range(len(targets)): |
|
929 | 935 | idents,msg = self.session.recv(self._control_socket, 0) |
|
930 | 936 | if self.debug: |
|
931 | 937 | pprint(msg) |
|
932 | 938 | if msg['content']['status'] != 'ok': |
|
933 | 939 | error = self._unwrap_exception(msg['content']) |
|
934 | 940 | else: |
|
935 | 941 | self._ignored_control_replies += len(targets) |
|
936 | 942 | |
|
937 | 943 | if hub: |
|
938 | 944 | time.sleep(0.25) |
|
939 | 945 | self.session.send(self._query_socket, 'shutdown_request') |
|
940 | 946 | idents,msg = self.session.recv(self._query_socket, 0) |
|
941 | 947 | if self.debug: |
|
942 | 948 | pprint(msg) |
|
943 | 949 | if msg['content']['status'] != 'ok': |
|
944 | 950 | error = self._unwrap_exception(msg['content']) |
|
945 | 951 | |
|
946 | 952 | if error: |
|
947 | 953 | raise error |
|
948 | 954 | |
|
949 | 955 | #-------------------------------------------------------------------------- |
|
950 | 956 | # Execution related methods |
|
951 | 957 | #-------------------------------------------------------------------------- |
|
952 | 958 | |
|
953 | 959 | def _maybe_raise(self, result): |
|
954 | 960 | """wrapper for maybe raising an exception if apply failed.""" |
|
955 | 961 | if isinstance(result, error.RemoteError): |
|
956 | 962 | raise result |
|
957 | 963 | |
|
958 | 964 | return result |
|
959 | 965 | |
|
960 | 966 | def send_apply_message(self, socket, f, args=None, kwargs=None, subheader=None, track=False, |
|
961 | 967 | ident=None): |
|
962 | 968 | """construct and send an apply message via a socket. |
|
963 | 969 | |
|
964 | 970 | This is the principal method with which all engine execution is performed by views. |
|
965 | 971 | """ |
|
966 | 972 | |
|
967 | 973 | assert not self._closed, "cannot use me anymore, I'm closed!" |
|
968 | 974 | # defaults: |
|
969 | 975 | args = args if args is not None else [] |
|
970 | 976 | kwargs = kwargs if kwargs is not None else {} |
|
971 | 977 | subheader = subheader if subheader is not None else {} |
|
972 | 978 | |
|
973 | 979 | # validate arguments |
|
974 | 980 | if not callable(f): |
|
975 | 981 | raise TypeError("f must be callable, not %s"%type(f)) |
|
976 | 982 | if not isinstance(args, (tuple, list)): |
|
977 | 983 | raise TypeError("args must be tuple or list, not %s"%type(args)) |
|
978 | 984 | if not isinstance(kwargs, dict): |
|
979 | 985 | raise TypeError("kwargs must be dict, not %s"%type(kwargs)) |
|
980 | 986 | if not isinstance(subheader, dict): |
|
981 | 987 | raise TypeError("subheader must be dict, not %s"%type(subheader)) |
|
982 | 988 | |
|
983 | 989 | bufs = util.pack_apply_message(f,args,kwargs) |
|
984 | 990 | |
|
985 | 991 | msg = self.session.send(socket, "apply_request", buffers=bufs, ident=ident, |
|
986 | 992 | subheader=subheader, track=track) |
|
987 | 993 | |
|
988 | 994 | msg_id = msg['msg_id'] |
|
989 | 995 | self.outstanding.add(msg_id) |
|
990 | 996 | if ident: |
|
991 | 997 | # possibly routed to a specific engine |
|
992 | 998 | if isinstance(ident, list): |
|
993 | 999 | ident = ident[-1] |
|
994 | 1000 | if ident in self._engines.values(): |
|
995 | 1001 | # save for later, in case of engine death |
|
996 | 1002 | self._outstanding_dict[ident].add(msg_id) |
|
997 | 1003 | self.history.append(msg_id) |
|
998 | 1004 | self.metadata[msg_id]['submitted'] = datetime.now() |
|
999 | 1005 | |
|
1000 | 1006 | return msg |
|
1001 | 1007 | |
|
1002 | 1008 | #-------------------------------------------------------------------------- |
|
1003 | 1009 | # construct a View object |
|
1004 | 1010 | #-------------------------------------------------------------------------- |
|
1005 | 1011 | |
|
1006 | 1012 | def load_balanced_view(self, targets=None): |
|
1007 | 1013 | """construct a DirectView object. |
|
1008 | 1014 | |
|
1009 | 1015 | If no arguments are specified, create a LoadBalancedView |
|
1010 | 1016 | using all engines. |
|
1011 | 1017 | |
|
1012 | 1018 | Parameters |
|
1013 | 1019 | ---------- |
|
1014 | 1020 | |
|
1015 | 1021 | targets: list,slice,int,etc. [default: use all engines] |
|
1016 | 1022 | The subset of engines across which to load-balance |
|
1017 | 1023 | """ |
|
1018 | 1024 | if targets is not None: |
|
1019 | 1025 | targets = self._build_targets(targets)[1] |
|
1020 | 1026 | return LoadBalancedView(client=self, socket=self._task_socket, targets=targets) |
|
1021 | 1027 | |
|
1022 | 1028 | def direct_view(self, targets='all'): |
|
1023 | 1029 | """construct a DirectView object. |
|
1024 | 1030 | |
|
1025 | 1031 | If no targets are specified, create a DirectView |
|
1026 | 1032 | using all engines. |
|
1027 | 1033 | |
|
1028 | 1034 | Parameters |
|
1029 | 1035 | ---------- |
|
1030 | 1036 | |
|
1031 | 1037 | targets: list,slice,int,etc. [default: use all engines] |
|
1032 | 1038 | The engines to use for the View |
|
1033 | 1039 | """ |
|
1034 | 1040 | single = isinstance(targets, int) |
|
1035 | 1041 | targets = self._build_targets(targets)[1] |
|
1036 | 1042 | if single: |
|
1037 | 1043 | targets = targets[0] |
|
1038 | 1044 | return DirectView(client=self, socket=self._mux_socket, targets=targets) |
|
1039 | 1045 | |
|
1040 | 1046 | #-------------------------------------------------------------------------- |
|
1041 | 1047 | # Query methods |
|
1042 | 1048 | #-------------------------------------------------------------------------- |
|
1043 | 1049 | |
|
1044 | 1050 | @spin_first |
|
1045 | 1051 | def get_result(self, indices_or_msg_ids=None, block=None): |
|
1046 | 1052 | """Retrieve a result by msg_id or history index, wrapped in an AsyncResult object. |
|
1047 | 1053 | |
|
1048 | 1054 | If the client already has the results, no request to the Hub will be made. |
|
1049 | 1055 | |
|
1050 | 1056 | This is a convenient way to construct AsyncResult objects, which are wrappers |
|
1051 | 1057 | that include metadata about execution, and allow for awaiting results that |
|
1052 | 1058 | were not submitted by this Client. |
|
1053 | 1059 | |
|
1054 | 1060 | It can also be a convenient way to retrieve the metadata associated with |
|
1055 | 1061 | blocking execution, since it always retrieves |
|
1056 | 1062 | |
|
1057 | 1063 | Examples |
|
1058 | 1064 | -------- |
|
1059 | 1065 | :: |
|
1060 | 1066 | |
|
1061 | 1067 | In [10]: r = client.apply() |
|
1062 | 1068 | |
|
1063 | 1069 | Parameters |
|
1064 | 1070 | ---------- |
|
1065 | 1071 | |
|
1066 | 1072 | indices_or_msg_ids : integer history index, str msg_id, or list of either |
|
1067 | 1073 | The indices or msg_ids of indices to be retrieved |
|
1068 | 1074 | |
|
1069 | 1075 | block : bool |
|
1070 | 1076 | Whether to wait for the result to be done |
|
1071 | 1077 | |
|
1072 | 1078 | Returns |
|
1073 | 1079 | ------- |
|
1074 | 1080 | |
|
1075 | 1081 | AsyncResult |
|
1076 | 1082 | A single AsyncResult object will always be returned. |
|
1077 | 1083 | |
|
1078 | 1084 | AsyncHubResult |
|
1079 | 1085 | A subclass of AsyncResult that retrieves results from the Hub |
|
1080 | 1086 | |
|
1081 | 1087 | """ |
|
1082 | 1088 | block = self.block if block is None else block |
|
1083 | 1089 | if indices_or_msg_ids is None: |
|
1084 | 1090 | indices_or_msg_ids = -1 |
|
1085 | 1091 | |
|
1086 | 1092 | if not isinstance(indices_or_msg_ids, (list,tuple)): |
|
1087 | 1093 | indices_or_msg_ids = [indices_or_msg_ids] |
|
1088 | 1094 | |
|
1089 | 1095 | theids = [] |
|
1090 | 1096 | for id in indices_or_msg_ids: |
|
1091 | 1097 | if isinstance(id, int): |
|
1092 | 1098 | id = self.history[id] |
|
1093 | 1099 | if not isinstance(id, str): |
|
1094 | 1100 | raise TypeError("indices must be str or int, not %r"%id) |
|
1095 | 1101 | theids.append(id) |
|
1096 | 1102 | |
|
1097 | 1103 | local_ids = filter(lambda msg_id: msg_id in self.history or msg_id in self.results, theids) |
|
1098 | 1104 | remote_ids = filter(lambda msg_id: msg_id not in local_ids, theids) |
|
1099 | 1105 | |
|
1100 | 1106 | if remote_ids: |
|
1101 | 1107 | ar = AsyncHubResult(self, msg_ids=theids) |
|
1102 | 1108 | else: |
|
1103 | 1109 | ar = AsyncResult(self, msg_ids=theids) |
|
1104 | 1110 | |
|
1105 | 1111 | if block: |
|
1106 | 1112 | ar.wait() |
|
1107 | 1113 | |
|
1108 | 1114 | return ar |
|
1109 | 1115 | |
|
1110 | 1116 | @spin_first |
|
1111 | 1117 | def resubmit(self, indices_or_msg_ids=None, subheader=None, block=None): |
|
1112 | 1118 | """Resubmit one or more tasks. |
|
1113 | 1119 | |
|
1114 | 1120 | in-flight tasks may not be resubmitted. |
|
1115 | 1121 | |
|
1116 | 1122 | Parameters |
|
1117 | 1123 | ---------- |
|
1118 | 1124 | |
|
1119 | 1125 | indices_or_msg_ids : integer history index, str msg_id, or list of either |
|
1120 | 1126 | The indices or msg_ids of indices to be retrieved |
|
1121 | 1127 | |
|
1122 | 1128 | block : bool |
|
1123 | 1129 | Whether to wait for the result to be done |
|
1124 | 1130 | |
|
1125 | 1131 | Returns |
|
1126 | 1132 | ------- |
|
1127 | 1133 | |
|
1128 | 1134 | AsyncHubResult |
|
1129 | 1135 | A subclass of AsyncResult that retrieves results from the Hub |
|
1130 | 1136 | |
|
1131 | 1137 | """ |
|
1132 | 1138 | block = self.block if block is None else block |
|
1133 | 1139 | if indices_or_msg_ids is None: |
|
1134 | 1140 | indices_or_msg_ids = -1 |
|
1135 | 1141 | |
|
1136 | 1142 | if not isinstance(indices_or_msg_ids, (list,tuple)): |
|
1137 | 1143 | indices_or_msg_ids = [indices_or_msg_ids] |
|
1138 | 1144 | |
|
1139 | 1145 | theids = [] |
|
1140 | 1146 | for id in indices_or_msg_ids: |
|
1141 | 1147 | if isinstance(id, int): |
|
1142 | 1148 | id = self.history[id] |
|
1143 | 1149 | if not isinstance(id, str): |
|
1144 | 1150 | raise TypeError("indices must be str or int, not %r"%id) |
|
1145 | 1151 | theids.append(id) |
|
1146 | 1152 | |
|
1147 | 1153 | for msg_id in theids: |
|
1148 | 1154 | self.outstanding.discard(msg_id) |
|
1149 | 1155 | if msg_id in self.history: |
|
1150 | 1156 | self.history.remove(msg_id) |
|
1151 | 1157 | self.results.pop(msg_id, None) |
|
1152 | 1158 | self.metadata.pop(msg_id, None) |
|
1153 | 1159 | content = dict(msg_ids = theids) |
|
1154 | 1160 | |
|
1155 | 1161 | self.session.send(self._query_socket, 'resubmit_request', content) |
|
1156 | 1162 | |
|
1157 | 1163 | zmq.select([self._query_socket], [], []) |
|
1158 | 1164 | idents,msg = self.session.recv(self._query_socket, zmq.NOBLOCK) |
|
1159 | 1165 | if self.debug: |
|
1160 | 1166 | pprint(msg) |
|
1161 | 1167 | content = msg['content'] |
|
1162 | 1168 | if content['status'] != 'ok': |
|
1163 | 1169 | raise self._unwrap_exception(content) |
|
1164 | 1170 | |
|
1165 | 1171 | ar = AsyncHubResult(self, msg_ids=theids) |
|
1166 | 1172 | |
|
1167 | 1173 | if block: |
|
1168 | 1174 | ar.wait() |
|
1169 | 1175 | |
|
1170 | 1176 | return ar |
|
1171 | 1177 | |
|
1172 | 1178 | @spin_first |
|
1173 | 1179 | def result_status(self, msg_ids, status_only=True): |
|
1174 | 1180 | """Check on the status of the result(s) of the apply request with `msg_ids`. |
|
1175 | 1181 | |
|
1176 | 1182 | If status_only is False, then the actual results will be retrieved, else |
|
1177 | 1183 | only the status of the results will be checked. |
|
1178 | 1184 | |
|
1179 | 1185 | Parameters |
|
1180 | 1186 | ---------- |
|
1181 | 1187 | |
|
1182 | 1188 | msg_ids : list of msg_ids |
|
1183 | 1189 | if int: |
|
1184 | 1190 | Passed as index to self.history for convenience. |
|
1185 | 1191 | status_only : bool (default: True) |
|
1186 | 1192 | if False: |
|
1187 | 1193 | Retrieve the actual results of completed tasks. |
|
1188 | 1194 | |
|
1189 | 1195 | Returns |
|
1190 | 1196 | ------- |
|
1191 | 1197 | |
|
1192 | 1198 | results : dict |
|
1193 | 1199 | There will always be the keys 'pending' and 'completed', which will |
|
1194 | 1200 | be lists of msg_ids that are incomplete or complete. If `status_only` |
|
1195 | 1201 | is False, then completed results will be keyed by their `msg_id`. |
|
1196 | 1202 | """ |
|
1197 | 1203 | if not isinstance(msg_ids, (list,tuple)): |
|
1198 | 1204 | msg_ids = [msg_ids] |
|
1199 | 1205 | |
|
1200 | 1206 | theids = [] |
|
1201 | 1207 | for msg_id in msg_ids: |
|
1202 | 1208 | if isinstance(msg_id, int): |
|
1203 | 1209 | msg_id = self.history[msg_id] |
|
1204 | 1210 | if not isinstance(msg_id, basestring): |
|
1205 | 1211 | raise TypeError("msg_ids must be str, not %r"%msg_id) |
|
1206 | 1212 | theids.append(msg_id) |
|
1207 | 1213 | |
|
1208 | 1214 | completed = [] |
|
1209 | 1215 | local_results = {} |
|
1210 | 1216 | |
|
1211 | 1217 | # comment this block out to temporarily disable local shortcut: |
|
1212 | 1218 | for msg_id in theids: |
|
1213 | 1219 | if msg_id in self.results: |
|
1214 | 1220 | completed.append(msg_id) |
|
1215 | 1221 | local_results[msg_id] = self.results[msg_id] |
|
1216 | 1222 | theids.remove(msg_id) |
|
1217 | 1223 | |
|
1218 | 1224 | if theids: # some not locally cached |
|
1219 | 1225 | content = dict(msg_ids=theids, status_only=status_only) |
|
1220 | 1226 | msg = self.session.send(self._query_socket, "result_request", content=content) |
|
1221 | 1227 | zmq.select([self._query_socket], [], []) |
|
1222 | 1228 | idents,msg = self.session.recv(self._query_socket, zmq.NOBLOCK) |
|
1223 | 1229 | if self.debug: |
|
1224 | 1230 | pprint(msg) |
|
1225 | 1231 | content = msg['content'] |
|
1226 | 1232 | if content['status'] != 'ok': |
|
1227 | 1233 | raise self._unwrap_exception(content) |
|
1228 | 1234 | buffers = msg['buffers'] |
|
1229 | 1235 | else: |
|
1230 | 1236 | content = dict(completed=[],pending=[]) |
|
1231 | 1237 | |
|
1232 | 1238 | content['completed'].extend(completed) |
|
1233 | 1239 | |
|
1234 | 1240 | if status_only: |
|
1235 | 1241 | return content |
|
1236 | 1242 | |
|
1237 | 1243 | failures = [] |
|
1238 | 1244 | # load cached results into result: |
|
1239 | 1245 | content.update(local_results) |
|
1240 | 1246 | |
|
1241 | 1247 | # update cache with results: |
|
1242 | 1248 | for msg_id in sorted(theids): |
|
1243 | 1249 | if msg_id in content['completed']: |
|
1244 | 1250 | rec = content[msg_id] |
|
1245 | 1251 | parent = rec['header'] |
|
1246 | 1252 | header = rec['result_header'] |
|
1247 | 1253 | rcontent = rec['result_content'] |
|
1248 | 1254 | iodict = rec['io'] |
|
1249 | 1255 | if isinstance(rcontent, str): |
|
1250 | 1256 | rcontent = self.session.unpack(rcontent) |
|
1251 | 1257 | |
|
1252 | 1258 | md = self.metadata[msg_id] |
|
1253 | 1259 | md.update(self._extract_metadata(header, parent, rcontent)) |
|
1254 | 1260 | md.update(iodict) |
|
1255 | 1261 | |
|
1256 | 1262 | if rcontent['status'] == 'ok': |
|
1257 | 1263 | res,buffers = util.unserialize_object(buffers) |
|
1258 | 1264 | else: |
|
1259 | 1265 | print rcontent |
|
1260 | 1266 | res = self._unwrap_exception(rcontent) |
|
1261 | 1267 | failures.append(res) |
|
1262 | 1268 | |
|
1263 | 1269 | self.results[msg_id] = res |
|
1264 | 1270 | content[msg_id] = res |
|
1265 | 1271 | |
|
1266 | 1272 | if len(theids) == 1 and failures: |
|
1267 | 1273 | raise failures[0] |
|
1268 | 1274 | |
|
1269 | 1275 | error.collect_exceptions(failures, "result_status") |
|
1270 | 1276 | return content |
|
1271 | 1277 | |
|
1272 | 1278 | @spin_first |
|
1273 | 1279 | def queue_status(self, targets='all', verbose=False): |
|
1274 | 1280 | """Fetch the status of engine queues. |
|
1275 | 1281 | |
|
1276 | 1282 | Parameters |
|
1277 | 1283 | ---------- |
|
1278 | 1284 | |
|
1279 | 1285 | targets : int/str/list of ints/strs |
|
1280 | 1286 | the engines whose states are to be queried. |
|
1281 | 1287 | default : all |
|
1282 | 1288 | verbose : bool |
|
1283 | 1289 | Whether to return lengths only, or lists of ids for each element |
|
1284 | 1290 | """ |
|
1285 | 1291 | engine_ids = self._build_targets(targets)[1] |
|
1286 | 1292 | content = dict(targets=engine_ids, verbose=verbose) |
|
1287 | 1293 | self.session.send(self._query_socket, "queue_request", content=content) |
|
1288 | 1294 | idents,msg = self.session.recv(self._query_socket, 0) |
|
1289 | 1295 | if self.debug: |
|
1290 | 1296 | pprint(msg) |
|
1291 | 1297 | content = msg['content'] |
|
1292 | 1298 | status = content.pop('status') |
|
1293 | 1299 | if status != 'ok': |
|
1294 | 1300 | raise self._unwrap_exception(content) |
|
1295 | 1301 | content = rekey(content) |
|
1296 | 1302 | if isinstance(targets, int): |
|
1297 | 1303 | return content[targets] |
|
1298 | 1304 | else: |
|
1299 | 1305 | return content |
|
1300 | 1306 | |
|
1301 | 1307 | @spin_first |
|
1302 | 1308 | def purge_results(self, jobs=[], targets=[]): |
|
1303 | 1309 | """Tell the Hub to forget results. |
|
1304 | 1310 | |
|
1305 | 1311 | Individual results can be purged by msg_id, or the entire |
|
1306 | 1312 | history of specific targets can be purged. |
|
1307 | 1313 | |
|
1308 | 1314 | Use `purge_results('all')` to scrub everything from the Hub's db. |
|
1309 | 1315 | |
|
1310 | 1316 | Parameters |
|
1311 | 1317 | ---------- |
|
1312 | 1318 | |
|
1313 | 1319 | jobs : str or list of str or AsyncResult objects |
|
1314 | 1320 | the msg_ids whose results should be forgotten. |
|
1315 | 1321 | targets : int/str/list of ints/strs |
|
1316 | 1322 | The targets, by int_id, whose entire history is to be purged. |
|
1317 | 1323 | |
|
1318 | 1324 | default : None |
|
1319 | 1325 | """ |
|
1320 | 1326 | if not targets and not jobs: |
|
1321 | 1327 | raise ValueError("Must specify at least one of `targets` and `jobs`") |
|
1322 | 1328 | if targets: |
|
1323 | 1329 | targets = self._build_targets(targets)[1] |
|
1324 | 1330 | |
|
1325 | 1331 | # construct msg_ids from jobs |
|
1326 | 1332 | if jobs == 'all': |
|
1327 | 1333 | msg_ids = jobs |
|
1328 | 1334 | else: |
|
1329 | 1335 | msg_ids = [] |
|
1330 | 1336 | if isinstance(jobs, (basestring,AsyncResult)): |
|
1331 | 1337 | jobs = [jobs] |
|
1332 | 1338 | bad_ids = filter(lambda obj: not isinstance(obj, (basestring, AsyncResult)), jobs) |
|
1333 | 1339 | if bad_ids: |
|
1334 | 1340 | raise TypeError("Invalid msg_id type %r, expected str or AsyncResult"%bad_ids[0]) |
|
1335 | 1341 | for j in jobs: |
|
1336 | 1342 | if isinstance(j, AsyncResult): |
|
1337 | 1343 | msg_ids.extend(j.msg_ids) |
|
1338 | 1344 | else: |
|
1339 | 1345 | msg_ids.append(j) |
|
1340 | 1346 | |
|
1341 | 1347 | content = dict(engine_ids=targets, msg_ids=msg_ids) |
|
1342 | 1348 | self.session.send(self._query_socket, "purge_request", content=content) |
|
1343 | 1349 | idents, msg = self.session.recv(self._query_socket, 0) |
|
1344 | 1350 | if self.debug: |
|
1345 | 1351 | pprint(msg) |
|
1346 | 1352 | content = msg['content'] |
|
1347 | 1353 | if content['status'] != 'ok': |
|
1348 | 1354 | raise self._unwrap_exception(content) |
|
1349 | 1355 | |
|
1350 | 1356 | @spin_first |
|
1351 | 1357 | def hub_history(self): |
|
1352 | 1358 | """Get the Hub's history |
|
1353 | 1359 | |
|
1354 | 1360 | Just like the Client, the Hub has a history, which is a list of msg_ids. |
|
1355 | 1361 | This will contain the history of all clients, and, depending on configuration, |
|
1356 | 1362 | may contain history across multiple cluster sessions. |
|
1357 | 1363 | |
|
1358 | 1364 | Any msg_id returned here is a valid argument to `get_result`. |
|
1359 | 1365 | |
|
1360 | 1366 | Returns |
|
1361 | 1367 | ------- |
|
1362 | 1368 | |
|
1363 | 1369 | msg_ids : list of strs |
|
1364 | 1370 | list of all msg_ids, ordered by task submission time. |
|
1365 | 1371 | """ |
|
1366 | 1372 | |
|
1367 | 1373 | self.session.send(self._query_socket, "history_request", content={}) |
|
1368 | 1374 | idents, msg = self.session.recv(self._query_socket, 0) |
|
1369 | 1375 | |
|
1370 | 1376 | if self.debug: |
|
1371 | 1377 | pprint(msg) |
|
1372 | 1378 | content = msg['content'] |
|
1373 | 1379 | if content['status'] != 'ok': |
|
1374 | 1380 | raise self._unwrap_exception(content) |
|
1375 | 1381 | else: |
|
1376 | 1382 | return content['history'] |
|
1377 | 1383 | |
|
1378 | 1384 | @spin_first |
|
1379 | 1385 | def db_query(self, query, keys=None): |
|
1380 | 1386 | """Query the Hub's TaskRecord database |
|
1381 | 1387 | |
|
1382 | 1388 | This will return a list of task record dicts that match `query` |
|
1383 | 1389 | |
|
1384 | 1390 | Parameters |
|
1385 | 1391 | ---------- |
|
1386 | 1392 | |
|
1387 | 1393 | query : mongodb query dict |
|
1388 | 1394 | The search dict. See mongodb query docs for details. |
|
1389 | 1395 | keys : list of strs [optional] |
|
1390 | 1396 | The subset of keys to be returned. The default is to fetch everything but buffers. |
|
1391 | 1397 | 'msg_id' will *always* be included. |
|
1392 | 1398 | """ |
|
1393 | 1399 | if isinstance(keys, basestring): |
|
1394 | 1400 | keys = [keys] |
|
1395 | 1401 | content = dict(query=query, keys=keys) |
|
1396 | 1402 | self.session.send(self._query_socket, "db_request", content=content) |
|
1397 | 1403 | idents, msg = self.session.recv(self._query_socket, 0) |
|
1398 | 1404 | if self.debug: |
|
1399 | 1405 | pprint(msg) |
|
1400 | 1406 | content = msg['content'] |
|
1401 | 1407 | if content['status'] != 'ok': |
|
1402 | 1408 | raise self._unwrap_exception(content) |
|
1403 | 1409 | |
|
1404 | 1410 | records = content['records'] |
|
1405 | 1411 | |
|
1406 | 1412 | buffer_lens = content['buffer_lens'] |
|
1407 | 1413 | result_buffer_lens = content['result_buffer_lens'] |
|
1408 | 1414 | buffers = msg['buffers'] |
|
1409 | 1415 | has_bufs = buffer_lens is not None |
|
1410 | 1416 | has_rbufs = result_buffer_lens is not None |
|
1411 | 1417 | for i,rec in enumerate(records): |
|
1412 | 1418 | # relink buffers |
|
1413 | 1419 | if has_bufs: |
|
1414 | 1420 | blen = buffer_lens[i] |
|
1415 | 1421 | rec['buffers'], buffers = buffers[:blen],buffers[blen:] |
|
1416 | 1422 | if has_rbufs: |
|
1417 | 1423 | blen = result_buffer_lens[i] |
|
1418 | 1424 | rec['result_buffers'], buffers = buffers[:blen],buffers[blen:] |
|
1419 | 1425 | |
|
1420 | 1426 | return records |
|
1421 | 1427 | |
|
1422 | 1428 | __all__ = [ 'Client' ] |
@@ -1,165 +1,165 b'' | |||
|
1 | 1 | # encoding: utf-8 |
|
2 | 2 | |
|
3 | 3 | """Classes used in scattering and gathering sequences. |
|
4 | 4 | |
|
5 | 5 | Scattering consists of partitioning a sequence and sending the various |
|
6 | 6 | pieces to individual nodes in a cluster. |
|
7 | 7 | |
|
8 | 8 | |
|
9 | 9 | Authors: |
|
10 | 10 | |
|
11 | 11 | * Brian Granger |
|
12 | 12 | * MinRK |
|
13 | 13 | |
|
14 | 14 | """ |
|
15 | 15 | |
|
16 | __docformat__ = "restructuredtext en" | |
|
17 | ||
|
18 | 16 | #------------------------------------------------------------------------------- |
|
19 | 17 | # Copyright (C) 2008-2011 The IPython Development Team |
|
20 | 18 | # |
|
21 | 19 | # Distributed under the terms of the BSD License. The full license is in |
|
22 | 20 | # the file COPYING, distributed as part of this software. |
|
23 | 21 | #------------------------------------------------------------------------------- |
|
24 | 22 | |
|
25 | 23 | #------------------------------------------------------------------------------- |
|
26 | 24 | # Imports |
|
27 | 25 | #------------------------------------------------------------------------------- |
|
28 | 26 | |
|
27 | from __future__ import division | |
|
28 | ||
|
29 | 29 | import types |
|
30 | 30 | |
|
31 | 31 | from IPython.utils.data import flatten as utils_flatten |
|
32 | 32 | |
|
33 | 33 | #------------------------------------------------------------------------------- |
|
34 | 34 | # Figure out which array packages are present and their array types |
|
35 | 35 | #------------------------------------------------------------------------------- |
|
36 | 36 | |
|
37 | 37 | arrayModules = [] |
|
38 | 38 | try: |
|
39 | 39 | import Numeric |
|
40 | 40 | except ImportError: |
|
41 | 41 | pass |
|
42 | 42 | else: |
|
43 | 43 | arrayModules.append({'module':Numeric, 'type':Numeric.arraytype}) |
|
44 | 44 | try: |
|
45 | 45 | import numpy |
|
46 | 46 | except ImportError: |
|
47 | 47 | pass |
|
48 | 48 | else: |
|
49 | 49 | arrayModules.append({'module':numpy, 'type':numpy.ndarray}) |
|
50 | 50 | try: |
|
51 | 51 | import numarray |
|
52 | 52 | except ImportError: |
|
53 | 53 | pass |
|
54 | 54 | else: |
|
55 | 55 | arrayModules.append({'module':numarray, |
|
56 | 56 | 'type':numarray.numarraycore.NumArray}) |
|
57 | 57 | |
|
58 | 58 | class Map: |
|
59 | 59 | """A class for partitioning a sequence using a map.""" |
|
60 | 60 | |
|
61 | 61 | def getPartition(self, seq, p, q): |
|
62 | 62 | """Returns the pth partition of q partitions of seq.""" |
|
63 | 63 | |
|
64 | 64 | # Test for error conditions here |
|
65 | 65 | if p<0 or p>=q: |
|
66 | 66 | print "No partition exists." |
|
67 | 67 | return |
|
68 | 68 | |
|
69 | 69 | remainder = len(seq)%q |
|
70 | basesize = len(seq)/q | |
|
70 | basesize = len(seq)//q | |
|
71 | 71 | hi = [] |
|
72 | 72 | lo = [] |
|
73 | 73 | for n in range(q): |
|
74 | 74 | if n < remainder: |
|
75 | 75 | lo.append(n * (basesize + 1)) |
|
76 | 76 | hi.append(lo[-1] + basesize + 1) |
|
77 | 77 | else: |
|
78 | 78 | lo.append(n*basesize + remainder) |
|
79 | 79 | hi.append(lo[-1] + basesize) |
|
80 | 80 | |
|
81 | 81 | |
|
82 | 82 | result = seq[lo[p]:hi[p]] |
|
83 | 83 | return result |
|
84 | 84 | |
|
85 | 85 | def joinPartitions(self, listOfPartitions): |
|
86 | 86 | return self.concatenate(listOfPartitions) |
|
87 | 87 | |
|
88 | 88 | def concatenate(self, listOfPartitions): |
|
89 | 89 | testObject = listOfPartitions[0] |
|
90 | 90 | # First see if we have a known array type |
|
91 | 91 | for m in arrayModules: |
|
92 | 92 | #print m |
|
93 | 93 | if isinstance(testObject, m['type']): |
|
94 | 94 | return m['module'].concatenate(listOfPartitions) |
|
95 | 95 | # Next try for Python sequence types |
|
96 | 96 | if isinstance(testObject, (types.ListType, types.TupleType)): |
|
97 | 97 | return utils_flatten(listOfPartitions) |
|
98 | 98 | # If we have scalars, just return listOfPartitions |
|
99 | 99 | return listOfPartitions |
|
100 | 100 | |
|
101 | 101 | class RoundRobinMap(Map): |
|
102 | 102 | """Partitions a sequence in a roun robin fashion. |
|
103 | 103 | |
|
104 | 104 | This currently does not work! |
|
105 | 105 | """ |
|
106 | 106 | |
|
107 | 107 | def getPartition(self, seq, p, q): |
|
108 | 108 | # if not isinstance(seq,(list,tuple)): |
|
109 | 109 | # raise NotImplementedError("cannot RR partition type %s"%type(seq)) |
|
110 | 110 | return seq[p:len(seq):q] |
|
111 | 111 | #result = [] |
|
112 | 112 | #for i in range(p,len(seq),q): |
|
113 | 113 | # result.append(seq[i]) |
|
114 | 114 | #return result |
|
115 | 115 | |
|
116 | 116 | def joinPartitions(self, listOfPartitions): |
|
117 | 117 | testObject = listOfPartitions[0] |
|
118 | 118 | # First see if we have a known array type |
|
119 | 119 | for m in arrayModules: |
|
120 | 120 | #print m |
|
121 | 121 | if isinstance(testObject, m['type']): |
|
122 | 122 | return self.flatten_array(m['type'], listOfPartitions) |
|
123 | 123 | if isinstance(testObject, (types.ListType, types.TupleType)): |
|
124 | 124 | return self.flatten_list(listOfPartitions) |
|
125 | 125 | return listOfPartitions |
|
126 | 126 | |
|
127 | 127 | def flatten_array(self, klass, listOfPartitions): |
|
128 | 128 | test = listOfPartitions[0] |
|
129 | 129 | shape = list(test.shape) |
|
130 | 130 | shape[0] = sum([ p.shape[0] for p in listOfPartitions]) |
|
131 | 131 | A = klass(shape) |
|
132 | 132 | N = shape[0] |
|
133 | 133 | q = len(listOfPartitions) |
|
134 | 134 | for p,part in enumerate(listOfPartitions): |
|
135 | 135 | A[p:N:q] = part |
|
136 | 136 | return A |
|
137 | 137 | |
|
138 | 138 | def flatten_list(self, listOfPartitions): |
|
139 | 139 | flat = [] |
|
140 | 140 | for i in range(len(listOfPartitions[0])): |
|
141 | 141 | flat.extend([ part[i] for part in listOfPartitions if len(part) > i ]) |
|
142 | 142 | return flat |
|
143 | 143 | #lengths = [len(x) for x in listOfPartitions] |
|
144 | 144 | #maxPartitionLength = len(listOfPartitions[0]) |
|
145 | 145 | #numberOfPartitions = len(listOfPartitions) |
|
146 | 146 | #concat = self.concatenate(listOfPartitions) |
|
147 | 147 | #totalLength = len(concat) |
|
148 | 148 | #result = [] |
|
149 | 149 | #for i in range(maxPartitionLength): |
|
150 | 150 | # result.append(concat[i:totalLength:maxPartitionLength]) |
|
151 | 151 | # return self.concatenate(listOfPartitions) |
|
152 | 152 | |
|
153 | 153 | def mappable(obj): |
|
154 | 154 | """return whether an object is mappable or not.""" |
|
155 | 155 | if isinstance(obj, (tuple,list)): |
|
156 | 156 | return True |
|
157 | 157 | for m in arrayModules: |
|
158 | 158 | if isinstance(obj,m['type']): |
|
159 | 159 | return True |
|
160 | 160 | return False |
|
161 | 161 | |
|
162 | 162 | dists = {'b':Map,'r':RoundRobinMap} |
|
163 | 163 | |
|
164 | 164 | |
|
165 | 165 |
@@ -1,206 +1,211 b'' | |||
|
1 | 1 | """Remote Functions and decorators for Views. |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Brian Granger |
|
6 | 6 | * Min RK |
|
7 | 7 | """ |
|
8 | 8 | #----------------------------------------------------------------------------- |
|
9 | 9 | # Copyright (C) 2010-2011 The IPython Development Team |
|
10 | 10 | # |
|
11 | 11 | # Distributed under the terms of the BSD License. The full license is in |
|
12 | 12 | # the file COPYING, distributed as part of this software. |
|
13 | 13 | #----------------------------------------------------------------------------- |
|
14 | 14 | |
|
15 | 15 | #----------------------------------------------------------------------------- |
|
16 | 16 | # Imports |
|
17 | 17 | #----------------------------------------------------------------------------- |
|
18 | 18 | |
|
19 | from __future__ import division | |
|
20 | ||
|
19 | 21 | import warnings |
|
20 | 22 | |
|
21 | 23 | from IPython.testing.skipdoctest import skip_doctest |
|
22 | 24 | |
|
23 | 25 | from . import map as Map |
|
24 | 26 | from .asyncresult import AsyncMapResult |
|
25 | 27 | |
|
26 | 28 | #----------------------------------------------------------------------------- |
|
27 | 29 | # Decorators |
|
28 | 30 | #----------------------------------------------------------------------------- |
|
29 | 31 | |
|
30 | 32 | @skip_doctest |
|
31 | 33 | def remote(view, block=None, **flags): |
|
32 | 34 | """Turn a function into a remote function. |
|
33 | 35 | |
|
34 | 36 | This method can be used for map: |
|
35 | 37 | |
|
36 | 38 | In [1]: @remote(view,block=True) |
|
37 | 39 | ...: def func(a): |
|
38 | 40 | ...: pass |
|
39 | 41 | """ |
|
40 | 42 | |
|
41 | 43 | def remote_function(f): |
|
42 | 44 | return RemoteFunction(view, f, block=block, **flags) |
|
43 | 45 | return remote_function |
|
44 | 46 | |
|
45 | 47 | @skip_doctest |
|
46 | 48 | def parallel(view, dist='b', block=None, **flags): |
|
47 | 49 | """Turn a function into a parallel remote function. |
|
48 | 50 | |
|
49 | 51 | This method can be used for map: |
|
50 | 52 | |
|
51 | 53 | In [1]: @parallel(view, block=True) |
|
52 | 54 | ...: def func(a): |
|
53 | 55 | ...: pass |
|
54 | 56 | """ |
|
55 | 57 | |
|
56 | 58 | def parallel_function(f): |
|
57 | 59 | return ParallelFunction(view, f, dist=dist, block=block, **flags) |
|
58 | 60 | return parallel_function |
|
59 | 61 | |
|
60 | 62 | #-------------------------------------------------------------------------- |
|
61 | 63 | # Classes |
|
62 | 64 | #-------------------------------------------------------------------------- |
|
63 | 65 | |
|
64 | 66 | class RemoteFunction(object): |
|
65 | 67 | """Turn an existing function into a remote function. |
|
66 | 68 | |
|
67 | 69 | Parameters |
|
68 | 70 | ---------- |
|
69 | 71 | |
|
70 | 72 | view : View instance |
|
71 | 73 | The view to be used for execution |
|
72 | 74 | f : callable |
|
73 | 75 | The function to be wrapped into a remote function |
|
74 | 76 | block : bool [default: None] |
|
75 | 77 | Whether to wait for results or not. The default behavior is |
|
76 | 78 | to use the current `block` attribute of `view` |
|
77 | 79 | |
|
78 | 80 | **flags : remaining kwargs are passed to View.temp_flags |
|
79 | 81 | """ |
|
80 | 82 | |
|
81 | 83 | view = None # the remote connection |
|
82 | 84 | func = None # the wrapped function |
|
83 | 85 | block = None # whether to block |
|
84 | 86 | flags = None # dict of extra kwargs for temp_flags |
|
85 | 87 | |
|
86 | 88 | def __init__(self, view, f, block=None, **flags): |
|
87 | 89 | self.view = view |
|
88 | 90 | self.func = f |
|
89 | 91 | self.block=block |
|
90 | 92 | self.flags=flags |
|
91 | 93 | |
|
92 | 94 | def __call__(self, *args, **kwargs): |
|
93 | 95 | block = self.view.block if self.block is None else self.block |
|
94 | 96 | with self.view.temp_flags(block=block, **self.flags): |
|
95 | 97 | return self.view.apply(self.func, *args, **kwargs) |
|
96 | 98 | |
|
97 | 99 | |
|
98 | 100 | class ParallelFunction(RemoteFunction): |
|
99 | 101 | """Class for mapping a function to sequences. |
|
100 | 102 | |
|
101 | 103 | This will distribute the sequences according the a mapper, and call |
|
102 | 104 | the function on each sub-sequence. If called via map, then the function |
|
103 | 105 | will be called once on each element, rather that each sub-sequence. |
|
104 | 106 | |
|
105 | 107 | Parameters |
|
106 | 108 | ---------- |
|
107 | 109 | |
|
108 | 110 | view : View instance |
|
109 | 111 | The view to be used for execution |
|
110 | 112 | f : callable |
|
111 | 113 | The function to be wrapped into a remote function |
|
112 | 114 | dist : str [default: 'b'] |
|
113 | 115 | The key for which mapObject to use to distribute sequences |
|
114 | 116 | options are: |
|
115 | 117 | * 'b' : use contiguous chunks in order |
|
116 | 118 | * 'r' : use round-robin striping |
|
117 | 119 | block : bool [default: None] |
|
118 | 120 | Whether to wait for results or not. The default behavior is |
|
119 | 121 | to use the current `block` attribute of `view` |
|
120 | 122 | chunksize : int or None |
|
121 | 123 | The size of chunk to use when breaking up sequences in a load-balanced manner |
|
122 | 124 | **flags : remaining kwargs are passed to View.temp_flags |
|
123 | 125 | """ |
|
124 | 126 | |
|
125 | 127 | chunksize=None |
|
126 | 128 | mapObject=None |
|
127 | 129 | |
|
128 | 130 | def __init__(self, view, f, dist='b', block=None, chunksize=None, **flags): |
|
129 | 131 | super(ParallelFunction, self).__init__(view, f, block=block, **flags) |
|
130 | 132 | self.chunksize = chunksize |
|
131 | 133 | |
|
132 | 134 | mapClass = Map.dists[dist] |
|
133 | 135 | self.mapObject = mapClass() |
|
134 | 136 | |
|
135 | 137 | def __call__(self, *sequences): |
|
136 | 138 | # check that the length of sequences match |
|
137 | 139 | len_0 = len(sequences[0]) |
|
138 | 140 | for s in sequences: |
|
139 | 141 | if len(s)!=len_0: |
|
140 | 142 | msg = 'all sequences must have equal length, but %i!=%i'%(len_0,len(s)) |
|
141 | 143 | raise ValueError(msg) |
|
142 | 144 | balanced = 'Balanced' in self.view.__class__.__name__ |
|
143 | 145 | if balanced: |
|
144 | 146 | if self.chunksize: |
|
145 | nparts = len_0/self.chunksize + int(len_0%self.chunksize > 0) | |
|
147 | nparts = len_0//self.chunksize + int(len_0%self.chunksize > 0) | |
|
146 | 148 | else: |
|
147 | 149 | nparts = len_0 |
|
148 | 150 | targets = [None]*nparts |
|
149 | 151 | else: |
|
150 | 152 | if self.chunksize: |
|
151 | 153 | warnings.warn("`chunksize` is ignored unless load balancing", UserWarning) |
|
152 | 154 | # multiplexed: |
|
153 | 155 | targets = self.view.targets |
|
154 | 156 | nparts = len(targets) |
|
155 | 157 | |
|
156 | 158 | msg_ids = [] |
|
157 | 159 | # my_f = lambda *a: map(self.func, *a) |
|
158 | 160 | client = self.view.client |
|
159 | 161 | for index, t in enumerate(targets): |
|
160 | 162 | args = [] |
|
161 | 163 | for seq in sequences: |
|
162 | 164 | part = self.mapObject.getPartition(seq, index, nparts) |
|
163 | 165 | if len(part) == 0: |
|
164 | 166 | continue |
|
165 | 167 | else: |
|
166 | 168 | args.append(part) |
|
167 | 169 | if not args: |
|
168 | 170 | continue |
|
169 | 171 | |
|
170 | 172 | # print (args) |
|
171 | 173 | if hasattr(self, '_map'): |
|
172 | f = map | |
|
174 | if sys.version_info[0] >= 3: | |
|
175 | f = lambda f, *sequences: list(map(f, *sequences)) | |
|
176 | else: | |
|
177 | f = map | |
|
173 | 178 | args = [self.func]+args |
|
174 | 179 | else: |
|
175 | 180 | f=self.func |
|
176 | 181 | |
|
177 | 182 | view = self.view if balanced else client[t] |
|
178 | 183 | with view.temp_flags(block=False, **self.flags): |
|
179 | 184 | ar = view.apply(f, *args) |
|
180 | 185 | |
|
181 | 186 | msg_ids.append(ar.msg_ids[0]) |
|
182 | 187 | |
|
183 | 188 | r = AsyncMapResult(self.view.client, msg_ids, self.mapObject, fname=self.func.__name__) |
|
184 | 189 | |
|
185 | 190 | if self.block: |
|
186 | 191 | try: |
|
187 | 192 | return r.get() |
|
188 | 193 | except KeyboardInterrupt: |
|
189 | 194 | return r |
|
190 | 195 | else: |
|
191 | 196 | return r |
|
192 | 197 | |
|
193 | 198 | def map(self, *sequences): |
|
194 | 199 | """call a function on each element of a sequence remotely. |
|
195 | 200 | This should behave very much like the builtin map, but return an AsyncMapResult |
|
196 | 201 | if self.block is False. |
|
197 | 202 | """ |
|
198 | 203 | # set _map as a flag for use inside self.__call__ |
|
199 | 204 | self._map = True |
|
200 | 205 | try: |
|
201 | 206 | ret = self.__call__(*sequences) |
|
202 | 207 | finally: |
|
203 | 208 | del self._map |
|
204 | 209 | return ret |
|
205 | 210 | |
|
206 | 211 | __all__ = ['remote', 'parallel', 'RemoteFunction', 'ParallelFunction'] |
@@ -1,1046 +1,1048 b'' | |||
|
1 | 1 | """Views of remote engines. |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Min RK |
|
6 | 6 | """ |
|
7 | 7 | #----------------------------------------------------------------------------- |
|
8 | 8 | # Copyright (C) 2010-2011 The IPython Development Team |
|
9 | 9 | # |
|
10 | 10 | # Distributed under the terms of the BSD License. The full license is in |
|
11 | 11 | # the file COPYING, distributed as part of this software. |
|
12 | 12 | #----------------------------------------------------------------------------- |
|
13 | 13 | |
|
14 | 14 | #----------------------------------------------------------------------------- |
|
15 | 15 | # Imports |
|
16 | 16 | #----------------------------------------------------------------------------- |
|
17 | 17 | |
|
18 | 18 | import imp |
|
19 | 19 | import sys |
|
20 | 20 | import warnings |
|
21 | 21 | from contextlib import contextmanager |
|
22 | 22 | from types import ModuleType |
|
23 | 23 | |
|
24 | 24 | import zmq |
|
25 | 25 | |
|
26 | 26 | from IPython.testing.skipdoctest import skip_doctest |
|
27 | 27 | from IPython.utils.traitlets import HasTraits, Any, Bool, List, Dict, Set, Int, Instance, CFloat, CInt |
|
28 | 28 | from IPython.external.decorator import decorator |
|
29 | 29 | |
|
30 | 30 | from IPython.parallel import util |
|
31 | 31 | from IPython.parallel.controller.dependency import Dependency, dependent |
|
32 | 32 | |
|
33 | 33 | from . import map as Map |
|
34 | 34 | from .asyncresult import AsyncResult, AsyncMapResult |
|
35 | 35 | from .remotefunction import ParallelFunction, parallel, remote |
|
36 | 36 | |
|
37 | 37 | #----------------------------------------------------------------------------- |
|
38 | 38 | # Decorators |
|
39 | 39 | #----------------------------------------------------------------------------- |
|
40 | 40 | |
|
41 | 41 | @decorator |
|
42 | 42 | def save_ids(f, self, *args, **kwargs): |
|
43 | 43 | """Keep our history and outstanding attributes up to date after a method call.""" |
|
44 | 44 | n_previous = len(self.client.history) |
|
45 | 45 | try: |
|
46 | 46 | ret = f(self, *args, **kwargs) |
|
47 | 47 | finally: |
|
48 | 48 | nmsgs = len(self.client.history) - n_previous |
|
49 | 49 | msg_ids = self.client.history[-nmsgs:] |
|
50 | 50 | self.history.extend(msg_ids) |
|
51 | 51 | map(self.outstanding.add, msg_ids) |
|
52 | 52 | return ret |
|
53 | 53 | |
|
54 | 54 | @decorator |
|
55 | 55 | def sync_results(f, self, *args, **kwargs): |
|
56 | 56 | """sync relevant results from self.client to our results attribute.""" |
|
57 | 57 | ret = f(self, *args, **kwargs) |
|
58 | 58 | delta = self.outstanding.difference(self.client.outstanding) |
|
59 | 59 | completed = self.outstanding.intersection(delta) |
|
60 | 60 | self.outstanding = self.outstanding.difference(completed) |
|
61 | 61 | for msg_id in completed: |
|
62 | 62 | self.results[msg_id] = self.client.results[msg_id] |
|
63 | 63 | return ret |
|
64 | 64 | |
|
65 | 65 | @decorator |
|
66 | 66 | def spin_after(f, self, *args, **kwargs): |
|
67 | 67 | """call spin after the method.""" |
|
68 | 68 | ret = f(self, *args, **kwargs) |
|
69 | 69 | self.spin() |
|
70 | 70 | return ret |
|
71 | 71 | |
|
72 | 72 | #----------------------------------------------------------------------------- |
|
73 | 73 | # Classes |
|
74 | 74 | #----------------------------------------------------------------------------- |
|
75 | 75 | |
|
76 | 76 | @skip_doctest |
|
77 | 77 | class View(HasTraits): |
|
78 | 78 | """Base View class for more convenint apply(f,*args,**kwargs) syntax via attributes. |
|
79 | 79 | |
|
80 | 80 | Don't use this class, use subclasses. |
|
81 | 81 | |
|
82 | 82 | Methods |
|
83 | 83 | ------- |
|
84 | 84 | |
|
85 | 85 | spin |
|
86 | 86 | flushes incoming results and registration state changes |
|
87 | 87 | control methods spin, and requesting `ids` also ensures up to date |
|
88 | 88 | |
|
89 | 89 | wait |
|
90 | 90 | wait on one or more msg_ids |
|
91 | 91 | |
|
92 | 92 | execution methods |
|
93 | 93 | apply |
|
94 | 94 | legacy: execute, run |
|
95 | 95 | |
|
96 | 96 | data movement |
|
97 | 97 | push, pull, scatter, gather |
|
98 | 98 | |
|
99 | 99 | query methods |
|
100 | 100 | get_result, queue_status, purge_results, result_status |
|
101 | 101 | |
|
102 | 102 | control methods |
|
103 | 103 | abort, shutdown |
|
104 | 104 | |
|
105 | 105 | """ |
|
106 | 106 | # flags |
|
107 | 107 | block=Bool(False) |
|
108 | 108 | track=Bool(True) |
|
109 | 109 | targets = Any() |
|
110 | 110 | |
|
111 | 111 | history=List() |
|
112 | 112 | outstanding = Set() |
|
113 | 113 | results = Dict() |
|
114 | 114 | client = Instance('IPython.parallel.Client') |
|
115 | 115 | |
|
116 | 116 | _socket = Instance('zmq.Socket') |
|
117 | 117 | _flag_names = List(['targets', 'block', 'track']) |
|
118 | 118 | _targets = Any() |
|
119 | 119 | _idents = Any() |
|
120 | 120 | |
|
121 | 121 | def __init__(self, client=None, socket=None, **flags): |
|
122 | 122 | super(View, self).__init__(client=client, _socket=socket) |
|
123 | 123 | self.block = client.block |
|
124 | 124 | |
|
125 | 125 | self.set_flags(**flags) |
|
126 | 126 | |
|
127 | 127 | assert not self.__class__ is View, "Don't use base View objects, use subclasses" |
|
128 | 128 | |
|
129 | 129 | |
|
130 | 130 | def __repr__(self): |
|
131 | 131 | strtargets = str(self.targets) |
|
132 | 132 | if len(strtargets) > 16: |
|
133 | 133 | strtargets = strtargets[:12]+'...]' |
|
134 | 134 | return "<%s %s>"%(self.__class__.__name__, strtargets) |
|
135 | 135 | |
|
136 | 136 | def set_flags(self, **kwargs): |
|
137 | 137 | """set my attribute flags by keyword. |
|
138 | 138 | |
|
139 | 139 | Views determine behavior with a few attributes (`block`, `track`, etc.). |
|
140 | 140 | These attributes can be set all at once by name with this method. |
|
141 | 141 | |
|
142 | 142 | Parameters |
|
143 | 143 | ---------- |
|
144 | 144 | |
|
145 | 145 | block : bool |
|
146 | 146 | whether to wait for results |
|
147 | 147 | track : bool |
|
148 | 148 | whether to create a MessageTracker to allow the user to |
|
149 | 149 | safely edit after arrays and buffers during non-copying |
|
150 | 150 | sends. |
|
151 | 151 | """ |
|
152 | 152 | for name, value in kwargs.iteritems(): |
|
153 | 153 | if name not in self._flag_names: |
|
154 | 154 | raise KeyError("Invalid name: %r"%name) |
|
155 | 155 | else: |
|
156 | 156 | setattr(self, name, value) |
|
157 | 157 | |
|
158 | 158 | @contextmanager |
|
159 | 159 | def temp_flags(self, **kwargs): |
|
160 | 160 | """temporarily set flags, for use in `with` statements. |
|
161 | 161 | |
|
162 | 162 | See set_flags for permanent setting of flags |
|
163 | 163 | |
|
164 | 164 | Examples |
|
165 | 165 | -------- |
|
166 | 166 | |
|
167 | 167 | >>> view.track=False |
|
168 | 168 | ... |
|
169 | 169 | >>> with view.temp_flags(track=True): |
|
170 | 170 | ... ar = view.apply(dostuff, my_big_array) |
|
171 | 171 | ... ar.tracker.wait() # wait for send to finish |
|
172 | 172 | >>> view.track |
|
173 | 173 | False |
|
174 | 174 | |
|
175 | 175 | """ |
|
176 | 176 | # preflight: save flags, and set temporaries |
|
177 | 177 | saved_flags = {} |
|
178 | 178 | for f in self._flag_names: |
|
179 | 179 | saved_flags[f] = getattr(self, f) |
|
180 | 180 | self.set_flags(**kwargs) |
|
181 | 181 | # yield to the with-statement block |
|
182 | 182 | try: |
|
183 | 183 | yield |
|
184 | 184 | finally: |
|
185 | 185 | # postflight: restore saved flags |
|
186 | 186 | self.set_flags(**saved_flags) |
|
187 | 187 | |
|
188 | 188 | |
|
189 | 189 | #---------------------------------------------------------------- |
|
190 | 190 | # apply |
|
191 | 191 | #---------------------------------------------------------------- |
|
192 | 192 | |
|
193 | 193 | @sync_results |
|
194 | 194 | @save_ids |
|
195 | 195 | def _really_apply(self, f, args, kwargs, block=None, **options): |
|
196 | 196 | """wrapper for client.send_apply_message""" |
|
197 | 197 | raise NotImplementedError("Implement in subclasses") |
|
198 | 198 | |
|
199 | 199 | def apply(self, f, *args, **kwargs): |
|
200 | 200 | """calls f(*args, **kwargs) on remote engines, returning the result. |
|
201 | 201 | |
|
202 | 202 | This method sets all apply flags via this View's attributes. |
|
203 | 203 | |
|
204 | 204 | if self.block is False: |
|
205 | 205 | returns AsyncResult |
|
206 | 206 | else: |
|
207 | 207 | returns actual result of f(*args, **kwargs) |
|
208 | 208 | """ |
|
209 | 209 | return self._really_apply(f, args, kwargs) |
|
210 | 210 | |
|
211 | 211 | def apply_async(self, f, *args, **kwargs): |
|
212 | 212 | """calls f(*args, **kwargs) on remote engines in a nonblocking manner. |
|
213 | 213 | |
|
214 | 214 | returns AsyncResult |
|
215 | 215 | """ |
|
216 | 216 | return self._really_apply(f, args, kwargs, block=False) |
|
217 | 217 | |
|
218 | 218 | @spin_after |
|
219 | 219 | def apply_sync(self, f, *args, **kwargs): |
|
220 | 220 | """calls f(*args, **kwargs) on remote engines in a blocking manner, |
|
221 | 221 | returning the result. |
|
222 | 222 | |
|
223 | 223 | returns: actual result of f(*args, **kwargs) |
|
224 | 224 | """ |
|
225 | 225 | return self._really_apply(f, args, kwargs, block=True) |
|
226 | 226 | |
|
227 | 227 | #---------------------------------------------------------------- |
|
228 | 228 | # wrappers for client and control methods |
|
229 | 229 | #---------------------------------------------------------------- |
|
230 | 230 | @sync_results |
|
231 | 231 | def spin(self): |
|
232 | 232 | """spin the client, and sync""" |
|
233 | 233 | self.client.spin() |
|
234 | 234 | |
|
235 | 235 | @sync_results |
|
236 | 236 | def wait(self, jobs=None, timeout=-1): |
|
237 | 237 | """waits on one or more `jobs`, for up to `timeout` seconds. |
|
238 | 238 | |
|
239 | 239 | Parameters |
|
240 | 240 | ---------- |
|
241 | 241 | |
|
242 | 242 | jobs : int, str, or list of ints and/or strs, or one or more AsyncResult objects |
|
243 | 243 | ints are indices to self.history |
|
244 | 244 | strs are msg_ids |
|
245 | 245 | default: wait on all outstanding messages |
|
246 | 246 | timeout : float |
|
247 | 247 | a time in seconds, after which to give up. |
|
248 | 248 | default is -1, which means no timeout |
|
249 | 249 | |
|
250 | 250 | Returns |
|
251 | 251 | ------- |
|
252 | 252 | |
|
253 | 253 | True : when all msg_ids are done |
|
254 | 254 | False : timeout reached, some msg_ids still outstanding |
|
255 | 255 | """ |
|
256 | 256 | if jobs is None: |
|
257 | 257 | jobs = self.history |
|
258 | 258 | return self.client.wait(jobs, timeout) |
|
259 | 259 | |
|
260 | 260 | def abort(self, jobs=None, targets=None, block=None): |
|
261 | 261 | """Abort jobs on my engines. |
|
262 | 262 | |
|
263 | 263 | Parameters |
|
264 | 264 | ---------- |
|
265 | 265 | |
|
266 | 266 | jobs : None, str, list of strs, optional |
|
267 | 267 | if None: abort all jobs. |
|
268 | 268 | else: abort specific msg_id(s). |
|
269 | 269 | """ |
|
270 | 270 | block = block if block is not None else self.block |
|
271 | 271 | targets = targets if targets is not None else self.targets |
|
272 | 272 | return self.client.abort(jobs=jobs, targets=targets, block=block) |
|
273 | 273 | |
|
274 | 274 | def queue_status(self, targets=None, verbose=False): |
|
275 | 275 | """Fetch the Queue status of my engines""" |
|
276 | 276 | targets = targets if targets is not None else self.targets |
|
277 | 277 | return self.client.queue_status(targets=targets, verbose=verbose) |
|
278 | 278 | |
|
279 | 279 | def purge_results(self, jobs=[], targets=[]): |
|
280 | 280 | """Instruct the controller to forget specific results.""" |
|
281 | 281 | if targets is None or targets == 'all': |
|
282 | 282 | targets = self.targets |
|
283 | 283 | return self.client.purge_results(jobs=jobs, targets=targets) |
|
284 | 284 | |
|
285 | 285 | def shutdown(self, targets=None, restart=False, hub=False, block=None): |
|
286 | 286 | """Terminates one or more engine processes, optionally including the hub. |
|
287 | 287 | """ |
|
288 | 288 | block = self.block if block is None else block |
|
289 | 289 | if targets is None or targets == 'all': |
|
290 | 290 | targets = self.targets |
|
291 | 291 | return self.client.shutdown(targets=targets, restart=restart, hub=hub, block=block) |
|
292 | 292 | |
|
293 | 293 | @spin_after |
|
294 | 294 | def get_result(self, indices_or_msg_ids=None): |
|
295 | 295 | """return one or more results, specified by history index or msg_id. |
|
296 | 296 | |
|
297 | 297 | See client.get_result for details. |
|
298 | 298 | |
|
299 | 299 | """ |
|
300 | 300 | |
|
301 | 301 | if indices_or_msg_ids is None: |
|
302 | 302 | indices_or_msg_ids = -1 |
|
303 | 303 | if isinstance(indices_or_msg_ids, int): |
|
304 | 304 | indices_or_msg_ids = self.history[indices_or_msg_ids] |
|
305 | 305 | elif isinstance(indices_or_msg_ids, (list,tuple,set)): |
|
306 | 306 | indices_or_msg_ids = list(indices_or_msg_ids) |
|
307 | 307 | for i,index in enumerate(indices_or_msg_ids): |
|
308 | 308 | if isinstance(index, int): |
|
309 | 309 | indices_or_msg_ids[i] = self.history[index] |
|
310 | 310 | return self.client.get_result(indices_or_msg_ids) |
|
311 | 311 | |
|
312 | 312 | #------------------------------------------------------------------- |
|
313 | 313 | # Map |
|
314 | 314 | #------------------------------------------------------------------- |
|
315 | 315 | |
|
316 | 316 | def map(self, f, *sequences, **kwargs): |
|
317 | 317 | """override in subclasses""" |
|
318 | 318 | raise NotImplementedError |
|
319 | 319 | |
|
320 | 320 | def map_async(self, f, *sequences, **kwargs): |
|
321 | 321 | """Parallel version of builtin `map`, using this view's engines. |
|
322 | 322 | |
|
323 | 323 | This is equivalent to map(...block=False) |
|
324 | 324 | |
|
325 | 325 | See `self.map` for details. |
|
326 | 326 | """ |
|
327 | 327 | if 'block' in kwargs: |
|
328 | 328 | raise TypeError("map_async doesn't take a `block` keyword argument.") |
|
329 | 329 | kwargs['block'] = False |
|
330 | 330 | return self.map(f,*sequences,**kwargs) |
|
331 | 331 | |
|
332 | 332 | def map_sync(self, f, *sequences, **kwargs): |
|
333 | 333 | """Parallel version of builtin `map`, using this view's engines. |
|
334 | 334 | |
|
335 | 335 | This is equivalent to map(...block=True) |
|
336 | 336 | |
|
337 | 337 | See `self.map` for details. |
|
338 | 338 | """ |
|
339 | 339 | if 'block' in kwargs: |
|
340 | 340 | raise TypeError("map_sync doesn't take a `block` keyword argument.") |
|
341 | 341 | kwargs['block'] = True |
|
342 | 342 | return self.map(f,*sequences,**kwargs) |
|
343 | 343 | |
|
344 | 344 | def imap(self, f, *sequences, **kwargs): |
|
345 | 345 | """Parallel version of `itertools.imap`. |
|
346 | 346 | |
|
347 | 347 | See `self.map` for details. |
|
348 | 348 | |
|
349 | 349 | """ |
|
350 | 350 | |
|
351 | 351 | return iter(self.map_async(f,*sequences, **kwargs)) |
|
352 | 352 | |
|
353 | 353 | #------------------------------------------------------------------- |
|
354 | 354 | # Decorators |
|
355 | 355 | #------------------------------------------------------------------- |
|
356 | 356 | |
|
357 | 357 | def remote(self, block=True, **flags): |
|
358 | 358 | """Decorator for making a RemoteFunction""" |
|
359 | 359 | block = self.block if block is None else block |
|
360 | 360 | return remote(self, block=block, **flags) |
|
361 | 361 | |
|
362 | 362 | def parallel(self, dist='b', block=None, **flags): |
|
363 | 363 | """Decorator for making a ParallelFunction""" |
|
364 | 364 | block = self.block if block is None else block |
|
365 | 365 | return parallel(self, dist=dist, block=block, **flags) |
|
366 | 366 | |
|
367 | 367 | @skip_doctest |
|
368 | 368 | class DirectView(View): |
|
369 | 369 | """Direct Multiplexer View of one or more engines. |
|
370 | 370 | |
|
371 | 371 | These are created via indexed access to a client: |
|
372 | 372 | |
|
373 | 373 | >>> dv_1 = client[1] |
|
374 | 374 | >>> dv_all = client[:] |
|
375 | 375 | >>> dv_even = client[::2] |
|
376 | 376 | >>> dv_some = client[1:3] |
|
377 | 377 | |
|
378 | 378 | This object provides dictionary access to engine namespaces: |
|
379 | 379 | |
|
380 | 380 | # push a=5: |
|
381 | 381 | >>> dv['a'] = 5 |
|
382 | 382 | # pull 'foo': |
|
383 | 383 | >>> db['foo'] |
|
384 | 384 | |
|
385 | 385 | """ |
|
386 | 386 | |
|
387 | 387 | def __init__(self, client=None, socket=None, targets=None): |
|
388 | 388 | super(DirectView, self).__init__(client=client, socket=socket, targets=targets) |
|
389 | 389 | |
|
390 | 390 | @property |
|
391 | 391 | def importer(self): |
|
392 | 392 | """sync_imports(local=True) as a property. |
|
393 | 393 | |
|
394 | 394 | See sync_imports for details. |
|
395 | 395 | |
|
396 | 396 | """ |
|
397 | 397 | return self.sync_imports(True) |
|
398 | 398 | |
|
399 | 399 | @contextmanager |
|
400 | 400 | def sync_imports(self, local=True): |
|
401 | 401 | """Context Manager for performing simultaneous local and remote imports. |
|
402 | 402 | |
|
403 | 403 | 'import x as y' will *not* work. The 'as y' part will simply be ignored. |
|
404 | 404 | |
|
405 | 405 | >>> with view.sync_imports(): |
|
406 | 406 | ... from numpy import recarray |
|
407 | 407 | importing recarray from numpy on engine(s) |
|
408 | 408 | |
|
409 | 409 | """ |
|
410 | 410 | import __builtin__ |
|
411 | 411 | local_import = __builtin__.__import__ |
|
412 | 412 | modules = set() |
|
413 | 413 | results = [] |
|
414 | 414 | @util.interactive |
|
415 | 415 | def remote_import(name, fromlist, level): |
|
416 | 416 | """the function to be passed to apply, that actually performs the import |
|
417 | 417 | on the engine, and loads up the user namespace. |
|
418 | 418 | """ |
|
419 | 419 | import sys |
|
420 | 420 | user_ns = globals() |
|
421 | 421 | mod = __import__(name, fromlist=fromlist, level=level) |
|
422 | 422 | if fromlist: |
|
423 | 423 | for key in fromlist: |
|
424 | 424 | user_ns[key] = getattr(mod, key) |
|
425 | 425 | else: |
|
426 | 426 | user_ns[name] = sys.modules[name] |
|
427 | 427 | |
|
428 | 428 | def view_import(name, globals={}, locals={}, fromlist=[], level=-1): |
|
429 | 429 | """the drop-in replacement for __import__, that optionally imports |
|
430 | 430 | locally as well. |
|
431 | 431 | """ |
|
432 | 432 | # don't override nested imports |
|
433 | 433 | save_import = __builtin__.__import__ |
|
434 | 434 | __builtin__.__import__ = local_import |
|
435 | 435 | |
|
436 | 436 | if imp.lock_held(): |
|
437 | 437 | # this is a side-effect import, don't do it remotely, or even |
|
438 | 438 | # ignore the local effects |
|
439 | 439 | return local_import(name, globals, locals, fromlist, level) |
|
440 | 440 | |
|
441 | 441 | imp.acquire_lock() |
|
442 | 442 | if local: |
|
443 | 443 | mod = local_import(name, globals, locals, fromlist, level) |
|
444 | 444 | else: |
|
445 | 445 | raise NotImplementedError("remote-only imports not yet implemented") |
|
446 | 446 | imp.release_lock() |
|
447 | 447 | |
|
448 | 448 | key = name+':'+','.join(fromlist or []) |
|
449 | 449 | if level == -1 and key not in modules: |
|
450 | 450 | modules.add(key) |
|
451 | 451 | if fromlist: |
|
452 | 452 | print "importing %s from %s on engine(s)"%(','.join(fromlist), name) |
|
453 | 453 | else: |
|
454 | 454 | print "importing %s on engine(s)"%name |
|
455 | 455 | results.append(self.apply_async(remote_import, name, fromlist, level)) |
|
456 | 456 | # restore override |
|
457 | 457 | __builtin__.__import__ = save_import |
|
458 | 458 | |
|
459 | 459 | return mod |
|
460 | 460 | |
|
461 | 461 | # override __import__ |
|
462 | 462 | __builtin__.__import__ = view_import |
|
463 | 463 | try: |
|
464 | 464 | # enter the block |
|
465 | 465 | yield |
|
466 | 466 | except ImportError: |
|
467 | 467 | if not local: |
|
468 | 468 | # ignore import errors if not doing local imports |
|
469 | 469 | pass |
|
470 | 470 | finally: |
|
471 | 471 | # always restore __import__ |
|
472 | 472 | __builtin__.__import__ = local_import |
|
473 | 473 | |
|
474 | 474 | for r in results: |
|
475 | 475 | # raise possible remote ImportErrors here |
|
476 | 476 | r.get() |
|
477 | 477 | |
|
478 | 478 | |
|
479 | 479 | @sync_results |
|
480 | 480 | @save_ids |
|
481 | 481 | def _really_apply(self, f, args=None, kwargs=None, targets=None, block=None, track=None): |
|
482 | 482 | """calls f(*args, **kwargs) on remote engines, returning the result. |
|
483 | 483 | |
|
484 | 484 | This method sets all of `apply`'s flags via this View's attributes. |
|
485 | 485 | |
|
486 | 486 | Parameters |
|
487 | 487 | ---------- |
|
488 | 488 | |
|
489 | 489 | f : callable |
|
490 | 490 | |
|
491 | 491 | args : list [default: empty] |
|
492 | 492 | |
|
493 | 493 | kwargs : dict [default: empty] |
|
494 | 494 | |
|
495 | 495 | targets : target list [default: self.targets] |
|
496 | 496 | where to run |
|
497 | 497 | block : bool [default: self.block] |
|
498 | 498 | whether to block |
|
499 | 499 | track : bool [default: self.track] |
|
500 | 500 | whether to ask zmq to track the message, for safe non-copying sends |
|
501 | 501 | |
|
502 | 502 | Returns |
|
503 | 503 | ------- |
|
504 | 504 | |
|
505 | 505 | if self.block is False: |
|
506 | 506 | returns AsyncResult |
|
507 | 507 | else: |
|
508 | 508 | returns actual result of f(*args, **kwargs) on the engine(s) |
|
509 | 509 | This will be a list of self.targets is also a list (even length 1), or |
|
510 | 510 | the single result if self.targets is an integer engine id |
|
511 | 511 | """ |
|
512 | 512 | args = [] if args is None else args |
|
513 | 513 | kwargs = {} if kwargs is None else kwargs |
|
514 | 514 | block = self.block if block is None else block |
|
515 | 515 | track = self.track if track is None else track |
|
516 | 516 | targets = self.targets if targets is None else targets |
|
517 | 517 | |
|
518 | 518 | _idents = self.client._build_targets(targets)[0] |
|
519 | 519 | msg_ids = [] |
|
520 | 520 | trackers = [] |
|
521 | 521 | for ident in _idents: |
|
522 | 522 | msg = self.client.send_apply_message(self._socket, f, args, kwargs, track=track, |
|
523 | 523 | ident=ident) |
|
524 | 524 | if track: |
|
525 | 525 | trackers.append(msg['tracker']) |
|
526 | 526 | msg_ids.append(msg['msg_id']) |
|
527 | 527 | tracker = None if track is False else zmq.MessageTracker(*trackers) |
|
528 | 528 | ar = AsyncResult(self.client, msg_ids, fname=f.__name__, targets=targets, tracker=tracker) |
|
529 | 529 | if block: |
|
530 | 530 | try: |
|
531 | 531 | return ar.get() |
|
532 | 532 | except KeyboardInterrupt: |
|
533 | 533 | pass |
|
534 | 534 | return ar |
|
535 | 535 | |
|
536 | 536 | @spin_after |
|
537 | 537 | def map(self, f, *sequences, **kwargs): |
|
538 | 538 | """view.map(f, *sequences, block=self.block) => list|AsyncMapResult |
|
539 | 539 | |
|
540 | 540 | Parallel version of builtin `map`, using this View's `targets`. |
|
541 | 541 | |
|
542 | 542 | There will be one task per target, so work will be chunked |
|
543 | 543 | if the sequences are longer than `targets`. |
|
544 | 544 | |
|
545 | 545 | Results can be iterated as they are ready, but will become available in chunks. |
|
546 | 546 | |
|
547 | 547 | Parameters |
|
548 | 548 | ---------- |
|
549 | 549 | |
|
550 | 550 | f : callable |
|
551 | 551 | function to be mapped |
|
552 | 552 | *sequences: one or more sequences of matching length |
|
553 | 553 | the sequences to be distributed and passed to `f` |
|
554 | 554 | block : bool |
|
555 | 555 | whether to wait for the result or not [default self.block] |
|
556 | 556 | |
|
557 | 557 | Returns |
|
558 | 558 | ------- |
|
559 | 559 | |
|
560 | 560 | if block=False: |
|
561 | 561 | AsyncMapResult |
|
562 | 562 | An object like AsyncResult, but which reassembles the sequence of results |
|
563 | 563 | into a single list. AsyncMapResults can be iterated through before all |
|
564 | 564 | results are complete. |
|
565 | 565 | else: |
|
566 | 566 | list |
|
567 | 567 | the result of map(f,*sequences) |
|
568 | 568 | """ |
|
569 | 569 | |
|
570 | 570 | block = kwargs.pop('block', self.block) |
|
571 | 571 | for k in kwargs.keys(): |
|
572 | 572 | if k not in ['block', 'track']: |
|
573 | 573 | raise TypeError("invalid keyword arg, %r"%k) |
|
574 | 574 | |
|
575 | 575 | assert len(sequences) > 0, "must have some sequences to map onto!" |
|
576 | 576 | pf = ParallelFunction(self, f, block=block, **kwargs) |
|
577 | 577 | return pf.map(*sequences) |
|
578 | 578 | |
|
579 | 579 | def execute(self, code, targets=None, block=None): |
|
580 | 580 | """Executes `code` on `targets` in blocking or nonblocking manner. |
|
581 | 581 | |
|
582 | 582 | ``execute`` is always `bound` (affects engine namespace) |
|
583 | 583 | |
|
584 | 584 | Parameters |
|
585 | 585 | ---------- |
|
586 | 586 | |
|
587 | 587 | code : str |
|
588 | 588 | the code string to be executed |
|
589 | 589 | block : bool |
|
590 | 590 | whether or not to wait until done to return |
|
591 | 591 | default: self.block |
|
592 | 592 | """ |
|
593 | 593 | return self._really_apply(util._execute, args=(code,), block=block, targets=targets) |
|
594 | 594 | |
|
595 | 595 | def run(self, filename, targets=None, block=None): |
|
596 | 596 | """Execute contents of `filename` on my engine(s). |
|
597 | 597 | |
|
598 | 598 | This simply reads the contents of the file and calls `execute`. |
|
599 | 599 | |
|
600 | 600 | Parameters |
|
601 | 601 | ---------- |
|
602 | 602 | |
|
603 | 603 | filename : str |
|
604 | 604 | The path to the file |
|
605 | 605 | targets : int/str/list of ints/strs |
|
606 | 606 | the engines on which to execute |
|
607 | 607 | default : all |
|
608 | 608 | block : bool |
|
609 | 609 | whether or not to wait until done |
|
610 | 610 | default: self.block |
|
611 | 611 | |
|
612 | 612 | """ |
|
613 | 613 | with open(filename, 'r') as f: |
|
614 | 614 | # add newline in case of trailing indented whitespace |
|
615 | 615 | # which will cause SyntaxError |
|
616 | 616 | code = f.read()+'\n' |
|
617 | 617 | return self.execute(code, block=block, targets=targets) |
|
618 | 618 | |
|
619 | 619 | def update(self, ns): |
|
620 | 620 | """update remote namespace with dict `ns` |
|
621 | 621 | |
|
622 | 622 | See `push` for details. |
|
623 | 623 | """ |
|
624 | 624 | return self.push(ns, block=self.block, track=self.track) |
|
625 | 625 | |
|
626 | 626 | def push(self, ns, targets=None, block=None, track=None): |
|
627 | 627 | """update remote namespace with dict `ns` |
|
628 | 628 | |
|
629 | 629 | Parameters |
|
630 | 630 | ---------- |
|
631 | 631 | |
|
632 | 632 | ns : dict |
|
633 | 633 | dict of keys with which to update engine namespace(s) |
|
634 | 634 | block : bool [default : self.block] |
|
635 | 635 | whether to wait to be notified of engine receipt |
|
636 | 636 | |
|
637 | 637 | """ |
|
638 | 638 | |
|
639 | 639 | block = block if block is not None else self.block |
|
640 | 640 | track = track if track is not None else self.track |
|
641 | 641 | targets = targets if targets is not None else self.targets |
|
642 | 642 | # applier = self.apply_sync if block else self.apply_async |
|
643 | 643 | if not isinstance(ns, dict): |
|
644 | 644 | raise TypeError("Must be a dict, not %s"%type(ns)) |
|
645 | 645 | return self._really_apply(util._push, (ns,), block=block, track=track, targets=targets) |
|
646 | 646 | |
|
647 | 647 | def get(self, key_s): |
|
648 | 648 | """get object(s) by `key_s` from remote namespace |
|
649 | 649 | |
|
650 | 650 | see `pull` for details. |
|
651 | 651 | """ |
|
652 | 652 | # block = block if block is not None else self.block |
|
653 | 653 | return self.pull(key_s, block=True) |
|
654 | 654 | |
|
655 | 655 | def pull(self, names, targets=None, block=None): |
|
656 | 656 | """get object(s) by `name` from remote namespace |
|
657 | 657 | |
|
658 | 658 | will return one object if it is a key. |
|
659 | 659 | can also take a list of keys, in which case it will return a list of objects. |
|
660 | 660 | """ |
|
661 | 661 | block = block if block is not None else self.block |
|
662 | 662 | targets = targets if targets is not None else self.targets |
|
663 | 663 | applier = self.apply_sync if block else self.apply_async |
|
664 | 664 | if isinstance(names, basestring): |
|
665 | 665 | pass |
|
666 | 666 | elif isinstance(names, (list,tuple,set)): |
|
667 | 667 | for key in names: |
|
668 | 668 | if not isinstance(key, basestring): |
|
669 | 669 | raise TypeError("keys must be str, not type %r"%type(key)) |
|
670 | 670 | else: |
|
671 | 671 | raise TypeError("names must be strs, not %r"%names) |
|
672 | 672 | return self._really_apply(util._pull, (names,), block=block, targets=targets) |
|
673 | 673 | |
|
674 | 674 | def scatter(self, key, seq, dist='b', flatten=False, targets=None, block=None, track=None): |
|
675 | 675 | """ |
|
676 | 676 | Partition a Python sequence and send the partitions to a set of engines. |
|
677 | 677 | """ |
|
678 | 678 | block = block if block is not None else self.block |
|
679 | 679 | track = track if track is not None else self.track |
|
680 | 680 | targets = targets if targets is not None else self.targets |
|
681 | 681 | |
|
682 | 682 | mapObject = Map.dists[dist]() |
|
683 | 683 | nparts = len(targets) |
|
684 | 684 | msg_ids = [] |
|
685 | 685 | trackers = [] |
|
686 | 686 | for index, engineid in enumerate(targets): |
|
687 | 687 | partition = mapObject.getPartition(seq, index, nparts) |
|
688 | 688 | if flatten and len(partition) == 1: |
|
689 | 689 | ns = {key: partition[0]} |
|
690 | 690 | else: |
|
691 | 691 | ns = {key: partition} |
|
692 | 692 | r = self.push(ns, block=False, track=track, targets=engineid) |
|
693 | 693 | msg_ids.extend(r.msg_ids) |
|
694 | 694 | if track: |
|
695 | 695 | trackers.append(r._tracker) |
|
696 | 696 | |
|
697 | 697 | if track: |
|
698 | 698 | tracker = zmq.MessageTracker(*trackers) |
|
699 | 699 | else: |
|
700 | 700 | tracker = None |
|
701 | 701 | |
|
702 | 702 | r = AsyncResult(self.client, msg_ids, fname='scatter', targets=targets, tracker=tracker) |
|
703 | 703 | if block: |
|
704 | 704 | r.wait() |
|
705 | 705 | else: |
|
706 | 706 | return r |
|
707 | 707 | |
|
708 | 708 | @sync_results |
|
709 | 709 | @save_ids |
|
710 | 710 | def gather(self, key, dist='b', targets=None, block=None): |
|
711 | 711 | """ |
|
712 | 712 | Gather a partitioned sequence on a set of engines as a single local seq. |
|
713 | 713 | """ |
|
714 | 714 | block = block if block is not None else self.block |
|
715 | 715 | targets = targets if targets is not None else self.targets |
|
716 | 716 | mapObject = Map.dists[dist]() |
|
717 | 717 | msg_ids = [] |
|
718 | 718 | |
|
719 | 719 | for index, engineid in enumerate(targets): |
|
720 | 720 | msg_ids.extend(self.pull(key, block=False, targets=engineid).msg_ids) |
|
721 | 721 | |
|
722 | 722 | r = AsyncMapResult(self.client, msg_ids, mapObject, fname='gather') |
|
723 | 723 | |
|
724 | 724 | if block: |
|
725 | 725 | try: |
|
726 | 726 | return r.get() |
|
727 | 727 | except KeyboardInterrupt: |
|
728 | 728 | pass |
|
729 | 729 | return r |
|
730 | 730 | |
|
731 | 731 | def __getitem__(self, key): |
|
732 | 732 | return self.get(key) |
|
733 | 733 | |
|
734 | 734 | def __setitem__(self,key, value): |
|
735 | 735 | self.update({key:value}) |
|
736 | 736 | |
|
737 | 737 | def clear(self, targets=None, block=False): |
|
738 | 738 | """Clear the remote namespaces on my engines.""" |
|
739 | 739 | block = block if block is not None else self.block |
|
740 | 740 | targets = targets if targets is not None else self.targets |
|
741 | 741 | return self.client.clear(targets=targets, block=block) |
|
742 | 742 | |
|
743 | 743 | def kill(self, targets=None, block=True): |
|
744 | 744 | """Kill my engines.""" |
|
745 | 745 | block = block if block is not None else self.block |
|
746 | 746 | targets = targets if targets is not None else self.targets |
|
747 | 747 | return self.client.kill(targets=targets, block=block) |
|
748 | 748 | |
|
749 | 749 | #---------------------------------------- |
|
750 | 750 | # activate for %px,%autopx magics |
|
751 | 751 | #---------------------------------------- |
|
752 | 752 | def activate(self): |
|
753 | 753 | """Make this `View` active for parallel magic commands. |
|
754 | 754 | |
|
755 | 755 | IPython has a magic command syntax to work with `MultiEngineClient` objects. |
|
756 | 756 | In a given IPython session there is a single active one. While |
|
757 | 757 | there can be many `Views` created and used by the user, |
|
758 | 758 | there is only one active one. The active `View` is used whenever |
|
759 | 759 | the magic commands %px and %autopx are used. |
|
760 | 760 | |
|
761 | 761 | The activate() method is called on a given `View` to make it |
|
762 | 762 | active. Once this has been done, the magic commands can be used. |
|
763 | 763 | """ |
|
764 | 764 | |
|
765 | 765 | try: |
|
766 | 766 | # This is injected into __builtins__. |
|
767 | 767 | ip = get_ipython() |
|
768 | 768 | except NameError: |
|
769 | 769 | print "The IPython parallel magics (%result, %px, %autopx) only work within IPython." |
|
770 | 770 | else: |
|
771 | 771 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') |
|
772 | 772 | if pmagic is None: |
|
773 | 773 | ip.magic_load_ext('parallelmagic') |
|
774 | 774 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') |
|
775 | 775 | |
|
776 | 776 | pmagic.active_view = self |
|
777 | 777 | |
|
778 | 778 | |
|
779 | 779 | @skip_doctest |
|
780 | 780 | class LoadBalancedView(View): |
|
781 | 781 | """An load-balancing View that only executes via the Task scheduler. |
|
782 | 782 | |
|
783 | 783 | Load-balanced views can be created with the client's `view` method: |
|
784 | 784 | |
|
785 | 785 | >>> v = client.load_balanced_view() |
|
786 | 786 | |
|
787 | 787 | or targets can be specified, to restrict the potential destinations: |
|
788 | 788 | |
|
789 | 789 | >>> v = client.client.load_balanced_view(([1,3]) |
|
790 | 790 | |
|
791 | 791 | which would restrict loadbalancing to between engines 1 and 3. |
|
792 | 792 | |
|
793 | 793 | """ |
|
794 | 794 | |
|
795 | 795 | follow=Any() |
|
796 | 796 | after=Any() |
|
797 | 797 | timeout=CFloat() |
|
798 | 798 | retries = CInt(0) |
|
799 | 799 | |
|
800 | 800 | _task_scheme = Any() |
|
801 | 801 | _flag_names = List(['targets', 'block', 'track', 'follow', 'after', 'timeout', 'retries']) |
|
802 | 802 | |
|
803 | 803 | def __init__(self, client=None, socket=None, **flags): |
|
804 | 804 | super(LoadBalancedView, self).__init__(client=client, socket=socket, **flags) |
|
805 | 805 | self._task_scheme=client._task_scheme |
|
806 | 806 | |
|
807 | 807 | def _validate_dependency(self, dep): |
|
808 | 808 | """validate a dependency. |
|
809 | 809 | |
|
810 | 810 | For use in `set_flags`. |
|
811 | 811 | """ |
|
812 | 812 | if dep is None or isinstance(dep, (str, AsyncResult, Dependency)): |
|
813 | 813 | return True |
|
814 | 814 | elif isinstance(dep, (list,set, tuple)): |
|
815 | 815 | for d in dep: |
|
816 | 816 | if not isinstance(d, (str, AsyncResult)): |
|
817 | 817 | return False |
|
818 | 818 | elif isinstance(dep, dict): |
|
819 | 819 | if set(dep.keys()) != set(Dependency().as_dict().keys()): |
|
820 | 820 | return False |
|
821 | 821 | if not isinstance(dep['msg_ids'], list): |
|
822 | 822 | return False |
|
823 | 823 | for d in dep['msg_ids']: |
|
824 | 824 | if not isinstance(d, str): |
|
825 | 825 | return False |
|
826 | 826 | else: |
|
827 | 827 | return False |
|
828 | 828 | |
|
829 | 829 | return True |
|
830 | 830 | |
|
831 | 831 | def _render_dependency(self, dep): |
|
832 | 832 | """helper for building jsonable dependencies from various input forms.""" |
|
833 | 833 | if isinstance(dep, Dependency): |
|
834 | 834 | return dep.as_dict() |
|
835 | 835 | elif isinstance(dep, AsyncResult): |
|
836 | 836 | return dep.msg_ids |
|
837 | 837 | elif dep is None: |
|
838 | 838 | return [] |
|
839 | 839 | else: |
|
840 | 840 | # pass to Dependency constructor |
|
841 | 841 | return list(Dependency(dep)) |
|
842 | 842 | |
|
843 | 843 | def set_flags(self, **kwargs): |
|
844 | 844 | """set my attribute flags by keyword. |
|
845 | 845 | |
|
846 | 846 | A View is a wrapper for the Client's apply method, but with attributes |
|
847 | 847 | that specify keyword arguments, those attributes can be set by keyword |
|
848 | 848 | argument with this method. |
|
849 | 849 | |
|
850 | 850 | Parameters |
|
851 | 851 | ---------- |
|
852 | 852 | |
|
853 | 853 | block : bool |
|
854 | 854 | whether to wait for results |
|
855 | 855 | track : bool |
|
856 | 856 | whether to create a MessageTracker to allow the user to |
|
857 | 857 | safely edit after arrays and buffers during non-copying |
|
858 | 858 | sends. |
|
859 | 859 | |
|
860 | 860 | after : Dependency or collection of msg_ids |
|
861 | 861 | Only for load-balanced execution (targets=None) |
|
862 | 862 | Specify a list of msg_ids as a time-based dependency. |
|
863 | 863 | This job will only be run *after* the dependencies |
|
864 | 864 | have been met. |
|
865 | 865 | |
|
866 | 866 | follow : Dependency or collection of msg_ids |
|
867 | 867 | Only for load-balanced execution (targets=None) |
|
868 | 868 | Specify a list of msg_ids as a location-based dependency. |
|
869 | 869 | This job will only be run on an engine where this dependency |
|
870 | 870 | is met. |
|
871 | 871 | |
|
872 | 872 | timeout : float/int or None |
|
873 | 873 | Only for load-balanced execution (targets=None) |
|
874 | 874 | Specify an amount of time (in seconds) for the scheduler to |
|
875 | 875 | wait for dependencies to be met before failing with a |
|
876 | 876 | DependencyTimeout. |
|
877 | 877 | |
|
878 | 878 | retries : int |
|
879 | 879 | Number of times a task will be retried on failure. |
|
880 | 880 | """ |
|
881 | 881 | |
|
882 | 882 | super(LoadBalancedView, self).set_flags(**kwargs) |
|
883 | 883 | for name in ('follow', 'after'): |
|
884 | 884 | if name in kwargs: |
|
885 | 885 | value = kwargs[name] |
|
886 | 886 | if self._validate_dependency(value): |
|
887 | 887 | setattr(self, name, value) |
|
888 | 888 | else: |
|
889 | 889 | raise ValueError("Invalid dependency: %r"%value) |
|
890 | 890 | if 'timeout' in kwargs: |
|
891 | 891 | t = kwargs['timeout'] |
|
892 | 892 | if not isinstance(t, (int, long, float, type(None))): |
|
893 | 893 | raise TypeError("Invalid type for timeout: %r"%type(t)) |
|
894 | 894 | if t is not None: |
|
895 | 895 | if t < 0: |
|
896 | 896 | raise ValueError("Invalid timeout: %s"%t) |
|
897 | 897 | self.timeout = t |
|
898 | 898 | |
|
899 | 899 | @sync_results |
|
900 | 900 | @save_ids |
|
901 | 901 | def _really_apply(self, f, args=None, kwargs=None, block=None, track=None, |
|
902 | 902 | after=None, follow=None, timeout=None, |
|
903 | 903 | targets=None, retries=None): |
|
904 | 904 | """calls f(*args, **kwargs) on a remote engine, returning the result. |
|
905 | 905 | |
|
906 | 906 | This method temporarily sets all of `apply`'s flags for a single call. |
|
907 | 907 | |
|
908 | 908 | Parameters |
|
909 | 909 | ---------- |
|
910 | 910 | |
|
911 | 911 | f : callable |
|
912 | 912 | |
|
913 | 913 | args : list [default: empty] |
|
914 | 914 | |
|
915 | 915 | kwargs : dict [default: empty] |
|
916 | 916 | |
|
917 | 917 | block : bool [default: self.block] |
|
918 | 918 | whether to block |
|
919 | 919 | track : bool [default: self.track] |
|
920 | 920 | whether to ask zmq to track the message, for safe non-copying sends |
|
921 | 921 | |
|
922 | 922 | !!!!!! TODO: THE REST HERE !!!! |
|
923 | 923 | |
|
924 | 924 | Returns |
|
925 | 925 | ------- |
|
926 | 926 | |
|
927 | 927 | if self.block is False: |
|
928 | 928 | returns AsyncResult |
|
929 | 929 | else: |
|
930 | 930 | returns actual result of f(*args, **kwargs) on the engine(s) |
|
931 | 931 | This will be a list of self.targets is also a list (even length 1), or |
|
932 | 932 | the single result if self.targets is an integer engine id |
|
933 | 933 | """ |
|
934 | 934 | |
|
935 | 935 | # validate whether we can run |
|
936 | 936 | if self._socket.closed: |
|
937 | 937 | msg = "Task farming is disabled" |
|
938 | 938 | if self._task_scheme == 'pure': |
|
939 | 939 | msg += " because the pure ZMQ scheduler cannot handle" |
|
940 | 940 | msg += " disappearing engines." |
|
941 | 941 | raise RuntimeError(msg) |
|
942 | 942 | |
|
943 | 943 | if self._task_scheme == 'pure': |
|
944 | 944 | # pure zmq scheme doesn't support extra features |
|
945 | 945 | msg = "Pure ZMQ scheduler doesn't support the following flags:" |
|
946 | 946 | "follow, after, retries, targets, timeout" |
|
947 | 947 | if (follow or after or retries or targets or timeout): |
|
948 | 948 | # hard fail on Scheduler flags |
|
949 | 949 | raise RuntimeError(msg) |
|
950 | 950 | if isinstance(f, dependent): |
|
951 | 951 | # soft warn on functional dependencies |
|
952 | 952 | warnings.warn(msg, RuntimeWarning) |
|
953 | 953 | |
|
954 | 954 | # build args |
|
955 | 955 | args = [] if args is None else args |
|
956 | 956 | kwargs = {} if kwargs is None else kwargs |
|
957 | 957 | block = self.block if block is None else block |
|
958 | 958 | track = self.track if track is None else track |
|
959 | 959 | after = self.after if after is None else after |
|
960 | 960 | retries = self.retries if retries is None else retries |
|
961 | 961 | follow = self.follow if follow is None else follow |
|
962 | 962 | timeout = self.timeout if timeout is None else timeout |
|
963 | 963 | targets = self.targets if targets is None else targets |
|
964 | 964 | |
|
965 | 965 | if not isinstance(retries, int): |
|
966 | 966 | raise TypeError('retries must be int, not %r'%type(retries)) |
|
967 | 967 | |
|
968 | 968 | if targets is None: |
|
969 | 969 | idents = [] |
|
970 | 970 | else: |
|
971 | 971 | idents = self.client._build_targets(targets)[0] |
|
972 | # ensure *not* bytes | |
|
973 | idents = [ ident.decode() for ident in idents ] | |
|
972 | 974 | |
|
973 | 975 | after = self._render_dependency(after) |
|
974 | 976 | follow = self._render_dependency(follow) |
|
975 | 977 | subheader = dict(after=after, follow=follow, timeout=timeout, targets=idents, retries=retries) |
|
976 | 978 | |
|
977 | 979 | msg = self.client.send_apply_message(self._socket, f, args, kwargs, track=track, |
|
978 | 980 | subheader=subheader) |
|
979 | 981 | tracker = None if track is False else msg['tracker'] |
|
980 | 982 | |
|
981 | 983 | ar = AsyncResult(self.client, msg['msg_id'], fname=f.__name__, targets=None, tracker=tracker) |
|
982 | 984 | |
|
983 | 985 | if block: |
|
984 | 986 | try: |
|
985 | 987 | return ar.get() |
|
986 | 988 | except KeyboardInterrupt: |
|
987 | 989 | pass |
|
988 | 990 | return ar |
|
989 | 991 | |
|
990 | 992 | @spin_after |
|
991 | 993 | @save_ids |
|
992 | 994 | def map(self, f, *sequences, **kwargs): |
|
993 | 995 | """view.map(f, *sequences, block=self.block, chunksize=1) => list|AsyncMapResult |
|
994 | 996 | |
|
995 | 997 | Parallel version of builtin `map`, load-balanced by this View. |
|
996 | 998 | |
|
997 | 999 | `block`, and `chunksize` can be specified by keyword only. |
|
998 | 1000 | |
|
999 | 1001 | Each `chunksize` elements will be a separate task, and will be |
|
1000 | 1002 | load-balanced. This lets individual elements be available for iteration |
|
1001 | 1003 | as soon as they arrive. |
|
1002 | 1004 | |
|
1003 | 1005 | Parameters |
|
1004 | 1006 | ---------- |
|
1005 | 1007 | |
|
1006 | 1008 | f : callable |
|
1007 | 1009 | function to be mapped |
|
1008 | 1010 | *sequences: one or more sequences of matching length |
|
1009 | 1011 | the sequences to be distributed and passed to `f` |
|
1010 | 1012 | block : bool |
|
1011 | 1013 | whether to wait for the result or not [default self.block] |
|
1012 | 1014 | track : bool |
|
1013 | 1015 | whether to create a MessageTracker to allow the user to |
|
1014 | 1016 | safely edit after arrays and buffers during non-copying |
|
1015 | 1017 | sends. |
|
1016 | 1018 | chunksize : int |
|
1017 | 1019 | how many elements should be in each task [default 1] |
|
1018 | 1020 | |
|
1019 | 1021 | Returns |
|
1020 | 1022 | ------- |
|
1021 | 1023 | |
|
1022 | 1024 | if block=False: |
|
1023 | 1025 | AsyncMapResult |
|
1024 | 1026 | An object like AsyncResult, but which reassembles the sequence of results |
|
1025 | 1027 | into a single list. AsyncMapResults can be iterated through before all |
|
1026 | 1028 | results are complete. |
|
1027 | 1029 | else: |
|
1028 | 1030 | the result of map(f,*sequences) |
|
1029 | 1031 | |
|
1030 | 1032 | """ |
|
1031 | 1033 | |
|
1032 | 1034 | # default |
|
1033 | 1035 | block = kwargs.get('block', self.block) |
|
1034 | 1036 | chunksize = kwargs.get('chunksize', 1) |
|
1035 | 1037 | |
|
1036 | 1038 | keyset = set(kwargs.keys()) |
|
1037 | 1039 | extra_keys = keyset.difference_update(set(['block', 'chunksize'])) |
|
1038 | 1040 | if extra_keys: |
|
1039 | 1041 | raise TypeError("Invalid kwargs: %s"%list(extra_keys)) |
|
1040 | 1042 | |
|
1041 | 1043 | assert len(sequences) > 0, "must have some sequences to map onto!" |
|
1042 | 1044 | |
|
1043 | 1045 | pf = ParallelFunction(self, f, block=block, chunksize=chunksize) |
|
1044 | 1046 | return pf.map(*sequences) |
|
1045 | 1047 | |
|
1046 | 1048 | __all__ = ['LoadBalancedView', 'DirectView'] |
@@ -1,169 +1,173 b'' | |||
|
1 | 1 | #!/usr/bin/env python |
|
2 | 2 | """ |
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3 | 3 | A multi-heart Heartbeat system using PUB and XREP sockets. pings are sent out on the PUB, |
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4 | 4 | and hearts are tracked based on their XREQ identities. |
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5 | 5 | |
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6 | 6 | Authors: |
|
7 | 7 | |
|
8 | 8 | * Min RK |
|
9 | 9 | """ |
|
10 | 10 | #----------------------------------------------------------------------------- |
|
11 | 11 | # Copyright (C) 2010-2011 The IPython Development Team |
|
12 | 12 | # |
|
13 | 13 | # Distributed under the terms of the BSD License. The full license is in |
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14 | 14 | # the file COPYING, distributed as part of this software. |
|
15 | 15 | #----------------------------------------------------------------------------- |
|
16 | 16 | |
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17 | 17 | from __future__ import print_function |
|
18 | 18 | import time |
|
19 | 19 | import uuid |
|
20 | 20 | |
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21 | 21 | import zmq |
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22 | 22 | from zmq.devices import ThreadDevice |
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23 | 23 | from zmq.eventloop import ioloop, zmqstream |
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24 | 24 | |
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25 | 25 | from IPython.config.configurable import LoggingConfigurable |
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26 | 26 | from IPython.utils.traitlets import Set, Instance, CFloat |
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27 | 27 | |
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28 | from IPython.parallel.util import ensure_bytes | |
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29 | ||
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28 | 30 | class Heart(object): |
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29 | 31 | """A basic heart object for responding to a HeartMonitor. |
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30 | 32 | This is a simple wrapper with defaults for the most common |
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31 | 33 | Device model for responding to heartbeats. |
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32 | 34 | |
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33 | 35 | It simply builds a threadsafe zmq.FORWARDER Device, defaulting to using |
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34 | 36 | SUB/XREQ for in/out. |
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35 | 37 | |
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36 | 38 | You can specify the XREQ's IDENTITY via the optional heart_id argument.""" |
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37 | 39 | device=None |
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38 | 40 | id=None |
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39 | 41 | def __init__(self, in_addr, out_addr, in_type=zmq.SUB, out_type=zmq.XREQ, heart_id=None): |
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40 | 42 | self.device = ThreadDevice(zmq.FORWARDER, in_type, out_type) |
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41 | 43 | self.device.daemon=True |
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42 | 44 | self.device.connect_in(in_addr) |
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43 | 45 | self.device.connect_out(out_addr) |
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44 | 46 | if in_type == zmq.SUB: |
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45 | self.device.setsockopt_in(zmq.SUBSCRIBE, "") | |
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47 | self.device.setsockopt_in(zmq.SUBSCRIBE, b"") | |
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46 | 48 | if heart_id is None: |
|
47 |
heart_id = |
|
|
49 | heart_id = ensure_bytes(uuid.uuid4()) | |
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48 | 50 | self.device.setsockopt_out(zmq.IDENTITY, heart_id) |
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49 | 51 | self.id = heart_id |
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50 | 52 | |
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51 | 53 | def start(self): |
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52 | 54 | return self.device.start() |
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53 | 55 | |
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54 | 56 | class HeartMonitor(LoggingConfigurable): |
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55 | 57 | """A basic HeartMonitor class |
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56 | 58 | pingstream: a PUB stream |
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57 | 59 | pongstream: an XREP stream |
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58 | 60 | period: the period of the heartbeat in milliseconds""" |
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59 | 61 | |
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60 | 62 | period=CFloat(1000, config=True, |
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61 | 63 | help='The frequency at which the Hub pings the engines for heartbeats ' |
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62 | 64 | ' (in ms) [default: 100]', |
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63 | 65 | ) |
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64 | 66 | |
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65 | 67 | pingstream=Instance('zmq.eventloop.zmqstream.ZMQStream') |
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66 | 68 | pongstream=Instance('zmq.eventloop.zmqstream.ZMQStream') |
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67 | 69 | loop = Instance('zmq.eventloop.ioloop.IOLoop') |
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68 | 70 | def _loop_default(self): |
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69 | 71 | return ioloop.IOLoop.instance() |
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70 | 72 | |
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71 | 73 | # not settable: |
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72 | 74 | hearts=Set() |
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73 | 75 | responses=Set() |
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74 | 76 | on_probation=Set() |
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75 | 77 | last_ping=CFloat(0) |
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76 | 78 | _new_handlers = Set() |
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77 | 79 | _failure_handlers = Set() |
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78 | 80 | lifetime = CFloat(0) |
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79 | 81 | tic = CFloat(0) |
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80 | 82 | |
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81 | 83 | def __init__(self, **kwargs): |
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82 | 84 | super(HeartMonitor, self).__init__(**kwargs) |
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83 | 85 | |
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84 | 86 | self.pongstream.on_recv(self.handle_pong) |
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85 | 87 | |
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86 | 88 | def start(self): |
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87 | 89 | self.caller = ioloop.PeriodicCallback(self.beat, self.period, self.loop) |
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88 | 90 | self.caller.start() |
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89 | 91 | |
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90 | 92 | def add_new_heart_handler(self, handler): |
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91 | 93 | """add a new handler for new hearts""" |
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92 | 94 | self.log.debug("heartbeat::new_heart_handler: %s"%handler) |
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93 | 95 | self._new_handlers.add(handler) |
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94 | 96 | |
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95 | 97 | def add_heart_failure_handler(self, handler): |
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96 | 98 | """add a new handler for heart failure""" |
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97 | 99 | self.log.debug("heartbeat::new heart failure handler: %s"%handler) |
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98 | 100 | self._failure_handlers.add(handler) |
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99 | 101 | |
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100 | 102 | def beat(self): |
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101 | 103 | self.pongstream.flush() |
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102 | 104 | self.last_ping = self.lifetime |
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103 | 105 | |
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104 | 106 | toc = time.time() |
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105 | 107 | self.lifetime += toc-self.tic |
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106 | 108 | self.tic = toc |
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107 | 109 | # self.log.debug("heartbeat::%s"%self.lifetime) |
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108 | 110 | goodhearts = self.hearts.intersection(self.responses) |
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109 | 111 | missed_beats = self.hearts.difference(goodhearts) |
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110 | 112 | heartfailures = self.on_probation.intersection(missed_beats) |
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111 | 113 | newhearts = self.responses.difference(goodhearts) |
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112 | 114 | map(self.handle_new_heart, newhearts) |
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113 | 115 | map(self.handle_heart_failure, heartfailures) |
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114 | 116 | self.on_probation = missed_beats.intersection(self.hearts) |
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115 | 117 | self.responses = set() |
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116 | 118 | # print self.on_probation, self.hearts |
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117 | 119 | # self.log.debug("heartbeat::beat %.3f, %i beating hearts"%(self.lifetime, len(self.hearts))) |
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118 | self.pingstream.send(str(self.lifetime)) | |
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120 | self.pingstream.send(ensure_bytes(str(self.lifetime))) | |
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119 | 121 | |
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120 | 122 | def handle_new_heart(self, heart): |
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121 | 123 | if self._new_handlers: |
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122 | 124 | for handler in self._new_handlers: |
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123 | 125 | handler(heart) |
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124 | 126 | else: |
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125 | 127 | self.log.info("heartbeat::yay, got new heart %s!"%heart) |
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126 | 128 | self.hearts.add(heart) |
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127 | 129 | |
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128 | 130 | def handle_heart_failure(self, heart): |
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129 | 131 | if self._failure_handlers: |
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130 | 132 | for handler in self._failure_handlers: |
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131 | 133 | try: |
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132 | 134 | handler(heart) |
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133 | 135 | except Exception as e: |
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134 | 136 | self.log.error("heartbeat::Bad Handler! %s"%handler, exc_info=True) |
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135 | 137 | pass |
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136 | 138 | else: |
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137 | 139 | self.log.info("heartbeat::Heart %s failed :("%heart) |
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138 | 140 | self.hearts.remove(heart) |
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139 | 141 | |
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140 | 142 | |
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141 | 143 | def handle_pong(self, msg): |
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142 | 144 | "a heart just beat" |
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143 |
|
|
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145 | current = ensure_bytes(str(self.lifetime)) | |
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146 | last = ensure_bytes(str(self.last_ping)) | |
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147 | if msg[1] == current: | |
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144 | 148 | delta = time.time()-self.tic |
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145 | 149 | # self.log.debug("heartbeat::heart %r took %.2f ms to respond"%(msg[0], 1000*delta)) |
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146 | 150 | self.responses.add(msg[0]) |
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147 |
elif msg[1] == |
|
|
151 | elif msg[1] == last: | |
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148 | 152 | delta = time.time()-self.tic + (self.lifetime-self.last_ping) |
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149 | 153 | self.log.warn("heartbeat::heart %r missed a beat, and took %.2f ms to respond"%(msg[0], 1000*delta)) |
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150 | 154 | self.responses.add(msg[0]) |
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151 | 155 | else: |
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152 | 156 | self.log.warn("heartbeat::got bad heartbeat (possibly old?): %s (current=%.3f)"% |
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153 | 157 | (msg[1],self.lifetime)) |
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154 | 158 | |
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155 | 159 | |
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156 | 160 | if __name__ == '__main__': |
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157 | 161 | loop = ioloop.IOLoop.instance() |
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158 | 162 | context = zmq.Context() |
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159 | 163 | pub = context.socket(zmq.PUB) |
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160 | 164 | pub.bind('tcp://127.0.0.1:5555') |
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161 | 165 | xrep = context.socket(zmq.XREP) |
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162 | 166 | xrep.bind('tcp://127.0.0.1:5556') |
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163 | 167 | |
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164 | 168 | outstream = zmqstream.ZMQStream(pub, loop) |
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165 | 169 | instream = zmqstream.ZMQStream(xrep, loop) |
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166 | 170 | |
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167 | 171 | hb = HeartMonitor(loop, outstream, instream) |
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168 | 172 | |
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169 | 173 | loop.start() |
@@ -1,1288 +1,1291 b'' | |||
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1 | 1 | #!/usr/bin/env python |
|
2 | 2 | """The IPython Controller Hub with 0MQ |
|
3 | 3 | This is the master object that handles connections from engines and clients, |
|
4 | 4 | and monitors traffic through the various queues. |
|
5 | 5 | |
|
6 | 6 | Authors: |
|
7 | 7 | |
|
8 | 8 | * Min RK |
|
9 | 9 | """ |
|
10 | 10 | #----------------------------------------------------------------------------- |
|
11 | 11 | # Copyright (C) 2010 The IPython Development Team |
|
12 | 12 | # |
|
13 | 13 | # Distributed under the terms of the BSD License. The full license is in |
|
14 | 14 | # the file COPYING, distributed as part of this software. |
|
15 | 15 | #----------------------------------------------------------------------------- |
|
16 | 16 | |
|
17 | 17 | #----------------------------------------------------------------------------- |
|
18 | 18 | # Imports |
|
19 | 19 | #----------------------------------------------------------------------------- |
|
20 | 20 | from __future__ import print_function |
|
21 | 21 | |
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22 | 22 | import sys |
|
23 | 23 | import time |
|
24 | 24 | from datetime import datetime |
|
25 | 25 | |
|
26 | 26 | import zmq |
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27 | 27 | from zmq.eventloop import ioloop |
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28 | 28 | from zmq.eventloop.zmqstream import ZMQStream |
|
29 | 29 | |
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30 | 30 | # internal: |
|
31 | 31 | from IPython.utils.importstring import import_item |
|
32 | 32 | from IPython.utils.traitlets import ( |
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33 | 33 | HasTraits, Instance, Int, Unicode, Dict, Set, Tuple, CBytes, DottedObjectName |
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34 | 34 | ) |
|
35 | 35 | |
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36 | 36 | from IPython.parallel import error, util |
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37 | 37 | from IPython.parallel.factory import RegistrationFactory |
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38 | 38 | |
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39 | 39 | from IPython.zmq.session import SessionFactory |
|
40 | 40 | |
|
41 | 41 | from .heartmonitor import HeartMonitor |
|
42 | 42 | |
|
43 | 43 | #----------------------------------------------------------------------------- |
|
44 | 44 | # Code |
|
45 | 45 | #----------------------------------------------------------------------------- |
|
46 | 46 | |
|
47 | 47 | def _passer(*args, **kwargs): |
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48 | 48 | return |
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49 | 49 | |
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50 | 50 | def _printer(*args, **kwargs): |
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51 | 51 | print (args) |
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52 | 52 | print (kwargs) |
|
53 | 53 | |
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54 | 54 | def empty_record(): |
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55 | 55 | """Return an empty dict with all record keys.""" |
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56 | 56 | return { |
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57 | 57 | 'msg_id' : None, |
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58 | 58 | 'header' : None, |
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59 | 59 | 'content': None, |
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60 | 60 | 'buffers': None, |
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61 | 61 | 'submitted': None, |
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62 | 62 | 'client_uuid' : None, |
|
63 | 63 | 'engine_uuid' : None, |
|
64 | 64 | 'started': None, |
|
65 | 65 | 'completed': None, |
|
66 | 66 | 'resubmitted': None, |
|
67 | 67 | 'result_header' : None, |
|
68 | 68 | 'result_content' : None, |
|
69 | 69 | 'result_buffers' : None, |
|
70 | 70 | 'queue' : None, |
|
71 | 71 | 'pyin' : None, |
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72 | 72 | 'pyout': None, |
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73 | 73 | 'pyerr': None, |
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74 | 74 | 'stdout': '', |
|
75 | 75 | 'stderr': '', |
|
76 | 76 | } |
|
77 | 77 | |
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78 | 78 | def init_record(msg): |
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79 | 79 | """Initialize a TaskRecord based on a request.""" |
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80 | 80 | header = msg['header'] |
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81 | 81 | return { |
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82 | 82 | 'msg_id' : header['msg_id'], |
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83 | 83 | 'header' : header, |
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84 | 84 | 'content': msg['content'], |
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85 | 85 | 'buffers': msg['buffers'], |
|
86 | 86 | 'submitted': header['date'], |
|
87 | 87 | 'client_uuid' : None, |
|
88 | 88 | 'engine_uuid' : None, |
|
89 | 89 | 'started': None, |
|
90 | 90 | 'completed': None, |
|
91 | 91 | 'resubmitted': None, |
|
92 | 92 | 'result_header' : None, |
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93 | 93 | 'result_content' : None, |
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94 | 94 | 'result_buffers' : None, |
|
95 | 95 | 'queue' : None, |
|
96 | 96 | 'pyin' : None, |
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97 | 97 | 'pyout': None, |
|
98 | 98 | 'pyerr': None, |
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99 | 99 | 'stdout': '', |
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100 | 100 | 'stderr': '', |
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101 | 101 | } |
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102 | 102 | |
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103 | 103 | |
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104 | 104 | class EngineConnector(HasTraits): |
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105 | 105 | """A simple object for accessing the various zmq connections of an object. |
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106 | 106 | Attributes are: |
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107 | 107 | id (int): engine ID |
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108 | 108 | uuid (str): uuid (unused?) |
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109 | 109 | queue (str): identity of queue's XREQ socket |
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110 | 110 | registration (str): identity of registration XREQ socket |
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111 | 111 | heartbeat (str): identity of heartbeat XREQ socket |
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112 | 112 | """ |
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113 | 113 | id=Int(0) |
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114 | 114 | queue=CBytes() |
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115 | 115 | control=CBytes() |
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116 | 116 | registration=CBytes() |
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117 | 117 | heartbeat=CBytes() |
|
118 | 118 | pending=Set() |
|
119 | 119 | |
|
120 | 120 | class HubFactory(RegistrationFactory): |
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121 | 121 | """The Configurable for setting up a Hub.""" |
|
122 | 122 | |
|
123 | 123 | # port-pairs for monitoredqueues: |
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124 | 124 | hb = Tuple(Int,Int,config=True, |
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125 | 125 | help="""XREQ/SUB Port pair for Engine heartbeats""") |
|
126 | 126 | def _hb_default(self): |
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127 | 127 | return tuple(util.select_random_ports(2)) |
|
128 | 128 | |
|
129 | 129 | mux = Tuple(Int,Int,config=True, |
|
130 | 130 | help="""Engine/Client Port pair for MUX queue""") |
|
131 | 131 | |
|
132 | 132 | def _mux_default(self): |
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133 | 133 | return tuple(util.select_random_ports(2)) |
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134 | 134 | |
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135 | 135 | task = Tuple(Int,Int,config=True, |
|
136 | 136 | help="""Engine/Client Port pair for Task queue""") |
|
137 | 137 | def _task_default(self): |
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138 | 138 | return tuple(util.select_random_ports(2)) |
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139 | 139 | |
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140 | 140 | control = Tuple(Int,Int,config=True, |
|
141 | 141 | help="""Engine/Client Port pair for Control queue""") |
|
142 | 142 | |
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143 | 143 | def _control_default(self): |
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144 | 144 | return tuple(util.select_random_ports(2)) |
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145 | 145 | |
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146 | 146 | iopub = Tuple(Int,Int,config=True, |
|
147 | 147 | help="""Engine/Client Port pair for IOPub relay""") |
|
148 | 148 | |
|
149 | 149 | def _iopub_default(self): |
|
150 | 150 | return tuple(util.select_random_ports(2)) |
|
151 | 151 | |
|
152 | 152 | # single ports: |
|
153 | 153 | mon_port = Int(config=True, |
|
154 | 154 | help="""Monitor (SUB) port for queue traffic""") |
|
155 | 155 | |
|
156 | 156 | def _mon_port_default(self): |
|
157 | 157 | return util.select_random_ports(1)[0] |
|
158 | 158 | |
|
159 | 159 | notifier_port = Int(config=True, |
|
160 | 160 | help="""PUB port for sending engine status notifications""") |
|
161 | 161 | |
|
162 | 162 | def _notifier_port_default(self): |
|
163 | 163 | return util.select_random_ports(1)[0] |
|
164 | 164 | |
|
165 | 165 | engine_ip = Unicode('127.0.0.1', config=True, |
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166 | 166 | help="IP on which to listen for engine connections. [default: loopback]") |
|
167 | 167 | engine_transport = Unicode('tcp', config=True, |
|
168 | 168 | help="0MQ transport for engine connections. [default: tcp]") |
|
169 | 169 | |
|
170 | 170 | client_ip = Unicode('127.0.0.1', config=True, |
|
171 | 171 | help="IP on which to listen for client connections. [default: loopback]") |
|
172 | 172 | client_transport = Unicode('tcp', config=True, |
|
173 | 173 | help="0MQ transport for client connections. [default : tcp]") |
|
174 | 174 | |
|
175 | 175 | monitor_ip = Unicode('127.0.0.1', config=True, |
|
176 | 176 | help="IP on which to listen for monitor messages. [default: loopback]") |
|
177 | 177 | monitor_transport = Unicode('tcp', config=True, |
|
178 | 178 | help="0MQ transport for monitor messages. [default : tcp]") |
|
179 | 179 | |
|
180 | 180 | monitor_url = Unicode('') |
|
181 | 181 | |
|
182 | 182 | db_class = DottedObjectName('IPython.parallel.controller.dictdb.DictDB', |
|
183 | 183 | config=True, help="""The class to use for the DB backend""") |
|
184 | 184 | |
|
185 | 185 | # not configurable |
|
186 | 186 | db = Instance('IPython.parallel.controller.dictdb.BaseDB') |
|
187 | 187 | heartmonitor = Instance('IPython.parallel.controller.heartmonitor.HeartMonitor') |
|
188 | 188 | |
|
189 | 189 | def _ip_changed(self, name, old, new): |
|
190 | 190 | self.engine_ip = new |
|
191 | 191 | self.client_ip = new |
|
192 | 192 | self.monitor_ip = new |
|
193 | 193 | self._update_monitor_url() |
|
194 | 194 | |
|
195 | 195 | def _update_monitor_url(self): |
|
196 | 196 | self.monitor_url = "%s://%s:%i"%(self.monitor_transport, self.monitor_ip, self.mon_port) |
|
197 | 197 | |
|
198 | 198 | def _transport_changed(self, name, old, new): |
|
199 | 199 | self.engine_transport = new |
|
200 | 200 | self.client_transport = new |
|
201 | 201 | self.monitor_transport = new |
|
202 | 202 | self._update_monitor_url() |
|
203 | 203 | |
|
204 | 204 | def __init__(self, **kwargs): |
|
205 | 205 | super(HubFactory, self).__init__(**kwargs) |
|
206 | 206 | self._update_monitor_url() |
|
207 | 207 | |
|
208 | 208 | |
|
209 | 209 | def construct(self): |
|
210 | 210 | self.init_hub() |
|
211 | 211 | |
|
212 | 212 | def start(self): |
|
213 | 213 | self.heartmonitor.start() |
|
214 | 214 | self.log.info("Heartmonitor started") |
|
215 | 215 | |
|
216 | 216 | def init_hub(self): |
|
217 | 217 | """construct""" |
|
218 | 218 | client_iface = "%s://%s:"%(self.client_transport, self.client_ip) + "%i" |
|
219 | 219 | engine_iface = "%s://%s:"%(self.engine_transport, self.engine_ip) + "%i" |
|
220 | 220 | |
|
221 | 221 | ctx = self.context |
|
222 | 222 | loop = self.loop |
|
223 | 223 | |
|
224 | 224 | # Registrar socket |
|
225 | 225 | q = ZMQStream(ctx.socket(zmq.XREP), loop) |
|
226 | 226 | q.bind(client_iface % self.regport) |
|
227 | 227 | self.log.info("Hub listening on %s for registration."%(client_iface%self.regport)) |
|
228 | 228 | if self.client_ip != self.engine_ip: |
|
229 | 229 | q.bind(engine_iface % self.regport) |
|
230 | 230 | self.log.info("Hub listening on %s for registration."%(engine_iface%self.regport)) |
|
231 | 231 | |
|
232 | 232 | ### Engine connections ### |
|
233 | 233 | |
|
234 | 234 | # heartbeat |
|
235 | 235 | hpub = ctx.socket(zmq.PUB) |
|
236 | 236 | hpub.bind(engine_iface % self.hb[0]) |
|
237 | 237 | hrep = ctx.socket(zmq.XREP) |
|
238 | 238 | hrep.bind(engine_iface % self.hb[1]) |
|
239 | 239 | self.heartmonitor = HeartMonitor(loop=loop, config=self.config, log=self.log, |
|
240 | 240 | pingstream=ZMQStream(hpub,loop), |
|
241 | 241 | pongstream=ZMQStream(hrep,loop) |
|
242 | 242 | ) |
|
243 | 243 | |
|
244 | 244 | ### Client connections ### |
|
245 | 245 | # Notifier socket |
|
246 | 246 | n = ZMQStream(ctx.socket(zmq.PUB), loop) |
|
247 | 247 | n.bind(client_iface%self.notifier_port) |
|
248 | 248 | |
|
249 | 249 | ### build and launch the queues ### |
|
250 | 250 | |
|
251 | 251 | # monitor socket |
|
252 | 252 | sub = ctx.socket(zmq.SUB) |
|
253 | 253 | sub.setsockopt(zmq.SUBSCRIBE, b"") |
|
254 | 254 | sub.bind(self.monitor_url) |
|
255 | 255 | sub.bind('inproc://monitor') |
|
256 | 256 | sub = ZMQStream(sub, loop) |
|
257 | 257 | |
|
258 | 258 | # connect the db |
|
259 | 259 | self.log.info('Hub using DB backend: %r'%(self.db_class.split()[-1])) |
|
260 | 260 | # cdir = self.config.Global.cluster_dir |
|
261 | 261 | self.db = import_item(str(self.db_class))(session=self.session.session, |
|
262 | 262 | config=self.config, log=self.log) |
|
263 | 263 | time.sleep(.25) |
|
264 | 264 | try: |
|
265 | 265 | scheme = self.config.TaskScheduler.scheme_name |
|
266 | 266 | except AttributeError: |
|
267 | 267 | from .scheduler import TaskScheduler |
|
268 | 268 | scheme = TaskScheduler.scheme_name.get_default_value() |
|
269 | 269 | # build connection dicts |
|
270 | 270 | self.engine_info = { |
|
271 | 271 | 'control' : engine_iface%self.control[1], |
|
272 | 272 | 'mux': engine_iface%self.mux[1], |
|
273 | 273 | 'heartbeat': (engine_iface%self.hb[0], engine_iface%self.hb[1]), |
|
274 | 274 | 'task' : engine_iface%self.task[1], |
|
275 | 275 | 'iopub' : engine_iface%self.iopub[1], |
|
276 | 276 | # 'monitor' : engine_iface%self.mon_port, |
|
277 | 277 | } |
|
278 | 278 | |
|
279 | 279 | self.client_info = { |
|
280 | 280 | 'control' : client_iface%self.control[0], |
|
281 | 281 | 'mux': client_iface%self.mux[0], |
|
282 | 282 | 'task' : (scheme, client_iface%self.task[0]), |
|
283 | 283 | 'iopub' : client_iface%self.iopub[0], |
|
284 | 284 | 'notification': client_iface%self.notifier_port |
|
285 | 285 | } |
|
286 | 286 | self.log.debug("Hub engine addrs: %s"%self.engine_info) |
|
287 | 287 | self.log.debug("Hub client addrs: %s"%self.client_info) |
|
288 | 288 | |
|
289 | 289 | # resubmit stream |
|
290 | 290 | r = ZMQStream(ctx.socket(zmq.XREQ), loop) |
|
291 | 291 | url = util.disambiguate_url(self.client_info['task'][-1]) |
|
292 | r.setsockopt(zmq.IDENTITY, self.session.session) | |
|
292 | r.setsockopt(zmq.IDENTITY, util.ensure_bytes(self.session.session)) | |
|
293 | 293 | r.connect(url) |
|
294 | 294 | |
|
295 | 295 | self.hub = Hub(loop=loop, session=self.session, monitor=sub, heartmonitor=self.heartmonitor, |
|
296 | 296 | query=q, notifier=n, resubmit=r, db=self.db, |
|
297 | 297 | engine_info=self.engine_info, client_info=self.client_info, |
|
298 | 298 | log=self.log) |
|
299 | 299 | |
|
300 | 300 | |
|
301 | 301 | class Hub(SessionFactory): |
|
302 | 302 | """The IPython Controller Hub with 0MQ connections |
|
303 | 303 | |
|
304 | 304 | Parameters |
|
305 | 305 | ========== |
|
306 | 306 | loop: zmq IOLoop instance |
|
307 | 307 | session: Session object |
|
308 | 308 | <removed> context: zmq context for creating new connections (?) |
|
309 | 309 | queue: ZMQStream for monitoring the command queue (SUB) |
|
310 | 310 | query: ZMQStream for engine registration and client queries requests (XREP) |
|
311 | 311 | heartbeat: HeartMonitor object checking the pulse of the engines |
|
312 | 312 | notifier: ZMQStream for broadcasting engine registration changes (PUB) |
|
313 | 313 | db: connection to db for out of memory logging of commands |
|
314 | 314 | NotImplemented |
|
315 | 315 | engine_info: dict of zmq connection information for engines to connect |
|
316 | 316 | to the queues. |
|
317 | 317 | client_info: dict of zmq connection information for engines to connect |
|
318 | 318 | to the queues. |
|
319 | 319 | """ |
|
320 | 320 | # internal data structures: |
|
321 | 321 | ids=Set() # engine IDs |
|
322 | 322 | keytable=Dict() |
|
323 | 323 | by_ident=Dict() |
|
324 | 324 | engines=Dict() |
|
325 | 325 | clients=Dict() |
|
326 | 326 | hearts=Dict() |
|
327 | 327 | pending=Set() |
|
328 | 328 | queues=Dict() # pending msg_ids keyed by engine_id |
|
329 | 329 | tasks=Dict() # pending msg_ids submitted as tasks, keyed by client_id |
|
330 | 330 | completed=Dict() # completed msg_ids keyed by engine_id |
|
331 | 331 | all_completed=Set() # completed msg_ids keyed by engine_id |
|
332 | 332 | dead_engines=Set() # completed msg_ids keyed by engine_id |
|
333 | 333 | unassigned=Set() # set of task msg_ds not yet assigned a destination |
|
334 | 334 | incoming_registrations=Dict() |
|
335 | 335 | registration_timeout=Int() |
|
336 | 336 | _idcounter=Int(0) |
|
337 | 337 | |
|
338 | 338 | # objects from constructor: |
|
339 | 339 | query=Instance(ZMQStream) |
|
340 | 340 | monitor=Instance(ZMQStream) |
|
341 | 341 | notifier=Instance(ZMQStream) |
|
342 | 342 | resubmit=Instance(ZMQStream) |
|
343 | 343 | heartmonitor=Instance(HeartMonitor) |
|
344 | 344 | db=Instance(object) |
|
345 | 345 | client_info=Dict() |
|
346 | 346 | engine_info=Dict() |
|
347 | 347 | |
|
348 | 348 | |
|
349 | 349 | def __init__(self, **kwargs): |
|
350 | 350 | """ |
|
351 | 351 | # universal: |
|
352 | 352 | loop: IOLoop for creating future connections |
|
353 | 353 | session: streamsession for sending serialized data |
|
354 | 354 | # engine: |
|
355 | 355 | queue: ZMQStream for monitoring queue messages |
|
356 | 356 | query: ZMQStream for engine+client registration and client requests |
|
357 | 357 | heartbeat: HeartMonitor object for tracking engines |
|
358 | 358 | # extra: |
|
359 | 359 | db: ZMQStream for db connection (NotImplemented) |
|
360 | 360 | engine_info: zmq address/protocol dict for engine connections |
|
361 | 361 | client_info: zmq address/protocol dict for client connections |
|
362 | 362 | """ |
|
363 | 363 | |
|
364 | 364 | super(Hub, self).__init__(**kwargs) |
|
365 | 365 | self.registration_timeout = max(5000, 2*self.heartmonitor.period) |
|
366 | 366 | |
|
367 | 367 | # validate connection dicts: |
|
368 | 368 | for k,v in self.client_info.iteritems(): |
|
369 | 369 | if k == 'task': |
|
370 | 370 | util.validate_url_container(v[1]) |
|
371 | 371 | else: |
|
372 | 372 | util.validate_url_container(v) |
|
373 | 373 | # util.validate_url_container(self.client_info) |
|
374 | 374 | util.validate_url_container(self.engine_info) |
|
375 | 375 | |
|
376 | 376 | # register our callbacks |
|
377 | 377 | self.query.on_recv(self.dispatch_query) |
|
378 | 378 | self.monitor.on_recv(self.dispatch_monitor_traffic) |
|
379 | 379 | |
|
380 | 380 | self.heartmonitor.add_heart_failure_handler(self.handle_heart_failure) |
|
381 | 381 | self.heartmonitor.add_new_heart_handler(self.handle_new_heart) |
|
382 | 382 | |
|
383 |
self.monitor_handlers = { |
|
|
384 | 'out': self.save_queue_result, | |
|
385 | 'intask': self.save_task_request, | |
|
386 | 'outtask': self.save_task_result, | |
|
387 | 'tracktask': self.save_task_destination, | |
|
388 | 'incontrol': _passer, | |
|
389 | 'outcontrol': _passer, | |
|
390 | 'iopub': self.save_iopub_message, | |
|
383 | self.monitor_handlers = {b'in' : self.save_queue_request, | |
|
384 | b'out': self.save_queue_result, | |
|
385 | b'intask': self.save_task_request, | |
|
386 | b'outtask': self.save_task_result, | |
|
387 | b'tracktask': self.save_task_destination, | |
|
388 | b'incontrol': _passer, | |
|
389 | b'outcontrol': _passer, | |
|
390 | b'iopub': self.save_iopub_message, | |
|
391 | 391 | } |
|
392 | 392 | |
|
393 | 393 | self.query_handlers = {'queue_request': self.queue_status, |
|
394 | 394 | 'result_request': self.get_results, |
|
395 | 395 | 'history_request': self.get_history, |
|
396 | 396 | 'db_request': self.db_query, |
|
397 | 397 | 'purge_request': self.purge_results, |
|
398 | 398 | 'load_request': self.check_load, |
|
399 | 399 | 'resubmit_request': self.resubmit_task, |
|
400 | 400 | 'shutdown_request': self.shutdown_request, |
|
401 | 401 | 'registration_request' : self.register_engine, |
|
402 | 402 | 'unregistration_request' : self.unregister_engine, |
|
403 | 403 | 'connection_request': self.connection_request, |
|
404 | 404 | } |
|
405 | 405 | |
|
406 | 406 | # ignore resubmit replies |
|
407 | 407 | self.resubmit.on_recv(lambda msg: None, copy=False) |
|
408 | 408 | |
|
409 | 409 | self.log.info("hub::created hub") |
|
410 | 410 | |
|
411 | 411 | @property |
|
412 | 412 | def _next_id(self): |
|
413 | 413 | """gemerate a new ID. |
|
414 | 414 | |
|
415 | 415 | No longer reuse old ids, just count from 0.""" |
|
416 | 416 | newid = self._idcounter |
|
417 | 417 | self._idcounter += 1 |
|
418 | 418 | return newid |
|
419 | 419 | # newid = 0 |
|
420 | 420 | # incoming = [id[0] for id in self.incoming_registrations.itervalues()] |
|
421 | 421 | # # print newid, self.ids, self.incoming_registrations |
|
422 | 422 | # while newid in self.ids or newid in incoming: |
|
423 | 423 | # newid += 1 |
|
424 | 424 | # return newid |
|
425 | 425 | |
|
426 | 426 | #----------------------------------------------------------------------------- |
|
427 | 427 | # message validation |
|
428 | 428 | #----------------------------------------------------------------------------- |
|
429 | 429 | |
|
430 | 430 | def _validate_targets(self, targets): |
|
431 | 431 | """turn any valid targets argument into a list of integer ids""" |
|
432 | 432 | if targets is None: |
|
433 | 433 | # default to all |
|
434 | 434 | targets = self.ids |
|
435 | 435 | |
|
436 | 436 | if isinstance(targets, (int,str,unicode)): |
|
437 | 437 | # only one target specified |
|
438 | 438 | targets = [targets] |
|
439 | 439 | _targets = [] |
|
440 | 440 | for t in targets: |
|
441 | 441 | # map raw identities to ids |
|
442 | 442 | if isinstance(t, (str,unicode)): |
|
443 | 443 | t = self.by_ident.get(t, t) |
|
444 | 444 | _targets.append(t) |
|
445 | 445 | targets = _targets |
|
446 | 446 | bad_targets = [ t for t in targets if t not in self.ids ] |
|
447 | 447 | if bad_targets: |
|
448 | 448 | raise IndexError("No Such Engine: %r"%bad_targets) |
|
449 | 449 | if not targets: |
|
450 | 450 | raise IndexError("No Engines Registered") |
|
451 | 451 | return targets |
|
452 | 452 | |
|
453 | 453 | #----------------------------------------------------------------------------- |
|
454 | 454 | # dispatch methods (1 per stream) |
|
455 | 455 | #----------------------------------------------------------------------------- |
|
456 | 456 | |
|
457 | 457 | |
|
458 | 458 | def dispatch_monitor_traffic(self, msg): |
|
459 | 459 | """all ME and Task queue messages come through here, as well as |
|
460 | 460 | IOPub traffic.""" |
|
461 | 461 | self.log.debug("monitor traffic: %r"%msg[:2]) |
|
462 | 462 | switch = msg[0] |
|
463 | 463 | try: |
|
464 | 464 | idents, msg = self.session.feed_identities(msg[1:]) |
|
465 | 465 | except ValueError: |
|
466 | 466 | idents=[] |
|
467 | 467 | if not idents: |
|
468 | 468 | self.log.error("Bad Monitor Message: %r"%msg) |
|
469 | 469 | return |
|
470 | 470 | handler = self.monitor_handlers.get(switch, None) |
|
471 | 471 | if handler is not None: |
|
472 | 472 | handler(idents, msg) |
|
473 | 473 | else: |
|
474 | 474 | self.log.error("Invalid monitor topic: %r"%switch) |
|
475 | 475 | |
|
476 | 476 | |
|
477 | 477 | def dispatch_query(self, msg): |
|
478 | 478 | """Route registration requests and queries from clients.""" |
|
479 | 479 | try: |
|
480 | 480 | idents, msg = self.session.feed_identities(msg) |
|
481 | 481 | except ValueError: |
|
482 | 482 | idents = [] |
|
483 | 483 | if not idents: |
|
484 | 484 | self.log.error("Bad Query Message: %r"%msg) |
|
485 | 485 | return |
|
486 | 486 | client_id = idents[0] |
|
487 | 487 | try: |
|
488 | 488 | msg = self.session.unpack_message(msg, content=True) |
|
489 | 489 | except Exception: |
|
490 | 490 | content = error.wrap_exception() |
|
491 | 491 | self.log.error("Bad Query Message: %r"%msg, exc_info=True) |
|
492 | 492 | self.session.send(self.query, "hub_error", ident=client_id, |
|
493 | 493 | content=content) |
|
494 | 494 | return |
|
495 | 495 | # print client_id, header, parent, content |
|
496 | 496 | #switch on message type: |
|
497 | 497 | msg_type = msg['msg_type'] |
|
498 | 498 | self.log.info("client::client %r requested %r"%(client_id, msg_type)) |
|
499 | 499 | handler = self.query_handlers.get(msg_type, None) |
|
500 | 500 | try: |
|
501 | 501 | assert handler is not None, "Bad Message Type: %r"%msg_type |
|
502 | 502 | except: |
|
503 | 503 | content = error.wrap_exception() |
|
504 | 504 | self.log.error("Bad Message Type: %r"%msg_type, exc_info=True) |
|
505 | 505 | self.session.send(self.query, "hub_error", ident=client_id, |
|
506 | 506 | content=content) |
|
507 | 507 | return |
|
508 | 508 | |
|
509 | 509 | else: |
|
510 | 510 | handler(idents, msg) |
|
511 | 511 | |
|
512 | 512 | def dispatch_db(self, msg): |
|
513 | 513 | """""" |
|
514 | 514 | raise NotImplementedError |
|
515 | 515 | |
|
516 | 516 | #--------------------------------------------------------------------------- |
|
517 | 517 | # handler methods (1 per event) |
|
518 | 518 | #--------------------------------------------------------------------------- |
|
519 | 519 | |
|
520 | 520 | #----------------------- Heartbeat -------------------------------------- |
|
521 | 521 | |
|
522 | 522 | def handle_new_heart(self, heart): |
|
523 | 523 | """handler to attach to heartbeater. |
|
524 | 524 | Called when a new heart starts to beat. |
|
525 | 525 | Triggers completion of registration.""" |
|
526 | 526 | self.log.debug("heartbeat::handle_new_heart(%r)"%heart) |
|
527 | 527 | if heart not in self.incoming_registrations: |
|
528 | 528 | self.log.info("heartbeat::ignoring new heart: %r"%heart) |
|
529 | 529 | else: |
|
530 | 530 | self.finish_registration(heart) |
|
531 | 531 | |
|
532 | 532 | |
|
533 | 533 | def handle_heart_failure(self, heart): |
|
534 | 534 | """handler to attach to heartbeater. |
|
535 | 535 | called when a previously registered heart fails to respond to beat request. |
|
536 | 536 | triggers unregistration""" |
|
537 | 537 | self.log.debug("heartbeat::handle_heart_failure(%r)"%heart) |
|
538 | 538 | eid = self.hearts.get(heart, None) |
|
539 | 539 | queue = self.engines[eid].queue |
|
540 | 540 | if eid is None: |
|
541 | 541 | self.log.info("heartbeat::ignoring heart failure %r"%heart) |
|
542 | 542 | else: |
|
543 | 543 | self.unregister_engine(heart, dict(content=dict(id=eid, queue=queue))) |
|
544 | 544 | |
|
545 | 545 | #----------------------- MUX Queue Traffic ------------------------------ |
|
546 | 546 | |
|
547 | 547 | def save_queue_request(self, idents, msg): |
|
548 | 548 | if len(idents) < 2: |
|
549 | 549 | self.log.error("invalid identity prefix: %r"%idents) |
|
550 | 550 | return |
|
551 | 551 | queue_id, client_id = idents[:2] |
|
552 | 552 | try: |
|
553 | 553 | msg = self.session.unpack_message(msg) |
|
554 | 554 | except Exception: |
|
555 | 555 | self.log.error("queue::client %r sent invalid message to %r: %r"%(client_id, queue_id, msg), exc_info=True) |
|
556 | 556 | return |
|
557 | 557 | |
|
558 | 558 | eid = self.by_ident.get(queue_id, None) |
|
559 | 559 | if eid is None: |
|
560 | 560 | self.log.error("queue::target %r not registered"%queue_id) |
|
561 | 561 | self.log.debug("queue:: valid are: %r"%(self.by_ident.keys())) |
|
562 | 562 | return |
|
563 | 563 | record = init_record(msg) |
|
564 | 564 | msg_id = record['msg_id'] |
|
565 | record['engine_uuid'] = queue_id | |
|
566 | record['client_uuid'] = client_id | |
|
565 | # Unicode in records | |
|
566 | record['engine_uuid'] = queue_id.decode('utf8', 'replace') | |
|
567 | record['client_uuid'] = client_id.decode('utf8', 'replace') | |
|
567 | 568 | record['queue'] = 'mux' |
|
568 | 569 | |
|
569 | 570 | try: |
|
570 | 571 | # it's posible iopub arrived first: |
|
571 | 572 | existing = self.db.get_record(msg_id) |
|
572 | 573 | for key,evalue in existing.iteritems(): |
|
573 | 574 | rvalue = record.get(key, None) |
|
574 | 575 | if evalue and rvalue and evalue != rvalue: |
|
575 | 576 | self.log.warn("conflicting initial state for record: %r:%r <%r> %r"%(msg_id, rvalue, key, evalue)) |
|
576 | 577 | elif evalue and not rvalue: |
|
577 | 578 | record[key] = evalue |
|
578 | 579 | try: |
|
579 | 580 | self.db.update_record(msg_id, record) |
|
580 | 581 | except Exception: |
|
581 | 582 | self.log.error("DB Error updating record %r"%msg_id, exc_info=True) |
|
582 | 583 | except KeyError: |
|
583 | 584 | try: |
|
584 | 585 | self.db.add_record(msg_id, record) |
|
585 | 586 | except Exception: |
|
586 | 587 | self.log.error("DB Error adding record %r"%msg_id, exc_info=True) |
|
587 | 588 | |
|
588 | 589 | |
|
589 | 590 | self.pending.add(msg_id) |
|
590 | 591 | self.queues[eid].append(msg_id) |
|
591 | 592 | |
|
592 | 593 | def save_queue_result(self, idents, msg): |
|
593 | 594 | if len(idents) < 2: |
|
594 | 595 | self.log.error("invalid identity prefix: %r"%idents) |
|
595 | 596 | return |
|
596 | 597 | |
|
597 | 598 | client_id, queue_id = idents[:2] |
|
598 | 599 | try: |
|
599 | 600 | msg = self.session.unpack_message(msg) |
|
600 | 601 | except Exception: |
|
601 | 602 | self.log.error("queue::engine %r sent invalid message to %r: %r"%( |
|
602 | 603 | queue_id,client_id, msg), exc_info=True) |
|
603 | 604 | return |
|
604 | 605 | |
|
605 | 606 | eid = self.by_ident.get(queue_id, None) |
|
606 | 607 | if eid is None: |
|
607 | 608 | self.log.error("queue::unknown engine %r is sending a reply: "%queue_id) |
|
608 | 609 | return |
|
609 | 610 | |
|
610 | 611 | parent = msg['parent_header'] |
|
611 | 612 | if not parent: |
|
612 | 613 | return |
|
613 | 614 | msg_id = parent['msg_id'] |
|
614 | 615 | if msg_id in self.pending: |
|
615 | 616 | self.pending.remove(msg_id) |
|
616 | 617 | self.all_completed.add(msg_id) |
|
617 | 618 | self.queues[eid].remove(msg_id) |
|
618 | 619 | self.completed[eid].append(msg_id) |
|
619 | 620 | elif msg_id not in self.all_completed: |
|
620 | 621 | # it could be a result from a dead engine that died before delivering the |
|
621 | 622 | # result |
|
622 | 623 | self.log.warn("queue:: unknown msg finished %r"%msg_id) |
|
623 | 624 | return |
|
624 | 625 | # update record anyway, because the unregistration could have been premature |
|
625 | 626 | rheader = msg['header'] |
|
626 | 627 | completed = rheader['date'] |
|
627 | 628 | started = rheader.get('started', None) |
|
628 | 629 | result = { |
|
629 | 630 | 'result_header' : rheader, |
|
630 | 631 | 'result_content': msg['content'], |
|
631 | 632 | 'started' : started, |
|
632 | 633 | 'completed' : completed |
|
633 | 634 | } |
|
634 | 635 | |
|
635 | 636 | result['result_buffers'] = msg['buffers'] |
|
636 | 637 | try: |
|
637 | 638 | self.db.update_record(msg_id, result) |
|
638 | 639 | except Exception: |
|
639 | 640 | self.log.error("DB Error updating record %r"%msg_id, exc_info=True) |
|
640 | 641 | |
|
641 | 642 | |
|
642 | 643 | #--------------------- Task Queue Traffic ------------------------------ |
|
643 | 644 | |
|
644 | 645 | def save_task_request(self, idents, msg): |
|
645 | 646 | """Save the submission of a task.""" |
|
646 | 647 | client_id = idents[0] |
|
647 | 648 | |
|
648 | 649 | try: |
|
649 | 650 | msg = self.session.unpack_message(msg) |
|
650 | 651 | except Exception: |
|
651 | 652 | self.log.error("task::client %r sent invalid task message: %r"%( |
|
652 | 653 | client_id, msg), exc_info=True) |
|
653 | 654 | return |
|
654 | 655 | record = init_record(msg) |
|
655 | 656 | |
|
656 | 657 | record['client_uuid'] = client_id |
|
657 | 658 | record['queue'] = 'task' |
|
658 | 659 | header = msg['header'] |
|
659 | 660 | msg_id = header['msg_id'] |
|
660 | 661 | self.pending.add(msg_id) |
|
661 | 662 | self.unassigned.add(msg_id) |
|
662 | 663 | try: |
|
663 | 664 | # it's posible iopub arrived first: |
|
664 | 665 | existing = self.db.get_record(msg_id) |
|
665 | 666 | if existing['resubmitted']: |
|
666 | 667 | for key in ('submitted', 'client_uuid', 'buffers'): |
|
667 | 668 | # don't clobber these keys on resubmit |
|
668 | 669 | # submitted and client_uuid should be different |
|
669 | 670 | # and buffers might be big, and shouldn't have changed |
|
670 | 671 | record.pop(key) |
|
671 | 672 | # still check content,header which should not change |
|
672 | 673 | # but are not expensive to compare as buffers |
|
673 | 674 | |
|
674 | 675 | for key,evalue in existing.iteritems(): |
|
675 | 676 | if key.endswith('buffers'): |
|
676 | 677 | # don't compare buffers |
|
677 | 678 | continue |
|
678 | 679 | rvalue = record.get(key, None) |
|
679 | 680 | if evalue and rvalue and evalue != rvalue: |
|
680 | 681 | self.log.warn("conflicting initial state for record: %r:%r <%r> %r"%(msg_id, rvalue, key, evalue)) |
|
681 | 682 | elif evalue and not rvalue: |
|
682 | 683 | record[key] = evalue |
|
683 | 684 | try: |
|
684 | 685 | self.db.update_record(msg_id, record) |
|
685 | 686 | except Exception: |
|
686 | 687 | self.log.error("DB Error updating record %r"%msg_id, exc_info=True) |
|
687 | 688 | except KeyError: |
|
688 | 689 | try: |
|
689 | 690 | self.db.add_record(msg_id, record) |
|
690 | 691 | except Exception: |
|
691 | 692 | self.log.error("DB Error adding record %r"%msg_id, exc_info=True) |
|
692 | 693 | except Exception: |
|
693 | 694 | self.log.error("DB Error saving task request %r"%msg_id, exc_info=True) |
|
694 | 695 | |
|
695 | 696 | def save_task_result(self, idents, msg): |
|
696 | 697 | """save the result of a completed task.""" |
|
697 | 698 | client_id = idents[0] |
|
698 | 699 | try: |
|
699 | 700 | msg = self.session.unpack_message(msg) |
|
700 | 701 | except Exception: |
|
701 | 702 | self.log.error("task::invalid task result message send to %r: %r"%( |
|
702 | 703 | client_id, msg), exc_info=True) |
|
703 | 704 | return |
|
704 | 705 | |
|
705 | 706 | parent = msg['parent_header'] |
|
706 | 707 | if not parent: |
|
707 | 708 | # print msg |
|
708 | 709 | self.log.warn("Task %r had no parent!"%msg) |
|
709 | 710 | return |
|
710 | 711 | msg_id = parent['msg_id'] |
|
711 | 712 | if msg_id in self.unassigned: |
|
712 | 713 | self.unassigned.remove(msg_id) |
|
713 | 714 | |
|
714 | 715 | header = msg['header'] |
|
715 | 716 | engine_uuid = header.get('engine', None) |
|
716 | 717 | eid = self.by_ident.get(engine_uuid, None) |
|
717 | 718 | |
|
718 | 719 | if msg_id in self.pending: |
|
719 | 720 | self.pending.remove(msg_id) |
|
720 | 721 | self.all_completed.add(msg_id) |
|
721 | 722 | if eid is not None: |
|
722 | 723 | self.completed[eid].append(msg_id) |
|
723 | 724 | if msg_id in self.tasks[eid]: |
|
724 | 725 | self.tasks[eid].remove(msg_id) |
|
725 | 726 | completed = header['date'] |
|
726 | 727 | started = header.get('started', None) |
|
727 | 728 | result = { |
|
728 | 729 | 'result_header' : header, |
|
729 | 730 | 'result_content': msg['content'], |
|
730 | 731 | 'started' : started, |
|
731 | 732 | 'completed' : completed, |
|
732 | 733 | 'engine_uuid': engine_uuid |
|
733 | 734 | } |
|
734 | 735 | |
|
735 | 736 | result['result_buffers'] = msg['buffers'] |
|
736 | 737 | try: |
|
737 | 738 | self.db.update_record(msg_id, result) |
|
738 | 739 | except Exception: |
|
739 | 740 | self.log.error("DB Error saving task request %r"%msg_id, exc_info=True) |
|
740 | 741 | |
|
741 | 742 | else: |
|
742 | 743 | self.log.debug("task::unknown task %r finished"%msg_id) |
|
743 | 744 | |
|
744 | 745 | def save_task_destination(self, idents, msg): |
|
745 | 746 | try: |
|
746 | 747 | msg = self.session.unpack_message(msg, content=True) |
|
747 | 748 | except Exception: |
|
748 | 749 | self.log.error("task::invalid task tracking message", exc_info=True) |
|
749 | 750 | return |
|
750 | 751 | content = msg['content'] |
|
751 | 752 | # print (content) |
|
752 | 753 | msg_id = content['msg_id'] |
|
753 | 754 | engine_uuid = content['engine_id'] |
|
754 | eid = self.by_ident[engine_uuid] | |
|
755 | eid = self.by_ident[util.ensure_bytes(engine_uuid)] | |
|
755 | 756 | |
|
756 | 757 | self.log.info("task::task %r arrived on %r"%(msg_id, eid)) |
|
757 | 758 | if msg_id in self.unassigned: |
|
758 | 759 | self.unassigned.remove(msg_id) |
|
759 | 760 | # else: |
|
760 | 761 | # self.log.debug("task::task %r not listed as MIA?!"%(msg_id)) |
|
761 | 762 | |
|
762 | 763 | self.tasks[eid].append(msg_id) |
|
763 | 764 | # self.pending[msg_id][1].update(received=datetime.now(),engine=(eid,engine_uuid)) |
|
764 | 765 | try: |
|
765 | 766 | self.db.update_record(msg_id, dict(engine_uuid=engine_uuid)) |
|
766 | 767 | except Exception: |
|
767 | 768 | self.log.error("DB Error saving task destination %r"%msg_id, exc_info=True) |
|
768 | 769 | |
|
769 | 770 | |
|
770 | 771 | def mia_task_request(self, idents, msg): |
|
771 | 772 | raise NotImplementedError |
|
772 | 773 | client_id = idents[0] |
|
773 | 774 | # content = dict(mia=self.mia,status='ok') |
|
774 | 775 | # self.session.send('mia_reply', content=content, idents=client_id) |
|
775 | 776 | |
|
776 | 777 | |
|
777 | 778 | #--------------------- IOPub Traffic ------------------------------ |
|
778 | 779 | |
|
779 | 780 | def save_iopub_message(self, topics, msg): |
|
780 | 781 | """save an iopub message into the db""" |
|
781 | 782 | # print (topics) |
|
782 | 783 | try: |
|
783 | 784 | msg = self.session.unpack_message(msg, content=True) |
|
784 | 785 | except Exception: |
|
785 | 786 | self.log.error("iopub::invalid IOPub message", exc_info=True) |
|
786 | 787 | return |
|
787 | 788 | |
|
788 | 789 | parent = msg['parent_header'] |
|
789 | 790 | if not parent: |
|
790 | 791 | self.log.error("iopub::invalid IOPub message: %r"%msg) |
|
791 | 792 | return |
|
792 | 793 | msg_id = parent['msg_id'] |
|
793 | 794 | msg_type = msg['msg_type'] |
|
794 | 795 | content = msg['content'] |
|
795 | 796 | |
|
796 | 797 | # ensure msg_id is in db |
|
797 | 798 | try: |
|
798 | 799 | rec = self.db.get_record(msg_id) |
|
799 | 800 | except KeyError: |
|
800 | 801 | rec = empty_record() |
|
801 | 802 | rec['msg_id'] = msg_id |
|
802 | 803 | self.db.add_record(msg_id, rec) |
|
803 | 804 | # stream |
|
804 | 805 | d = {} |
|
805 | 806 | if msg_type == 'stream': |
|
806 | 807 | name = content['name'] |
|
807 | 808 | s = rec[name] or '' |
|
808 | 809 | d[name] = s + content['data'] |
|
809 | 810 | |
|
810 | 811 | elif msg_type == 'pyerr': |
|
811 | 812 | d['pyerr'] = content |
|
812 | 813 | elif msg_type == 'pyin': |
|
813 | 814 | d['pyin'] = content['code'] |
|
814 | 815 | else: |
|
815 | 816 | d[msg_type] = content.get('data', '') |
|
816 | 817 | |
|
817 | 818 | try: |
|
818 | 819 | self.db.update_record(msg_id, d) |
|
819 | 820 | except Exception: |
|
820 | 821 | self.log.error("DB Error saving iopub message %r"%msg_id, exc_info=True) |
|
821 | 822 | |
|
822 | 823 | |
|
823 | 824 | |
|
824 | 825 | #------------------------------------------------------------------------- |
|
825 | 826 | # Registration requests |
|
826 | 827 | #------------------------------------------------------------------------- |
|
827 | 828 | |
|
828 | 829 | def connection_request(self, client_id, msg): |
|
829 | 830 | """Reply with connection addresses for clients.""" |
|
830 | 831 | self.log.info("client::client %r connected"%client_id) |
|
831 | 832 | content = dict(status='ok') |
|
832 | 833 | content.update(self.client_info) |
|
833 | 834 | jsonable = {} |
|
834 | 835 | for k,v in self.keytable.iteritems(): |
|
835 | 836 | if v not in self.dead_engines: |
|
836 | jsonable[str(k)] = v | |
|
837 | jsonable[str(k)] = v.decode() | |
|
837 | 838 | content['engines'] = jsonable |
|
838 | 839 | self.session.send(self.query, 'connection_reply', content, parent=msg, ident=client_id) |
|
839 | 840 | |
|
840 | 841 | def register_engine(self, reg, msg): |
|
841 | 842 | """Register a new engine.""" |
|
842 | 843 | content = msg['content'] |
|
843 | 844 | try: |
|
844 | queue = content['queue'] | |
|
845 | queue = util.ensure_bytes(content['queue']) | |
|
845 | 846 | except KeyError: |
|
846 | 847 | self.log.error("registration::queue not specified", exc_info=True) |
|
847 | 848 | return |
|
848 | 849 | heart = content.get('heartbeat', None) |
|
850 | if heart: | |
|
851 | heart = util.ensure_bytes(heart) | |
|
849 | 852 | """register a new engine, and create the socket(s) necessary""" |
|
850 | 853 | eid = self._next_id |
|
851 | 854 | # print (eid, queue, reg, heart) |
|
852 | 855 | |
|
853 | 856 | self.log.debug("registration::register_engine(%i, %r, %r, %r)"%(eid, queue, reg, heart)) |
|
854 | 857 | |
|
855 | 858 | content = dict(id=eid,status='ok') |
|
856 | 859 | content.update(self.engine_info) |
|
857 | 860 | # check if requesting available IDs: |
|
858 | 861 | if queue in self.by_ident: |
|
859 | 862 | try: |
|
860 | 863 | raise KeyError("queue_id %r in use"%queue) |
|
861 | 864 | except: |
|
862 | 865 | content = error.wrap_exception() |
|
863 | 866 | self.log.error("queue_id %r in use"%queue, exc_info=True) |
|
864 | 867 | elif heart in self.hearts: # need to check unique hearts? |
|
865 | 868 | try: |
|
866 | 869 | raise KeyError("heart_id %r in use"%heart) |
|
867 | 870 | except: |
|
868 | 871 | self.log.error("heart_id %r in use"%heart, exc_info=True) |
|
869 | 872 | content = error.wrap_exception() |
|
870 | 873 | else: |
|
871 | 874 | for h, pack in self.incoming_registrations.iteritems(): |
|
872 | 875 | if heart == h: |
|
873 | 876 | try: |
|
874 | 877 | raise KeyError("heart_id %r in use"%heart) |
|
875 | 878 | except: |
|
876 | 879 | self.log.error("heart_id %r in use"%heart, exc_info=True) |
|
877 | 880 | content = error.wrap_exception() |
|
878 | 881 | break |
|
879 | 882 | elif queue == pack[1]: |
|
880 | 883 | try: |
|
881 | 884 | raise KeyError("queue_id %r in use"%queue) |
|
882 | 885 | except: |
|
883 | 886 | self.log.error("queue_id %r in use"%queue, exc_info=True) |
|
884 | 887 | content = error.wrap_exception() |
|
885 | 888 | break |
|
886 | 889 | |
|
887 | 890 | msg = self.session.send(self.query, "registration_reply", |
|
888 | 891 | content=content, |
|
889 | 892 | ident=reg) |
|
890 | 893 | |
|
891 | 894 | if content['status'] == 'ok': |
|
892 | 895 | if heart in self.heartmonitor.hearts: |
|
893 | 896 | # already beating |
|
894 | 897 | self.incoming_registrations[heart] = (eid,queue,reg[0],None) |
|
895 | 898 | self.finish_registration(heart) |
|
896 | 899 | else: |
|
897 | 900 | purge = lambda : self._purge_stalled_registration(heart) |
|
898 | 901 | dc = ioloop.DelayedCallback(purge, self.registration_timeout, self.loop) |
|
899 | 902 | dc.start() |
|
900 | 903 | self.incoming_registrations[heart] = (eid,queue,reg[0],dc) |
|
901 | 904 | else: |
|
902 | 905 | self.log.error("registration::registration %i failed: %r"%(eid, content['evalue'])) |
|
903 | 906 | return eid |
|
904 | 907 | |
|
905 | 908 | def unregister_engine(self, ident, msg): |
|
906 | 909 | """Unregister an engine that explicitly requested to leave.""" |
|
907 | 910 | try: |
|
908 | 911 | eid = msg['content']['id'] |
|
909 | 912 | except: |
|
910 | 913 | self.log.error("registration::bad engine id for unregistration: %r"%ident, exc_info=True) |
|
911 | 914 | return |
|
912 | 915 | self.log.info("registration::unregister_engine(%r)"%eid) |
|
913 | 916 | # print (eid) |
|
914 | 917 | uuid = self.keytable[eid] |
|
915 | content=dict(id=eid, queue=uuid) | |
|
918 | content=dict(id=eid, queue=uuid.decode()) | |
|
916 | 919 | self.dead_engines.add(uuid) |
|
917 | 920 | # self.ids.remove(eid) |
|
918 | 921 | # uuid = self.keytable.pop(eid) |
|
919 | 922 | # |
|
920 | 923 | # ec = self.engines.pop(eid) |
|
921 | 924 | # self.hearts.pop(ec.heartbeat) |
|
922 | 925 | # self.by_ident.pop(ec.queue) |
|
923 | 926 | # self.completed.pop(eid) |
|
924 | 927 | handleit = lambda : self._handle_stranded_msgs(eid, uuid) |
|
925 | 928 | dc = ioloop.DelayedCallback(handleit, self.registration_timeout, self.loop) |
|
926 | 929 | dc.start() |
|
927 | 930 | ############## TODO: HANDLE IT ################ |
|
928 | 931 | |
|
929 | 932 | if self.notifier: |
|
930 | 933 | self.session.send(self.notifier, "unregistration_notification", content=content) |
|
931 | 934 | |
|
932 | 935 | def _handle_stranded_msgs(self, eid, uuid): |
|
933 | 936 | """Handle messages known to be on an engine when the engine unregisters. |
|
934 | 937 | |
|
935 | 938 | It is possible that this will fire prematurely - that is, an engine will |
|
936 | 939 | go down after completing a result, and the client will be notified |
|
937 | 940 | that the result failed and later receive the actual result. |
|
938 | 941 | """ |
|
939 | 942 | |
|
940 | 943 | outstanding = self.queues[eid] |
|
941 | 944 | |
|
942 | 945 | for msg_id in outstanding: |
|
943 | 946 | self.pending.remove(msg_id) |
|
944 | 947 | self.all_completed.add(msg_id) |
|
945 | 948 | try: |
|
946 | 949 | raise error.EngineError("Engine %r died while running task %r"%(eid, msg_id)) |
|
947 | 950 | except: |
|
948 | 951 | content = error.wrap_exception() |
|
949 | 952 | # build a fake header: |
|
950 | 953 | header = {} |
|
951 | 954 | header['engine'] = uuid |
|
952 | 955 | header['date'] = datetime.now() |
|
953 | 956 | rec = dict(result_content=content, result_header=header, result_buffers=[]) |
|
954 | 957 | rec['completed'] = header['date'] |
|
955 | 958 | rec['engine_uuid'] = uuid |
|
956 | 959 | try: |
|
957 | 960 | self.db.update_record(msg_id, rec) |
|
958 | 961 | except Exception: |
|
959 | 962 | self.log.error("DB Error handling stranded msg %r"%msg_id, exc_info=True) |
|
960 | 963 | |
|
961 | 964 | |
|
962 | 965 | def finish_registration(self, heart): |
|
963 | 966 | """Second half of engine registration, called after our HeartMonitor |
|
964 | 967 | has received a beat from the Engine's Heart.""" |
|
965 | 968 | try: |
|
966 | 969 | (eid,queue,reg,purge) = self.incoming_registrations.pop(heart) |
|
967 | 970 | except KeyError: |
|
968 | 971 | self.log.error("registration::tried to finish nonexistant registration", exc_info=True) |
|
969 | 972 | return |
|
970 | 973 | self.log.info("registration::finished registering engine %i:%r"%(eid,queue)) |
|
971 | 974 | if purge is not None: |
|
972 | 975 | purge.stop() |
|
973 | 976 | control = queue |
|
974 | 977 | self.ids.add(eid) |
|
975 | 978 | self.keytable[eid] = queue |
|
976 | 979 | self.engines[eid] = EngineConnector(id=eid, queue=queue, registration=reg, |
|
977 | 980 | control=control, heartbeat=heart) |
|
978 | 981 | self.by_ident[queue] = eid |
|
979 | 982 | self.queues[eid] = list() |
|
980 | 983 | self.tasks[eid] = list() |
|
981 | 984 | self.completed[eid] = list() |
|
982 | 985 | self.hearts[heart] = eid |
|
983 | content = dict(id=eid, queue=self.engines[eid].queue) | |
|
986 | content = dict(id=eid, queue=self.engines[eid].queue.decode()) | |
|
984 | 987 | if self.notifier: |
|
985 | 988 | self.session.send(self.notifier, "registration_notification", content=content) |
|
986 | 989 | self.log.info("engine::Engine Connected: %i"%eid) |
|
987 | 990 | |
|
988 | 991 | def _purge_stalled_registration(self, heart): |
|
989 | 992 | if heart in self.incoming_registrations: |
|
990 | 993 | eid = self.incoming_registrations.pop(heart)[0] |
|
991 | 994 | self.log.info("registration::purging stalled registration: %i"%eid) |
|
992 | 995 | else: |
|
993 | 996 | pass |
|
994 | 997 | |
|
995 | 998 | #------------------------------------------------------------------------- |
|
996 | 999 | # Client Requests |
|
997 | 1000 | #------------------------------------------------------------------------- |
|
998 | 1001 | |
|
999 | 1002 | def shutdown_request(self, client_id, msg): |
|
1000 | 1003 | """handle shutdown request.""" |
|
1001 | 1004 | self.session.send(self.query, 'shutdown_reply', content={'status': 'ok'}, ident=client_id) |
|
1002 | 1005 | # also notify other clients of shutdown |
|
1003 | 1006 | self.session.send(self.notifier, 'shutdown_notice', content={'status': 'ok'}) |
|
1004 | 1007 | dc = ioloop.DelayedCallback(lambda : self._shutdown(), 1000, self.loop) |
|
1005 | 1008 | dc.start() |
|
1006 | 1009 | |
|
1007 | 1010 | def _shutdown(self): |
|
1008 | 1011 | self.log.info("hub::hub shutting down.") |
|
1009 | 1012 | time.sleep(0.1) |
|
1010 | 1013 | sys.exit(0) |
|
1011 | 1014 | |
|
1012 | 1015 | |
|
1013 | 1016 | def check_load(self, client_id, msg): |
|
1014 | 1017 | content = msg['content'] |
|
1015 | 1018 | try: |
|
1016 | 1019 | targets = content['targets'] |
|
1017 | 1020 | targets = self._validate_targets(targets) |
|
1018 | 1021 | except: |
|
1019 | 1022 | content = error.wrap_exception() |
|
1020 | 1023 | self.session.send(self.query, "hub_error", |
|
1021 | 1024 | content=content, ident=client_id) |
|
1022 | 1025 | return |
|
1023 | 1026 | |
|
1024 | 1027 | content = dict(status='ok') |
|
1025 | 1028 | # loads = {} |
|
1026 | 1029 | for t in targets: |
|
1027 | 1030 | content[bytes(t)] = len(self.queues[t])+len(self.tasks[t]) |
|
1028 | 1031 | self.session.send(self.query, "load_reply", content=content, ident=client_id) |
|
1029 | 1032 | |
|
1030 | 1033 | |
|
1031 | 1034 | def queue_status(self, client_id, msg): |
|
1032 | 1035 | """Return the Queue status of one or more targets. |
|
1033 | 1036 | if verbose: return the msg_ids |
|
1034 | 1037 | else: return len of each type. |
|
1035 | 1038 | keys: queue (pending MUX jobs) |
|
1036 | 1039 | tasks (pending Task jobs) |
|
1037 | 1040 | completed (finished jobs from both queues)""" |
|
1038 | 1041 | content = msg['content'] |
|
1039 | 1042 | targets = content['targets'] |
|
1040 | 1043 | try: |
|
1041 | 1044 | targets = self._validate_targets(targets) |
|
1042 | 1045 | except: |
|
1043 | 1046 | content = error.wrap_exception() |
|
1044 | 1047 | self.session.send(self.query, "hub_error", |
|
1045 | 1048 | content=content, ident=client_id) |
|
1046 | 1049 | return |
|
1047 | 1050 | verbose = content.get('verbose', False) |
|
1048 | 1051 | content = dict(status='ok') |
|
1049 | 1052 | for t in targets: |
|
1050 | 1053 | queue = self.queues[t] |
|
1051 | 1054 | completed = self.completed[t] |
|
1052 | 1055 | tasks = self.tasks[t] |
|
1053 | 1056 | if not verbose: |
|
1054 | 1057 | queue = len(queue) |
|
1055 | 1058 | completed = len(completed) |
|
1056 | 1059 | tasks = len(tasks) |
|
1057 |
content[ |
|
|
1060 | content[str(t)] = {'queue': queue, 'completed': completed , 'tasks': tasks} | |
|
1058 | 1061 | content['unassigned'] = list(self.unassigned) if verbose else len(self.unassigned) |
|
1059 | ||
|
1062 | # print (content) | |
|
1060 | 1063 | self.session.send(self.query, "queue_reply", content=content, ident=client_id) |
|
1061 | 1064 | |
|
1062 | 1065 | def purge_results(self, client_id, msg): |
|
1063 | 1066 | """Purge results from memory. This method is more valuable before we move |
|
1064 | 1067 | to a DB based message storage mechanism.""" |
|
1065 | 1068 | content = msg['content'] |
|
1066 | 1069 | self.log.info("Dropping records with %s", content) |
|
1067 | 1070 | msg_ids = content.get('msg_ids', []) |
|
1068 | 1071 | reply = dict(status='ok') |
|
1069 | 1072 | if msg_ids == 'all': |
|
1070 | 1073 | try: |
|
1071 | 1074 | self.db.drop_matching_records(dict(completed={'$ne':None})) |
|
1072 | 1075 | except Exception: |
|
1073 | 1076 | reply = error.wrap_exception() |
|
1074 | 1077 | else: |
|
1075 | 1078 | pending = filter(lambda m: m in self.pending, msg_ids) |
|
1076 | 1079 | if pending: |
|
1077 | 1080 | try: |
|
1078 | 1081 | raise IndexError("msg pending: %r"%pending[0]) |
|
1079 | 1082 | except: |
|
1080 | 1083 | reply = error.wrap_exception() |
|
1081 | 1084 | else: |
|
1082 | 1085 | try: |
|
1083 | 1086 | self.db.drop_matching_records(dict(msg_id={'$in':msg_ids})) |
|
1084 | 1087 | except Exception: |
|
1085 | 1088 | reply = error.wrap_exception() |
|
1086 | 1089 | |
|
1087 | 1090 | if reply['status'] == 'ok': |
|
1088 | 1091 | eids = content.get('engine_ids', []) |
|
1089 | 1092 | for eid in eids: |
|
1090 | 1093 | if eid not in self.engines: |
|
1091 | 1094 | try: |
|
1092 | 1095 | raise IndexError("No such engine: %i"%eid) |
|
1093 | 1096 | except: |
|
1094 | 1097 | reply = error.wrap_exception() |
|
1095 | 1098 | break |
|
1096 | 1099 | uid = self.engines[eid].queue |
|
1097 | 1100 | try: |
|
1098 | 1101 | self.db.drop_matching_records(dict(engine_uuid=uid, completed={'$ne':None})) |
|
1099 | 1102 | except Exception: |
|
1100 | 1103 | reply = error.wrap_exception() |
|
1101 | 1104 | break |
|
1102 | 1105 | |
|
1103 | 1106 | self.session.send(self.query, 'purge_reply', content=reply, ident=client_id) |
|
1104 | 1107 | |
|
1105 | 1108 | def resubmit_task(self, client_id, msg): |
|
1106 | 1109 | """Resubmit one or more tasks.""" |
|
1107 | 1110 | def finish(reply): |
|
1108 | 1111 | self.session.send(self.query, 'resubmit_reply', content=reply, ident=client_id) |
|
1109 | 1112 | |
|
1110 | 1113 | content = msg['content'] |
|
1111 | 1114 | msg_ids = content['msg_ids'] |
|
1112 | 1115 | reply = dict(status='ok') |
|
1113 | 1116 | try: |
|
1114 | 1117 | records = self.db.find_records({'msg_id' : {'$in' : msg_ids}}, keys=[ |
|
1115 | 1118 | 'header', 'content', 'buffers']) |
|
1116 | 1119 | except Exception: |
|
1117 | 1120 | self.log.error('db::db error finding tasks to resubmit', exc_info=True) |
|
1118 | 1121 | return finish(error.wrap_exception()) |
|
1119 | 1122 | |
|
1120 | 1123 | # validate msg_ids |
|
1121 | 1124 | found_ids = [ rec['msg_id'] for rec in records ] |
|
1122 | 1125 | invalid_ids = filter(lambda m: m in self.pending, found_ids) |
|
1123 | 1126 | if len(records) > len(msg_ids): |
|
1124 | 1127 | try: |
|
1125 | 1128 | raise RuntimeError("DB appears to be in an inconsistent state." |
|
1126 | 1129 | "More matching records were found than should exist") |
|
1127 | 1130 | except Exception: |
|
1128 | 1131 | return finish(error.wrap_exception()) |
|
1129 | 1132 | elif len(records) < len(msg_ids): |
|
1130 | 1133 | missing = [ m for m in msg_ids if m not in found_ids ] |
|
1131 | 1134 | try: |
|
1132 | 1135 | raise KeyError("No such msg(s): %r"%missing) |
|
1133 | 1136 | except KeyError: |
|
1134 | 1137 | return finish(error.wrap_exception()) |
|
1135 | 1138 | elif invalid_ids: |
|
1136 | 1139 | msg_id = invalid_ids[0] |
|
1137 | 1140 | try: |
|
1138 | 1141 | raise ValueError("Task %r appears to be inflight"%(msg_id)) |
|
1139 | 1142 | except Exception: |
|
1140 | 1143 | return finish(error.wrap_exception()) |
|
1141 | 1144 | |
|
1142 | 1145 | # clear the existing records |
|
1143 | 1146 | now = datetime.now() |
|
1144 | 1147 | rec = empty_record() |
|
1145 | 1148 | map(rec.pop, ['msg_id', 'header', 'content', 'buffers', 'submitted']) |
|
1146 | 1149 | rec['resubmitted'] = now |
|
1147 | 1150 | rec['queue'] = 'task' |
|
1148 | 1151 | rec['client_uuid'] = client_id[0] |
|
1149 | 1152 | try: |
|
1150 | 1153 | for msg_id in msg_ids: |
|
1151 | 1154 | self.all_completed.discard(msg_id) |
|
1152 | 1155 | self.db.update_record(msg_id, rec) |
|
1153 | 1156 | except Exception: |
|
1154 | 1157 | self.log.error('db::db error upating record', exc_info=True) |
|
1155 | 1158 | reply = error.wrap_exception() |
|
1156 | 1159 | else: |
|
1157 | 1160 | # send the messages |
|
1158 | 1161 | for rec in records: |
|
1159 | 1162 | header = rec['header'] |
|
1160 | 1163 | # include resubmitted in header to prevent digest collision |
|
1161 | 1164 | header['resubmitted'] = now |
|
1162 | 1165 | msg = self.session.msg(header['msg_type']) |
|
1163 | 1166 | msg['content'] = rec['content'] |
|
1164 | 1167 | msg['header'] = header |
|
1165 | 1168 | msg['msg_id'] = rec['msg_id'] |
|
1166 | 1169 | self.session.send(self.resubmit, msg, buffers=rec['buffers']) |
|
1167 | 1170 | |
|
1168 | 1171 | finish(dict(status='ok')) |
|
1169 | 1172 | |
|
1170 | 1173 | |
|
1171 | 1174 | def _extract_record(self, rec): |
|
1172 | 1175 | """decompose a TaskRecord dict into subsection of reply for get_result""" |
|
1173 | 1176 | io_dict = {} |
|
1174 | 1177 | for key in 'pyin pyout pyerr stdout stderr'.split(): |
|
1175 | 1178 | io_dict[key] = rec[key] |
|
1176 | 1179 | content = { 'result_content': rec['result_content'], |
|
1177 | 1180 | 'header': rec['header'], |
|
1178 | 1181 | 'result_header' : rec['result_header'], |
|
1179 | 1182 | 'io' : io_dict, |
|
1180 | 1183 | } |
|
1181 | 1184 | if rec['result_buffers']: |
|
1182 |
buffers = map( |
|
|
1185 | buffers = map(bytes, rec['result_buffers']) | |
|
1183 | 1186 | else: |
|
1184 | 1187 | buffers = [] |
|
1185 | 1188 | |
|
1186 | 1189 | return content, buffers |
|
1187 | 1190 | |
|
1188 | 1191 | def get_results(self, client_id, msg): |
|
1189 | 1192 | """Get the result of 1 or more messages.""" |
|
1190 | 1193 | content = msg['content'] |
|
1191 | 1194 | msg_ids = sorted(set(content['msg_ids'])) |
|
1192 | 1195 | statusonly = content.get('status_only', False) |
|
1193 | 1196 | pending = [] |
|
1194 | 1197 | completed = [] |
|
1195 | 1198 | content = dict(status='ok') |
|
1196 | 1199 | content['pending'] = pending |
|
1197 | 1200 | content['completed'] = completed |
|
1198 | 1201 | buffers = [] |
|
1199 | 1202 | if not statusonly: |
|
1200 | 1203 | try: |
|
1201 | 1204 | matches = self.db.find_records(dict(msg_id={'$in':msg_ids})) |
|
1202 | 1205 | # turn match list into dict, for faster lookup |
|
1203 | 1206 | records = {} |
|
1204 | 1207 | for rec in matches: |
|
1205 | 1208 | records[rec['msg_id']] = rec |
|
1206 | 1209 | except Exception: |
|
1207 | 1210 | content = error.wrap_exception() |
|
1208 | 1211 | self.session.send(self.query, "result_reply", content=content, |
|
1209 | 1212 | parent=msg, ident=client_id) |
|
1210 | 1213 | return |
|
1211 | 1214 | else: |
|
1212 | 1215 | records = {} |
|
1213 | 1216 | for msg_id in msg_ids: |
|
1214 | 1217 | if msg_id in self.pending: |
|
1215 | 1218 | pending.append(msg_id) |
|
1216 | 1219 | elif msg_id in self.all_completed: |
|
1217 | 1220 | completed.append(msg_id) |
|
1218 | 1221 | if not statusonly: |
|
1219 | 1222 | c,bufs = self._extract_record(records[msg_id]) |
|
1220 | 1223 | content[msg_id] = c |
|
1221 | 1224 | buffers.extend(bufs) |
|
1222 | 1225 | elif msg_id in records: |
|
1223 | 1226 | if rec['completed']: |
|
1224 | 1227 | completed.append(msg_id) |
|
1225 | 1228 | c,bufs = self._extract_record(records[msg_id]) |
|
1226 | 1229 | content[msg_id] = c |
|
1227 | 1230 | buffers.extend(bufs) |
|
1228 | 1231 | else: |
|
1229 | 1232 | pending.append(msg_id) |
|
1230 | 1233 | else: |
|
1231 | 1234 | try: |
|
1232 | 1235 | raise KeyError('No such message: '+msg_id) |
|
1233 | 1236 | except: |
|
1234 | 1237 | content = error.wrap_exception() |
|
1235 | 1238 | break |
|
1236 | 1239 | self.session.send(self.query, "result_reply", content=content, |
|
1237 | 1240 | parent=msg, ident=client_id, |
|
1238 | 1241 | buffers=buffers) |
|
1239 | 1242 | |
|
1240 | 1243 | def get_history(self, client_id, msg): |
|
1241 | 1244 | """Get a list of all msg_ids in our DB records""" |
|
1242 | 1245 | try: |
|
1243 | 1246 | msg_ids = self.db.get_history() |
|
1244 | 1247 | except Exception as e: |
|
1245 | 1248 | content = error.wrap_exception() |
|
1246 | 1249 | else: |
|
1247 | 1250 | content = dict(status='ok', history=msg_ids) |
|
1248 | 1251 | |
|
1249 | 1252 | self.session.send(self.query, "history_reply", content=content, |
|
1250 | 1253 | parent=msg, ident=client_id) |
|
1251 | 1254 | |
|
1252 | 1255 | def db_query(self, client_id, msg): |
|
1253 | 1256 | """Perform a raw query on the task record database.""" |
|
1254 | 1257 | content = msg['content'] |
|
1255 | 1258 | query = content.get('query', {}) |
|
1256 | 1259 | keys = content.get('keys', None) |
|
1257 | 1260 | buffers = [] |
|
1258 | 1261 | empty = list() |
|
1259 | 1262 | try: |
|
1260 | 1263 | records = self.db.find_records(query, keys) |
|
1261 | 1264 | except Exception as e: |
|
1262 | 1265 | content = error.wrap_exception() |
|
1263 | 1266 | else: |
|
1264 | 1267 | # extract buffers from reply content: |
|
1265 | 1268 | if keys is not None: |
|
1266 | 1269 | buffer_lens = [] if 'buffers' in keys else None |
|
1267 | 1270 | result_buffer_lens = [] if 'result_buffers' in keys else None |
|
1268 | 1271 | else: |
|
1269 | 1272 | buffer_lens = [] |
|
1270 | 1273 | result_buffer_lens = [] |
|
1271 | 1274 | |
|
1272 | 1275 | for rec in records: |
|
1273 | 1276 | # buffers may be None, so double check |
|
1274 | 1277 | if buffer_lens is not None: |
|
1275 | 1278 | b = rec.pop('buffers', empty) or empty |
|
1276 | 1279 | buffer_lens.append(len(b)) |
|
1277 | 1280 | buffers.extend(b) |
|
1278 | 1281 | if result_buffer_lens is not None: |
|
1279 | 1282 | rb = rec.pop('result_buffers', empty) or empty |
|
1280 | 1283 | result_buffer_lens.append(len(rb)) |
|
1281 | 1284 | buffers.extend(rb) |
|
1282 | 1285 | content = dict(status='ok', records=records, buffer_lens=buffer_lens, |
|
1283 | 1286 | result_buffer_lens=result_buffer_lens) |
|
1284 | ||
|
1287 | # self.log.debug (content) | |
|
1285 | 1288 | self.session.send(self.query, "db_reply", content=content, |
|
1286 | 1289 | parent=msg, ident=client_id, |
|
1287 | 1290 | buffers=buffers) |
|
1288 | 1291 |
@@ -1,705 +1,714 b'' | |||
|
1 | 1 | """The Python scheduler for rich scheduling. |
|
2 | 2 | |
|
3 | 3 | The Pure ZMQ scheduler does not allow routing schemes other than LRU, |
|
4 | 4 | nor does it check msg_id DAG dependencies. For those, a slightly slower |
|
5 | 5 | Python Scheduler exists. |
|
6 | 6 | |
|
7 | 7 | Authors: |
|
8 | 8 | |
|
9 | 9 | * Min RK |
|
10 | 10 | """ |
|
11 | 11 | #----------------------------------------------------------------------------- |
|
12 | 12 | # Copyright (C) 2010-2011 The IPython Development Team |
|
13 | 13 | # |
|
14 | 14 | # Distributed under the terms of the BSD License. The full license is in |
|
15 | 15 | # the file COPYING, distributed as part of this software. |
|
16 | 16 | #----------------------------------------------------------------------------- |
|
17 | 17 | |
|
18 | 18 | #---------------------------------------------------------------------- |
|
19 | 19 | # Imports |
|
20 | 20 | #---------------------------------------------------------------------- |
|
21 | 21 | |
|
22 | 22 | from __future__ import print_function |
|
23 | 23 | |
|
24 | 24 | import logging |
|
25 | 25 | import sys |
|
26 | 26 | |
|
27 | 27 | from datetime import datetime, timedelta |
|
28 | 28 | from random import randint, random |
|
29 | 29 | from types import FunctionType |
|
30 | 30 | |
|
31 | 31 | try: |
|
32 | 32 | import numpy |
|
33 | 33 | except ImportError: |
|
34 | 34 | numpy = None |
|
35 | 35 | |
|
36 | 36 | import zmq |
|
37 | 37 | from zmq.eventloop import ioloop, zmqstream |
|
38 | 38 | |
|
39 | 39 | # local imports |
|
40 | 40 | from IPython.external.decorator import decorator |
|
41 | 41 | from IPython.config.application import Application |
|
42 | 42 | from IPython.config.loader import Config |
|
43 | from IPython.utils.traitlets import Instance, Dict, List, Set, Int, Enum | |
|
43 | from IPython.utils.traitlets import Instance, Dict, List, Set, Int, Enum, CBytes | |
|
44 | 44 | |
|
45 | 45 | from IPython.parallel import error |
|
46 | 46 | from IPython.parallel.factory import SessionFactory |
|
47 | from IPython.parallel.util import connect_logger, local_logger | |
|
47 | from IPython.parallel.util import connect_logger, local_logger, ensure_bytes | |
|
48 | 48 | |
|
49 | 49 | from .dependency import Dependency |
|
50 | 50 | |
|
51 | 51 | @decorator |
|
52 | 52 | def logged(f,self,*args,**kwargs): |
|
53 | 53 | # print ("#--------------------") |
|
54 | 54 | self.log.debug("scheduler::%s(*%s,**%s)", f.func_name, args, kwargs) |
|
55 | 55 | # print ("#--") |
|
56 | 56 | return f(self,*args, **kwargs) |
|
57 | 57 | |
|
58 | 58 | #---------------------------------------------------------------------- |
|
59 | 59 | # Chooser functions |
|
60 | 60 | #---------------------------------------------------------------------- |
|
61 | 61 | |
|
62 | 62 | def plainrandom(loads): |
|
63 | 63 | """Plain random pick.""" |
|
64 | 64 | n = len(loads) |
|
65 | 65 | return randint(0,n-1) |
|
66 | 66 | |
|
67 | 67 | def lru(loads): |
|
68 | 68 | """Always pick the front of the line. |
|
69 | 69 | |
|
70 | 70 | The content of `loads` is ignored. |
|
71 | 71 | |
|
72 | 72 | Assumes LRU ordering of loads, with oldest first. |
|
73 | 73 | """ |
|
74 | 74 | return 0 |
|
75 | 75 | |
|
76 | 76 | def twobin(loads): |
|
77 | 77 | """Pick two at random, use the LRU of the two. |
|
78 | 78 | |
|
79 | 79 | The content of loads is ignored. |
|
80 | 80 | |
|
81 | 81 | Assumes LRU ordering of loads, with oldest first. |
|
82 | 82 | """ |
|
83 | 83 | n = len(loads) |
|
84 | 84 | a = randint(0,n-1) |
|
85 | 85 | b = randint(0,n-1) |
|
86 | 86 | return min(a,b) |
|
87 | 87 | |
|
88 | 88 | def weighted(loads): |
|
89 | 89 | """Pick two at random using inverse load as weight. |
|
90 | 90 | |
|
91 | 91 | Return the less loaded of the two. |
|
92 | 92 | """ |
|
93 | 93 | # weight 0 a million times more than 1: |
|
94 | 94 | weights = 1./(1e-6+numpy.array(loads)) |
|
95 | 95 | sums = weights.cumsum() |
|
96 | 96 | t = sums[-1] |
|
97 | 97 | x = random()*t |
|
98 | 98 | y = random()*t |
|
99 | 99 | idx = 0 |
|
100 | 100 | idy = 0 |
|
101 | 101 | while sums[idx] < x: |
|
102 | 102 | idx += 1 |
|
103 | 103 | while sums[idy] < y: |
|
104 | 104 | idy += 1 |
|
105 | 105 | if weights[idy] > weights[idx]: |
|
106 | 106 | return idy |
|
107 | 107 | else: |
|
108 | 108 | return idx |
|
109 | 109 | |
|
110 | 110 | def leastload(loads): |
|
111 | 111 | """Always choose the lowest load. |
|
112 | 112 | |
|
113 | 113 | If the lowest load occurs more than once, the first |
|
114 | 114 | occurance will be used. If loads has LRU ordering, this means |
|
115 | 115 | the LRU of those with the lowest load is chosen. |
|
116 | 116 | """ |
|
117 | 117 | return loads.index(min(loads)) |
|
118 | 118 | |
|
119 | 119 | #--------------------------------------------------------------------- |
|
120 | 120 | # Classes |
|
121 | 121 | #--------------------------------------------------------------------- |
|
122 | 122 | # store empty default dependency: |
|
123 | 123 | MET = Dependency([]) |
|
124 | 124 | |
|
125 | 125 | class TaskScheduler(SessionFactory): |
|
126 | 126 | """Python TaskScheduler object. |
|
127 | 127 | |
|
128 | 128 | This is the simplest object that supports msg_id based |
|
129 | 129 | DAG dependencies. *Only* task msg_ids are checked, not |
|
130 | 130 | msg_ids of jobs submitted via the MUX queue. |
|
131 | 131 | |
|
132 | 132 | """ |
|
133 | 133 | |
|
134 | 134 | hwm = Int(0, config=True, shortname='hwm', |
|
135 | 135 | help="""specify the High Water Mark (HWM) for the downstream |
|
136 | 136 | socket in the Task scheduler. This is the maximum number |
|
137 | 137 | of allowed outstanding tasks on each engine.""" |
|
138 | 138 | ) |
|
139 | 139 | scheme_name = Enum(('leastload', 'pure', 'lru', 'plainrandom', 'weighted', 'twobin'), |
|
140 | 140 | 'leastload', config=True, shortname='scheme', allow_none=False, |
|
141 | 141 | help="""select the task scheduler scheme [default: Python LRU] |
|
142 | 142 | Options are: 'pure', 'lru', 'plainrandom', 'weighted', 'twobin','leastload'""" |
|
143 | 143 | ) |
|
144 | 144 | def _scheme_name_changed(self, old, new): |
|
145 | 145 | self.log.debug("Using scheme %r"%new) |
|
146 | 146 | self.scheme = globals()[new] |
|
147 | 147 | |
|
148 | 148 | # input arguments: |
|
149 | 149 | scheme = Instance(FunctionType) # function for determining the destination |
|
150 | 150 | def _scheme_default(self): |
|
151 | 151 | return leastload |
|
152 | 152 | client_stream = Instance(zmqstream.ZMQStream) # client-facing stream |
|
153 | 153 | engine_stream = Instance(zmqstream.ZMQStream) # engine-facing stream |
|
154 | 154 | notifier_stream = Instance(zmqstream.ZMQStream) # hub-facing sub stream |
|
155 | 155 | mon_stream = Instance(zmqstream.ZMQStream) # hub-facing pub stream |
|
156 | 156 | |
|
157 | 157 | # internals: |
|
158 | 158 | graph = Dict() # dict by msg_id of [ msg_ids that depend on key ] |
|
159 | 159 | retries = Dict() # dict by msg_id of retries remaining (non-neg ints) |
|
160 | 160 | # waiting = List() # list of msg_ids ready to run, but haven't due to HWM |
|
161 | 161 | depending = Dict() # dict by msg_id of (msg_id, raw_msg, after, follow) |
|
162 | 162 | pending = Dict() # dict by engine_uuid of submitted tasks |
|
163 | 163 | completed = Dict() # dict by engine_uuid of completed tasks |
|
164 | 164 | failed = Dict() # dict by engine_uuid of failed tasks |
|
165 | 165 | destinations = Dict() # dict by msg_id of engine_uuids where jobs ran (reverse of completed+failed) |
|
166 | 166 | clients = Dict() # dict by msg_id for who submitted the task |
|
167 | 167 | targets = List() # list of target IDENTs |
|
168 | 168 | loads = List() # list of engine loads |
|
169 | 169 | # full = Set() # set of IDENTs that have HWM outstanding tasks |
|
170 | 170 | all_completed = Set() # set of all completed tasks |
|
171 | 171 | all_failed = Set() # set of all failed tasks |
|
172 | 172 | all_done = Set() # set of all finished tasks=union(completed,failed) |
|
173 | 173 | all_ids = Set() # set of all submitted task IDs |
|
174 | 174 | blacklist = Dict() # dict by msg_id of locations where a job has encountered UnmetDependency |
|
175 | 175 | auditor = Instance('zmq.eventloop.ioloop.PeriodicCallback') |
|
176 | 176 | |
|
177 | ident = CBytes() # ZMQ identity. This should just be self.session.session | |
|
178 | # but ensure Bytes | |
|
179 | def _ident_default(self): | |
|
180 | return ensure_bytes(self.session.session) | |
|
177 | 181 | |
|
178 | 182 | def start(self): |
|
179 | 183 | self.engine_stream.on_recv(self.dispatch_result, copy=False) |
|
180 | 184 | self._notification_handlers = dict( |
|
181 | 185 | registration_notification = self._register_engine, |
|
182 | 186 | unregistration_notification = self._unregister_engine |
|
183 | 187 | ) |
|
184 | 188 | self.notifier_stream.on_recv(self.dispatch_notification) |
|
185 | 189 | self.auditor = ioloop.PeriodicCallback(self.audit_timeouts, 2e3, self.loop) # 1 Hz |
|
186 | 190 | self.auditor.start() |
|
187 | 191 | self.log.info("Scheduler started [%s]"%self.scheme_name) |
|
188 | 192 | |
|
189 | 193 | def resume_receiving(self): |
|
190 | 194 | """Resume accepting jobs.""" |
|
191 | 195 | self.client_stream.on_recv(self.dispatch_submission, copy=False) |
|
192 | 196 | |
|
193 | 197 | def stop_receiving(self): |
|
194 | 198 | """Stop accepting jobs while there are no engines. |
|
195 | 199 | Leave them in the ZMQ queue.""" |
|
196 | 200 | self.client_stream.on_recv(None) |
|
197 | 201 | |
|
198 | 202 | #----------------------------------------------------------------------- |
|
199 | 203 | # [Un]Registration Handling |
|
200 | 204 | #----------------------------------------------------------------------- |
|
201 | 205 | |
|
202 | 206 | def dispatch_notification(self, msg): |
|
203 | 207 | """dispatch register/unregister events.""" |
|
204 | 208 | try: |
|
205 | 209 | idents,msg = self.session.feed_identities(msg) |
|
206 | 210 | except ValueError: |
|
207 |
self.log.warn("task::Invalid Message: %r" |
|
|
211 | self.log.warn("task::Invalid Message: %r",msg) | |
|
208 | 212 | return |
|
209 | 213 | try: |
|
210 | 214 | msg = self.session.unpack_message(msg) |
|
211 | 215 | except ValueError: |
|
212 | 216 | self.log.warn("task::Unauthorized message from: %r"%idents) |
|
213 | 217 | return |
|
214 | 218 | |
|
215 | 219 | msg_type = msg['msg_type'] |
|
216 | 220 | |
|
217 | 221 | handler = self._notification_handlers.get(msg_type, None) |
|
218 | 222 | if handler is None: |
|
219 | 223 | self.log.error("Unhandled message type: %r"%msg_type) |
|
220 | 224 | else: |
|
221 | 225 | try: |
|
222 |
handler( |
|
|
223 |
except |
|
|
224 |
self.log.error("task::Invalid notification msg: %r" |
|
|
226 | handler(ensure_bytes(msg['content']['queue'])) | |
|
227 | except Exception: | |
|
228 | self.log.error("task::Invalid notification msg: %r",msg) | |
|
225 | 229 | |
|
226 | 230 | def _register_engine(self, uid): |
|
227 | 231 | """New engine with ident `uid` became available.""" |
|
228 | 232 | # head of the line: |
|
229 | 233 | self.targets.insert(0,uid) |
|
230 | 234 | self.loads.insert(0,0) |
|
235 | ||
|
231 | 236 | # initialize sets |
|
232 | 237 | self.completed[uid] = set() |
|
233 | 238 | self.failed[uid] = set() |
|
234 | 239 | self.pending[uid] = {} |
|
235 | 240 | if len(self.targets) == 1: |
|
236 | 241 | self.resume_receiving() |
|
237 | 242 | # rescan the graph: |
|
238 | 243 | self.update_graph(None) |
|
239 | 244 | |
|
240 | 245 | def _unregister_engine(self, uid): |
|
241 | 246 | """Existing engine with ident `uid` became unavailable.""" |
|
242 | 247 | if len(self.targets) == 1: |
|
243 | 248 | # this was our only engine |
|
244 | 249 | self.stop_receiving() |
|
245 | 250 | |
|
246 | 251 | # handle any potentially finished tasks: |
|
247 | 252 | self.engine_stream.flush() |
|
248 | 253 | |
|
249 | 254 | # don't pop destinations, because they might be used later |
|
250 | 255 | # map(self.destinations.pop, self.completed.pop(uid)) |
|
251 | 256 | # map(self.destinations.pop, self.failed.pop(uid)) |
|
252 | 257 | |
|
253 | 258 | # prevent this engine from receiving work |
|
254 | 259 | idx = self.targets.index(uid) |
|
255 | 260 | self.targets.pop(idx) |
|
256 | 261 | self.loads.pop(idx) |
|
257 | 262 | |
|
258 | 263 | # wait 5 seconds before cleaning up pending jobs, since the results might |
|
259 | 264 | # still be incoming |
|
260 | 265 | if self.pending[uid]: |
|
261 | 266 | dc = ioloop.DelayedCallback(lambda : self.handle_stranded_tasks(uid), 5000, self.loop) |
|
262 | 267 | dc.start() |
|
263 | 268 | else: |
|
264 | 269 | self.completed.pop(uid) |
|
265 | 270 | self.failed.pop(uid) |
|
266 | 271 | |
|
267 | 272 | |
|
268 | 273 | def handle_stranded_tasks(self, engine): |
|
269 | 274 | """Deal with jobs resident in an engine that died.""" |
|
270 | 275 | lost = self.pending[engine] |
|
271 | 276 | for msg_id in lost.keys(): |
|
272 | 277 | if msg_id not in self.pending[engine]: |
|
273 | 278 | # prevent double-handling of messages |
|
274 | 279 | continue |
|
275 | 280 | |
|
276 | 281 | raw_msg = lost[msg_id][0] |
|
277 | 282 | idents,msg = self.session.feed_identities(raw_msg, copy=False) |
|
278 | 283 | parent = self.session.unpack(msg[1].bytes) |
|
279 | 284 | idents = [engine, idents[0]] |
|
280 | 285 | |
|
281 | 286 | # build fake error reply |
|
282 | 287 | try: |
|
283 | 288 | raise error.EngineError("Engine %r died while running task %r"%(engine, msg_id)) |
|
284 | 289 | except: |
|
285 | 290 | content = error.wrap_exception() |
|
286 | 291 | msg = self.session.msg('apply_reply', content, parent=parent, subheader={'status':'error'}) |
|
287 | 292 | raw_reply = map(zmq.Message, self.session.serialize(msg, ident=idents)) |
|
288 | 293 | # and dispatch it |
|
289 | 294 | self.dispatch_result(raw_reply) |
|
290 | 295 | |
|
291 | 296 | # finally scrub completed/failed lists |
|
292 | 297 | self.completed.pop(engine) |
|
293 | 298 | self.failed.pop(engine) |
|
294 | 299 | |
|
295 | 300 | |
|
296 | 301 | #----------------------------------------------------------------------- |
|
297 | 302 | # Job Submission |
|
298 | 303 | #----------------------------------------------------------------------- |
|
299 | 304 | def dispatch_submission(self, raw_msg): |
|
300 | 305 | """Dispatch job submission to appropriate handlers.""" |
|
301 | 306 | # ensure targets up to date: |
|
302 | 307 | self.notifier_stream.flush() |
|
303 | 308 | try: |
|
304 | 309 | idents, msg = self.session.feed_identities(raw_msg, copy=False) |
|
305 | 310 | msg = self.session.unpack_message(msg, content=False, copy=False) |
|
306 | 311 | except Exception: |
|
307 | 312 | self.log.error("task::Invaid task msg: %r"%raw_msg, exc_info=True) |
|
308 | 313 | return |
|
309 | 314 | |
|
310 | 315 | |
|
311 | 316 | # send to monitor |
|
312 | self.mon_stream.send_multipart(['intask']+raw_msg, copy=False) | |
|
317 | self.mon_stream.send_multipart([b'intask']+raw_msg, copy=False) | |
|
313 | 318 | |
|
314 | 319 | header = msg['header'] |
|
315 | 320 | msg_id = header['msg_id'] |
|
316 | 321 | self.all_ids.add(msg_id) |
|
317 | 322 | |
|
318 | # targets | |
|
319 | targets = set(header.get('targets', [])) | |
|
323 | # get targets as a set of bytes objects | |
|
324 | # from a list of unicode objects | |
|
325 | targets = header.get('targets', []) | |
|
326 | targets = map(ensure_bytes, targets) | |
|
327 | targets = set(targets) | |
|
328 | ||
|
320 | 329 | retries = header.get('retries', 0) |
|
321 | 330 | self.retries[msg_id] = retries |
|
322 | 331 | |
|
323 | 332 | # time dependencies |
|
324 | 333 | after = header.get('after', None) |
|
325 | 334 | if after: |
|
326 | 335 | after = Dependency(after) |
|
327 | 336 | if after.all: |
|
328 | 337 | if after.success: |
|
329 | 338 | after = Dependency(after.difference(self.all_completed), |
|
330 | 339 | success=after.success, |
|
331 | 340 | failure=after.failure, |
|
332 | 341 | all=after.all, |
|
333 | 342 | ) |
|
334 | 343 | if after.failure: |
|
335 | 344 | after = Dependency(after.difference(self.all_failed), |
|
336 | 345 | success=after.success, |
|
337 | 346 | failure=after.failure, |
|
338 | 347 | all=after.all, |
|
339 | 348 | ) |
|
340 | 349 | if after.check(self.all_completed, self.all_failed): |
|
341 | 350 | # recast as empty set, if `after` already met, |
|
342 | 351 | # to prevent unnecessary set comparisons |
|
343 | 352 | after = MET |
|
344 | 353 | else: |
|
345 | 354 | after = MET |
|
346 | 355 | |
|
347 | 356 | # location dependencies |
|
348 | 357 | follow = Dependency(header.get('follow', [])) |
|
349 | 358 | |
|
350 | 359 | # turn timeouts into datetime objects: |
|
351 | 360 | timeout = header.get('timeout', None) |
|
352 | 361 | if timeout: |
|
353 | 362 | timeout = datetime.now() + timedelta(0,timeout,0) |
|
354 | 363 | |
|
355 | 364 | args = [raw_msg, targets, after, follow, timeout] |
|
356 | 365 | |
|
357 | 366 | # validate and reduce dependencies: |
|
358 | 367 | for dep in after,follow: |
|
359 | 368 | if not dep: # empty dependency |
|
360 | 369 | continue |
|
361 | 370 | # check valid: |
|
362 | 371 | if msg_id in dep or dep.difference(self.all_ids): |
|
363 | 372 | self.depending[msg_id] = args |
|
364 | 373 | return self.fail_unreachable(msg_id, error.InvalidDependency) |
|
365 | 374 | # check if unreachable: |
|
366 | 375 | if dep.unreachable(self.all_completed, self.all_failed): |
|
367 | 376 | self.depending[msg_id] = args |
|
368 | 377 | return self.fail_unreachable(msg_id) |
|
369 | 378 | |
|
370 | 379 | if after.check(self.all_completed, self.all_failed): |
|
371 | 380 | # time deps already met, try to run |
|
372 | 381 | if not self.maybe_run(msg_id, *args): |
|
373 | 382 | # can't run yet |
|
374 | 383 | if msg_id not in self.all_failed: |
|
375 | 384 | # could have failed as unreachable |
|
376 | 385 | self.save_unmet(msg_id, *args) |
|
377 | 386 | else: |
|
378 | 387 | self.save_unmet(msg_id, *args) |
|
379 | 388 | |
|
380 | 389 | def audit_timeouts(self): |
|
381 | 390 | """Audit all waiting tasks for expired timeouts.""" |
|
382 | 391 | now = datetime.now() |
|
383 | 392 | for msg_id in self.depending.keys(): |
|
384 | 393 | # must recheck, in case one failure cascaded to another: |
|
385 | 394 | if msg_id in self.depending: |
|
386 | 395 | raw,after,targets,follow,timeout = self.depending[msg_id] |
|
387 | 396 | if timeout and timeout < now: |
|
388 | 397 | self.fail_unreachable(msg_id, error.TaskTimeout) |
|
389 | 398 | |
|
390 | 399 | def fail_unreachable(self, msg_id, why=error.ImpossibleDependency): |
|
391 | 400 | """a task has become unreachable, send a reply with an ImpossibleDependency |
|
392 | 401 | error.""" |
|
393 | 402 | if msg_id not in self.depending: |
|
394 | 403 | self.log.error("msg %r already failed!", msg_id) |
|
395 | 404 | return |
|
396 | 405 | raw_msg,targets,after,follow,timeout = self.depending.pop(msg_id) |
|
397 | 406 | for mid in follow.union(after): |
|
398 | 407 | if mid in self.graph: |
|
399 | 408 | self.graph[mid].remove(msg_id) |
|
400 | 409 | |
|
401 | 410 | # FIXME: unpacking a message I've already unpacked, but didn't save: |
|
402 | 411 | idents,msg = self.session.feed_identities(raw_msg, copy=False) |
|
403 | 412 | header = self.session.unpack(msg[1].bytes) |
|
404 | 413 | |
|
405 | 414 | try: |
|
406 | 415 | raise why() |
|
407 | 416 | except: |
|
408 | 417 | content = error.wrap_exception() |
|
409 | 418 | |
|
410 | 419 | self.all_done.add(msg_id) |
|
411 | 420 | self.all_failed.add(msg_id) |
|
412 | 421 | |
|
413 | 422 | msg = self.session.send(self.client_stream, 'apply_reply', content, |
|
414 | 423 | parent=header, ident=idents) |
|
415 | self.session.send(self.mon_stream, msg, ident=['outtask']+idents) | |
|
424 | self.session.send(self.mon_stream, msg, ident=[b'outtask']+idents) | |
|
416 | 425 | |
|
417 | 426 | self.update_graph(msg_id, success=False) |
|
418 | 427 | |
|
419 | 428 | def maybe_run(self, msg_id, raw_msg, targets, after, follow, timeout): |
|
420 | 429 | """check location dependencies, and run if they are met.""" |
|
421 | 430 | blacklist = self.blacklist.setdefault(msg_id, set()) |
|
422 | 431 | if follow or targets or blacklist or self.hwm: |
|
423 | 432 | # we need a can_run filter |
|
424 | 433 | def can_run(idx): |
|
425 | 434 | # check hwm |
|
426 | 435 | if self.hwm and self.loads[idx] == self.hwm: |
|
427 | 436 | return False |
|
428 | 437 | target = self.targets[idx] |
|
429 | 438 | # check blacklist |
|
430 | 439 | if target in blacklist: |
|
431 | 440 | return False |
|
432 | 441 | # check targets |
|
433 | 442 | if targets and target not in targets: |
|
434 | 443 | return False |
|
435 | 444 | # check follow |
|
436 | 445 | return follow.check(self.completed[target], self.failed[target]) |
|
437 | 446 | |
|
438 | 447 | indices = filter(can_run, range(len(self.targets))) |
|
439 | 448 | |
|
440 | 449 | if not indices: |
|
441 | 450 | # couldn't run |
|
442 | 451 | if follow.all: |
|
443 | 452 | # check follow for impossibility |
|
444 | 453 | dests = set() |
|
445 | 454 | relevant = set() |
|
446 | 455 | if follow.success: |
|
447 | 456 | relevant = self.all_completed |
|
448 | 457 | if follow.failure: |
|
449 | 458 | relevant = relevant.union(self.all_failed) |
|
450 | 459 | for m in follow.intersection(relevant): |
|
451 | 460 | dests.add(self.destinations[m]) |
|
452 | 461 | if len(dests) > 1: |
|
453 | 462 | self.depending[msg_id] = (raw_msg, targets, after, follow, timeout) |
|
454 | 463 | self.fail_unreachable(msg_id) |
|
455 | 464 | return False |
|
456 | 465 | if targets: |
|
457 | 466 | # check blacklist+targets for impossibility |
|
458 | 467 | targets.difference_update(blacklist) |
|
459 | 468 | if not targets or not targets.intersection(self.targets): |
|
460 | 469 | self.depending[msg_id] = (raw_msg, targets, after, follow, timeout) |
|
461 | 470 | self.fail_unreachable(msg_id) |
|
462 | 471 | return False |
|
463 | 472 | return False |
|
464 | 473 | else: |
|
465 | 474 | indices = None |
|
466 | 475 | |
|
467 | 476 | self.submit_task(msg_id, raw_msg, targets, follow, timeout, indices) |
|
468 | 477 | return True |
|
469 | 478 | |
|
470 | 479 | def save_unmet(self, msg_id, raw_msg, targets, after, follow, timeout): |
|
471 | 480 | """Save a message for later submission when its dependencies are met.""" |
|
472 | 481 | self.depending[msg_id] = [raw_msg,targets,after,follow,timeout] |
|
473 | 482 | # track the ids in follow or after, but not those already finished |
|
474 | 483 | for dep_id in after.union(follow).difference(self.all_done): |
|
475 | 484 | if dep_id not in self.graph: |
|
476 | 485 | self.graph[dep_id] = set() |
|
477 | 486 | self.graph[dep_id].add(msg_id) |
|
478 | 487 | |
|
479 | 488 | def submit_task(self, msg_id, raw_msg, targets, follow, timeout, indices=None): |
|
480 | 489 | """Submit a task to any of a subset of our targets.""" |
|
481 | 490 | if indices: |
|
482 | 491 | loads = [self.loads[i] for i in indices] |
|
483 | 492 | else: |
|
484 | 493 | loads = self.loads |
|
485 | 494 | idx = self.scheme(loads) |
|
486 | 495 | if indices: |
|
487 | 496 | idx = indices[idx] |
|
488 | 497 | target = self.targets[idx] |
|
489 | 498 | # print (target, map(str, msg[:3])) |
|
490 | 499 | # send job to the engine |
|
491 | 500 | self.engine_stream.send(target, flags=zmq.SNDMORE, copy=False) |
|
492 | 501 | self.engine_stream.send_multipart(raw_msg, copy=False) |
|
493 | 502 | # update load |
|
494 | 503 | self.add_job(idx) |
|
495 | 504 | self.pending[target][msg_id] = (raw_msg, targets, MET, follow, timeout) |
|
496 | 505 | # notify Hub |
|
497 | content = dict(msg_id=msg_id, engine_id=target) | |
|
506 | content = dict(msg_id=msg_id, engine_id=target.decode()) | |
|
498 | 507 | self.session.send(self.mon_stream, 'task_destination', content=content, |
|
499 |
ident=['tracktask',self. |
|
|
508 | ident=[b'tracktask',self.ident]) | |
|
500 | 509 | |
|
501 | 510 | |
|
502 | 511 | #----------------------------------------------------------------------- |
|
503 | 512 | # Result Handling |
|
504 | 513 | #----------------------------------------------------------------------- |
|
505 | 514 | def dispatch_result(self, raw_msg): |
|
506 | 515 | """dispatch method for result replies""" |
|
507 | 516 | try: |
|
508 | 517 | idents,msg = self.session.feed_identities(raw_msg, copy=False) |
|
509 | 518 | msg = self.session.unpack_message(msg, content=False, copy=False) |
|
510 | 519 | engine = idents[0] |
|
511 | 520 | try: |
|
512 | 521 | idx = self.targets.index(engine) |
|
513 | 522 | except ValueError: |
|
514 | 523 | pass # skip load-update for dead engines |
|
515 | 524 | else: |
|
516 | 525 | self.finish_job(idx) |
|
517 | 526 | except Exception: |
|
518 | 527 | self.log.error("task::Invaid result: %r", raw_msg, exc_info=True) |
|
519 | 528 | return |
|
520 | 529 | |
|
521 | 530 | header = msg['header'] |
|
522 | 531 | parent = msg['parent_header'] |
|
523 | 532 | if header.get('dependencies_met', True): |
|
524 | 533 | success = (header['status'] == 'ok') |
|
525 | 534 | msg_id = parent['msg_id'] |
|
526 | 535 | retries = self.retries[msg_id] |
|
527 | 536 | if not success and retries > 0: |
|
528 | 537 | # failed |
|
529 | 538 | self.retries[msg_id] = retries - 1 |
|
530 | 539 | self.handle_unmet_dependency(idents, parent) |
|
531 | 540 | else: |
|
532 | 541 | del self.retries[msg_id] |
|
533 | 542 | # relay to client and update graph |
|
534 | 543 | self.handle_result(idents, parent, raw_msg, success) |
|
535 | 544 | # send to Hub monitor |
|
536 | self.mon_stream.send_multipart(['outtask']+raw_msg, copy=False) | |
|
545 | self.mon_stream.send_multipart([b'outtask']+raw_msg, copy=False) | |
|
537 | 546 | else: |
|
538 | 547 | self.handle_unmet_dependency(idents, parent) |
|
539 | 548 | |
|
540 | 549 | def handle_result(self, idents, parent, raw_msg, success=True): |
|
541 | 550 | """handle a real task result, either success or failure""" |
|
542 | 551 | # first, relay result to client |
|
543 | 552 | engine = idents[0] |
|
544 | 553 | client = idents[1] |
|
545 | 554 | # swap_ids for XREP-XREP mirror |
|
546 | 555 | raw_msg[:2] = [client,engine] |
|
547 | 556 | # print (map(str, raw_msg[:4])) |
|
548 | 557 | self.client_stream.send_multipart(raw_msg, copy=False) |
|
549 | 558 | # now, update our data structures |
|
550 | 559 | msg_id = parent['msg_id'] |
|
551 | 560 | self.blacklist.pop(msg_id, None) |
|
552 | 561 | self.pending[engine].pop(msg_id) |
|
553 | 562 | if success: |
|
554 | 563 | self.completed[engine].add(msg_id) |
|
555 | 564 | self.all_completed.add(msg_id) |
|
556 | 565 | else: |
|
557 | 566 | self.failed[engine].add(msg_id) |
|
558 | 567 | self.all_failed.add(msg_id) |
|
559 | 568 | self.all_done.add(msg_id) |
|
560 | 569 | self.destinations[msg_id] = engine |
|
561 | 570 | |
|
562 | 571 | self.update_graph(msg_id, success) |
|
563 | 572 | |
|
564 | 573 | def handle_unmet_dependency(self, idents, parent): |
|
565 | 574 | """handle an unmet dependency""" |
|
566 | 575 | engine = idents[0] |
|
567 | 576 | msg_id = parent['msg_id'] |
|
568 | 577 | |
|
569 | 578 | if msg_id not in self.blacklist: |
|
570 | 579 | self.blacklist[msg_id] = set() |
|
571 | 580 | self.blacklist[msg_id].add(engine) |
|
572 | 581 | |
|
573 | 582 | args = self.pending[engine].pop(msg_id) |
|
574 | 583 | raw,targets,after,follow,timeout = args |
|
575 | 584 | |
|
576 | 585 | if self.blacklist[msg_id] == targets: |
|
577 | 586 | self.depending[msg_id] = args |
|
578 | 587 | self.fail_unreachable(msg_id) |
|
579 | 588 | elif not self.maybe_run(msg_id, *args): |
|
580 | 589 | # resubmit failed |
|
581 | 590 | if msg_id not in self.all_failed: |
|
582 | 591 | # put it back in our dependency tree |
|
583 | 592 | self.save_unmet(msg_id, *args) |
|
584 | 593 | |
|
585 | 594 | if self.hwm: |
|
586 | 595 | try: |
|
587 | 596 | idx = self.targets.index(engine) |
|
588 | 597 | except ValueError: |
|
589 | 598 | pass # skip load-update for dead engines |
|
590 | 599 | else: |
|
591 | 600 | if self.loads[idx] == self.hwm-1: |
|
592 | 601 | self.update_graph(None) |
|
593 | 602 | |
|
594 | 603 | |
|
595 | 604 | |
|
596 | 605 | def update_graph(self, dep_id=None, success=True): |
|
597 | 606 | """dep_id just finished. Update our dependency |
|
598 | 607 | graph and submit any jobs that just became runable. |
|
599 | 608 | |
|
600 | 609 | Called with dep_id=None to update entire graph for hwm, but without finishing |
|
601 | 610 | a task. |
|
602 | 611 | """ |
|
603 | 612 | # print ("\n\n***********") |
|
604 | 613 | # pprint (dep_id) |
|
605 | 614 | # pprint (self.graph) |
|
606 | 615 | # pprint (self.depending) |
|
607 | 616 | # pprint (self.all_completed) |
|
608 | 617 | # pprint (self.all_failed) |
|
609 | 618 | # print ("\n\n***********\n\n") |
|
610 | 619 | # update any jobs that depended on the dependency |
|
611 | 620 | jobs = self.graph.pop(dep_id, []) |
|
612 | 621 | |
|
613 | 622 | # recheck *all* jobs if |
|
614 | 623 | # a) we have HWM and an engine just become no longer full |
|
615 | 624 | # or b) dep_id was given as None |
|
616 | 625 | if dep_id is None or self.hwm and any( [ load==self.hwm-1 for load in self.loads ]): |
|
617 | 626 | jobs = self.depending.keys() |
|
618 | 627 | |
|
619 | 628 | for msg_id in jobs: |
|
620 | 629 | raw_msg, targets, after, follow, timeout = self.depending[msg_id] |
|
621 | 630 | |
|
622 | 631 | if after.unreachable(self.all_completed, self.all_failed)\ |
|
623 | 632 | or follow.unreachable(self.all_completed, self.all_failed): |
|
624 | 633 | self.fail_unreachable(msg_id) |
|
625 | 634 | |
|
626 | 635 | elif after.check(self.all_completed, self.all_failed): # time deps met, maybe run |
|
627 | 636 | if self.maybe_run(msg_id, raw_msg, targets, MET, follow, timeout): |
|
628 | 637 | |
|
629 | 638 | self.depending.pop(msg_id) |
|
630 | 639 | for mid in follow.union(after): |
|
631 | 640 | if mid in self.graph: |
|
632 | 641 | self.graph[mid].remove(msg_id) |
|
633 | 642 | |
|
634 | 643 | #---------------------------------------------------------------------- |
|
635 | 644 | # methods to be overridden by subclasses |
|
636 | 645 | #---------------------------------------------------------------------- |
|
637 | 646 | |
|
638 | 647 | def add_job(self, idx): |
|
639 | 648 | """Called after self.targets[idx] just got the job with header. |
|
640 | 649 | Override with subclasses. The default ordering is simple LRU. |
|
641 | 650 | The default loads are the number of outstanding jobs.""" |
|
642 | 651 | self.loads[idx] += 1 |
|
643 | 652 | for lis in (self.targets, self.loads): |
|
644 | 653 | lis.append(lis.pop(idx)) |
|
645 | 654 | |
|
646 | 655 | |
|
647 | 656 | def finish_job(self, idx): |
|
648 | 657 | """Called after self.targets[idx] just finished a job. |
|
649 | 658 | Override with subclasses.""" |
|
650 | 659 | self.loads[idx] -= 1 |
|
651 | 660 | |
|
652 | 661 | |
|
653 | 662 | |
|
654 | 663 | def launch_scheduler(in_addr, out_addr, mon_addr, not_addr, config=None, |
|
655 | 664 | logname='root', log_url=None, loglevel=logging.DEBUG, |
|
656 | 665 | identity=b'task', in_thread=False): |
|
657 | 666 | |
|
658 | 667 | ZMQStream = zmqstream.ZMQStream |
|
659 | 668 | |
|
660 | 669 | if config: |
|
661 | 670 | # unwrap dict back into Config |
|
662 | 671 | config = Config(config) |
|
663 | 672 | |
|
664 | 673 | if in_thread: |
|
665 | 674 | # use instance() to get the same Context/Loop as our parent |
|
666 | 675 | ctx = zmq.Context.instance() |
|
667 | 676 | loop = ioloop.IOLoop.instance() |
|
668 | 677 | else: |
|
669 | 678 | # in a process, don't use instance() |
|
670 | 679 | # for safety with multiprocessing |
|
671 | 680 | ctx = zmq.Context() |
|
672 | 681 | loop = ioloop.IOLoop() |
|
673 | 682 | ins = ZMQStream(ctx.socket(zmq.XREP),loop) |
|
674 | 683 | ins.setsockopt(zmq.IDENTITY, identity) |
|
675 | 684 | ins.bind(in_addr) |
|
676 | 685 | |
|
677 | 686 | outs = ZMQStream(ctx.socket(zmq.XREP),loop) |
|
678 | 687 | outs.setsockopt(zmq.IDENTITY, identity) |
|
679 | 688 | outs.bind(out_addr) |
|
680 | 689 | mons = zmqstream.ZMQStream(ctx.socket(zmq.PUB),loop) |
|
681 | 690 | mons.connect(mon_addr) |
|
682 | 691 | nots = zmqstream.ZMQStream(ctx.socket(zmq.SUB),loop) |
|
683 | 692 | nots.setsockopt(zmq.SUBSCRIBE, b'') |
|
684 | 693 | nots.connect(not_addr) |
|
685 | 694 | |
|
686 | 695 | # setup logging. |
|
687 | 696 | if in_thread: |
|
688 | 697 | log = Application.instance().log |
|
689 | 698 | else: |
|
690 | 699 | if log_url: |
|
691 | 700 | log = connect_logger(logname, ctx, log_url, root="scheduler", loglevel=loglevel) |
|
692 | 701 | else: |
|
693 | 702 | log = local_logger(logname, loglevel) |
|
694 | 703 | |
|
695 | 704 | scheduler = TaskScheduler(client_stream=ins, engine_stream=outs, |
|
696 | 705 | mon_stream=mons, notifier_stream=nots, |
|
697 | 706 | loop=loop, log=log, |
|
698 | 707 | config=config) |
|
699 | 708 | scheduler.start() |
|
700 | 709 | if not in_thread: |
|
701 | 710 | try: |
|
702 | 711 | loop.start() |
|
703 | 712 | except KeyboardInterrupt: |
|
704 | 713 | print ("interrupted, exiting...", file=sys.__stderr__) |
|
705 | 714 |
@@ -1,391 +1,401 b'' | |||
|
1 | 1 | """A TaskRecord backend using sqlite3 |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Min RK |
|
6 | 6 | """ |
|
7 | 7 | #----------------------------------------------------------------------------- |
|
8 | 8 | # Copyright (C) 2011 The IPython Development Team |
|
9 | 9 | # |
|
10 | 10 | # Distributed under the terms of the BSD License. The full license is in |
|
11 | 11 | # the file COPYING, distributed as part of this software. |
|
12 | 12 | #----------------------------------------------------------------------------- |
|
13 | 13 | |
|
14 | 14 | import json |
|
15 | 15 | import os |
|
16 | 16 | import cPickle as pickle |
|
17 | 17 | from datetime import datetime |
|
18 | 18 | |
|
19 | 19 | import sqlite3 |
|
20 | 20 | |
|
21 | 21 | from zmq.eventloop import ioloop |
|
22 | 22 | |
|
23 | 23 | from IPython.utils.traitlets import Unicode, Instance, List, Dict |
|
24 | 24 | from .dictdb import BaseDB |
|
25 | 25 | from IPython.utils.jsonutil import date_default, extract_dates, squash_dates |
|
26 | 26 | |
|
27 | 27 | #----------------------------------------------------------------------------- |
|
28 | 28 | # SQLite operators, adapters, and converters |
|
29 | 29 | #----------------------------------------------------------------------------- |
|
30 | 30 | |
|
31 | try: | |
|
32 | buffer | |
|
33 | except NameError: | |
|
34 | # py3k | |
|
35 | buffer = memoryview | |
|
36 | ||
|
31 | 37 | operators = { |
|
32 | 38 | '$lt' : "<", |
|
33 | 39 | '$gt' : ">", |
|
34 | 40 | # null is handled weird with ==,!= |
|
35 | 41 | '$eq' : "=", |
|
36 | 42 | '$ne' : "!=", |
|
37 | 43 | '$lte': "<=", |
|
38 | 44 | '$gte': ">=", |
|
39 | 45 | '$in' : ('=', ' OR '), |
|
40 | 46 | '$nin': ('!=', ' AND '), |
|
41 | 47 | # '$all': None, |
|
42 | 48 | # '$mod': None, |
|
43 | 49 | # '$exists' : None |
|
44 | 50 | } |
|
45 | 51 | null_operators = { |
|
46 | 52 | '=' : "IS NULL", |
|
47 | 53 | '!=' : "IS NOT NULL", |
|
48 | 54 | } |
|
49 | 55 | |
|
50 | 56 | def _adapt_dict(d): |
|
51 | 57 | return json.dumps(d, default=date_default) |
|
52 | 58 | |
|
53 | 59 | def _convert_dict(ds): |
|
54 | 60 | if ds is None: |
|
55 | 61 | return ds |
|
56 | 62 | else: |
|
57 | return extract_dates(json.loads(ds)) | |
|
63 | if isinstance(ds, bytes): | |
|
64 | # If I understand the sqlite doc correctly, this will always be utf8 | |
|
65 | ds = ds.decode('utf8') | |
|
66 | d = json.loads(ds) | |
|
67 | return extract_dates(d) | |
|
58 | 68 | |
|
59 | 69 | def _adapt_bufs(bufs): |
|
60 | 70 | # this is *horrible* |
|
61 | 71 | # copy buffers into single list and pickle it: |
|
62 | 72 | if bufs and isinstance(bufs[0], (bytes, buffer)): |
|
63 | 73 | return sqlite3.Binary(pickle.dumps(map(bytes, bufs),-1)) |
|
64 | 74 | elif bufs: |
|
65 | 75 | return bufs |
|
66 | 76 | else: |
|
67 | 77 | return None |
|
68 | 78 | |
|
69 | 79 | def _convert_bufs(bs): |
|
70 | 80 | if bs is None: |
|
71 | 81 | return [] |
|
72 | 82 | else: |
|
73 | 83 | return pickle.loads(bytes(bs)) |
|
74 | 84 | |
|
75 | 85 | #----------------------------------------------------------------------------- |
|
76 | 86 | # SQLiteDB class |
|
77 | 87 | #----------------------------------------------------------------------------- |
|
78 | 88 | |
|
79 | 89 | class SQLiteDB(BaseDB): |
|
80 | 90 | """SQLite3 TaskRecord backend.""" |
|
81 | 91 | |
|
82 | 92 | filename = Unicode('tasks.db', config=True, |
|
83 | 93 | help="""The filename of the sqlite task database. [default: 'tasks.db']""") |
|
84 | 94 | location = Unicode('', config=True, |
|
85 | 95 | help="""The directory containing the sqlite task database. The default |
|
86 | 96 | is to use the cluster_dir location.""") |
|
87 | 97 | table = Unicode("", config=True, |
|
88 | 98 | help="""The SQLite Table to use for storing tasks for this session. If unspecified, |
|
89 | 99 | a new table will be created with the Hub's IDENT. Specifying the table will result |
|
90 | 100 | in tasks from previous sessions being available via Clients' db_query and |
|
91 | 101 | get_result methods.""") |
|
92 | 102 | |
|
93 | 103 | _db = Instance('sqlite3.Connection') |
|
94 | 104 | # the ordered list of column names |
|
95 | 105 | _keys = List(['msg_id' , |
|
96 | 106 | 'header' , |
|
97 | 107 | 'content', |
|
98 | 108 | 'buffers', |
|
99 | 109 | 'submitted', |
|
100 | 110 | 'client_uuid' , |
|
101 | 111 | 'engine_uuid' , |
|
102 | 112 | 'started', |
|
103 | 113 | 'completed', |
|
104 | 114 | 'resubmitted', |
|
105 | 115 | 'result_header' , |
|
106 | 116 | 'result_content' , |
|
107 | 117 | 'result_buffers' , |
|
108 | 118 | 'queue' , |
|
109 | 119 | 'pyin' , |
|
110 | 120 | 'pyout', |
|
111 | 121 | 'pyerr', |
|
112 | 122 | 'stdout', |
|
113 | 123 | 'stderr', |
|
114 | 124 | ]) |
|
115 | 125 | # sqlite datatypes for checking that db is current format |
|
116 | 126 | _types = Dict({'msg_id' : 'text' , |
|
117 | 127 | 'header' : 'dict text', |
|
118 | 128 | 'content' : 'dict text', |
|
119 | 129 | 'buffers' : 'bufs blob', |
|
120 | 130 | 'submitted' : 'timestamp', |
|
121 | 131 | 'client_uuid' : 'text', |
|
122 | 132 | 'engine_uuid' : 'text', |
|
123 | 133 | 'started' : 'timestamp', |
|
124 | 134 | 'completed' : 'timestamp', |
|
125 | 135 | 'resubmitted' : 'timestamp', |
|
126 | 136 | 'result_header' : 'dict text', |
|
127 | 137 | 'result_content' : 'dict text', |
|
128 | 138 | 'result_buffers' : 'bufs blob', |
|
129 | 139 | 'queue' : 'text', |
|
130 | 140 | 'pyin' : 'text', |
|
131 | 141 | 'pyout' : 'text', |
|
132 | 142 | 'pyerr' : 'text', |
|
133 | 143 | 'stdout' : 'text', |
|
134 | 144 | 'stderr' : 'text', |
|
135 | 145 | }) |
|
136 | 146 | |
|
137 | 147 | def __init__(self, **kwargs): |
|
138 | 148 | super(SQLiteDB, self).__init__(**kwargs) |
|
139 | 149 | if not self.table: |
|
140 | 150 | # use session, and prefix _, since starting with # is illegal |
|
141 | 151 | self.table = '_'+self.session.replace('-','_') |
|
142 | 152 | if not self.location: |
|
143 | 153 | # get current profile |
|
144 | 154 | from IPython.core.application import BaseIPythonApplication |
|
145 | 155 | if BaseIPythonApplication.initialized(): |
|
146 | 156 | app = BaseIPythonApplication.instance() |
|
147 | 157 | if app.profile_dir is not None: |
|
148 | 158 | self.location = app.profile_dir.location |
|
149 | 159 | else: |
|
150 | 160 | self.location = u'.' |
|
151 | 161 | else: |
|
152 | 162 | self.location = u'.' |
|
153 | 163 | self._init_db() |
|
154 | 164 | |
|
155 | 165 | # register db commit as 2s periodic callback |
|
156 | 166 | # to prevent clogging pipes |
|
157 | 167 | # assumes we are being run in a zmq ioloop app |
|
158 | 168 | loop = ioloop.IOLoop.instance() |
|
159 | 169 | pc = ioloop.PeriodicCallback(self._db.commit, 2000, loop) |
|
160 | 170 | pc.start() |
|
161 | 171 | |
|
162 | 172 | def _defaults(self, keys=None): |
|
163 | 173 | """create an empty record""" |
|
164 | 174 | d = {} |
|
165 | 175 | keys = self._keys if keys is None else keys |
|
166 | 176 | for key in keys: |
|
167 | 177 | d[key] = None |
|
168 | 178 | return d |
|
169 | 179 | |
|
170 | 180 | def _check_table(self): |
|
171 | 181 | """Ensure that an incorrect table doesn't exist |
|
172 | 182 | |
|
173 | 183 | If a bad (old) table does exist, return False |
|
174 | 184 | """ |
|
175 | 185 | cursor = self._db.execute("PRAGMA table_info(%s)"%self.table) |
|
176 | 186 | lines = cursor.fetchall() |
|
177 | 187 | if not lines: |
|
178 | 188 | # table does not exist |
|
179 | 189 | return True |
|
180 | 190 | types = {} |
|
181 | 191 | keys = [] |
|
182 | 192 | for line in lines: |
|
183 | 193 | keys.append(line[1]) |
|
184 | 194 | types[line[1]] = line[2] |
|
185 | 195 | if self._keys != keys: |
|
186 | 196 | # key mismatch |
|
187 | 197 | self.log.warn('keys mismatch') |
|
188 | 198 | return False |
|
189 | 199 | for key in self._keys: |
|
190 | 200 | if types[key] != self._types[key]: |
|
191 | 201 | self.log.warn( |
|
192 | 202 | 'type mismatch: %s: %s != %s'%(key,types[key],self._types[key]) |
|
193 | 203 | ) |
|
194 | 204 | return False |
|
195 | 205 | return True |
|
196 | 206 | |
|
197 | 207 | def _init_db(self): |
|
198 | 208 | """Connect to the database and get new session number.""" |
|
199 | 209 | # register adapters |
|
200 | 210 | sqlite3.register_adapter(dict, _adapt_dict) |
|
201 | 211 | sqlite3.register_converter('dict', _convert_dict) |
|
202 | 212 | sqlite3.register_adapter(list, _adapt_bufs) |
|
203 | 213 | sqlite3.register_converter('bufs', _convert_bufs) |
|
204 | 214 | # connect to the db |
|
205 | 215 | dbfile = os.path.join(self.location, self.filename) |
|
206 | 216 | self._db = sqlite3.connect(dbfile, detect_types=sqlite3.PARSE_DECLTYPES, |
|
207 | 217 | # isolation_level = None)#, |
|
208 | 218 | cached_statements=64) |
|
209 | 219 | # print dir(self._db) |
|
210 | 220 | first_table = self.table |
|
211 | 221 | i=0 |
|
212 | 222 | while not self._check_table(): |
|
213 | 223 | i+=1 |
|
214 | 224 | self.table = first_table+'_%i'%i |
|
215 | 225 | self.log.warn( |
|
216 | 226 | "Table %s exists and doesn't match db format, trying %s"% |
|
217 | 227 | (first_table,self.table) |
|
218 | 228 | ) |
|
219 | 229 | |
|
220 | 230 | self._db.execute("""CREATE TABLE IF NOT EXISTS %s |
|
221 | 231 | (msg_id text PRIMARY KEY, |
|
222 | 232 | header dict text, |
|
223 | 233 | content dict text, |
|
224 | 234 | buffers bufs blob, |
|
225 | 235 | submitted timestamp, |
|
226 | 236 | client_uuid text, |
|
227 | 237 | engine_uuid text, |
|
228 | 238 | started timestamp, |
|
229 | 239 | completed timestamp, |
|
230 | 240 | resubmitted timestamp, |
|
231 | 241 | result_header dict text, |
|
232 | 242 | result_content dict text, |
|
233 | 243 | result_buffers bufs blob, |
|
234 | 244 | queue text, |
|
235 | 245 | pyin text, |
|
236 | 246 | pyout text, |
|
237 | 247 | pyerr text, |
|
238 | 248 | stdout text, |
|
239 | 249 | stderr text) |
|
240 | 250 | """%self.table) |
|
241 | 251 | self._db.commit() |
|
242 | 252 | |
|
243 | 253 | def _dict_to_list(self, d): |
|
244 | 254 | """turn a mongodb-style record dict into a list.""" |
|
245 | 255 | |
|
246 | 256 | return [ d[key] for key in self._keys ] |
|
247 | 257 | |
|
248 | 258 | def _list_to_dict(self, line, keys=None): |
|
249 | 259 | """Inverse of dict_to_list""" |
|
250 | 260 | keys = self._keys if keys is None else keys |
|
251 | 261 | d = self._defaults(keys) |
|
252 | 262 | for key,value in zip(keys, line): |
|
253 | 263 | d[key] = value |
|
254 | 264 | |
|
255 | 265 | return d |
|
256 | 266 | |
|
257 | 267 | def _render_expression(self, check): |
|
258 | 268 | """Turn a mongodb-style search dict into an SQL query.""" |
|
259 | 269 | expressions = [] |
|
260 | 270 | args = [] |
|
261 | 271 | |
|
262 | 272 | skeys = set(check.keys()) |
|
263 | 273 | skeys.difference_update(set(self._keys)) |
|
264 | 274 | skeys.difference_update(set(['buffers', 'result_buffers'])) |
|
265 | 275 | if skeys: |
|
266 | 276 | raise KeyError("Illegal testing key(s): %s"%skeys) |
|
267 | 277 | |
|
268 | 278 | for name,sub_check in check.iteritems(): |
|
269 | 279 | if isinstance(sub_check, dict): |
|
270 | 280 | for test,value in sub_check.iteritems(): |
|
271 | 281 | try: |
|
272 | 282 | op = operators[test] |
|
273 | 283 | except KeyError: |
|
274 | 284 | raise KeyError("Unsupported operator: %r"%test) |
|
275 | 285 | if isinstance(op, tuple): |
|
276 | 286 | op, join = op |
|
277 | 287 | |
|
278 | 288 | if value is None and op in null_operators: |
|
279 | 289 | expr = "%s %s"%null_operators[op] |
|
280 | 290 | else: |
|
281 | 291 | expr = "%s %s ?"%(name, op) |
|
282 | 292 | if isinstance(value, (tuple,list)): |
|
283 | 293 | if op in null_operators and any([v is None for v in value]): |
|
284 | 294 | # equality tests don't work with NULL |
|
285 | 295 | raise ValueError("Cannot use %r test with NULL values on SQLite backend"%test) |
|
286 | 296 | expr = '( %s )'%( join.join([expr]*len(value)) ) |
|
287 | 297 | args.extend(value) |
|
288 | 298 | else: |
|
289 | 299 | args.append(value) |
|
290 | 300 | expressions.append(expr) |
|
291 | 301 | else: |
|
292 | 302 | # it's an equality check |
|
293 | 303 | if sub_check is None: |
|
294 | 304 | expressions.append("%s IS NULL") |
|
295 | 305 | else: |
|
296 | 306 | expressions.append("%s = ?"%name) |
|
297 | 307 | args.append(sub_check) |
|
298 | 308 | |
|
299 | 309 | expr = " AND ".join(expressions) |
|
300 | 310 | return expr, args |
|
301 | 311 | |
|
302 | 312 | def add_record(self, msg_id, rec): |
|
303 | 313 | """Add a new Task Record, by msg_id.""" |
|
304 | 314 | d = self._defaults() |
|
305 | 315 | d.update(rec) |
|
306 | 316 | d['msg_id'] = msg_id |
|
307 | 317 | line = self._dict_to_list(d) |
|
308 | 318 | tups = '(%s)'%(','.join(['?']*len(line))) |
|
309 | 319 | self._db.execute("INSERT INTO %s VALUES %s"%(self.table, tups), line) |
|
310 | 320 | # self._db.commit() |
|
311 | 321 | |
|
312 | 322 | def get_record(self, msg_id): |
|
313 | 323 | """Get a specific Task Record, by msg_id.""" |
|
314 | 324 | cursor = self._db.execute("""SELECT * FROM %s WHERE msg_id==?"""%self.table, (msg_id,)) |
|
315 | 325 | line = cursor.fetchone() |
|
316 | 326 | if line is None: |
|
317 | 327 | raise KeyError("No such msg: %r"%msg_id) |
|
318 | 328 | return self._list_to_dict(line) |
|
319 | 329 | |
|
320 | 330 | def update_record(self, msg_id, rec): |
|
321 | 331 | """Update the data in an existing record.""" |
|
322 | 332 | query = "UPDATE %s SET "%self.table |
|
323 | 333 | sets = [] |
|
324 | 334 | keys = sorted(rec.keys()) |
|
325 | 335 | values = [] |
|
326 | 336 | for key in keys: |
|
327 | 337 | sets.append('%s = ?'%key) |
|
328 | 338 | values.append(rec[key]) |
|
329 | 339 | query += ', '.join(sets) |
|
330 | 340 | query += ' WHERE msg_id == ?' |
|
331 | 341 | values.append(msg_id) |
|
332 | 342 | self._db.execute(query, values) |
|
333 | 343 | # self._db.commit() |
|
334 | 344 | |
|
335 | 345 | def drop_record(self, msg_id): |
|
336 | 346 | """Remove a record from the DB.""" |
|
337 | 347 | self._db.execute("""DELETE FROM %s WHERE msg_id==?"""%self.table, (msg_id,)) |
|
338 | 348 | # self._db.commit() |
|
339 | 349 | |
|
340 | 350 | def drop_matching_records(self, check): |
|
341 | 351 | """Remove a record from the DB.""" |
|
342 | 352 | expr,args = self._render_expression(check) |
|
343 | 353 | query = "DELETE FROM %s WHERE %s"%(self.table, expr) |
|
344 | 354 | self._db.execute(query,args) |
|
345 | 355 | # self._db.commit() |
|
346 | 356 | |
|
347 | 357 | def find_records(self, check, keys=None): |
|
348 | 358 | """Find records matching a query dict, optionally extracting subset of keys. |
|
349 | 359 | |
|
350 | 360 | Returns list of matching records. |
|
351 | 361 | |
|
352 | 362 | Parameters |
|
353 | 363 | ---------- |
|
354 | 364 | |
|
355 | 365 | check: dict |
|
356 | 366 | mongodb-style query argument |
|
357 | 367 | keys: list of strs [optional] |
|
358 | 368 | if specified, the subset of keys to extract. msg_id will *always* be |
|
359 | 369 | included. |
|
360 | 370 | """ |
|
361 | 371 | if keys: |
|
362 | 372 | bad_keys = [ key for key in keys if key not in self._keys ] |
|
363 | 373 | if bad_keys: |
|
364 | 374 | raise KeyError("Bad record key(s): %s"%bad_keys) |
|
365 | 375 | |
|
366 | 376 | if keys: |
|
367 | 377 | # ensure msg_id is present and first: |
|
368 | 378 | if 'msg_id' in keys: |
|
369 | 379 | keys.remove('msg_id') |
|
370 | 380 | keys.insert(0, 'msg_id') |
|
371 | 381 | req = ', '.join(keys) |
|
372 | 382 | else: |
|
373 | 383 | req = '*' |
|
374 | 384 | expr,args = self._render_expression(check) |
|
375 | 385 | query = """SELECT %s FROM %s WHERE %s"""%(req, self.table, expr) |
|
376 | 386 | cursor = self._db.execute(query, args) |
|
377 | 387 | matches = cursor.fetchall() |
|
378 | 388 | records = [] |
|
379 | 389 | for line in matches: |
|
380 | 390 | rec = self._list_to_dict(line, keys) |
|
381 | 391 | records.append(rec) |
|
382 | 392 | return records |
|
383 | 393 | |
|
384 | 394 | def get_history(self): |
|
385 | 395 | """get all msg_ids, ordered by time submitted.""" |
|
386 | 396 | query = """SELECT msg_id FROM %s ORDER by submitted ASC"""%self.table |
|
387 | 397 | cursor = self._db.execute(query) |
|
388 | 398 | # will be a list of length 1 tuples |
|
389 | 399 | return [ tup[0] for tup in cursor.fetchall()] |
|
390 | 400 | |
|
391 | 401 | __all__ = ['SQLiteDB'] No newline at end of file |
@@ -1,170 +1,170 b'' | |||
|
1 | 1 | #!/usr/bin/env python |
|
2 | 2 | """A simple engine that talks to a controller over 0MQ. |
|
3 | 3 | it handles registration, etc. and launches a kernel |
|
4 | 4 | connected to the Controller's Schedulers. |
|
5 | 5 | |
|
6 | 6 | Authors: |
|
7 | 7 | |
|
8 | 8 | * Min RK |
|
9 | 9 | """ |
|
10 | 10 | #----------------------------------------------------------------------------- |
|
11 | 11 | # Copyright (C) 2010-2011 The IPython Development Team |
|
12 | 12 | # |
|
13 | 13 | # Distributed under the terms of the BSD License. The full license is in |
|
14 | 14 | # the file COPYING, distributed as part of this software. |
|
15 | 15 | #----------------------------------------------------------------------------- |
|
16 | 16 | |
|
17 | 17 | from __future__ import print_function |
|
18 | 18 | |
|
19 | 19 | import sys |
|
20 | 20 | import time |
|
21 | 21 | |
|
22 | 22 | import zmq |
|
23 | 23 | from zmq.eventloop import ioloop, zmqstream |
|
24 | 24 | |
|
25 | 25 | # internal |
|
26 | 26 | from IPython.utils.traitlets import Instance, Dict, Int, Type, CFloat, Unicode |
|
27 | 27 | # from IPython.utils.localinterfaces import LOCALHOST |
|
28 | 28 | |
|
29 | 29 | from IPython.parallel.controller.heartmonitor import Heart |
|
30 | 30 | from IPython.parallel.factory import RegistrationFactory |
|
31 | from IPython.parallel.util import disambiguate_url | |
|
31 | from IPython.parallel.util import disambiguate_url, ensure_bytes | |
|
32 | 32 | |
|
33 | 33 | from IPython.zmq.session import Message |
|
34 | 34 | |
|
35 | 35 | from .streamkernel import Kernel |
|
36 | 36 | |
|
37 | 37 | class EngineFactory(RegistrationFactory): |
|
38 | 38 | """IPython engine""" |
|
39 | 39 | |
|
40 | 40 | # configurables: |
|
41 | 41 | out_stream_factory=Type('IPython.zmq.iostream.OutStream', config=True, |
|
42 | 42 | help="""The OutStream for handling stdout/err. |
|
43 | 43 | Typically 'IPython.zmq.iostream.OutStream'""") |
|
44 | 44 | display_hook_factory=Type('IPython.zmq.displayhook.ZMQDisplayHook', config=True, |
|
45 | 45 | help="""The class for handling displayhook. |
|
46 | 46 | Typically 'IPython.zmq.displayhook.ZMQDisplayHook'""") |
|
47 | 47 | location=Unicode(config=True, |
|
48 | 48 | help="""The location (an IP address) of the controller. This is |
|
49 | 49 | used for disambiguating URLs, to determine whether |
|
50 | 50 | loopback should be used to connect or the public address.""") |
|
51 | 51 | timeout=CFloat(2,config=True, |
|
52 | 52 | help="""The time (in seconds) to wait for the Controller to respond |
|
53 | 53 | to registration requests before giving up.""") |
|
54 | 54 | |
|
55 | 55 | # not configurable: |
|
56 | 56 | user_ns=Dict() |
|
57 | 57 | id=Int(allow_none=True) |
|
58 | 58 | registrar=Instance('zmq.eventloop.zmqstream.ZMQStream') |
|
59 | 59 | kernel=Instance(Kernel) |
|
60 | 60 | |
|
61 | 61 | |
|
62 | 62 | def __init__(self, **kwargs): |
|
63 | 63 | super(EngineFactory, self).__init__(**kwargs) |
|
64 | 64 | self.ident = self.session.session |
|
65 | 65 | ctx = self.context |
|
66 | 66 | |
|
67 | 67 | reg = ctx.socket(zmq.XREQ) |
|
68 | reg.setsockopt(zmq.IDENTITY, self.ident) | |
|
68 | reg.setsockopt(zmq.IDENTITY, ensure_bytes(self.ident)) | |
|
69 | 69 | reg.connect(self.url) |
|
70 | 70 | self.registrar = zmqstream.ZMQStream(reg, self.loop) |
|
71 | 71 | |
|
72 | 72 | def register(self): |
|
73 | 73 | """send the registration_request""" |
|
74 | 74 | |
|
75 | 75 | self.log.info("Registering with controller at %s"%self.url) |
|
76 | 76 | content = dict(queue=self.ident, heartbeat=self.ident, control=self.ident) |
|
77 | 77 | self.registrar.on_recv(self.complete_registration) |
|
78 | 78 | # print (self.session.key) |
|
79 | 79 | self.session.send(self.registrar, "registration_request",content=content) |
|
80 | 80 | |
|
81 | 81 | def complete_registration(self, msg): |
|
82 | 82 | # print msg |
|
83 | 83 | self._abort_dc.stop() |
|
84 | 84 | ctx = self.context |
|
85 | 85 | loop = self.loop |
|
86 | identity = self.ident | |
|
86 | identity = ensure_bytes(self.ident) | |
|
87 | 87 | |
|
88 | 88 | idents,msg = self.session.feed_identities(msg) |
|
89 | 89 | msg = Message(self.session.unpack_message(msg)) |
|
90 | 90 | |
|
91 | 91 | if msg.content.status == 'ok': |
|
92 | 92 | self.id = int(msg.content.id) |
|
93 | 93 | |
|
94 | 94 | # create Shell Streams (MUX, Task, etc.): |
|
95 | 95 | queue_addr = msg.content.mux |
|
96 | 96 | shell_addrs = [ str(queue_addr) ] |
|
97 | 97 | task_addr = msg.content.task |
|
98 | 98 | if task_addr: |
|
99 | 99 | shell_addrs.append(str(task_addr)) |
|
100 | 100 | |
|
101 | 101 | # Uncomment this to go back to two-socket model |
|
102 | 102 | # shell_streams = [] |
|
103 | 103 | # for addr in shell_addrs: |
|
104 | 104 | # stream = zmqstream.ZMQStream(ctx.socket(zmq.XREP), loop) |
|
105 | 105 | # stream.setsockopt(zmq.IDENTITY, identity) |
|
106 | 106 | # stream.connect(disambiguate_url(addr, self.location)) |
|
107 | 107 | # shell_streams.append(stream) |
|
108 | 108 | |
|
109 | 109 | # Now use only one shell stream for mux and tasks |
|
110 | 110 | stream = zmqstream.ZMQStream(ctx.socket(zmq.XREP), loop) |
|
111 | 111 | stream.setsockopt(zmq.IDENTITY, identity) |
|
112 | 112 | shell_streams = [stream] |
|
113 | 113 | for addr in shell_addrs: |
|
114 | 114 | stream.connect(disambiguate_url(addr, self.location)) |
|
115 | 115 | # end single stream-socket |
|
116 | 116 | |
|
117 | 117 | # control stream: |
|
118 | 118 | control_addr = str(msg.content.control) |
|
119 | 119 | control_stream = zmqstream.ZMQStream(ctx.socket(zmq.XREP), loop) |
|
120 | 120 | control_stream.setsockopt(zmq.IDENTITY, identity) |
|
121 | 121 | control_stream.connect(disambiguate_url(control_addr, self.location)) |
|
122 | 122 | |
|
123 | 123 | # create iopub stream: |
|
124 | 124 | iopub_addr = msg.content.iopub |
|
125 | 125 | iopub_stream = zmqstream.ZMQStream(ctx.socket(zmq.PUB), loop) |
|
126 | 126 | iopub_stream.setsockopt(zmq.IDENTITY, identity) |
|
127 | 127 | iopub_stream.connect(disambiguate_url(iopub_addr, self.location)) |
|
128 | 128 | |
|
129 | 129 | # launch heartbeat |
|
130 | 130 | hb_addrs = msg.content.heartbeat |
|
131 | 131 | # print (hb_addrs) |
|
132 | 132 | |
|
133 | 133 | # # Redirect input streams and set a display hook. |
|
134 | 134 | if self.out_stream_factory: |
|
135 | 135 | sys.stdout = self.out_stream_factory(self.session, iopub_stream, u'stdout') |
|
136 | 136 | sys.stdout.topic = 'engine.%i.stdout'%self.id |
|
137 | 137 | sys.stderr = self.out_stream_factory(self.session, iopub_stream, u'stderr') |
|
138 | 138 | sys.stderr.topic = 'engine.%i.stderr'%self.id |
|
139 | 139 | if self.display_hook_factory: |
|
140 | 140 | sys.displayhook = self.display_hook_factory(self.session, iopub_stream) |
|
141 | 141 | sys.displayhook.topic = 'engine.%i.pyout'%self.id |
|
142 | 142 | |
|
143 | 143 | self.kernel = Kernel(config=self.config, int_id=self.id, ident=self.ident, session=self.session, |
|
144 | 144 | control_stream=control_stream, shell_streams=shell_streams, iopub_stream=iopub_stream, |
|
145 | 145 | loop=loop, user_ns = self.user_ns, log=self.log) |
|
146 | 146 | self.kernel.start() |
|
147 | 147 | hb_addrs = [ disambiguate_url(addr, self.location) for addr in hb_addrs ] |
|
148 | 148 | heart = Heart(*map(str, hb_addrs), heart_id=identity) |
|
149 | 149 | heart.start() |
|
150 | 150 | |
|
151 | 151 | |
|
152 | 152 | else: |
|
153 | 153 | self.log.fatal("Registration Failed: %s"%msg) |
|
154 | 154 | raise Exception("Registration Failed: %s"%msg) |
|
155 | 155 | |
|
156 | 156 | self.log.info("Completed registration with id %i"%self.id) |
|
157 | 157 | |
|
158 | 158 | |
|
159 | 159 | def abort(self): |
|
160 | 160 | self.log.fatal("Registration timed out after %.1f seconds"%self.timeout) |
|
161 | 161 | self.session.send(self.registrar, "unregistration_request", content=dict(id=self.id)) |
|
162 | 162 | time.sleep(1) |
|
163 | 163 | sys.exit(255) |
|
164 | 164 | |
|
165 | 165 | def start(self): |
|
166 | 166 | dc = ioloop.DelayedCallback(self.register, 0, self.loop) |
|
167 | 167 | dc.start() |
|
168 | 168 | self._abort_dc = ioloop.DelayedCallback(self.abort, self.timeout*1000, self.loop) |
|
169 | 169 | self._abort_dc.start() |
|
170 | 170 |
@@ -1,429 +1,438 b'' | |||
|
1 | 1 | #!/usr/bin/env python |
|
2 | 2 | """ |
|
3 | 3 | Kernel adapted from kernel.py to use ZMQ Streams |
|
4 | 4 | |
|
5 | 5 | Authors: |
|
6 | 6 | |
|
7 | 7 | * Min RK |
|
8 | 8 | * Brian Granger |
|
9 | 9 | * Fernando Perez |
|
10 | 10 | * Evan Patterson |
|
11 | 11 | """ |
|
12 | 12 | #----------------------------------------------------------------------------- |
|
13 | 13 | # Copyright (C) 2010-2011 The IPython Development Team |
|
14 | 14 | # |
|
15 | 15 | # Distributed under the terms of the BSD License. The full license is in |
|
16 | 16 | # the file COPYING, distributed as part of this software. |
|
17 | 17 | #----------------------------------------------------------------------------- |
|
18 | 18 | |
|
19 | 19 | #----------------------------------------------------------------------------- |
|
20 | 20 | # Imports |
|
21 | 21 | #----------------------------------------------------------------------------- |
|
22 | 22 | |
|
23 | 23 | # Standard library imports. |
|
24 | 24 | from __future__ import print_function |
|
25 | 25 | |
|
26 | 26 | import sys |
|
27 | 27 | import time |
|
28 | 28 | |
|
29 | 29 | from code import CommandCompiler |
|
30 | 30 | from datetime import datetime |
|
31 | 31 | from pprint import pprint |
|
32 | 32 | |
|
33 | 33 | # System library imports. |
|
34 | 34 | import zmq |
|
35 | 35 | from zmq.eventloop import ioloop, zmqstream |
|
36 | 36 | |
|
37 | 37 | # Local imports. |
|
38 | from IPython.utils.traitlets import Instance, List, Int, Dict, Set, Unicode | |
|
38 | from IPython.utils.traitlets import Instance, List, Int, Dict, Set, Unicode, CBytes | |
|
39 | 39 | from IPython.zmq.completer import KernelCompleter |
|
40 | 40 | |
|
41 | 41 | from IPython.parallel.error import wrap_exception |
|
42 | 42 | from IPython.parallel.factory import SessionFactory |
|
43 | from IPython.parallel.util import serialize_object, unpack_apply_message | |
|
43 | from IPython.parallel.util import serialize_object, unpack_apply_message, ensure_bytes | |
|
44 | 44 | |
|
45 | 45 | def printer(*args): |
|
46 | 46 | pprint(args, stream=sys.__stdout__) |
|
47 | 47 | |
|
48 | 48 | |
|
49 | 49 | class _Passer(zmqstream.ZMQStream): |
|
50 | 50 | """Empty class that implements `send()` that does nothing. |
|
51 | 51 | |
|
52 | 52 | Subclass ZMQStream for Session typechecking |
|
53 | 53 | |
|
54 | 54 | """ |
|
55 | 55 | def __init__(self, *args, **kwargs): |
|
56 | 56 | pass |
|
57 | 57 | |
|
58 | 58 | def send(self, *args, **kwargs): |
|
59 | 59 | pass |
|
60 | 60 | send_multipart = send |
|
61 | 61 | |
|
62 | 62 | |
|
63 | 63 | #----------------------------------------------------------------------------- |
|
64 | 64 | # Main kernel class |
|
65 | 65 | #----------------------------------------------------------------------------- |
|
66 | 66 | |
|
67 | 67 | class Kernel(SessionFactory): |
|
68 | 68 | |
|
69 | 69 | #--------------------------------------------------------------------------- |
|
70 | 70 | # Kernel interface |
|
71 | 71 | #--------------------------------------------------------------------------- |
|
72 | 72 | |
|
73 | 73 | # kwargs: |
|
74 | 74 | exec_lines = List(Unicode, config=True, |
|
75 | 75 | help="List of lines to execute") |
|
76 | ||
|
76 | ||
|
77 | # identities: | |
|
77 | 78 | int_id = Int(-1) |
|
79 | bident = CBytes() | |
|
80 | ident = Unicode() | |
|
81 | def _ident_changed(self, name, old, new): | |
|
82 | self.bident = ensure_bytes(new) | |
|
83 | ||
|
78 | 84 | user_ns = Dict(config=True, help="""Set the user's namespace of the Kernel""") |
|
79 | 85 | |
|
80 | 86 | control_stream = Instance(zmqstream.ZMQStream) |
|
81 | 87 | task_stream = Instance(zmqstream.ZMQStream) |
|
82 | 88 | iopub_stream = Instance(zmqstream.ZMQStream) |
|
83 | 89 | client = Instance('IPython.parallel.Client') |
|
84 | 90 | |
|
85 | 91 | # internals |
|
86 | 92 | shell_streams = List() |
|
87 | 93 | compiler = Instance(CommandCompiler, (), {}) |
|
88 | 94 | completer = Instance(KernelCompleter) |
|
89 | 95 | |
|
90 | 96 | aborted = Set() |
|
91 | 97 | shell_handlers = Dict() |
|
92 | 98 | control_handlers = Dict() |
|
93 | 99 | |
|
94 | 100 | def _set_prefix(self): |
|
95 | 101 | self.prefix = "engine.%s"%self.int_id |
|
96 | 102 | |
|
97 | 103 | def _connect_completer(self): |
|
98 | 104 | self.completer = KernelCompleter(self.user_ns) |
|
99 | 105 | |
|
100 | 106 | def __init__(self, **kwargs): |
|
101 | 107 | super(Kernel, self).__init__(**kwargs) |
|
102 | 108 | self._set_prefix() |
|
103 | 109 | self._connect_completer() |
|
104 | 110 | |
|
105 | 111 | self.on_trait_change(self._set_prefix, 'id') |
|
106 | 112 | self.on_trait_change(self._connect_completer, 'user_ns') |
|
107 | 113 | |
|
108 | 114 | # Build dict of handlers for message types |
|
109 | 115 | for msg_type in ['execute_request', 'complete_request', 'apply_request', |
|
110 | 116 | 'clear_request']: |
|
111 | 117 | self.shell_handlers[msg_type] = getattr(self, msg_type) |
|
112 | 118 | |
|
113 | 119 | for msg_type in ['shutdown_request', 'abort_request']+self.shell_handlers.keys(): |
|
114 | 120 | self.control_handlers[msg_type] = getattr(self, msg_type) |
|
115 | 121 | |
|
116 | 122 | self._initial_exec_lines() |
|
117 | 123 | |
|
118 | 124 | def _wrap_exception(self, method=None): |
|
119 | 125 | e_info = dict(engine_uuid=self.ident, engine_id=self.int_id, method=method) |
|
120 | 126 | content=wrap_exception(e_info) |
|
121 | 127 | return content |
|
122 | 128 | |
|
123 | 129 | def _initial_exec_lines(self): |
|
124 | 130 | s = _Passer() |
|
125 | 131 | content = dict(silent=True, user_variable=[],user_expressions=[]) |
|
126 | 132 | for line in self.exec_lines: |
|
127 | 133 | self.log.debug("executing initialization: %s"%line) |
|
128 | 134 | content.update({'code':line}) |
|
129 | 135 | msg = self.session.msg('execute_request', content) |
|
130 | 136 | self.execute_request(s, [], msg) |
|
131 | 137 | |
|
132 | 138 | |
|
133 | 139 | #-------------------- control handlers ----------------------------- |
|
134 | 140 | def abort_queues(self): |
|
135 | 141 | for stream in self.shell_streams: |
|
136 | 142 | if stream: |
|
137 | 143 | self.abort_queue(stream) |
|
138 | 144 | |
|
139 | 145 | def abort_queue(self, stream): |
|
140 | 146 | while True: |
|
141 | 147 | idents,msg = self.session.recv(stream, zmq.NOBLOCK, content=True) |
|
142 | 148 | if msg is None: |
|
143 | 149 | return |
|
144 | 150 | |
|
145 | 151 | self.log.info("Aborting:") |
|
146 | 152 | self.log.info(str(msg)) |
|
147 | 153 | msg_type = msg['msg_type'] |
|
148 | 154 | reply_type = msg_type.split('_')[0] + '_reply' |
|
149 | 155 | # reply_msg = self.session.msg(reply_type, {'status' : 'aborted'}, msg) |
|
150 | 156 | # self.reply_socket.send(ident,zmq.SNDMORE) |
|
151 | 157 | # self.reply_socket.send_json(reply_msg) |
|
152 | 158 | reply_msg = self.session.send(stream, reply_type, |
|
153 | 159 | content={'status' : 'aborted'}, parent=msg, ident=idents) |
|
154 | 160 | self.log.debug(str(reply_msg)) |
|
155 | 161 | # We need to wait a bit for requests to come in. This can probably |
|
156 | 162 | # be set shorter for true asynchronous clients. |
|
157 | 163 | time.sleep(0.05) |
|
158 | 164 | |
|
159 | 165 | def abort_request(self, stream, ident, parent): |
|
160 | 166 | """abort a specifig msg by id""" |
|
161 | 167 | msg_ids = parent['content'].get('msg_ids', None) |
|
162 | 168 | if isinstance(msg_ids, basestring): |
|
163 | 169 | msg_ids = [msg_ids] |
|
164 | 170 | if not msg_ids: |
|
165 | 171 | self.abort_queues() |
|
166 | 172 | for mid in msg_ids: |
|
167 | 173 | self.aborted.add(str(mid)) |
|
168 | 174 | |
|
169 | 175 | content = dict(status='ok') |
|
170 | 176 | reply_msg = self.session.send(stream, 'abort_reply', content=content, |
|
171 | 177 | parent=parent, ident=ident) |
|
172 | 178 | self.log.debug(str(reply_msg)) |
|
173 | 179 | |
|
174 | 180 | def shutdown_request(self, stream, ident, parent): |
|
175 | 181 | """kill ourself. This should really be handled in an external process""" |
|
176 | 182 | try: |
|
177 | 183 | self.abort_queues() |
|
178 | 184 | except: |
|
179 | 185 | content = self._wrap_exception('shutdown') |
|
180 | 186 | else: |
|
181 | 187 | content = dict(parent['content']) |
|
182 | 188 | content['status'] = 'ok' |
|
183 | 189 | msg = self.session.send(stream, 'shutdown_reply', |
|
184 | 190 | content=content, parent=parent, ident=ident) |
|
185 | 191 | self.log.debug(str(msg)) |
|
186 | 192 | dc = ioloop.DelayedCallback(lambda : sys.exit(0), 1000, self.loop) |
|
187 | 193 | dc.start() |
|
188 | 194 | |
|
189 | 195 | def dispatch_control(self, msg): |
|
190 | 196 | idents,msg = self.session.feed_identities(msg, copy=False) |
|
191 | 197 | try: |
|
192 | 198 | msg = self.session.unpack_message(msg, content=True, copy=False) |
|
193 | 199 | except: |
|
194 | 200 | self.log.error("Invalid Message", exc_info=True) |
|
195 | 201 | return |
|
202 | else: | |
|
203 | self.log.debug("Control received, %s", msg) | |
|
196 | 204 | |
|
197 | 205 | header = msg['header'] |
|
198 | 206 | msg_id = header['msg_id'] |
|
199 | 207 | |
|
200 | 208 | handler = self.control_handlers.get(msg['msg_type'], None) |
|
201 | 209 | if handler is None: |
|
202 | 210 | self.log.error("UNKNOWN CONTROL MESSAGE TYPE: %r"%msg['msg_type']) |
|
203 | 211 | else: |
|
204 | 212 | handler(self.control_stream, idents, msg) |
|
205 | 213 | |
|
206 | 214 | |
|
207 | 215 | #-------------------- queue helpers ------------------------------ |
|
208 | 216 | |
|
209 | 217 | def check_dependencies(self, dependencies): |
|
210 | 218 | if not dependencies: |
|
211 | 219 | return True |
|
212 | 220 | if len(dependencies) == 2 and dependencies[0] in 'any all'.split(): |
|
213 | 221 | anyorall = dependencies[0] |
|
214 | 222 | dependencies = dependencies[1] |
|
215 | 223 | else: |
|
216 | 224 | anyorall = 'all' |
|
217 | 225 | results = self.client.get_results(dependencies,status_only=True) |
|
218 | 226 | if results['status'] != 'ok': |
|
219 | 227 | return False |
|
220 | 228 | |
|
221 | 229 | if anyorall == 'any': |
|
222 | 230 | if not results['completed']: |
|
223 | 231 | return False |
|
224 | 232 | else: |
|
225 | 233 | if results['pending']: |
|
226 | 234 | return False |
|
227 | 235 | |
|
228 | 236 | return True |
|
229 | 237 | |
|
230 | 238 | def check_aborted(self, msg_id): |
|
231 | 239 | return msg_id in self.aborted |
|
232 | 240 | |
|
233 | 241 | #-------------------- queue handlers ----------------------------- |
|
234 | 242 | |
|
235 | 243 | def clear_request(self, stream, idents, parent): |
|
236 | 244 | """Clear our namespace.""" |
|
237 | 245 | self.user_ns = {} |
|
238 | 246 | msg = self.session.send(stream, 'clear_reply', ident=idents, parent=parent, |
|
239 | 247 | content = dict(status='ok')) |
|
240 | 248 | self._initial_exec_lines() |
|
241 | 249 | |
|
242 | 250 | def execute_request(self, stream, ident, parent): |
|
243 | 251 | self.log.debug('execute request %s'%parent) |
|
244 | 252 | try: |
|
245 | 253 | code = parent[u'content'][u'code'] |
|
246 | 254 | except: |
|
247 | 255 | self.log.error("Got bad msg: %s"%parent, exc_info=True) |
|
248 | 256 | return |
|
249 | 257 | self.session.send(self.iopub_stream, u'pyin', {u'code':code},parent=parent, |
|
250 | ident='%s.pyin'%self.prefix) | |
|
258 | ident=ensure_bytes('%s.pyin'%self.prefix)) | |
|
251 | 259 | started = datetime.now() |
|
252 | 260 | try: |
|
253 | 261 | comp_code = self.compiler(code, '<zmq-kernel>') |
|
254 | 262 | # allow for not overriding displayhook |
|
255 | 263 | if hasattr(sys.displayhook, 'set_parent'): |
|
256 | 264 | sys.displayhook.set_parent(parent) |
|
257 | 265 | sys.stdout.set_parent(parent) |
|
258 | 266 | sys.stderr.set_parent(parent) |
|
259 | 267 | exec comp_code in self.user_ns, self.user_ns |
|
260 | 268 | except: |
|
261 | 269 | exc_content = self._wrap_exception('execute') |
|
262 | 270 | # exc_msg = self.session.msg(u'pyerr', exc_content, parent) |
|
263 | 271 | self.session.send(self.iopub_stream, u'pyerr', exc_content, parent=parent, |
|
264 | ident='%s.pyerr'%self.prefix) | |
|
272 | ident=ensure_bytes('%s.pyerr'%self.prefix)) | |
|
265 | 273 | reply_content = exc_content |
|
266 | 274 | else: |
|
267 | 275 | reply_content = {'status' : 'ok'} |
|
268 | 276 | |
|
269 | 277 | reply_msg = self.session.send(stream, u'execute_reply', reply_content, parent=parent, |
|
270 | 278 | ident=ident, subheader = dict(started=started)) |
|
271 | 279 | self.log.debug(str(reply_msg)) |
|
272 | 280 | if reply_msg['content']['status'] == u'error': |
|
273 | 281 | self.abort_queues() |
|
274 | 282 | |
|
275 | 283 | def complete_request(self, stream, ident, parent): |
|
276 | 284 | matches = {'matches' : self.complete(parent), |
|
277 | 285 | 'status' : 'ok'} |
|
278 | 286 | completion_msg = self.session.send(stream, 'complete_reply', |
|
279 | 287 | matches, parent, ident) |
|
280 | 288 | # print >> sys.__stdout__, completion_msg |
|
281 | 289 | |
|
282 | 290 | def complete(self, msg): |
|
283 | 291 | return self.completer.complete(msg.content.line, msg.content.text) |
|
284 | 292 | |
|
285 | 293 | def apply_request(self, stream, ident, parent): |
|
286 | 294 | # flush previous reply, so this request won't block it |
|
287 | 295 | stream.flush(zmq.POLLOUT) |
|
288 | ||
|
289 | 296 | try: |
|
290 | 297 | content = parent[u'content'] |
|
291 | 298 | bufs = parent[u'buffers'] |
|
292 | 299 | msg_id = parent['header']['msg_id'] |
|
293 | 300 | # bound = parent['header'].get('bound', False) |
|
294 | 301 | except: |
|
295 | 302 | self.log.error("Got bad msg: %s"%parent, exc_info=True) |
|
296 | 303 | return |
|
297 | 304 | # pyin_msg = self.session.msg(u'pyin',{u'code':code}, parent=parent) |
|
298 | 305 | # self.iopub_stream.send(pyin_msg) |
|
299 | 306 | # self.session.send(self.iopub_stream, u'pyin', {u'code':code},parent=parent) |
|
300 | 307 | sub = {'dependencies_met' : True, 'engine' : self.ident, |
|
301 | 308 | 'started': datetime.now()} |
|
302 | 309 | try: |
|
303 | 310 | # allow for not overriding displayhook |
|
304 | 311 | if hasattr(sys.displayhook, 'set_parent'): |
|
305 | 312 | sys.displayhook.set_parent(parent) |
|
306 | 313 | sys.stdout.set_parent(parent) |
|
307 | 314 | sys.stderr.set_parent(parent) |
|
308 | 315 | # exec "f(*args,**kwargs)" in self.user_ns, self.user_ns |
|
309 | 316 | working = self.user_ns |
|
310 | 317 | # suffix = |
|
311 | 318 | prefix = "_"+str(msg_id).replace("-","")+"_" |
|
312 | 319 | |
|
313 | 320 | f,args,kwargs = unpack_apply_message(bufs, working, copy=False) |
|
314 | 321 | # if bound: |
|
315 | 322 | # bound_ns = Namespace(working) |
|
316 | 323 | # args = [bound_ns]+list(args) |
|
317 | 324 | |
|
318 | 325 | fname = getattr(f, '__name__', 'f') |
|
319 | 326 | |
|
320 | 327 | fname = prefix+"f" |
|
321 | 328 | argname = prefix+"args" |
|
322 | 329 | kwargname = prefix+"kwargs" |
|
323 | 330 | resultname = prefix+"result" |
|
324 | 331 | |
|
325 | 332 | ns = { fname : f, argname : args, kwargname : kwargs , resultname : None } |
|
326 | 333 | # print ns |
|
327 | 334 | working.update(ns) |
|
328 | 335 | code = "%s=%s(*%s,**%s)"%(resultname, fname, argname, kwargname) |
|
329 | 336 | try: |
|
330 | 337 | exec code in working,working |
|
331 | 338 | result = working.get(resultname) |
|
332 | 339 | finally: |
|
333 | 340 | for key in ns.iterkeys(): |
|
334 | 341 | working.pop(key) |
|
335 | 342 | # if bound: |
|
336 | 343 | # working.update(bound_ns) |
|
337 | 344 | |
|
338 | 345 | packed_result,buf = serialize_object(result) |
|
339 | 346 | result_buf = [packed_result]+buf |
|
340 | 347 | except: |
|
341 | 348 | exc_content = self._wrap_exception('apply') |
|
342 | 349 | # exc_msg = self.session.msg(u'pyerr', exc_content, parent) |
|
343 | 350 | self.session.send(self.iopub_stream, u'pyerr', exc_content, parent=parent, |
|
344 | ident='%s.pyerr'%self.prefix) | |
|
351 | ident=ensure_bytes('%s.pyerr'%self.prefix)) | |
|
345 | 352 | reply_content = exc_content |
|
346 | 353 | result_buf = [] |
|
347 | 354 | |
|
348 | 355 | if exc_content['ename'] == 'UnmetDependency': |
|
349 | 356 | sub['dependencies_met'] = False |
|
350 | 357 | else: |
|
351 | 358 | reply_content = {'status' : 'ok'} |
|
352 | 359 | |
|
353 | 360 | # put 'ok'/'error' status in header, for scheduler introspection: |
|
354 | 361 | sub['status'] = reply_content['status'] |
|
355 | 362 | |
|
356 | 363 | reply_msg = self.session.send(stream, u'apply_reply', reply_content, |
|
357 | 364 | parent=parent, ident=ident,buffers=result_buf, subheader=sub) |
|
358 | 365 | |
|
359 | 366 | # flush i/o |
|
360 | 367 | # should this be before reply_msg is sent, like in the single-kernel code, |
|
361 | 368 | # or should nothing get in the way of real results? |
|
362 | 369 | sys.stdout.flush() |
|
363 | 370 | sys.stderr.flush() |
|
364 | 371 | |
|
365 | 372 | def dispatch_queue(self, stream, msg): |
|
366 | 373 | self.control_stream.flush() |
|
367 | 374 | idents,msg = self.session.feed_identities(msg, copy=False) |
|
368 | 375 | try: |
|
369 | 376 | msg = self.session.unpack_message(msg, content=True, copy=False) |
|
370 | 377 | except: |
|
371 | 378 | self.log.error("Invalid Message", exc_info=True) |
|
372 | 379 | return |
|
380 | else: | |
|
381 | self.log.debug("Message received, %s", msg) | |
|
373 | 382 | |
|
374 | 383 | |
|
375 | 384 | header = msg['header'] |
|
376 | 385 | msg_id = header['msg_id'] |
|
377 | 386 | if self.check_aborted(msg_id): |
|
378 | 387 | self.aborted.remove(msg_id) |
|
379 | 388 | # is it safe to assume a msg_id will not be resubmitted? |
|
380 | 389 | reply_type = msg['msg_type'].split('_')[0] + '_reply' |
|
381 | 390 | status = {'status' : 'aborted'} |
|
382 | 391 | reply_msg = self.session.send(stream, reply_type, subheader=status, |
|
383 | 392 | content=status, parent=msg, ident=idents) |
|
384 | 393 | return |
|
385 | 394 | handler = self.shell_handlers.get(msg['msg_type'], None) |
|
386 | 395 | if handler is None: |
|
387 | 396 | self.log.error("UNKNOWN MESSAGE TYPE: %r"%msg['msg_type']) |
|
388 | 397 | else: |
|
389 | 398 | handler(stream, idents, msg) |
|
390 | 399 | |
|
391 | 400 | def start(self): |
|
392 | 401 | #### stream mode: |
|
393 | 402 | if self.control_stream: |
|
394 | 403 | self.control_stream.on_recv(self.dispatch_control, copy=False) |
|
395 | 404 | self.control_stream.on_err(printer) |
|
396 | 405 | |
|
397 | 406 | def make_dispatcher(stream): |
|
398 | 407 | def dispatcher(msg): |
|
399 | 408 | return self.dispatch_queue(stream, msg) |
|
400 | 409 | return dispatcher |
|
401 | 410 | |
|
402 | 411 | for s in self.shell_streams: |
|
403 | 412 | s.on_recv(make_dispatcher(s), copy=False) |
|
404 | 413 | s.on_err(printer) |
|
405 | 414 | |
|
406 | 415 | if self.iopub_stream: |
|
407 | 416 | self.iopub_stream.on_err(printer) |
|
408 | 417 | |
|
409 | 418 | #### while True mode: |
|
410 | 419 | # while True: |
|
411 | 420 | # idle = True |
|
412 | 421 | # try: |
|
413 | 422 | # msg = self.shell_stream.socket.recv_multipart( |
|
414 | 423 | # zmq.NOBLOCK, copy=False) |
|
415 | 424 | # except zmq.ZMQError, e: |
|
416 | 425 | # if e.errno != zmq.EAGAIN: |
|
417 | 426 | # raise e |
|
418 | 427 | # else: |
|
419 | 428 | # idle=False |
|
420 | 429 | # self.dispatch_queue(self.shell_stream, msg) |
|
421 | 430 | # |
|
422 | 431 | # if not self.task_stream.empty(): |
|
423 | 432 | # idle=False |
|
424 | 433 | # msg = self.task_stream.recv_multipart() |
|
425 | 434 | # self.dispatch_queue(self.task_stream, msg) |
|
426 | 435 | # if idle: |
|
427 | 436 | # # don't busywait |
|
428 | 437 | # time.sleep(1e-3) |
|
429 | 438 |
@@ -1,134 +1,136 b'' | |||
|
1 | 1 | """base class for parallel client tests |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Min RK |
|
6 | 6 | """ |
|
7 | 7 | |
|
8 | 8 | #------------------------------------------------------------------------------- |
|
9 | 9 | # Copyright (C) 2011 The IPython Development Team |
|
10 | 10 | # |
|
11 | 11 | # Distributed under the terms of the BSD License. The full license is in |
|
12 | 12 | # the file COPYING, distributed as part of this software. |
|
13 | 13 | #------------------------------------------------------------------------------- |
|
14 | 14 | |
|
15 | 15 | import sys |
|
16 | 16 | import tempfile |
|
17 | 17 | import time |
|
18 | 18 | |
|
19 | 19 | from nose import SkipTest |
|
20 | 20 | |
|
21 | 21 | import zmq |
|
22 | 22 | from zmq.tests import BaseZMQTestCase |
|
23 | 23 | |
|
24 | 24 | from IPython.external.decorator import decorator |
|
25 | 25 | |
|
26 | 26 | from IPython.parallel import error |
|
27 | 27 | from IPython.parallel import Client |
|
28 | 28 | |
|
29 | 29 | from IPython.parallel.tests import launchers, add_engines |
|
30 | 30 | |
|
31 | 31 | # simple tasks for use in apply tests |
|
32 | 32 | |
|
33 | 33 | def segfault(): |
|
34 | 34 | """this will segfault""" |
|
35 | 35 | import ctypes |
|
36 | 36 | ctypes.memset(-1,0,1) |
|
37 | 37 | |
|
38 | 38 | def crash(): |
|
39 | 39 | """from stdlib crashers in the test suite""" |
|
40 | 40 | import types |
|
41 | 41 | if sys.platform.startswith('win'): |
|
42 | 42 | import ctypes |
|
43 | 43 | ctypes.windll.kernel32.SetErrorMode(0x0002); |
|
44 | ||
|
45 | co = types.CodeType(0, 0, 0, 0, b'\x04\x71\x00\x00', | |
|
46 | (), (), (), '', '', 1, b'') | |
|
44 | args = [ 0, 0, 0, 0, b'\x04\x71\x00\x00', (), (), (), '', '', 1, b''] | |
|
45 | if sys.version_info[0] >= 3: | |
|
46 | args.insert(1, 0) | |
|
47 | ||
|
48 | co = types.CodeType(*args) | |
|
47 | 49 | exec(co) |
|
48 | 50 | |
|
49 | 51 | def wait(n): |
|
50 | 52 | """sleep for a time""" |
|
51 | 53 | import time |
|
52 | 54 | time.sleep(n) |
|
53 | 55 | return n |
|
54 | 56 | |
|
55 | 57 | def raiser(eclass): |
|
56 | 58 | """raise an exception""" |
|
57 | 59 | raise eclass() |
|
58 | 60 | |
|
59 | 61 | # test decorator for skipping tests when libraries are unavailable |
|
60 | 62 | def skip_without(*names): |
|
61 | 63 | """skip a test if some names are not importable""" |
|
62 | 64 | @decorator |
|
63 | 65 | def skip_without_names(f, *args, **kwargs): |
|
64 | 66 | """decorator to skip tests in the absence of numpy.""" |
|
65 | 67 | for name in names: |
|
66 | 68 | try: |
|
67 | 69 | __import__(name) |
|
68 | 70 | except ImportError: |
|
69 | 71 | raise SkipTest |
|
70 | 72 | return f(*args, **kwargs) |
|
71 | 73 | return skip_without_names |
|
72 | 74 | |
|
73 | 75 | class ClusterTestCase(BaseZMQTestCase): |
|
74 | 76 | |
|
75 | 77 | def add_engines(self, n=1, block=True): |
|
76 | 78 | """add multiple engines to our cluster""" |
|
77 | 79 | self.engines.extend(add_engines(n)) |
|
78 | 80 | if block: |
|
79 | 81 | self.wait_on_engines() |
|
80 | 82 | |
|
81 | 83 | def wait_on_engines(self, timeout=5): |
|
82 | 84 | """wait for our engines to connect.""" |
|
83 | 85 | n = len(self.engines)+self.base_engine_count |
|
84 | 86 | tic = time.time() |
|
85 | 87 | while time.time()-tic < timeout and len(self.client.ids) < n: |
|
86 | 88 | time.sleep(0.1) |
|
87 | 89 | |
|
88 | 90 | assert not len(self.client.ids) < n, "waiting for engines timed out" |
|
89 | 91 | |
|
90 | 92 | def connect_client(self): |
|
91 | 93 | """connect a client with my Context, and track its sockets for cleanup""" |
|
92 | 94 | c = Client(profile='iptest', context=self.context) |
|
93 | 95 | for name in filter(lambda n:n.endswith('socket'), dir(c)): |
|
94 | 96 | s = getattr(c, name) |
|
95 | 97 | s.setsockopt(zmq.LINGER, 0) |
|
96 | 98 | self.sockets.append(s) |
|
97 | 99 | return c |
|
98 | 100 | |
|
99 | 101 | def assertRaisesRemote(self, etype, f, *args, **kwargs): |
|
100 | 102 | try: |
|
101 | 103 | try: |
|
102 | 104 | f(*args, **kwargs) |
|
103 | 105 | except error.CompositeError as e: |
|
104 | 106 | e.raise_exception() |
|
105 | 107 | except error.RemoteError as e: |
|
106 | 108 | self.assertEquals(etype.__name__, e.ename, "Should have raised %r, but raised %r"%(etype.__name__, e.ename)) |
|
107 | 109 | else: |
|
108 | 110 | self.fail("should have raised a RemoteError") |
|
109 | 111 | |
|
110 | 112 | def setUp(self): |
|
111 | 113 | BaseZMQTestCase.setUp(self) |
|
112 | 114 | self.client = self.connect_client() |
|
113 | 115 | # start every test with clean engine namespaces: |
|
114 | 116 | self.client.clear(block=True) |
|
115 | 117 | self.base_engine_count=len(self.client.ids) |
|
116 | 118 | self.engines=[] |
|
117 | 119 | |
|
118 | 120 | def tearDown(self): |
|
119 | 121 | # self.client.clear(block=True) |
|
120 | 122 | # close fds: |
|
121 | 123 | for e in filter(lambda e: e.poll() is not None, launchers): |
|
122 | 124 | launchers.remove(e) |
|
123 | 125 | |
|
124 | 126 | # allow flushing of incoming messages to prevent crash on socket close |
|
125 | 127 | self.client.wait(timeout=2) |
|
126 | 128 | # time.sleep(2) |
|
127 | 129 | self.client.spin() |
|
128 | 130 | self.client.close() |
|
129 | 131 | BaseZMQTestCase.tearDown(self) |
|
130 | 132 | # this will be redundant when pyzmq merges PR #88 |
|
131 | 133 | # self.context.term() |
|
132 | 134 | # print tempfile.TemporaryFile().fileno(), |
|
133 | 135 | # sys.stdout.flush() |
|
134 | 136 | No newline at end of file |
@@ -1,73 +1,73 b'' | |||
|
1 | 1 | """Tests for asyncresult.py |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Min RK |
|
6 | 6 | """ |
|
7 | 7 | |
|
8 | 8 | #------------------------------------------------------------------------------- |
|
9 | 9 | # Copyright (C) 2011 The IPython Development Team |
|
10 | 10 | # |
|
11 | 11 | # Distributed under the terms of the BSD License. The full license is in |
|
12 | 12 | # the file COPYING, distributed as part of this software. |
|
13 | 13 | #------------------------------------------------------------------------------- |
|
14 | 14 | |
|
15 | 15 | #------------------------------------------------------------------------------- |
|
16 | 16 | # Imports |
|
17 | 17 | #------------------------------------------------------------------------------- |
|
18 | 18 | |
|
19 | 19 | |
|
20 | 20 | from IPython.parallel.error import TimeoutError |
|
21 | 21 | |
|
22 | 22 | from IPython.parallel.tests import add_engines |
|
23 | 23 | from .clienttest import ClusterTestCase |
|
24 | 24 | |
|
25 | 25 | def setup(): |
|
26 | 26 | add_engines(2) |
|
27 | 27 | |
|
28 | 28 | def wait(n): |
|
29 | 29 | import time |
|
30 | 30 | time.sleep(n) |
|
31 | 31 | return n |
|
32 | 32 | |
|
33 | 33 | class AsyncResultTest(ClusterTestCase): |
|
34 | 34 | |
|
35 | 35 | def test_single_result(self): |
|
36 | 36 | eid = self.client.ids[-1] |
|
37 | 37 | ar = self.client[eid].apply_async(lambda : 42) |
|
38 | 38 | self.assertEquals(ar.get(), 42) |
|
39 | 39 | ar = self.client[[eid]].apply_async(lambda : 42) |
|
40 | 40 | self.assertEquals(ar.get(), [42]) |
|
41 | 41 | ar = self.client[-1:].apply_async(lambda : 42) |
|
42 | 42 | self.assertEquals(ar.get(), [42]) |
|
43 | 43 | |
|
44 | 44 | def test_get_after_done(self): |
|
45 | 45 | ar = self.client[-1].apply_async(lambda : 42) |
|
46 | 46 | ar.wait() |
|
47 | 47 | self.assertTrue(ar.ready()) |
|
48 | 48 | self.assertEquals(ar.get(), 42) |
|
49 | 49 | self.assertEquals(ar.get(), 42) |
|
50 | 50 | |
|
51 | 51 | def test_get_before_done(self): |
|
52 | 52 | ar = self.client[-1].apply_async(wait, 0.1) |
|
53 | 53 | self.assertRaises(TimeoutError, ar.get, 0) |
|
54 | 54 | ar.wait(0) |
|
55 | 55 | self.assertFalse(ar.ready()) |
|
56 | 56 | self.assertEquals(ar.get(), 0.1) |
|
57 | 57 | |
|
58 | 58 | def test_get_after_error(self): |
|
59 | 59 | ar = self.client[-1].apply_async(lambda : 1/0) |
|
60 | ar.wait() | |
|
60 | ar.wait(10) | |
|
61 | 61 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
|
62 | 62 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
|
63 | 63 | self.assertRaisesRemote(ZeroDivisionError, ar.get_dict) |
|
64 | 64 | |
|
65 | 65 | def test_get_dict(self): |
|
66 | 66 | n = len(self.client) |
|
67 | 67 | ar = self.client[:].apply_async(lambda : 5) |
|
68 | 68 | self.assertEquals(ar.get(), [5]*n) |
|
69 | 69 | d = ar.get_dict() |
|
70 | 70 | self.assertEquals(sorted(d.keys()), sorted(self.client.ids)) |
|
71 | 71 | for eid,r in d.iteritems(): |
|
72 | 72 | self.assertEquals(r, 5) |
|
73 | 73 |
@@ -1,257 +1,261 b'' | |||
|
1 | 1 | """Tests for parallel client.py |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Min RK |
|
6 | 6 | """ |
|
7 | 7 | |
|
8 | 8 | #------------------------------------------------------------------------------- |
|
9 | 9 | # Copyright (C) 2011 The IPython Development Team |
|
10 | 10 | # |
|
11 | 11 | # Distributed under the terms of the BSD License. The full license is in |
|
12 | 12 | # the file COPYING, distributed as part of this software. |
|
13 | 13 | #------------------------------------------------------------------------------- |
|
14 | 14 | |
|
15 | 15 | #------------------------------------------------------------------------------- |
|
16 | 16 | # Imports |
|
17 | 17 | #------------------------------------------------------------------------------- |
|
18 | 18 | |
|
19 | from __future__ import division | |
|
20 | ||
|
19 | 21 | import time |
|
20 | 22 | from datetime import datetime |
|
21 | 23 | from tempfile import mktemp |
|
22 | 24 | |
|
23 | 25 | import zmq |
|
24 | 26 | |
|
25 | 27 | from IPython.parallel.client import client as clientmod |
|
26 | 28 | from IPython.parallel import error |
|
27 | 29 | from IPython.parallel import AsyncResult, AsyncHubResult |
|
28 | 30 | from IPython.parallel import LoadBalancedView, DirectView |
|
29 | 31 | |
|
30 | 32 | from clienttest import ClusterTestCase, segfault, wait, add_engines |
|
31 | 33 | |
|
32 | 34 | def setup(): |
|
33 | 35 | add_engines(4) |
|
34 | 36 | |
|
35 | 37 | class TestClient(ClusterTestCase): |
|
36 | 38 | |
|
37 | 39 | def test_ids(self): |
|
38 | 40 | n = len(self.client.ids) |
|
39 | 41 | self.add_engines(3) |
|
40 | 42 | self.assertEquals(len(self.client.ids), n+3) |
|
41 | 43 | |
|
42 | 44 | def test_view_indexing(self): |
|
43 | 45 | """test index access for views""" |
|
44 | 46 | self.add_engines(2) |
|
45 | 47 | targets = self.client._build_targets('all')[-1] |
|
46 | 48 | v = self.client[:] |
|
47 | 49 | self.assertEquals(v.targets, targets) |
|
48 | 50 | t = self.client.ids[2] |
|
49 | 51 | v = self.client[t] |
|
50 | 52 | self.assert_(isinstance(v, DirectView)) |
|
51 | 53 | self.assertEquals(v.targets, t) |
|
52 | 54 | t = self.client.ids[2:4] |
|
53 | 55 | v = self.client[t] |
|
54 | 56 | self.assert_(isinstance(v, DirectView)) |
|
55 | 57 | self.assertEquals(v.targets, t) |
|
56 | 58 | v = self.client[::2] |
|
57 | 59 | self.assert_(isinstance(v, DirectView)) |
|
58 | 60 | self.assertEquals(v.targets, targets[::2]) |
|
59 | 61 | v = self.client[1::3] |
|
60 | 62 | self.assert_(isinstance(v, DirectView)) |
|
61 | 63 | self.assertEquals(v.targets, targets[1::3]) |
|
62 | 64 | v = self.client[:-3] |
|
63 | 65 | self.assert_(isinstance(v, DirectView)) |
|
64 | 66 | self.assertEquals(v.targets, targets[:-3]) |
|
65 | 67 | v = self.client[-1] |
|
66 | 68 | self.assert_(isinstance(v, DirectView)) |
|
67 | 69 | self.assertEquals(v.targets, targets[-1]) |
|
68 | 70 | self.assertRaises(TypeError, lambda : self.client[None]) |
|
69 | 71 | |
|
70 | 72 | def test_lbview_targets(self): |
|
71 | 73 | """test load_balanced_view targets""" |
|
72 | 74 | v = self.client.load_balanced_view() |
|
73 | 75 | self.assertEquals(v.targets, None) |
|
74 | 76 | v = self.client.load_balanced_view(-1) |
|
75 | 77 | self.assertEquals(v.targets, [self.client.ids[-1]]) |
|
76 | 78 | v = self.client.load_balanced_view('all') |
|
77 | 79 | self.assertEquals(v.targets, self.client.ids) |
|
78 | 80 | |
|
79 | 81 | def test_targets(self): |
|
80 | 82 | """test various valid targets arguments""" |
|
81 | 83 | build = self.client._build_targets |
|
82 | 84 | ids = self.client.ids |
|
83 | 85 | idents,targets = build(None) |
|
84 | 86 | self.assertEquals(ids, targets) |
|
85 | 87 | |
|
86 | 88 | def test_clear(self): |
|
87 | 89 | """test clear behavior""" |
|
88 | 90 | # self.add_engines(2) |
|
89 | 91 | v = self.client[:] |
|
90 | 92 | v.block=True |
|
91 | 93 | v.push(dict(a=5)) |
|
92 | 94 | v.pull('a') |
|
93 | 95 | id0 = self.client.ids[-1] |
|
94 | 96 | self.client.clear(targets=id0, block=True) |
|
95 | 97 | a = self.client[:-1].get('a') |
|
96 | 98 | self.assertRaisesRemote(NameError, self.client[id0].get, 'a') |
|
97 | 99 | self.client.clear(block=True) |
|
98 | 100 | for i in self.client.ids: |
|
99 | 101 | # print i |
|
100 | 102 | self.assertRaisesRemote(NameError, self.client[i].get, 'a') |
|
101 | 103 | |
|
102 | 104 | def test_get_result(self): |
|
103 | 105 | """test getting results from the Hub.""" |
|
104 | 106 | c = clientmod.Client(profile='iptest') |
|
105 | 107 | # self.add_engines(1) |
|
106 | 108 | t = c.ids[-1] |
|
107 | 109 | ar = c[t].apply_async(wait, 1) |
|
108 | 110 | # give the monitor time to notice the message |
|
109 | 111 | time.sleep(.25) |
|
110 | 112 | ahr = self.client.get_result(ar.msg_ids) |
|
111 | 113 | self.assertTrue(isinstance(ahr, AsyncHubResult)) |
|
112 | 114 | self.assertEquals(ahr.get(), ar.get()) |
|
113 | 115 | ar2 = self.client.get_result(ar.msg_ids) |
|
114 | 116 | self.assertFalse(isinstance(ar2, AsyncHubResult)) |
|
115 | 117 | c.close() |
|
116 | 118 | |
|
117 | 119 | def test_ids_list(self): |
|
118 | 120 | """test client.ids""" |
|
119 | 121 | # self.add_engines(2) |
|
120 | 122 | ids = self.client.ids |
|
121 | 123 | self.assertEquals(ids, self.client._ids) |
|
122 | 124 | self.assertFalse(ids is self.client._ids) |
|
123 | 125 | ids.remove(ids[-1]) |
|
124 | 126 | self.assertNotEquals(ids, self.client._ids) |
|
125 | 127 | |
|
126 | 128 | def test_queue_status(self): |
|
127 | 129 | # self.addEngine(4) |
|
128 | 130 | ids = self.client.ids |
|
129 | 131 | id0 = ids[0] |
|
130 | 132 | qs = self.client.queue_status(targets=id0) |
|
131 | 133 | self.assertTrue(isinstance(qs, dict)) |
|
132 | 134 | self.assertEquals(sorted(qs.keys()), ['completed', 'queue', 'tasks']) |
|
133 | 135 | allqs = self.client.queue_status() |
|
134 | 136 | self.assertTrue(isinstance(allqs, dict)) |
|
135 | self.assertEquals(sorted(allqs.keys()), sorted(self.client.ids + ['unassigned'])) | |
|
137 | intkeys = list(allqs.keys()) | |
|
138 | intkeys.remove('unassigned') | |
|
139 | self.assertEquals(sorted(intkeys), sorted(self.client.ids)) | |
|
136 | 140 | unassigned = allqs.pop('unassigned') |
|
137 | 141 | for eid,qs in allqs.items(): |
|
138 | 142 | self.assertTrue(isinstance(qs, dict)) |
|
139 | 143 | self.assertEquals(sorted(qs.keys()), ['completed', 'queue', 'tasks']) |
|
140 | 144 | |
|
141 | 145 | def test_shutdown(self): |
|
142 | 146 | # self.addEngine(4) |
|
143 | 147 | ids = self.client.ids |
|
144 | 148 | id0 = ids[0] |
|
145 | 149 | self.client.shutdown(id0, block=True) |
|
146 | 150 | while id0 in self.client.ids: |
|
147 | 151 | time.sleep(0.1) |
|
148 | 152 | self.client.spin() |
|
149 | 153 | |
|
150 | 154 | self.assertRaises(IndexError, lambda : self.client[id0]) |
|
151 | 155 | |
|
152 | 156 | def test_result_status(self): |
|
153 | 157 | pass |
|
154 | 158 | # to be written |
|
155 | 159 | |
|
156 | 160 | def test_db_query_dt(self): |
|
157 | 161 | """test db query by date""" |
|
158 | 162 | hist = self.client.hub_history() |
|
159 | middle = self.client.db_query({'msg_id' : hist[len(hist)/2]})[0] | |
|
163 | middle = self.client.db_query({'msg_id' : hist[len(hist)//2]})[0] | |
|
160 | 164 | tic = middle['submitted'] |
|
161 | 165 | before = self.client.db_query({'submitted' : {'$lt' : tic}}) |
|
162 | 166 | after = self.client.db_query({'submitted' : {'$gte' : tic}}) |
|
163 | 167 | self.assertEquals(len(before)+len(after),len(hist)) |
|
164 | 168 | for b in before: |
|
165 | 169 | self.assertTrue(b['submitted'] < tic) |
|
166 | 170 | for a in after: |
|
167 | 171 | self.assertTrue(a['submitted'] >= tic) |
|
168 | 172 | same = self.client.db_query({'submitted' : tic}) |
|
169 | 173 | for s in same: |
|
170 | 174 | self.assertTrue(s['submitted'] == tic) |
|
171 | 175 | |
|
172 | 176 | def test_db_query_keys(self): |
|
173 | 177 | """test extracting subset of record keys""" |
|
174 | 178 | found = self.client.db_query({'msg_id': {'$ne' : ''}},keys=['submitted', 'completed']) |
|
175 | 179 | for rec in found: |
|
176 | 180 | self.assertEquals(set(rec.keys()), set(['msg_id', 'submitted', 'completed'])) |
|
177 | 181 | |
|
178 | 182 | def test_db_query_msg_id(self): |
|
179 | 183 | """ensure msg_id is always in db queries""" |
|
180 | 184 | found = self.client.db_query({'msg_id': {'$ne' : ''}},keys=['submitted', 'completed']) |
|
181 | 185 | for rec in found: |
|
182 | 186 | self.assertTrue('msg_id' in rec.keys()) |
|
183 | 187 | found = self.client.db_query({'msg_id': {'$ne' : ''}},keys=['submitted']) |
|
184 | 188 | for rec in found: |
|
185 | 189 | self.assertTrue('msg_id' in rec.keys()) |
|
186 | 190 | found = self.client.db_query({'msg_id': {'$ne' : ''}},keys=['msg_id']) |
|
187 | 191 | for rec in found: |
|
188 | 192 | self.assertTrue('msg_id' in rec.keys()) |
|
189 | 193 | |
|
190 | 194 | def test_db_query_in(self): |
|
191 | 195 | """test db query with '$in','$nin' operators""" |
|
192 | 196 | hist = self.client.hub_history() |
|
193 | 197 | even = hist[::2] |
|
194 | 198 | odd = hist[1::2] |
|
195 | 199 | recs = self.client.db_query({ 'msg_id' : {'$in' : even}}) |
|
196 | 200 | found = [ r['msg_id'] for r in recs ] |
|
197 | 201 | self.assertEquals(set(even), set(found)) |
|
198 | 202 | recs = self.client.db_query({ 'msg_id' : {'$nin' : even}}) |
|
199 | 203 | found = [ r['msg_id'] for r in recs ] |
|
200 | 204 | self.assertEquals(set(odd), set(found)) |
|
201 | 205 | |
|
202 | 206 | def test_hub_history(self): |
|
203 | 207 | hist = self.client.hub_history() |
|
204 | 208 | recs = self.client.db_query({ 'msg_id' : {"$ne":''}}) |
|
205 | 209 | recdict = {} |
|
206 | 210 | for rec in recs: |
|
207 | 211 | recdict[rec['msg_id']] = rec |
|
208 | 212 | |
|
209 | 213 | latest = datetime(1984,1,1) |
|
210 | 214 | for msg_id in hist: |
|
211 | 215 | rec = recdict[msg_id] |
|
212 | 216 | newt = rec['submitted'] |
|
213 | 217 | self.assertTrue(newt >= latest) |
|
214 | 218 | latest = newt |
|
215 | 219 | ar = self.client[-1].apply_async(lambda : 1) |
|
216 | 220 | ar.get() |
|
217 | 221 | time.sleep(0.25) |
|
218 | 222 | self.assertEquals(self.client.hub_history()[-1:],ar.msg_ids) |
|
219 | 223 | |
|
220 | 224 | def test_resubmit(self): |
|
221 | 225 | def f(): |
|
222 | 226 | import random |
|
223 | 227 | return random.random() |
|
224 | 228 | v = self.client.load_balanced_view() |
|
225 | 229 | ar = v.apply_async(f) |
|
226 | 230 | r1 = ar.get(1) |
|
227 | 231 | ahr = self.client.resubmit(ar.msg_ids) |
|
228 | 232 | r2 = ahr.get(1) |
|
229 | 233 | self.assertFalse(r1 == r2) |
|
230 | 234 | |
|
231 | 235 | def test_resubmit_inflight(self): |
|
232 | 236 | """ensure ValueError on resubmit of inflight task""" |
|
233 | 237 | v = self.client.load_balanced_view() |
|
234 | 238 | ar = v.apply_async(time.sleep,1) |
|
235 | 239 | # give the message a chance to arrive |
|
236 | 240 | time.sleep(0.2) |
|
237 | 241 | self.assertRaisesRemote(ValueError, self.client.resubmit, ar.msg_ids) |
|
238 | 242 | ar.get(2) |
|
239 | 243 | |
|
240 | 244 | def test_resubmit_badkey(self): |
|
241 | 245 | """ensure KeyError on resubmit of nonexistant task""" |
|
242 | 246 | self.assertRaisesRemote(KeyError, self.client.resubmit, ['invalid']) |
|
243 | 247 | |
|
244 | 248 | def test_purge_results(self): |
|
245 | 249 | # ensure there are some tasks |
|
246 | 250 | for i in range(5): |
|
247 | 251 | self.client[:].apply_sync(lambda : 1) |
|
248 | 252 | hist = self.client.hub_history() |
|
249 | 253 | self.client.purge_results(hist[-1]) |
|
250 | 254 | newhist = self.client.hub_history() |
|
251 | 255 | self.assertEquals(len(newhist)+1,len(hist)) |
|
252 | 256 | |
|
253 | 257 | def test_purge_all_results(self): |
|
254 | 258 | self.client.purge_results('all') |
|
255 | 259 | hist = self.client.hub_history() |
|
256 | 260 | self.assertEquals(len(hist), 0) |
|
257 | 261 |
@@ -1,178 +1,179 b'' | |||
|
1 | 1 | """Tests for db backends |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Min RK |
|
6 | 6 | """ |
|
7 | 7 | |
|
8 | 8 | #------------------------------------------------------------------------------- |
|
9 | 9 | # Copyright (C) 2011 The IPython Development Team |
|
10 | 10 | # |
|
11 | 11 | # Distributed under the terms of the BSD License. The full license is in |
|
12 | 12 | # the file COPYING, distributed as part of this software. |
|
13 | 13 | #------------------------------------------------------------------------------- |
|
14 | 14 | |
|
15 | 15 | #------------------------------------------------------------------------------- |
|
16 | 16 | # Imports |
|
17 | 17 | #------------------------------------------------------------------------------- |
|
18 | 18 | |
|
19 | from __future__ import division | |
|
19 | 20 | |
|
20 | 21 | import tempfile |
|
21 | 22 | import time |
|
22 | 23 | |
|
23 | 24 | from datetime import datetime, timedelta |
|
24 | 25 | from unittest import TestCase |
|
25 | 26 | |
|
26 | 27 | from nose import SkipTest |
|
27 | 28 | |
|
28 | 29 | from IPython.parallel import error |
|
29 | 30 | from IPython.parallel.controller.dictdb import DictDB |
|
30 | 31 | from IPython.parallel.controller.sqlitedb import SQLiteDB |
|
31 | 32 | from IPython.parallel.controller.hub import init_record, empty_record |
|
32 | 33 | |
|
33 | 34 | from IPython.zmq.session import Session |
|
34 | 35 | |
|
35 | 36 | |
|
36 | 37 | #------------------------------------------------------------------------------- |
|
37 | 38 | # TestCases |
|
38 | 39 | #------------------------------------------------------------------------------- |
|
39 | 40 | |
|
40 | 41 | class TestDictBackend(TestCase): |
|
41 | 42 | def setUp(self): |
|
42 | 43 | self.session = Session() |
|
43 | 44 | self.db = self.create_db() |
|
44 | 45 | self.load_records(16) |
|
45 | 46 | |
|
46 | 47 | def create_db(self): |
|
47 | 48 | return DictDB() |
|
48 | 49 | |
|
49 | 50 | def load_records(self, n=1): |
|
50 | 51 | """load n records for testing""" |
|
51 | 52 | #sleep 1/10 s, to ensure timestamp is different to previous calls |
|
52 | 53 | time.sleep(0.1) |
|
53 | 54 | msg_ids = [] |
|
54 | 55 | for i in range(n): |
|
55 | 56 | msg = self.session.msg('apply_request', content=dict(a=5)) |
|
56 | 57 | msg['buffers'] = [] |
|
57 | 58 | rec = init_record(msg) |
|
58 | 59 | msg_ids.append(msg['msg_id']) |
|
59 | 60 | self.db.add_record(msg['msg_id'], rec) |
|
60 | 61 | return msg_ids |
|
61 | 62 | |
|
62 | 63 | def test_add_record(self): |
|
63 | 64 | before = self.db.get_history() |
|
64 | 65 | self.load_records(5) |
|
65 | 66 | after = self.db.get_history() |
|
66 | 67 | self.assertEquals(len(after), len(before)+5) |
|
67 | 68 | self.assertEquals(after[:-5],before) |
|
68 | 69 | |
|
69 | 70 | def test_drop_record(self): |
|
70 | 71 | msg_id = self.load_records()[-1] |
|
71 | 72 | rec = self.db.get_record(msg_id) |
|
72 | 73 | self.db.drop_record(msg_id) |
|
73 | 74 | self.assertRaises(KeyError,self.db.get_record, msg_id) |
|
74 | 75 | |
|
75 | 76 | def _round_to_millisecond(self, dt): |
|
76 | 77 | """necessary because mongodb rounds microseconds""" |
|
77 | 78 | micro = dt.microsecond |
|
78 | 79 | extra = int(str(micro)[-3:]) |
|
79 | 80 | return dt - timedelta(microseconds=extra) |
|
80 | 81 | |
|
81 | 82 | def test_update_record(self): |
|
82 | 83 | now = self._round_to_millisecond(datetime.now()) |
|
83 | 84 | # |
|
84 | 85 | msg_id = self.db.get_history()[-1] |
|
85 | 86 | rec1 = self.db.get_record(msg_id) |
|
86 | 87 | data = {'stdout': 'hello there', 'completed' : now} |
|
87 | 88 | self.db.update_record(msg_id, data) |
|
88 | 89 | rec2 = self.db.get_record(msg_id) |
|
89 | 90 | self.assertEquals(rec2['stdout'], 'hello there') |
|
90 | 91 | self.assertEquals(rec2['completed'], now) |
|
91 | 92 | rec1.update(data) |
|
92 | 93 | self.assertEquals(rec1, rec2) |
|
93 | 94 | |
|
94 | 95 | # def test_update_record_bad(self): |
|
95 | 96 | # """test updating nonexistant records""" |
|
96 | 97 | # msg_id = str(uuid.uuid4()) |
|
97 | 98 | # data = {'stdout': 'hello there'} |
|
98 | 99 | # self.assertRaises(KeyError, self.db.update_record, msg_id, data) |
|
99 | 100 | |
|
100 | 101 | def test_find_records_dt(self): |
|
101 | 102 | """test finding records by date""" |
|
102 | 103 | hist = self.db.get_history() |
|
103 | middle = self.db.get_record(hist[len(hist)/2]) | |
|
104 | middle = self.db.get_record(hist[len(hist)//2]) | |
|
104 | 105 | tic = middle['submitted'] |
|
105 | 106 | before = self.db.find_records({'submitted' : {'$lt' : tic}}) |
|
106 | 107 | after = self.db.find_records({'submitted' : {'$gte' : tic}}) |
|
107 | 108 | self.assertEquals(len(before)+len(after),len(hist)) |
|
108 | 109 | for b in before: |
|
109 | 110 | self.assertTrue(b['submitted'] < tic) |
|
110 | 111 | for a in after: |
|
111 | 112 | self.assertTrue(a['submitted'] >= tic) |
|
112 | 113 | same = self.db.find_records({'submitted' : tic}) |
|
113 | 114 | for s in same: |
|
114 | 115 | self.assertTrue(s['submitted'] == tic) |
|
115 | 116 | |
|
116 | 117 | def test_find_records_keys(self): |
|
117 | 118 | """test extracting subset of record keys""" |
|
118 | 119 | found = self.db.find_records({'msg_id': {'$ne' : ''}},keys=['submitted', 'completed']) |
|
119 | 120 | for rec in found: |
|
120 | 121 | self.assertEquals(set(rec.keys()), set(['msg_id', 'submitted', 'completed'])) |
|
121 | 122 | |
|
122 | 123 | def test_find_records_msg_id(self): |
|
123 | 124 | """ensure msg_id is always in found records""" |
|
124 | 125 | found = self.db.find_records({'msg_id': {'$ne' : ''}},keys=['submitted', 'completed']) |
|
125 | 126 | for rec in found: |
|
126 | 127 | self.assertTrue('msg_id' in rec.keys()) |
|
127 | 128 | found = self.db.find_records({'msg_id': {'$ne' : ''}},keys=['submitted']) |
|
128 | 129 | for rec in found: |
|
129 | 130 | self.assertTrue('msg_id' in rec.keys()) |
|
130 | 131 | found = self.db.find_records({'msg_id': {'$ne' : ''}},keys=['msg_id']) |
|
131 | 132 | for rec in found: |
|
132 | 133 | self.assertTrue('msg_id' in rec.keys()) |
|
133 | 134 | |
|
134 | 135 | def test_find_records_in(self): |
|
135 | 136 | """test finding records with '$in','$nin' operators""" |
|
136 | 137 | hist = self.db.get_history() |
|
137 | 138 | even = hist[::2] |
|
138 | 139 | odd = hist[1::2] |
|
139 | 140 | recs = self.db.find_records({ 'msg_id' : {'$in' : even}}) |
|
140 | 141 | found = [ r['msg_id'] for r in recs ] |
|
141 | 142 | self.assertEquals(set(even), set(found)) |
|
142 | 143 | recs = self.db.find_records({ 'msg_id' : {'$nin' : even}}) |
|
143 | 144 | found = [ r['msg_id'] for r in recs ] |
|
144 | 145 | self.assertEquals(set(odd), set(found)) |
|
145 | 146 | |
|
146 | 147 | def test_get_history(self): |
|
147 | 148 | msg_ids = self.db.get_history() |
|
148 | 149 | latest = datetime(1984,1,1) |
|
149 | 150 | for msg_id in msg_ids: |
|
150 | 151 | rec = self.db.get_record(msg_id) |
|
151 | 152 | newt = rec['submitted'] |
|
152 | 153 | self.assertTrue(newt >= latest) |
|
153 | 154 | latest = newt |
|
154 | 155 | msg_id = self.load_records(1)[-1] |
|
155 | 156 | self.assertEquals(self.db.get_history()[-1],msg_id) |
|
156 | 157 | |
|
157 | 158 | def test_datetime(self): |
|
158 | 159 | """get/set timestamps with datetime objects""" |
|
159 | 160 | msg_id = self.db.get_history()[-1] |
|
160 | 161 | rec = self.db.get_record(msg_id) |
|
161 | 162 | self.assertTrue(isinstance(rec['submitted'], datetime)) |
|
162 | 163 | self.db.update_record(msg_id, dict(completed=datetime.now())) |
|
163 | 164 | rec = self.db.get_record(msg_id) |
|
164 | 165 | self.assertTrue(isinstance(rec['completed'], datetime)) |
|
165 | 166 | |
|
166 | 167 | def test_drop_matching(self): |
|
167 | 168 | msg_ids = self.load_records(10) |
|
168 | 169 | query = {'msg_id' : {'$in':msg_ids}} |
|
169 | 170 | self.db.drop_matching_records(query) |
|
170 | 171 | recs = self.db.find_records(query) |
|
171 |
self.assert |
|
|
172 | self.assertEquals(len(recs), 0) | |
|
172 | 173 | |
|
173 | 174 | class TestSQLiteBackend(TestDictBackend): |
|
174 | 175 | def create_db(self): |
|
175 | 176 | return SQLiteDB(location=tempfile.gettempdir()) |
|
176 | 177 | |
|
177 | 178 | def tearDown(self): |
|
178 | 179 | self.db._db.close() |
@@ -1,446 +1,449 b'' | |||
|
1 | 1 | # -*- coding: utf-8 -*- |
|
2 | 2 | """test View objects |
|
3 | 3 | |
|
4 | 4 | Authors: |
|
5 | 5 | |
|
6 | 6 | * Min RK |
|
7 | 7 | """ |
|
8 | 8 | #------------------------------------------------------------------------------- |
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9 | 9 | # Copyright (C) 2011 The IPython Development Team |
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10 | 10 | # |
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11 | 11 | # Distributed under the terms of the BSD License. The full license is in |
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12 | 12 | # the file COPYING, distributed as part of this software. |
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13 | 13 | #------------------------------------------------------------------------------- |
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14 | 14 | |
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15 | 15 | #------------------------------------------------------------------------------- |
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16 | 16 | # Imports |
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17 | 17 | #------------------------------------------------------------------------------- |
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18 | 18 | |
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19 | 19 | import sys |
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20 | 20 | import time |
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21 | 21 | from tempfile import mktemp |
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22 | 22 | from StringIO import StringIO |
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23 | 23 | |
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24 | 24 | import zmq |
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25 | 25 | |
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26 | 26 | from IPython import parallel as pmod |
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27 | 27 | from IPython.parallel import error |
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28 | 28 | from IPython.parallel import AsyncResult, AsyncHubResult, AsyncMapResult |
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29 | 29 | from IPython.parallel import DirectView |
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30 | 30 | from IPython.parallel.util import interactive |
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31 | 31 | |
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32 | 32 | from IPython.parallel.tests import add_engines |
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33 | 33 | |
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34 | 34 | from .clienttest import ClusterTestCase, crash, wait, skip_without |
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35 | 35 | |
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36 | 36 | def setup(): |
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37 | 37 | add_engines(3) |
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38 | 38 | |
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39 | 39 | class TestView(ClusterTestCase): |
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40 | 40 | |
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41 | 41 | def test_z_crash_mux(self): |
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42 | 42 | """test graceful handling of engine death (direct)""" |
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43 | 43 | # self.add_engines(1) |
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44 | 44 | eid = self.client.ids[-1] |
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45 | 45 | ar = self.client[eid].apply_async(crash) |
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46 | self.assertRaisesRemote(error.EngineError, ar.get) | |
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46 | self.assertRaisesRemote(error.EngineError, ar.get, 10) | |
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47 | 47 | eid = ar.engine_id |
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48 | 48 | tic = time.time() |
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49 | 49 | while eid in self.client.ids and time.time()-tic < 5: |
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50 | 50 | time.sleep(.01) |
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51 | 51 | self.client.spin() |
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52 | 52 | self.assertFalse(eid in self.client.ids, "Engine should have died") |
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53 | 53 | |
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54 | 54 | def test_push_pull(self): |
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55 | 55 | """test pushing and pulling""" |
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56 | 56 | data = dict(a=10, b=1.05, c=range(10), d={'e':(1,2),'f':'hi'}) |
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57 | 57 | t = self.client.ids[-1] |
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58 | 58 | v = self.client[t] |
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59 | 59 | push = v.push |
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60 | 60 | pull = v.pull |
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61 | 61 | v.block=True |
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62 | 62 | nengines = len(self.client) |
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63 | 63 | push({'data':data}) |
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64 | 64 | d = pull('data') |
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65 | 65 | self.assertEquals(d, data) |
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66 | 66 | self.client[:].push({'data':data}) |
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67 | 67 | d = self.client[:].pull('data', block=True) |
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68 | 68 | self.assertEquals(d, nengines*[data]) |
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69 | 69 | ar = push({'data':data}, block=False) |
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70 | 70 | self.assertTrue(isinstance(ar, AsyncResult)) |
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71 | 71 | r = ar.get() |
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72 | 72 | ar = self.client[:].pull('data', block=False) |
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73 | 73 | self.assertTrue(isinstance(ar, AsyncResult)) |
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74 | 74 | r = ar.get() |
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75 | 75 | self.assertEquals(r, nengines*[data]) |
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76 | 76 | self.client[:].push(dict(a=10,b=20)) |
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77 | 77 | r = self.client[:].pull(('a','b'), block=True) |
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78 | 78 | self.assertEquals(r, nengines*[[10,20]]) |
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79 | 79 | |
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80 | 80 | def test_push_pull_function(self): |
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81 | 81 | "test pushing and pulling functions" |
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82 | 82 | def testf(x): |
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83 | 83 | return 2.0*x |
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84 | 84 | |
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85 | 85 | t = self.client.ids[-1] |
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86 | 86 | v = self.client[t] |
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87 | 87 | v.block=True |
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88 | 88 | push = v.push |
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89 | 89 | pull = v.pull |
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90 | 90 | execute = v.execute |
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91 | 91 | push({'testf':testf}) |
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92 | 92 | r = pull('testf') |
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93 | 93 | self.assertEqual(r(1.0), testf(1.0)) |
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94 | 94 | execute('r = testf(10)') |
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95 | 95 | r = pull('r') |
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96 | 96 | self.assertEquals(r, testf(10)) |
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97 | 97 | ar = self.client[:].push({'testf':testf}, block=False) |
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98 | 98 | ar.get() |
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99 | 99 | ar = self.client[:].pull('testf', block=False) |
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100 | 100 | rlist = ar.get() |
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101 | 101 | for r in rlist: |
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102 | 102 | self.assertEqual(r(1.0), testf(1.0)) |
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103 | 103 | execute("def g(x): return x*x") |
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104 | 104 | r = pull(('testf','g')) |
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105 | 105 | self.assertEquals((r[0](10),r[1](10)), (testf(10), 100)) |
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106 | 106 | |
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107 | 107 | def test_push_function_globals(self): |
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108 | 108 | """test that pushed functions have access to globals""" |
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109 | 109 | @interactive |
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110 | 110 | def geta(): |
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111 | 111 | return a |
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112 | 112 | # self.add_engines(1) |
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113 | 113 | v = self.client[-1] |
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114 | 114 | v.block=True |
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115 | 115 | v['f'] = geta |
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116 | 116 | self.assertRaisesRemote(NameError, v.execute, 'b=f()') |
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117 | 117 | v.execute('a=5') |
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118 | 118 | v.execute('b=f()') |
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119 | 119 | self.assertEquals(v['b'], 5) |
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120 | 120 | |
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121 | 121 | def test_push_function_defaults(self): |
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122 | 122 | """test that pushed functions preserve default args""" |
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123 | 123 | def echo(a=10): |
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124 | 124 | return a |
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125 | 125 | v = self.client[-1] |
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126 | 126 | v.block=True |
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127 | 127 | v['f'] = echo |
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128 | 128 | v.execute('b=f()') |
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129 | 129 | self.assertEquals(v['b'], 10) |
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130 | 130 | |
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131 | 131 | def test_get_result(self): |
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132 | 132 | """test getting results from the Hub.""" |
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133 | 133 | c = pmod.Client(profile='iptest') |
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134 | 134 | # self.add_engines(1) |
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135 | 135 | t = c.ids[-1] |
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136 | 136 | v = c[t] |
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137 | 137 | v2 = self.client[t] |
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138 | 138 | ar = v.apply_async(wait, 1) |
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139 | 139 | # give the monitor time to notice the message |
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140 | 140 | time.sleep(.25) |
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141 | 141 | ahr = v2.get_result(ar.msg_ids) |
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142 | 142 | self.assertTrue(isinstance(ahr, AsyncHubResult)) |
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143 | 143 | self.assertEquals(ahr.get(), ar.get()) |
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144 | 144 | ar2 = v2.get_result(ar.msg_ids) |
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145 | 145 | self.assertFalse(isinstance(ar2, AsyncHubResult)) |
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146 | 146 | c.spin() |
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147 | 147 | c.close() |
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148 | 148 | |
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149 | 149 | def test_run_newline(self): |
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150 | 150 | """test that run appends newline to files""" |
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151 | 151 | tmpfile = mktemp() |
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152 | 152 | with open(tmpfile, 'w') as f: |
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153 | 153 | f.write("""def g(): |
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154 | 154 | return 5 |
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155 | 155 | """) |
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156 | 156 | v = self.client[-1] |
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157 | 157 | v.run(tmpfile, block=True) |
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158 | 158 | self.assertEquals(v.apply_sync(lambda f: f(), pmod.Reference('g')), 5) |
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159 | 159 | |
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160 | 160 | def test_apply_tracked(self): |
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161 | 161 | """test tracking for apply""" |
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162 | 162 | # self.add_engines(1) |
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163 | 163 | t = self.client.ids[-1] |
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164 | 164 | v = self.client[t] |
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165 | 165 | v.block=False |
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166 | 166 | def echo(n=1024*1024, **kwargs): |
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167 | 167 | with v.temp_flags(**kwargs): |
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168 | 168 | return v.apply(lambda x: x, 'x'*n) |
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169 | 169 | ar = echo(1, track=False) |
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170 | 170 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
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171 | 171 | self.assertTrue(ar.sent) |
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172 | 172 | ar = echo(track=True) |
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173 | 173 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
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174 | 174 | self.assertEquals(ar.sent, ar._tracker.done) |
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175 | 175 | ar._tracker.wait() |
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176 | 176 | self.assertTrue(ar.sent) |
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177 | 177 | |
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178 | 178 | def test_push_tracked(self): |
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179 | 179 | t = self.client.ids[-1] |
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180 | 180 | ns = dict(x='x'*1024*1024) |
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181 | 181 | v = self.client[t] |
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182 | 182 | ar = v.push(ns, block=False, track=False) |
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183 | 183 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
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184 | 184 | self.assertTrue(ar.sent) |
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185 | 185 | |
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186 | 186 | ar = v.push(ns, block=False, track=True) |
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187 | 187 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
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188 | 188 | self.assertEquals(ar.sent, ar._tracker.done) |
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189 | 189 | ar._tracker.wait() |
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190 | 190 | self.assertTrue(ar.sent) |
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191 | 191 | ar.get() |
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192 | 192 | |
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193 | 193 | def test_scatter_tracked(self): |
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194 | 194 | t = self.client.ids |
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195 | 195 | x='x'*1024*1024 |
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196 | 196 | ar = self.client[t].scatter('x', x, block=False, track=False) |
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197 | 197 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
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198 | 198 | self.assertTrue(ar.sent) |
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199 | 199 | |
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200 | 200 | ar = self.client[t].scatter('x', x, block=False, track=True) |
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201 | 201 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
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202 | 202 | self.assertEquals(ar.sent, ar._tracker.done) |
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203 | 203 | ar._tracker.wait() |
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204 | 204 | self.assertTrue(ar.sent) |
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205 | 205 | ar.get() |
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206 | 206 | |
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207 | 207 | def test_remote_reference(self): |
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208 | 208 | v = self.client[-1] |
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209 | 209 | v['a'] = 123 |
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210 | 210 | ra = pmod.Reference('a') |
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211 | 211 | b = v.apply_sync(lambda x: x, ra) |
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212 | 212 | self.assertEquals(b, 123) |
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213 | 213 | |
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214 | 214 | |
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215 | 215 | def test_scatter_gather(self): |
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216 | 216 | view = self.client[:] |
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217 | 217 | seq1 = range(16) |
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218 | 218 | view.scatter('a', seq1) |
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219 | 219 | seq2 = view.gather('a', block=True) |
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220 | 220 | self.assertEquals(seq2, seq1) |
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221 | 221 | self.assertRaisesRemote(NameError, view.gather, 'asdf', block=True) |
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222 | 222 | |
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223 | 223 | @skip_without('numpy') |
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224 | 224 | def test_scatter_gather_numpy(self): |
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225 | 225 | import numpy |
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226 | 226 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal |
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227 | 227 | view = self.client[:] |
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228 | 228 | a = numpy.arange(64) |
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229 | 229 | view.scatter('a', a) |
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230 | 230 | b = view.gather('a', block=True) |
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231 | 231 | assert_array_equal(b, a) |
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232 | 232 | |
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233 | 233 | def test_map(self): |
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234 | 234 | view = self.client[:] |
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235 | 235 | def f(x): |
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236 | 236 | return x**2 |
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237 | 237 | data = range(16) |
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238 | 238 | r = view.map_sync(f, data) |
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239 | 239 | self.assertEquals(r, map(f, data)) |
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240 | 240 | |
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241 | 241 | def test_scatterGatherNonblocking(self): |
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242 | 242 | data = range(16) |
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243 | 243 | view = self.client[:] |
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244 | 244 | view.scatter('a', data, block=False) |
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245 | 245 | ar = view.gather('a', block=False) |
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246 | 246 | self.assertEquals(ar.get(), data) |
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247 | 247 | |
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248 | 248 | @skip_without('numpy') |
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249 | 249 | def test_scatter_gather_numpy_nonblocking(self): |
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250 | 250 | import numpy |
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251 | 251 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal |
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252 | 252 | a = numpy.arange(64) |
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253 | 253 | view = self.client[:] |
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254 | 254 | ar = view.scatter('a', a, block=False) |
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255 | 255 | self.assertTrue(isinstance(ar, AsyncResult)) |
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256 | 256 | amr = view.gather('a', block=False) |
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257 | 257 | self.assertTrue(isinstance(amr, AsyncMapResult)) |
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258 | 258 | assert_array_equal(amr.get(), a) |
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259 | 259 | |
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260 | 260 | def test_execute(self): |
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261 | 261 | view = self.client[:] |
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262 | 262 | # self.client.debug=True |
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263 | 263 | execute = view.execute |
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264 | 264 | ar = execute('c=30', block=False) |
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265 | 265 | self.assertTrue(isinstance(ar, AsyncResult)) |
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266 | 266 | ar = execute('d=[0,1,2]', block=False) |
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267 | 267 | self.client.wait(ar, 1) |
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268 | 268 | self.assertEquals(len(ar.get()), len(self.client)) |
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269 | 269 | for c in view['c']: |
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270 | 270 | self.assertEquals(c, 30) |
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271 | 271 | |
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272 | 272 | def test_abort(self): |
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273 | 273 | view = self.client[-1] |
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274 | 274 | ar = view.execute('import time; time.sleep(0.25)', block=False) |
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275 | 275 | ar2 = view.apply_async(lambda : 2) |
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276 | 276 | ar3 = view.apply_async(lambda : 3) |
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277 | 277 | view.abort(ar2) |
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278 | 278 | view.abort(ar3.msg_ids) |
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279 | 279 | self.assertRaises(error.TaskAborted, ar2.get) |
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280 | 280 | self.assertRaises(error.TaskAborted, ar3.get) |
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281 | 281 | |
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282 | 282 | def test_temp_flags(self): |
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283 | 283 | view = self.client[-1] |
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284 | 284 | view.block=True |
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285 | 285 | with view.temp_flags(block=False): |
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286 | 286 | self.assertFalse(view.block) |
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287 | 287 | self.assertTrue(view.block) |
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288 | 288 | |
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289 | 289 | def test_importer(self): |
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290 | 290 | view = self.client[-1] |
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291 | 291 | view.clear(block=True) |
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292 | 292 | with view.importer: |
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293 | 293 | import re |
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294 | 294 | |
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295 | 295 | @interactive |
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296 | 296 | def findall(pat, s): |
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297 | 297 | # this globals() step isn't necessary in real code |
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298 | 298 | # only to prevent a closure in the test |
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299 | 299 | re = globals()['re'] |
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300 | 300 | return re.findall(pat, s) |
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301 | 301 | |
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302 | 302 | self.assertEquals(view.apply_sync(findall, '\w+', 'hello world'), 'hello world'.split()) |
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303 | 303 | |
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304 | 304 | # parallel magic tests |
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305 | 305 | |
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306 | 306 | def test_magic_px_blocking(self): |
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307 | 307 | ip = get_ipython() |
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308 | 308 | v = self.client[-1] |
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309 | 309 | v.activate() |
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310 | 310 | v.block=True |
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311 | 311 | |
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312 | 312 | ip.magic_px('a=5') |
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313 | 313 | self.assertEquals(v['a'], 5) |
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314 | 314 | ip.magic_px('a=10') |
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315 | 315 | self.assertEquals(v['a'], 10) |
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316 | 316 | sio = StringIO() |
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317 | 317 | savestdout = sys.stdout |
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318 | 318 | sys.stdout = sio |
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319 | 319 | ip.magic_px('print a') |
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320 | 320 | sys.stdout = savestdout |
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321 | 321 | sio.read() |
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322 | 322 | self.assertTrue('[stdout:%i]'%v.targets in sio.buf) |
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323 | 323 | self.assertTrue(sio.buf.rstrip().endswith('10')) |
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324 | 324 | self.assertRaisesRemote(ZeroDivisionError, ip.magic_px, '1/0') |
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325 | 325 | |
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326 | 326 | def test_magic_px_nonblocking(self): |
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327 | 327 | ip = get_ipython() |
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328 | 328 | v = self.client[-1] |
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329 | 329 | v.activate() |
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330 | 330 | v.block=False |
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331 | 331 | |
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332 | 332 | ip.magic_px('a=5') |
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333 | 333 | self.assertEquals(v['a'], 5) |
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334 | 334 | ip.magic_px('a=10') |
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335 | 335 | self.assertEquals(v['a'], 10) |
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336 | 336 | sio = StringIO() |
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337 | 337 | savestdout = sys.stdout |
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338 | 338 | sys.stdout = sio |
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339 | 339 | ip.magic_px('print a') |
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340 | 340 | sys.stdout = savestdout |
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341 | 341 | sio.read() |
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342 | 342 | self.assertFalse('[stdout:%i]'%v.targets in sio.buf) |
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343 | 343 | ip.magic_px('1/0') |
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344 | 344 | ar = v.get_result(-1) |
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345 | 345 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
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346 | 346 | |
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347 | 347 | def test_magic_autopx_blocking(self): |
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348 | 348 | ip = get_ipython() |
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349 | 349 | v = self.client[-1] |
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350 | 350 | v.activate() |
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351 | 351 | v.block=True |
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352 | 352 | |
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353 | 353 | sio = StringIO() |
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354 | 354 | savestdout = sys.stdout |
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355 | 355 | sys.stdout = sio |
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356 | 356 | ip.magic_autopx() |
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357 | 357 | ip.run_cell('\n'.join(('a=5','b=10','c=0'))) |
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358 | 358 | ip.run_cell('print b') |
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359 | 359 | ip.run_cell("b/c") |
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360 | 360 | ip.run_code(compile('b*=2', '', 'single')) |
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361 | 361 | ip.magic_autopx() |
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362 | 362 | sys.stdout = savestdout |
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363 | 363 | sio.read() |
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364 | 364 | output = sio.buf.strip() |
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365 | 365 | self.assertTrue(output.startswith('%autopx enabled')) |
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366 | 366 | self.assertTrue(output.endswith('%autopx disabled')) |
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367 | 367 | self.assertTrue('RemoteError: ZeroDivisionError' in output) |
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368 | 368 | ar = v.get_result(-2) |
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369 | 369 | self.assertEquals(v['a'], 5) |
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370 | 370 | self.assertEquals(v['b'], 20) |
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371 | 371 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
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372 | 372 | |
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373 | 373 | def test_magic_autopx_nonblocking(self): |
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374 | 374 | ip = get_ipython() |
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375 | 375 | v = self.client[-1] |
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376 | 376 | v.activate() |
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377 | 377 | v.block=False |
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378 | 378 | |
|
379 | 379 | sio = StringIO() |
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380 | 380 | savestdout = sys.stdout |
|
381 | 381 | sys.stdout = sio |
|
382 | 382 | ip.magic_autopx() |
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383 | 383 | ip.run_cell('\n'.join(('a=5','b=10','c=0'))) |
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384 | 384 | ip.run_cell('print b') |
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385 | 385 | ip.run_cell("b/c") |
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386 | 386 | ip.run_code(compile('b*=2', '', 'single')) |
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387 | 387 | ip.magic_autopx() |
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388 | 388 | sys.stdout = savestdout |
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389 | 389 | sio.read() |
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390 | 390 | output = sio.buf.strip() |
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391 | 391 | self.assertTrue(output.startswith('%autopx enabled')) |
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392 | 392 | self.assertTrue(output.endswith('%autopx disabled')) |
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393 | 393 | self.assertFalse('ZeroDivisionError' in output) |
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394 | 394 | ar = v.get_result(-2) |
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395 | 395 | self.assertEquals(v['a'], 5) |
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396 | 396 | self.assertEquals(v['b'], 20) |
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397 | 397 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
|
398 | 398 | |
|
399 | 399 | def test_magic_result(self): |
|
400 | 400 | ip = get_ipython() |
|
401 | 401 | v = self.client[-1] |
|
402 | 402 | v.activate() |
|
403 | 403 | v['a'] = 111 |
|
404 | 404 | ra = v['a'] |
|
405 | 405 | |
|
406 | 406 | ar = ip.magic_result() |
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407 | 407 | self.assertEquals(ar.msg_ids, [v.history[-1]]) |
|
408 | 408 | self.assertEquals(ar.get(), 111) |
|
409 | 409 | ar = ip.magic_result('-2') |
|
410 | 410 | self.assertEquals(ar.msg_ids, [v.history[-2]]) |
|
411 | 411 | |
|
412 | 412 | def test_unicode_execute(self): |
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413 | 413 | """test executing unicode strings""" |
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414 | 414 | v = self.client[-1] |
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415 | 415 | v.block=True |
|
416 | code=u"a=u'é'" | |
|
416 | if sys.version_info[0] >= 3: | |
|
417 | code="a='é'" | |
|
418 | else: | |
|
419 | code=u"a=u'é'" | |
|
417 | 420 | v.execute(code) |
|
418 | 421 | self.assertEquals(v['a'], u'é') |
|
419 | 422 | |
|
420 | 423 | def test_unicode_apply_result(self): |
|
421 | 424 | """test unicode apply results""" |
|
422 | 425 | v = self.client[-1] |
|
423 | 426 | r = v.apply_sync(lambda : u'é') |
|
424 | 427 | self.assertEquals(r, u'é') |
|
425 | 428 | |
|
426 | 429 | def test_unicode_apply_arg(self): |
|
427 | 430 | """test passing unicode arguments to apply""" |
|
428 | 431 | v = self.client[-1] |
|
429 | 432 | |
|
430 | 433 | @interactive |
|
431 | 434 | def check_unicode(a, check): |
|
432 | 435 | assert isinstance(a, unicode), "%r is not unicode"%a |
|
433 | 436 | assert isinstance(check, bytes), "%r is not bytes"%check |
|
434 | 437 | assert a.encode('utf8') == check, "%s != %s"%(a,check) |
|
435 | 438 | |
|
436 |
for s in [ u'é', u'ßø®∫','asdf' |
|
|
439 | for s in [ u'é', u'ßø®∫',u'asdf' ]: | |
|
437 | 440 | try: |
|
438 | 441 | v.apply_sync(check_unicode, s, s.encode('utf8')) |
|
439 | 442 | except error.RemoteError as e: |
|
440 | 443 | if e.ename == 'AssertionError': |
|
441 | 444 | self.fail(e.evalue) |
|
442 | 445 | else: |
|
443 | 446 | raise e |
|
444 | 447 | |
|
445 | 448 | |
|
446 | 449 |
@@ -1,450 +1,456 b'' | |||
|
1 | 1 | """some generic utilities for dealing with classes, urls, and serialization |
|
2 | 2 | |
|
3 | 3 | Authors: |
|
4 | 4 | |
|
5 | 5 | * Min RK |
|
6 | 6 | """ |
|
7 | 7 | #----------------------------------------------------------------------------- |
|
8 | 8 | # Copyright (C) 2010-2011 The IPython Development Team |
|
9 | 9 | # |
|
10 | 10 | # Distributed under the terms of the BSD License. The full license is in |
|
11 | 11 | # the file COPYING, distributed as part of this software. |
|
12 | 12 | #----------------------------------------------------------------------------- |
|
13 | 13 | |
|
14 | 14 | #----------------------------------------------------------------------------- |
|
15 | 15 | # Imports |
|
16 | 16 | #----------------------------------------------------------------------------- |
|
17 | 17 | |
|
18 | 18 | # Standard library imports. |
|
19 | 19 | import logging |
|
20 | 20 | import os |
|
21 | 21 | import re |
|
22 | 22 | import stat |
|
23 | 23 | import socket |
|
24 | 24 | import sys |
|
25 | 25 | from signal import signal, SIGINT, SIGABRT, SIGTERM |
|
26 | 26 | try: |
|
27 | 27 | from signal import SIGKILL |
|
28 | 28 | except ImportError: |
|
29 | 29 | SIGKILL=None |
|
30 | 30 | |
|
31 | 31 | try: |
|
32 | 32 | import cPickle |
|
33 | 33 | pickle = cPickle |
|
34 | 34 | except: |
|
35 | 35 | cPickle = None |
|
36 | 36 | import pickle |
|
37 | 37 | |
|
38 | 38 | # System library imports |
|
39 | 39 | import zmq |
|
40 | 40 | from zmq.log import handlers |
|
41 | 41 | |
|
42 | 42 | # IPython imports |
|
43 | 43 | from IPython.utils.pickleutil import can, uncan, canSequence, uncanSequence |
|
44 | 44 | from IPython.utils.newserialized import serialize, unserialize |
|
45 | 45 | from IPython.zmq.log import EnginePUBHandler |
|
46 | 46 | |
|
47 | 47 | #----------------------------------------------------------------------------- |
|
48 | 48 | # Classes |
|
49 | 49 | #----------------------------------------------------------------------------- |
|
50 | 50 | |
|
51 | 51 | class Namespace(dict): |
|
52 | 52 | """Subclass of dict for attribute access to keys.""" |
|
53 | 53 | |
|
54 | 54 | def __getattr__(self, key): |
|
55 | 55 | """getattr aliased to getitem""" |
|
56 | 56 | if key in self.iterkeys(): |
|
57 | 57 | return self[key] |
|
58 | 58 | else: |
|
59 | 59 | raise NameError(key) |
|
60 | 60 | |
|
61 | 61 | def __setattr__(self, key, value): |
|
62 | 62 | """setattr aliased to setitem, with strict""" |
|
63 | 63 | if hasattr(dict, key): |
|
64 | 64 | raise KeyError("Cannot override dict keys %r"%key) |
|
65 | 65 | self[key] = value |
|
66 | 66 | |
|
67 | 67 | |
|
68 | 68 | class ReverseDict(dict): |
|
69 | 69 | """simple double-keyed subset of dict methods.""" |
|
70 | 70 | |
|
71 | 71 | def __init__(self, *args, **kwargs): |
|
72 | 72 | dict.__init__(self, *args, **kwargs) |
|
73 | 73 | self._reverse = dict() |
|
74 | 74 | for key, value in self.iteritems(): |
|
75 | 75 | self._reverse[value] = key |
|
76 | 76 | |
|
77 | 77 | def __getitem__(self, key): |
|
78 | 78 | try: |
|
79 | 79 | return dict.__getitem__(self, key) |
|
80 | 80 | except KeyError: |
|
81 | 81 | return self._reverse[key] |
|
82 | 82 | |
|
83 | 83 | def __setitem__(self, key, value): |
|
84 | 84 | if key in self._reverse: |
|
85 | 85 | raise KeyError("Can't have key %r on both sides!"%key) |
|
86 | 86 | dict.__setitem__(self, key, value) |
|
87 | 87 | self._reverse[value] = key |
|
88 | 88 | |
|
89 | 89 | def pop(self, key): |
|
90 | 90 | value = dict.pop(self, key) |
|
91 | 91 | self._reverse.pop(value) |
|
92 | 92 | return value |
|
93 | 93 | |
|
94 | 94 | def get(self, key, default=None): |
|
95 | 95 | try: |
|
96 | 96 | return self[key] |
|
97 | 97 | except KeyError: |
|
98 | 98 | return default |
|
99 | 99 | |
|
100 | 100 | #----------------------------------------------------------------------------- |
|
101 | 101 | # Functions |
|
102 | 102 | #----------------------------------------------------------------------------- |
|
103 | 103 | |
|
104 | def ensure_bytes(s): | |
|
105 | """ensure that an object is bytes""" | |
|
106 | if isinstance(s, unicode): | |
|
107 | s = s.encode(sys.getdefaultencoding(), 'replace') | |
|
108 | return s | |
|
109 | ||
|
104 | 110 | def validate_url(url): |
|
105 | 111 | """validate a url for zeromq""" |
|
106 | 112 | if not isinstance(url, basestring): |
|
107 | 113 | raise TypeError("url must be a string, not %r"%type(url)) |
|
108 | 114 | url = url.lower() |
|
109 | 115 | |
|
110 | 116 | proto_addr = url.split('://') |
|
111 | 117 | assert len(proto_addr) == 2, 'Invalid url: %r'%url |
|
112 | 118 | proto, addr = proto_addr |
|
113 | 119 | assert proto in ['tcp','pgm','epgm','ipc','inproc'], "Invalid protocol: %r"%proto |
|
114 | 120 | |
|
115 | 121 | # domain pattern adapted from http://www.regexlib.com/REDetails.aspx?regexp_id=391 |
|
116 | 122 | # author: Remi Sabourin |
|
117 | 123 | pat = re.compile(r'^([\w\d]([\w\d\-]{0,61}[\w\d])?\.)*[\w\d]([\w\d\-]{0,61}[\w\d])?$') |
|
118 | 124 | |
|
119 | 125 | if proto == 'tcp': |
|
120 | 126 | lis = addr.split(':') |
|
121 | 127 | assert len(lis) == 2, 'Invalid url: %r'%url |
|
122 | 128 | addr,s_port = lis |
|
123 | 129 | try: |
|
124 | 130 | port = int(s_port) |
|
125 | 131 | except ValueError: |
|
126 | 132 | raise AssertionError("Invalid port %r in url: %r"%(port, url)) |
|
127 | 133 | |
|
128 | 134 | assert addr == '*' or pat.match(addr) is not None, 'Invalid url: %r'%url |
|
129 | 135 | |
|
130 | 136 | else: |
|
131 | 137 | # only validate tcp urls currently |
|
132 | 138 | pass |
|
133 | 139 | |
|
134 | 140 | return True |
|
135 | 141 | |
|
136 | 142 | |
|
137 | 143 | def validate_url_container(container): |
|
138 | 144 | """validate a potentially nested collection of urls.""" |
|
139 | 145 | if isinstance(container, basestring): |
|
140 | 146 | url = container |
|
141 | 147 | return validate_url(url) |
|
142 | 148 | elif isinstance(container, dict): |
|
143 | 149 | container = container.itervalues() |
|
144 | 150 | |
|
145 | 151 | for element in container: |
|
146 | 152 | validate_url_container(element) |
|
147 | 153 | |
|
148 | 154 | |
|
149 | 155 | def split_url(url): |
|
150 | 156 | """split a zmq url (tcp://ip:port) into ('tcp','ip','port').""" |
|
151 | 157 | proto_addr = url.split('://') |
|
152 | 158 | assert len(proto_addr) == 2, 'Invalid url: %r'%url |
|
153 | 159 | proto, addr = proto_addr |
|
154 | 160 | lis = addr.split(':') |
|
155 | 161 | assert len(lis) == 2, 'Invalid url: %r'%url |
|
156 | 162 | addr,s_port = lis |
|
157 | 163 | return proto,addr,s_port |
|
158 | 164 | |
|
159 | 165 | def disambiguate_ip_address(ip, location=None): |
|
160 | 166 | """turn multi-ip interfaces '0.0.0.0' and '*' into connectable |
|
161 | 167 | ones, based on the location (default interpretation of location is localhost).""" |
|
162 | 168 | if ip in ('0.0.0.0', '*'): |
|
163 | 169 | external_ips = socket.gethostbyname_ex(socket.gethostname())[2] |
|
164 | 170 | if location is None or location in external_ips: |
|
165 | 171 | ip='127.0.0.1' |
|
166 | 172 | elif location: |
|
167 | 173 | return location |
|
168 | 174 | return ip |
|
169 | 175 | |
|
170 | 176 | def disambiguate_url(url, location=None): |
|
171 | 177 | """turn multi-ip interfaces '0.0.0.0' and '*' into connectable |
|
172 | 178 | ones, based on the location (default interpretation is localhost). |
|
173 | 179 | |
|
174 | 180 | This is for zeromq urls, such as tcp://*:10101.""" |
|
175 | 181 | try: |
|
176 | 182 | proto,ip,port = split_url(url) |
|
177 | 183 | except AssertionError: |
|
178 | 184 | # probably not tcp url; could be ipc, etc. |
|
179 | 185 | return url |
|
180 | 186 | |
|
181 | 187 | ip = disambiguate_ip_address(ip,location) |
|
182 | 188 | |
|
183 | 189 | return "%s://%s:%s"%(proto,ip,port) |
|
184 | 190 | |
|
185 | 191 | def serialize_object(obj, threshold=64e-6): |
|
186 | 192 | """Serialize an object into a list of sendable buffers. |
|
187 | 193 | |
|
188 | 194 | Parameters |
|
189 | 195 | ---------- |
|
190 | 196 | |
|
191 | 197 | obj : object |
|
192 | 198 | The object to be serialized |
|
193 | 199 | threshold : float |
|
194 | 200 | The threshold for not double-pickling the content. |
|
195 | 201 | |
|
196 | 202 | |
|
197 | 203 | Returns |
|
198 | 204 | ------- |
|
199 | 205 | ('pmd', [bufs]) : |
|
200 | 206 | where pmd is the pickled metadata wrapper, |
|
201 | 207 | bufs is a list of data buffers |
|
202 | 208 | """ |
|
203 | 209 | databuffers = [] |
|
204 | 210 | if isinstance(obj, (list, tuple)): |
|
205 | 211 | clist = canSequence(obj) |
|
206 | 212 | slist = map(serialize, clist) |
|
207 | 213 | for s in slist: |
|
208 | 214 | if s.typeDescriptor in ('buffer', 'ndarray') or s.getDataSize() > threshold: |
|
209 | 215 | databuffers.append(s.getData()) |
|
210 | 216 | s.data = None |
|
211 | 217 | return pickle.dumps(slist,-1), databuffers |
|
212 | 218 | elif isinstance(obj, dict): |
|
213 | 219 | sobj = {} |
|
214 | 220 | for k in sorted(obj.iterkeys()): |
|
215 | 221 | s = serialize(can(obj[k])) |
|
216 | 222 | if s.typeDescriptor in ('buffer', 'ndarray') or s.getDataSize() > threshold: |
|
217 | 223 | databuffers.append(s.getData()) |
|
218 | 224 | s.data = None |
|
219 | 225 | sobj[k] = s |
|
220 | 226 | return pickle.dumps(sobj,-1),databuffers |
|
221 | 227 | else: |
|
222 | 228 | s = serialize(can(obj)) |
|
223 | 229 | if s.typeDescriptor in ('buffer', 'ndarray') or s.getDataSize() > threshold: |
|
224 | 230 | databuffers.append(s.getData()) |
|
225 | 231 | s.data = None |
|
226 | 232 | return pickle.dumps(s,-1),databuffers |
|
227 | 233 | |
|
228 | 234 | |
|
229 | 235 | def unserialize_object(bufs): |
|
230 | 236 | """reconstruct an object serialized by serialize_object from data buffers.""" |
|
231 | 237 | bufs = list(bufs) |
|
232 | 238 | sobj = pickle.loads(bufs.pop(0)) |
|
233 | 239 | if isinstance(sobj, (list, tuple)): |
|
234 | 240 | for s in sobj: |
|
235 | 241 | if s.data is None: |
|
236 | 242 | s.data = bufs.pop(0) |
|
237 | 243 | return uncanSequence(map(unserialize, sobj)), bufs |
|
238 | 244 | elif isinstance(sobj, dict): |
|
239 | 245 | newobj = {} |
|
240 | 246 | for k in sorted(sobj.iterkeys()): |
|
241 | 247 | s = sobj[k] |
|
242 | 248 | if s.data is None: |
|
243 | 249 | s.data = bufs.pop(0) |
|
244 | 250 | newobj[k] = uncan(unserialize(s)) |
|
245 | 251 | return newobj, bufs |
|
246 | 252 | else: |
|
247 | 253 | if sobj.data is None: |
|
248 | 254 | sobj.data = bufs.pop(0) |
|
249 | 255 | return uncan(unserialize(sobj)), bufs |
|
250 | 256 | |
|
251 | 257 | def pack_apply_message(f, args, kwargs, threshold=64e-6): |
|
252 | 258 | """pack up a function, args, and kwargs to be sent over the wire |
|
253 | 259 | as a series of buffers. Any object whose data is larger than `threshold` |
|
254 | 260 | will not have their data copied (currently only numpy arrays support zero-copy)""" |
|
255 | 261 | msg = [pickle.dumps(can(f),-1)] |
|
256 | 262 | databuffers = [] # for large objects |
|
257 | 263 | sargs, bufs = serialize_object(args,threshold) |
|
258 | 264 | msg.append(sargs) |
|
259 | 265 | databuffers.extend(bufs) |
|
260 | 266 | skwargs, bufs = serialize_object(kwargs,threshold) |
|
261 | 267 | msg.append(skwargs) |
|
262 | 268 | databuffers.extend(bufs) |
|
263 | 269 | msg.extend(databuffers) |
|
264 | 270 | return msg |
|
265 | 271 | |
|
266 | 272 | def unpack_apply_message(bufs, g=None, copy=True): |
|
267 | 273 | """unpack f,args,kwargs from buffers packed by pack_apply_message() |
|
268 | 274 | Returns: original f,args,kwargs""" |
|
269 | 275 | bufs = list(bufs) # allow us to pop |
|
270 | 276 | assert len(bufs) >= 3, "not enough buffers!" |
|
271 | 277 | if not copy: |
|
272 | 278 | for i in range(3): |
|
273 | 279 | bufs[i] = bufs[i].bytes |
|
274 | 280 | cf = pickle.loads(bufs.pop(0)) |
|
275 | 281 | sargs = list(pickle.loads(bufs.pop(0))) |
|
276 | 282 | skwargs = dict(pickle.loads(bufs.pop(0))) |
|
277 | 283 | # print sargs, skwargs |
|
278 | 284 | f = uncan(cf, g) |
|
279 | 285 | for sa in sargs: |
|
280 | 286 | if sa.data is None: |
|
281 | 287 | m = bufs.pop(0) |
|
282 | 288 | if sa.getTypeDescriptor() in ('buffer', 'ndarray'): |
|
283 | 289 | # always use a buffer, until memoryviews get sorted out |
|
284 | 290 | sa.data = buffer(m) |
|
285 | 291 | # disable memoryview support |
|
286 | 292 | # if copy: |
|
287 | 293 | # sa.data = buffer(m) |
|
288 | 294 | # else: |
|
289 | 295 | # sa.data = m.buffer |
|
290 | 296 | else: |
|
291 | 297 | if copy: |
|
292 | 298 | sa.data = m |
|
293 | 299 | else: |
|
294 | 300 | sa.data = m.bytes |
|
295 | 301 | |
|
296 | 302 | args = uncanSequence(map(unserialize, sargs), g) |
|
297 | 303 | kwargs = {} |
|
298 | 304 | for k in sorted(skwargs.iterkeys()): |
|
299 | 305 | sa = skwargs[k] |
|
300 | 306 | if sa.data is None: |
|
301 | 307 | m = bufs.pop(0) |
|
302 | 308 | if sa.getTypeDescriptor() in ('buffer', 'ndarray'): |
|
303 | 309 | # always use a buffer, until memoryviews get sorted out |
|
304 | 310 | sa.data = buffer(m) |
|
305 | 311 | # disable memoryview support |
|
306 | 312 | # if copy: |
|
307 | 313 | # sa.data = buffer(m) |
|
308 | 314 | # else: |
|
309 | 315 | # sa.data = m.buffer |
|
310 | 316 | else: |
|
311 | 317 | if copy: |
|
312 | 318 | sa.data = m |
|
313 | 319 | else: |
|
314 | 320 | sa.data = m.bytes |
|
315 | 321 | |
|
316 | 322 | kwargs[k] = uncan(unserialize(sa), g) |
|
317 | 323 | |
|
318 | 324 | return f,args,kwargs |
|
319 | 325 | |
|
320 | 326 | #-------------------------------------------------------------------------- |
|
321 | 327 | # helpers for implementing old MEC API via view.apply |
|
322 | 328 | #-------------------------------------------------------------------------- |
|
323 | 329 | |
|
324 | 330 | def interactive(f): |
|
325 | 331 | """decorator for making functions appear as interactively defined. |
|
326 | 332 | This results in the function being linked to the user_ns as globals() |
|
327 | 333 | instead of the module globals(). |
|
328 | 334 | """ |
|
329 | 335 | f.__module__ = '__main__' |
|
330 | 336 | return f |
|
331 | 337 | |
|
332 | 338 | @interactive |
|
333 | 339 | def _push(ns): |
|
334 | 340 | """helper method for implementing `client.push` via `client.apply`""" |
|
335 | 341 | globals().update(ns) |
|
336 | 342 | |
|
337 | 343 | @interactive |
|
338 | 344 | def _pull(keys): |
|
339 | 345 | """helper method for implementing `client.pull` via `client.apply`""" |
|
340 | 346 | user_ns = globals() |
|
341 | 347 | if isinstance(keys, (list,tuple, set)): |
|
342 | 348 | for key in keys: |
|
343 | 349 | if not user_ns.has_key(key): |
|
344 | 350 | raise NameError("name '%s' is not defined"%key) |
|
345 | 351 | return map(user_ns.get, keys) |
|
346 | 352 | else: |
|
347 | 353 | if not user_ns.has_key(keys): |
|
348 | 354 | raise NameError("name '%s' is not defined"%keys) |
|
349 | 355 | return user_ns.get(keys) |
|
350 | 356 | |
|
351 | 357 | @interactive |
|
352 | 358 | def _execute(code): |
|
353 | 359 | """helper method for implementing `client.execute` via `client.apply`""" |
|
354 | 360 | exec code in globals() |
|
355 | 361 | |
|
356 | 362 | #-------------------------------------------------------------------------- |
|
357 | 363 | # extra process management utilities |
|
358 | 364 | #-------------------------------------------------------------------------- |
|
359 | 365 | |
|
360 | 366 | _random_ports = set() |
|
361 | 367 | |
|
362 | 368 | def select_random_ports(n): |
|
363 | 369 | """Selects and return n random ports that are available.""" |
|
364 | 370 | ports = [] |
|
365 | 371 | for i in xrange(n): |
|
366 | 372 | sock = socket.socket() |
|
367 | 373 | sock.bind(('', 0)) |
|
368 | 374 | while sock.getsockname()[1] in _random_ports: |
|
369 | 375 | sock.close() |
|
370 | 376 | sock = socket.socket() |
|
371 | 377 | sock.bind(('', 0)) |
|
372 | 378 | ports.append(sock) |
|
373 | 379 | for i, sock in enumerate(ports): |
|
374 | 380 | port = sock.getsockname()[1] |
|
375 | 381 | sock.close() |
|
376 | 382 | ports[i] = port |
|
377 | 383 | _random_ports.add(port) |
|
378 | 384 | return ports |
|
379 | 385 | |
|
380 | 386 | def signal_children(children): |
|
381 | 387 | """Relay interupt/term signals to children, for more solid process cleanup.""" |
|
382 | 388 | def terminate_children(sig, frame): |
|
383 | 389 | logging.critical("Got signal %i, terminating children..."%sig) |
|
384 | 390 | for child in children: |
|
385 | 391 | child.terminate() |
|
386 | 392 | |
|
387 | 393 | sys.exit(sig != SIGINT) |
|
388 | 394 | # sys.exit(sig) |
|
389 | 395 | for sig in (SIGINT, SIGABRT, SIGTERM): |
|
390 | 396 | signal(sig, terminate_children) |
|
391 | 397 | |
|
392 | 398 | def generate_exec_key(keyfile): |
|
393 | 399 | import uuid |
|
394 | 400 | newkey = str(uuid.uuid4()) |
|
395 | 401 | with open(keyfile, 'w') as f: |
|
396 | 402 | # f.write('ipython-key ') |
|
397 | 403 | f.write(newkey+'\n') |
|
398 | 404 | # set user-only RW permissions (0600) |
|
399 | 405 | # this will have no effect on Windows |
|
400 | 406 | os.chmod(keyfile, stat.S_IRUSR|stat.S_IWUSR) |
|
401 | 407 | |
|
402 | 408 | |
|
403 | 409 | def integer_loglevel(loglevel): |
|
404 | 410 | try: |
|
405 | 411 | loglevel = int(loglevel) |
|
406 | 412 | except ValueError: |
|
407 | 413 | if isinstance(loglevel, str): |
|
408 | 414 | loglevel = getattr(logging, loglevel) |
|
409 | 415 | return loglevel |
|
410 | 416 | |
|
411 | 417 | def connect_logger(logname, context, iface, root="ip", loglevel=logging.DEBUG): |
|
412 | 418 | logger = logging.getLogger(logname) |
|
413 | 419 | if any([isinstance(h, handlers.PUBHandler) for h in logger.handlers]): |
|
414 | 420 | # don't add a second PUBHandler |
|
415 | 421 | return |
|
416 | 422 | loglevel = integer_loglevel(loglevel) |
|
417 | 423 | lsock = context.socket(zmq.PUB) |
|
418 | 424 | lsock.connect(iface) |
|
419 | 425 | handler = handlers.PUBHandler(lsock) |
|
420 | 426 | handler.setLevel(loglevel) |
|
421 | 427 | handler.root_topic = root |
|
422 | 428 | logger.addHandler(handler) |
|
423 | 429 | logger.setLevel(loglevel) |
|
424 | 430 | |
|
425 | 431 | def connect_engine_logger(context, iface, engine, loglevel=logging.DEBUG): |
|
426 | 432 | logger = logging.getLogger() |
|
427 | 433 | if any([isinstance(h, handlers.PUBHandler) for h in logger.handlers]): |
|
428 | 434 | # don't add a second PUBHandler |
|
429 | 435 | return |
|
430 | 436 | loglevel = integer_loglevel(loglevel) |
|
431 | 437 | lsock = context.socket(zmq.PUB) |
|
432 | 438 | lsock.connect(iface) |
|
433 | 439 | handler = EnginePUBHandler(engine, lsock) |
|
434 | 440 | handler.setLevel(loglevel) |
|
435 | 441 | logger.addHandler(handler) |
|
436 | 442 | logger.setLevel(loglevel) |
|
437 | 443 | return logger |
|
438 | 444 | |
|
439 | 445 | def local_logger(logname, loglevel=logging.DEBUG): |
|
440 | 446 | loglevel = integer_loglevel(loglevel) |
|
441 | 447 | logger = logging.getLogger(logname) |
|
442 | 448 | if any([isinstance(h, logging.StreamHandler) for h in logger.handlers]): |
|
443 | 449 | # don't add a second StreamHandler |
|
444 | 450 | return |
|
445 | 451 | handler = logging.StreamHandler() |
|
446 | 452 | handler.setLevel(loglevel) |
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447 | 453 | logger.addHandler(handler) |
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448 | 454 | logger.setLevel(loglevel) |
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449 | 455 | return logger |
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450 | 456 |
@@ -1,39 +1,43 b'' | |||
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1 | 1 | # encoding: utf-8 |
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2 | 2 | |
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3 | 3 | """Utilities to enable code objects to be pickled. |
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4 | 4 | |
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5 | 5 | Any process that import this module will be able to pickle code objects. This |
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6 | 6 | includes the func_code attribute of any function. Once unpickled, new |
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7 | 7 | functions can be built using new.function(code, globals()). Eventually |
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8 | 8 | we need to automate all of this so that functions themselves can be pickled. |
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9 | 9 | |
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10 | 10 | Reference: A. Tremols, P Cogolo, "Python Cookbook," p 302-305 |
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11 | 11 | """ |
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12 | 12 | |
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13 | 13 | __docformat__ = "restructuredtext en" |
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14 | 14 | |
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15 | 15 | #------------------------------------------------------------------------------- |
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16 | 16 | # Copyright (C) 2008 The IPython Development Team |
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17 | 17 | # |
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18 | 18 | # Distributed under the terms of the BSD License. The full license is in |
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19 | 19 | # the file COPYING, distributed as part of this software. |
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20 | 20 | #------------------------------------------------------------------------------- |
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21 | 21 | |
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22 | 22 | #------------------------------------------------------------------------------- |
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23 | 23 | # Imports |
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24 | 24 | #------------------------------------------------------------------------------- |
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25 | 25 | |
|
26 | import sys | |
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26 | 27 | import new, types, copy_reg |
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27 | 28 | |
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28 | 29 | def code_ctor(*args): |
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29 | 30 | return new.code(*args) |
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30 | 31 | |
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31 | 32 | def reduce_code(co): |
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32 | 33 | if co.co_freevars or co.co_cellvars: |
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33 | 34 | raise ValueError("Sorry, cannot pickle code objects with closures") |
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34 |
|
|
|
35 | co.co_flags, co.co_code, co.co_consts, co.co_names, | |
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36 | co.co_varnames, co.co_filename, co.co_name, co.co_firstlineno, | |
|
37 |
co.co_lnotab |
|
|
35 | args = [co.co_argcount, co.co_nlocals, co.co_stacksize, | |
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36 | co.co_flags, co.co_code, co.co_consts, co.co_names, | |
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37 | co.co_varnames, co.co_filename, co.co_name, co.co_firstlineno, | |
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38 | co.co_lnotab] | |
|
39 | if sys.version_info[0] >= 3: | |
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40 | args.insert(1, co.co_kwonlyargcount) | |
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41 | return code_ctor, tuple(args) | |
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38 | 42 | |
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39 | 43 | copy_reg.pickle(types.CodeType, reduce_code) No newline at end of file |
@@ -1,169 +1,179 b'' | |||
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1 | 1 | # encoding: utf-8 |
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2 | 2 | # -*- test-case-name: IPython.kernel.test.test_newserialized -*- |
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3 | 3 | |
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4 | 4 | """Refactored serialization classes and interfaces.""" |
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5 | 5 | |
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6 | 6 | __docformat__ = "restructuredtext en" |
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7 | 7 | |
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8 | 8 | # Tell nose to skip this module |
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9 | 9 | __test__ = {} |
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10 | 10 | |
|
11 | 11 | #------------------------------------------------------------------------------- |
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12 | 12 | # Copyright (C) 2008 The IPython Development Team |
|
13 | 13 | # |
|
14 | 14 | # Distributed under the terms of the BSD License. The full license is in |
|
15 | 15 | # the file COPYING, distributed as part of this software. |
|
16 | 16 | #------------------------------------------------------------------------------- |
|
17 | 17 | |
|
18 | 18 | #------------------------------------------------------------------------------- |
|
19 | 19 | # Imports |
|
20 | 20 | #------------------------------------------------------------------------------- |
|
21 | 21 | |
|
22 | import sys | |
|
22 | 23 | import cPickle as pickle |
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23 | 24 | |
|
24 | 25 | try: |
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25 | 26 | import numpy |
|
26 | 27 | except ImportError: |
|
27 | pass | |
|
28 | numpy = None | |
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28 | 29 | |
|
29 | 30 | class SerializationError(Exception): |
|
30 | 31 | pass |
|
31 | 32 | |
|
33 | if sys.version_info[0] >= 3: | |
|
34 | buffer = memoryview | |
|
35 | py3k = True | |
|
36 | else: | |
|
37 | py3k = False | |
|
38 | ||
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32 | 39 | #----------------------------------------------------------------------------- |
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33 | 40 | # Classes and functions |
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34 | 41 | #----------------------------------------------------------------------------- |
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35 | 42 | |
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36 | 43 | class ISerialized: |
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37 | 44 | |
|
38 | 45 | def getData(): |
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39 | 46 | """""" |
|
40 | 47 | |
|
41 | 48 | def getDataSize(units=10.0**6): |
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42 | 49 | """""" |
|
43 | 50 | |
|
44 | 51 | def getTypeDescriptor(): |
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45 | 52 | """""" |
|
46 | 53 | |
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47 | 54 | def getMetadata(): |
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48 | 55 | """""" |
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49 | 56 | |
|
50 | 57 | |
|
51 | 58 | class IUnSerialized: |
|
52 | 59 | |
|
53 | 60 | def getObject(): |
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54 | 61 | """""" |
|
55 | 62 | |
|
56 | 63 | class Serialized(object): |
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57 | 64 | |
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58 | 65 | # implements(ISerialized) |
|
59 | 66 | |
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60 | 67 | def __init__(self, data, typeDescriptor, metadata={}): |
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61 | 68 | self.data = data |
|
62 | 69 | self.typeDescriptor = typeDescriptor |
|
63 | 70 | self.metadata = metadata |
|
64 | 71 | |
|
65 | 72 | def getData(self): |
|
66 | 73 | return self.data |
|
67 | 74 | |
|
68 | 75 | def getDataSize(self, units=10.0**6): |
|
69 | 76 | return len(self.data)/units |
|
70 | 77 | |
|
71 | 78 | def getTypeDescriptor(self): |
|
72 | 79 | return self.typeDescriptor |
|
73 | 80 | |
|
74 | 81 | def getMetadata(self): |
|
75 | 82 | return self.metadata |
|
76 | 83 | |
|
77 | 84 | |
|
78 | 85 | class UnSerialized(object): |
|
79 | 86 | |
|
80 | 87 | # implements(IUnSerialized) |
|
81 | 88 | |
|
82 | 89 | def __init__(self, obj): |
|
83 | 90 | self.obj = obj |
|
84 | 91 | |
|
85 | 92 | def getObject(self): |
|
86 | 93 | return self.obj |
|
87 | 94 | |
|
88 | 95 | |
|
89 | 96 | class SerializeIt(object): |
|
90 | 97 | |
|
91 | 98 | # implements(ISerialized) |
|
92 | 99 | |
|
93 | 100 | def __init__(self, unSerialized): |
|
94 | 101 | self.data = None |
|
95 | 102 | self.obj = unSerialized.getObject() |
|
96 |
if |
|
|
97 | if len(self.obj.shape) == 0: # length 0 arrays are just pickled | |
|
103 | if numpy is not None and isinstance(self.obj, numpy.ndarray): | |
|
104 | if py3k or len(self.obj.shape) == 0: # length 0 arrays are just pickled | |
|
105 | # FIXME: | |
|
106 | # also use pickle for numpy arrays on py3k, since | |
|
107 | # pyzmq doesn't rebuild from memoryviews properly | |
|
98 | 108 | self.typeDescriptor = 'pickle' |
|
99 | 109 | self.metadata = {} |
|
100 | 110 | else: |
|
101 | 111 | self.obj = numpy.ascontiguousarray(self.obj, dtype=None) |
|
102 | 112 | self.typeDescriptor = 'ndarray' |
|
103 | 113 | self.metadata = {'shape':self.obj.shape, |
|
104 | 114 | 'dtype':self.obj.dtype.str} |
|
105 |
elif isinstance(self.obj, |
|
|
115 | elif isinstance(self.obj, bytes): | |
|
106 | 116 | self.typeDescriptor = 'bytes' |
|
107 | 117 | self.metadata = {} |
|
108 | 118 | elif isinstance(self.obj, buffer): |
|
109 | 119 | self.typeDescriptor = 'buffer' |
|
110 | 120 | self.metadata = {} |
|
111 | 121 | else: |
|
112 | 122 | self.typeDescriptor = 'pickle' |
|
113 | 123 | self.metadata = {} |
|
114 | 124 | self._generateData() |
|
115 | 125 | |
|
116 | 126 | def _generateData(self): |
|
117 | 127 | if self.typeDescriptor == 'ndarray': |
|
118 | 128 | self.data = numpy.getbuffer(self.obj) |
|
119 | 129 | elif self.typeDescriptor in ('bytes', 'buffer'): |
|
120 | 130 | self.data = self.obj |
|
121 | 131 | elif self.typeDescriptor == 'pickle': |
|
122 | 132 | self.data = pickle.dumps(self.obj, -1) |
|
123 | 133 | else: |
|
124 | 134 | raise SerializationError("Really wierd serialization error.") |
|
125 | 135 | del self.obj |
|
126 | 136 | |
|
127 | 137 | def getData(self): |
|
128 | 138 | return self.data |
|
129 | 139 | |
|
130 | 140 | def getDataSize(self, units=10.0**6): |
|
131 | 141 | return 1.0*len(self.data)/units |
|
132 | 142 | |
|
133 | 143 | def getTypeDescriptor(self): |
|
134 | 144 | return self.typeDescriptor |
|
135 | 145 | |
|
136 | 146 | def getMetadata(self): |
|
137 | 147 | return self.metadata |
|
138 | 148 | |
|
139 | 149 | |
|
140 | 150 | class UnSerializeIt(UnSerialized): |
|
141 | 151 | |
|
142 | 152 | # implements(IUnSerialized) |
|
143 | 153 | |
|
144 | 154 | def __init__(self, serialized): |
|
145 | 155 | self.serialized = serialized |
|
146 | 156 | |
|
147 | 157 | def getObject(self): |
|
148 | 158 | typeDescriptor = self.serialized.getTypeDescriptor() |
|
149 |
if |
|
|
159 | if numpy is not None and typeDescriptor == 'ndarray': | |
|
150 | 160 | buf = self.serialized.getData() |
|
151 |
if isinstance(buf, ( |
|
|
161 | if isinstance(buf, (bytes, buffer)): | |
|
152 | 162 | result = numpy.frombuffer(buf, dtype = self.serialized.metadata['dtype']) |
|
153 | 163 | else: |
|
154 | 164 | # memoryview |
|
155 | 165 | result = numpy.array(buf, dtype = self.serialized.metadata['dtype']) |
|
156 | 166 | result.shape = self.serialized.metadata['shape'] |
|
157 | 167 | elif typeDescriptor == 'pickle': |
|
158 | 168 | result = pickle.loads(self.serialized.getData()) |
|
159 | 169 | elif typeDescriptor in ('bytes', 'buffer'): |
|
160 | 170 | result = self.serialized.getData() |
|
161 | 171 | else: |
|
162 | 172 | raise SerializationError("Really wierd serialization error.") |
|
163 | 173 | return result |
|
164 | 174 | |
|
165 | 175 | def serialize(obj): |
|
166 | 176 | return SerializeIt(UnSerialized(obj)) |
|
167 | 177 | |
|
168 | 178 | def unserialize(serialized): |
|
169 | 179 | return UnSerializeIt(serialized).getObject() |
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