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@@ -1,180 +1,181 b'' | |||
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1 | 1 | #!/usr/bin/env python |
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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: |
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7 | 7 | |
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8 | 8 | * Min RK |
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9 | 9 | """ |
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10 | 10 | #----------------------------------------------------------------------------- |
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11 | 11 | # Copyright (C) 2010-2011 The IPython Development Team |
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12 | 12 | # |
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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. |
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15 | 15 | #----------------------------------------------------------------------------- |
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16 | 16 | |
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17 | 17 | from __future__ import print_function |
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18 | 18 | import time |
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19 | 19 | import uuid |
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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, Integer |
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27 | 27 | |
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28 | from IPython.parallel.util import asbytes | |
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28 | from IPython.parallel.util import asbytes, log_errors | |
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29 | 29 | |
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30 | 30 | class Heart(object): |
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31 | 31 | """A basic heart object for responding to a HeartMonitor. |
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32 | 32 | This is a simple wrapper with defaults for the most common |
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33 | 33 | Device model for responding to heartbeats. |
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34 | 34 | |
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35 | 35 | It simply builds a threadsafe zmq.FORWARDER Device, defaulting to using |
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36 | 36 | SUB/XREQ for in/out. |
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37 | 37 | |
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38 | 38 | You can specify the XREQ's IDENTITY via the optional heart_id argument.""" |
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39 | 39 | device=None |
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40 | 40 | id=None |
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41 | 41 | def __init__(self, in_addr, out_addr, in_type=zmq.SUB, out_type=zmq.DEALER, heart_id=None): |
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42 | 42 | self.device = ThreadDevice(zmq.FORWARDER, in_type, out_type) |
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43 | 43 | # do not allow the device to share global Context.instance, |
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44 | 44 | # which is the default behavior in pyzmq > 2.1.10 |
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45 | 45 | self.device.context_factory = zmq.Context |
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46 | 46 | |
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47 | 47 | self.device.daemon=True |
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48 | 48 | self.device.connect_in(in_addr) |
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49 | 49 | self.device.connect_out(out_addr) |
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50 | 50 | if in_type == zmq.SUB: |
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51 | 51 | self.device.setsockopt_in(zmq.SUBSCRIBE, b"") |
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52 | 52 | if heart_id is None: |
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53 | 53 | heart_id = uuid.uuid4().bytes |
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54 | 54 | self.device.setsockopt_out(zmq.IDENTITY, heart_id) |
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55 | 55 | self.id = heart_id |
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56 | 56 | |
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57 | 57 | def start(self): |
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58 | 58 | return self.device.start() |
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59 | 59 | |
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60 | 60 | |
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61 | 61 | class HeartMonitor(LoggingConfigurable): |
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62 | 62 | """A basic HeartMonitor class |
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63 | 63 | pingstream: a PUB stream |
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64 | 64 | pongstream: an XREP stream |
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65 | 65 | period: the period of the heartbeat in milliseconds""" |
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66 | 66 | |
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67 | 67 | period = Integer(3000, config=True, |
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68 | 68 | help='The frequency at which the Hub pings the engines for heartbeats ' |
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69 | 69 | '(in ms)', |
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70 | 70 | ) |
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71 | 71 | |
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72 | 72 | pingstream=Instance('zmq.eventloop.zmqstream.ZMQStream') |
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73 | 73 | pongstream=Instance('zmq.eventloop.zmqstream.ZMQStream') |
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74 | 74 | loop = Instance('zmq.eventloop.ioloop.IOLoop') |
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75 | 75 | def _loop_default(self): |
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76 | 76 | return ioloop.IOLoop.instance() |
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77 | 77 | |
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78 | 78 | # not settable: |
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79 | 79 | hearts=Set() |
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80 | 80 | responses=Set() |
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81 | 81 | on_probation=Set() |
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82 | 82 | last_ping=CFloat(0) |
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83 | 83 | _new_handlers = Set() |
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84 | 84 | _failure_handlers = Set() |
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85 | 85 | lifetime = CFloat(0) |
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86 | 86 | tic = CFloat(0) |
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87 | 87 | |
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88 | 88 | def __init__(self, **kwargs): |
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89 | 89 | super(HeartMonitor, self).__init__(**kwargs) |
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90 | 90 | |
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91 | 91 | self.pongstream.on_recv(self.handle_pong) |
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92 | 92 | |
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93 | 93 | def start(self): |
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94 | 94 | self.tic = time.time() |
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95 | 95 | self.caller = ioloop.PeriodicCallback(self.beat, self.period, self.loop) |
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96 | 96 | self.caller.start() |
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97 | 97 | |
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98 | 98 | def add_new_heart_handler(self, handler): |
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99 | 99 | """add a new handler for new hearts""" |
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100 | 100 | self.log.debug("heartbeat::new_heart_handler: %s", handler) |
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101 | 101 | self._new_handlers.add(handler) |
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102 | 102 | |
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103 | 103 | def add_heart_failure_handler(self, handler): |
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104 | 104 | """add a new handler for heart failure""" |
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105 | 105 | self.log.debug("heartbeat::new heart failure handler: %s", handler) |
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106 | 106 | self._failure_handlers.add(handler) |
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107 | 107 | |
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108 | 108 | def beat(self): |
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109 | 109 | self.pongstream.flush() |
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110 | 110 | self.last_ping = self.lifetime |
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111 | 111 | |
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112 | 112 | toc = time.time() |
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113 | 113 | self.lifetime += toc-self.tic |
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114 | 114 | self.tic = toc |
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115 | 115 | self.log.debug("heartbeat::sending %s", self.lifetime) |
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116 | 116 | goodhearts = self.hearts.intersection(self.responses) |
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117 | 117 | missed_beats = self.hearts.difference(goodhearts) |
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118 | 118 | heartfailures = self.on_probation.intersection(missed_beats) |
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119 | 119 | newhearts = self.responses.difference(goodhearts) |
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120 | 120 | map(self.handle_new_heart, newhearts) |
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121 | 121 | map(self.handle_heart_failure, heartfailures) |
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122 | 122 | self.on_probation = missed_beats.intersection(self.hearts) |
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123 | 123 | self.responses = set() |
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124 | 124 | # print self.on_probation, self.hearts |
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125 | 125 | # self.log.debug("heartbeat::beat %.3f, %i beating hearts", self.lifetime, len(self.hearts)) |
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126 | 126 | self.pingstream.send(asbytes(str(self.lifetime))) |
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127 | 127 | # flush stream to force immediate socket send |
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128 | 128 | self.pingstream.flush() |
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129 | 129 | |
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130 | 130 | def handle_new_heart(self, heart): |
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131 | 131 | if self._new_handlers: |
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132 | 132 | for handler in self._new_handlers: |
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133 | 133 | handler(heart) |
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134 | 134 | else: |
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135 | 135 | self.log.info("heartbeat::yay, got new heart %s!", heart) |
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136 | 136 | self.hearts.add(heart) |
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137 | 137 | |
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138 | 138 | def handle_heart_failure(self, heart): |
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139 | 139 | if self._failure_handlers: |
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140 | 140 | for handler in self._failure_handlers: |
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141 | 141 | try: |
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142 | 142 | handler(heart) |
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143 | 143 | except Exception as e: |
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144 | 144 | self.log.error("heartbeat::Bad Handler! %s", handler, exc_info=True) |
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145 | 145 | pass |
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146 | 146 | else: |
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147 | 147 | self.log.info("heartbeat::Heart %s failed :(", heart) |
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148 | 148 | self.hearts.remove(heart) |
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149 | 149 | |
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150 | 150 | |
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151 | @log_errors | |
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151 | 152 | def handle_pong(self, msg): |
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152 | 153 | "a heart just beat" |
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153 | 154 | current = asbytes(str(self.lifetime)) |
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154 | 155 | last = asbytes(str(self.last_ping)) |
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155 | 156 | if msg[1] == current: |
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156 | 157 | delta = time.time()-self.tic |
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157 | 158 | # self.log.debug("heartbeat::heart %r took %.2f ms to respond"%(msg[0], 1000*delta)) |
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158 | 159 | self.responses.add(msg[0]) |
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159 | 160 | elif msg[1] == last: |
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160 | 161 | delta = time.time()-self.tic + (self.lifetime-self.last_ping) |
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161 | 162 | self.log.warn("heartbeat::heart %r missed a beat, and took %.2f ms to respond", msg[0], 1000*delta) |
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162 | 163 | self.responses.add(msg[0]) |
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163 | 164 | else: |
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164 | 165 | self.log.warn("heartbeat::got bad heartbeat (possibly old?): %s (current=%.3f)", msg[1], self.lifetime) |
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165 | 166 | |
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166 | 167 | |
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167 | 168 | if __name__ == '__main__': |
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168 | 169 | loop = ioloop.IOLoop.instance() |
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169 | 170 | context = zmq.Context() |
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170 | 171 | pub = context.socket(zmq.PUB) |
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171 | 172 | pub.bind('tcp://127.0.0.1:5555') |
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172 | 173 | xrep = context.socket(zmq.ROUTER) |
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173 | 174 | xrep.bind('tcp://127.0.0.1:5556') |
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174 | 175 | |
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175 | 176 | outstream = zmqstream.ZMQStream(pub, loop) |
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176 | 177 | instream = zmqstream.ZMQStream(xrep, loop) |
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177 | 178 | |
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178 | 179 | hb = HeartMonitor(loop, outstream, instream) |
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179 | 180 | |
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180 | 181 | loop.start() |
@@ -1,1293 +1,1295 b'' | |||
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1 | 1 | """The IPython Controller Hub with 0MQ |
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2 | 2 | This is the master object that handles connections from engines and clients, |
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3 | 3 | and monitors traffic through the various queues. |
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4 | 4 | |
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5 | 5 | Authors: |
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6 | 6 | |
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7 | 7 | * Min RK |
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8 | 8 | """ |
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9 | 9 | #----------------------------------------------------------------------------- |
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10 | 10 | # Copyright (C) 2010-2011 The IPython Development Team |
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11 | 11 | # |
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12 | 12 | # Distributed under the terms of the BSD License. The full license is in |
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13 | 13 | # the file COPYING, distributed as part of this software. |
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14 | 14 | #----------------------------------------------------------------------------- |
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15 | 15 | |
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16 | 16 | #----------------------------------------------------------------------------- |
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17 | 17 | # Imports |
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18 | 18 | #----------------------------------------------------------------------------- |
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19 | 19 | from __future__ import print_function |
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20 | 20 | |
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21 | 21 | import sys |
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22 | 22 | import time |
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23 | 23 | from datetime import datetime |
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24 | 24 | |
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25 | 25 | import zmq |
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26 | 26 | from zmq.eventloop import ioloop |
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27 | 27 | from zmq.eventloop.zmqstream import ZMQStream |
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28 | 28 | |
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29 | 29 | # internal: |
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30 | 30 | from IPython.utils.importstring import import_item |
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31 | 31 | from IPython.utils.traitlets import ( |
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32 | 32 | HasTraits, Instance, Integer, Unicode, Dict, Set, Tuple, CBytes, DottedObjectName |
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33 | 33 | ) |
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34 | 34 | |
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35 | 35 | from IPython.parallel import error, util |
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36 | 36 | from IPython.parallel.factory import RegistrationFactory |
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37 | 37 | |
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38 | 38 | from IPython.zmq.session import SessionFactory |
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39 | 39 | |
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40 | 40 | from .heartmonitor import HeartMonitor |
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41 | 41 | |
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42 | 42 | #----------------------------------------------------------------------------- |
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43 | 43 | # Code |
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44 | 44 | #----------------------------------------------------------------------------- |
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45 | 45 | |
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46 | 46 | def _passer(*args, **kwargs): |
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47 | 47 | return |
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48 | 48 | |
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49 | 49 | def _printer(*args, **kwargs): |
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50 | 50 | print (args) |
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51 | 51 | print (kwargs) |
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52 | 52 | |
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53 | 53 | def empty_record(): |
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54 | 54 | """Return an empty dict with all record keys.""" |
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55 | 55 | return { |
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56 | 56 | 'msg_id' : None, |
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57 | 57 | 'header' : None, |
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58 | 58 | 'content': None, |
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59 | 59 | 'buffers': None, |
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60 | 60 | 'submitted': None, |
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61 | 61 | 'client_uuid' : None, |
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62 | 62 | 'engine_uuid' : None, |
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63 | 63 | 'started': None, |
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64 | 64 | 'completed': None, |
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65 | 65 | 'resubmitted': None, |
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66 | 66 | 'result_header' : None, |
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67 | 67 | 'result_content' : None, |
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68 | 68 | 'result_buffers' : None, |
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69 | 69 | 'queue' : None, |
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70 | 70 | 'pyin' : None, |
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71 | 71 | 'pyout': None, |
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72 | 72 | 'pyerr': None, |
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73 | 73 | 'stdout': '', |
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74 | 74 | 'stderr': '', |
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75 | 75 | } |
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76 | 76 | |
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77 | 77 | def init_record(msg): |
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78 | 78 | """Initialize a TaskRecord based on a request.""" |
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79 | 79 | header = msg['header'] |
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80 | 80 | return { |
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81 | 81 | 'msg_id' : header['msg_id'], |
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82 | 82 | 'header' : header, |
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83 | 83 | 'content': msg['content'], |
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84 | 84 | 'buffers': msg['buffers'], |
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85 | 85 | 'submitted': header['date'], |
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86 | 86 | 'client_uuid' : None, |
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87 | 87 | 'engine_uuid' : None, |
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88 | 88 | 'started': None, |
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89 | 89 | 'completed': None, |
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90 | 90 | 'resubmitted': None, |
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91 | 91 | 'result_header' : None, |
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92 | 92 | 'result_content' : None, |
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93 | 93 | 'result_buffers' : None, |
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94 | 94 | 'queue' : None, |
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95 | 95 | 'pyin' : None, |
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96 | 96 | 'pyout': None, |
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97 | 97 | 'pyerr': None, |
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98 | 98 | 'stdout': '', |
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99 | 99 | 'stderr': '', |
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100 | 100 | } |
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101 | 101 | |
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102 | 102 | |
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103 | 103 | class EngineConnector(HasTraits): |
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104 | 104 | """A simple object for accessing the various zmq connections of an object. |
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105 | 105 | Attributes are: |
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106 | 106 | id (int): engine ID |
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107 | 107 | uuid (str): uuid (unused?) |
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108 | 108 | queue (str): identity of queue's XREQ socket |
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109 | 109 | registration (str): identity of registration XREQ socket |
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110 | 110 | heartbeat (str): identity of heartbeat XREQ socket |
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111 | 111 | """ |
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112 | 112 | id=Integer(0) |
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113 | 113 | queue=CBytes() |
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114 | 114 | control=CBytes() |
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115 | 115 | registration=CBytes() |
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116 | 116 | heartbeat=CBytes() |
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117 | 117 | pending=Set() |
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118 | 118 | |
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119 | 119 | class HubFactory(RegistrationFactory): |
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120 | 120 | """The Configurable for setting up a Hub.""" |
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121 | 121 | |
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122 | 122 | # port-pairs for monitoredqueues: |
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123 | 123 | hb = Tuple(Integer,Integer,config=True, |
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124 | 124 | help="""XREQ/SUB Port pair for Engine heartbeats""") |
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125 | 125 | def _hb_default(self): |
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126 | 126 | return tuple(util.select_random_ports(2)) |
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127 | 127 | |
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128 | 128 | mux = Tuple(Integer,Integer,config=True, |
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129 | 129 | help="""Engine/Client Port pair for MUX queue""") |
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130 | 130 | |
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131 | 131 | def _mux_default(self): |
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132 | 132 | return tuple(util.select_random_ports(2)) |
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133 | 133 | |
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134 | 134 | task = Tuple(Integer,Integer,config=True, |
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135 | 135 | help="""Engine/Client Port pair for Task queue""") |
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136 | 136 | def _task_default(self): |
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137 | 137 | return tuple(util.select_random_ports(2)) |
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138 | 138 | |
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139 | 139 | control = Tuple(Integer,Integer,config=True, |
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140 | 140 | help="""Engine/Client Port pair for Control queue""") |
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141 | 141 | |
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142 | 142 | def _control_default(self): |
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143 | 143 | return tuple(util.select_random_ports(2)) |
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144 | 144 | |
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145 | 145 | iopub = Tuple(Integer,Integer,config=True, |
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146 | 146 | help="""Engine/Client Port pair for IOPub relay""") |
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147 | 147 | |
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148 | 148 | def _iopub_default(self): |
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149 | 149 | return tuple(util.select_random_ports(2)) |
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150 | 150 | |
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151 | 151 | # single ports: |
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152 | 152 | mon_port = Integer(config=True, |
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153 | 153 | help="""Monitor (SUB) port for queue traffic""") |
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154 | 154 | |
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155 | 155 | def _mon_port_default(self): |
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156 | 156 | return util.select_random_ports(1)[0] |
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157 | 157 | |
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158 | 158 | notifier_port = Integer(config=True, |
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159 | 159 | help="""PUB port for sending engine status notifications""") |
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160 | 160 | |
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161 | 161 | def _notifier_port_default(self): |
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162 | 162 | return util.select_random_ports(1)[0] |
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163 | 163 | |
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164 | 164 | engine_ip = Unicode('127.0.0.1', config=True, |
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165 | 165 | help="IP on which to listen for engine connections. [default: loopback]") |
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166 | 166 | engine_transport = Unicode('tcp', config=True, |
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167 | 167 | help="0MQ transport for engine connections. [default: tcp]") |
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168 | 168 | |
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169 | 169 | client_ip = Unicode('127.0.0.1', config=True, |
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170 | 170 | help="IP on which to listen for client connections. [default: loopback]") |
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171 | 171 | client_transport = Unicode('tcp', config=True, |
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172 | 172 | help="0MQ transport for client connections. [default : tcp]") |
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173 | 173 | |
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174 | 174 | monitor_ip = Unicode('127.0.0.1', config=True, |
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175 | 175 | help="IP on which to listen for monitor messages. [default: loopback]") |
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176 | 176 | monitor_transport = Unicode('tcp', config=True, |
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177 | 177 | help="0MQ transport for monitor messages. [default : tcp]") |
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178 | 178 | |
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179 | 179 | monitor_url = Unicode('') |
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180 | 180 | |
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181 | 181 | db_class = DottedObjectName('IPython.parallel.controller.dictdb.DictDB', |
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182 | 182 | config=True, help="""The class to use for the DB backend""") |
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183 | 183 | |
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184 | 184 | # not configurable |
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185 | 185 | db = Instance('IPython.parallel.controller.dictdb.BaseDB') |
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186 | 186 | heartmonitor = Instance('IPython.parallel.controller.heartmonitor.HeartMonitor') |
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187 | 187 | |
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188 | 188 | def _ip_changed(self, name, old, new): |
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189 | 189 | self.engine_ip = new |
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190 | 190 | self.client_ip = new |
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191 | 191 | self.monitor_ip = new |
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192 | 192 | self._update_monitor_url() |
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193 | 193 | |
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194 | 194 | def _update_monitor_url(self): |
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195 | 195 | self.monitor_url = "%s://%s:%i" % (self.monitor_transport, self.monitor_ip, self.mon_port) |
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196 | 196 | |
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197 | 197 | def _transport_changed(self, name, old, new): |
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198 | 198 | self.engine_transport = new |
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199 | 199 | self.client_transport = new |
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200 | 200 | self.monitor_transport = new |
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201 | 201 | self._update_monitor_url() |
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202 | 202 | |
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203 | 203 | def __init__(self, **kwargs): |
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204 | 204 | super(HubFactory, self).__init__(**kwargs) |
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205 | 205 | self._update_monitor_url() |
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206 | 206 | |
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207 | 207 | |
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208 | 208 | def construct(self): |
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209 | 209 | self.init_hub() |
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210 | 210 | |
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211 | 211 | def start(self): |
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212 | 212 | self.heartmonitor.start() |
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213 | 213 | self.log.info("Heartmonitor started") |
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214 | 214 | |
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215 | 215 | def init_hub(self): |
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216 | 216 | """construct""" |
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217 | 217 | client_iface = "%s://%s:" % (self.client_transport, self.client_ip) + "%i" |
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218 | 218 | engine_iface = "%s://%s:" % (self.engine_transport, self.engine_ip) + "%i" |
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219 | 219 | |
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220 | 220 | ctx = self.context |
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221 | 221 | loop = self.loop |
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222 | 222 | |
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223 | 223 | # Registrar socket |
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224 | 224 | q = ZMQStream(ctx.socket(zmq.ROUTER), loop) |
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225 | 225 | q.bind(client_iface % self.regport) |
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226 | 226 | self.log.info("Hub listening on %s for registration.", client_iface % self.regport) |
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227 | 227 | if self.client_ip != self.engine_ip: |
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228 | 228 | q.bind(engine_iface % self.regport) |
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229 | 229 | self.log.info("Hub listening on %s for registration.", engine_iface % self.regport) |
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230 | 230 | |
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231 | 231 | ### Engine connections ### |
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232 | 232 | |
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233 | 233 | # heartbeat |
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234 | 234 | hpub = ctx.socket(zmq.PUB) |
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235 | 235 | hpub.bind(engine_iface % self.hb[0]) |
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236 | 236 | hrep = ctx.socket(zmq.ROUTER) |
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237 | 237 | hrep.bind(engine_iface % self.hb[1]) |
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238 | 238 | self.heartmonitor = HeartMonitor(loop=loop, config=self.config, log=self.log, |
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239 | 239 | pingstream=ZMQStream(hpub,loop), |
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240 | 240 | pongstream=ZMQStream(hrep,loop) |
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241 | 241 | ) |
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242 | 242 | |
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243 | 243 | ### Client connections ### |
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244 | 244 | # Notifier socket |
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245 | 245 | n = ZMQStream(ctx.socket(zmq.PUB), loop) |
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246 | 246 | n.bind(client_iface%self.notifier_port) |
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247 | 247 | |
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248 | 248 | ### build and launch the queues ### |
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249 | 249 | |
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250 | 250 | # monitor socket |
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251 | 251 | sub = ctx.socket(zmq.SUB) |
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252 | 252 | sub.setsockopt(zmq.SUBSCRIBE, b"") |
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253 | 253 | sub.bind(self.monitor_url) |
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254 | 254 | sub.bind('inproc://monitor') |
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255 | 255 | sub = ZMQStream(sub, loop) |
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256 | 256 | |
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257 | 257 | # connect the db |
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258 | 258 | self.log.info('Hub using DB backend: %r'%(self.db_class.split()[-1])) |
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259 | 259 | # cdir = self.config.Global.cluster_dir |
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260 | 260 | self.db = import_item(str(self.db_class))(session=self.session.session, |
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261 | 261 | config=self.config, log=self.log) |
|
262 | 262 | time.sleep(.25) |
|
263 | 263 | try: |
|
264 | 264 | scheme = self.config.TaskScheduler.scheme_name |
|
265 | 265 | except AttributeError: |
|
266 | 266 | from .scheduler import TaskScheduler |
|
267 | 267 | scheme = TaskScheduler.scheme_name.get_default_value() |
|
268 | 268 | # build connection dicts |
|
269 | 269 | self.engine_info = { |
|
270 | 270 | 'control' : engine_iface%self.control[1], |
|
271 | 271 | 'mux': engine_iface%self.mux[1], |
|
272 | 272 | 'heartbeat': (engine_iface%self.hb[0], engine_iface%self.hb[1]), |
|
273 | 273 | 'task' : engine_iface%self.task[1], |
|
274 | 274 | 'iopub' : engine_iface%self.iopub[1], |
|
275 | 275 | # 'monitor' : engine_iface%self.mon_port, |
|
276 | 276 | } |
|
277 | 277 | |
|
278 | 278 | self.client_info = { |
|
279 | 279 | 'control' : client_iface%self.control[0], |
|
280 | 280 | 'mux': client_iface%self.mux[0], |
|
281 | 281 | 'task' : (scheme, client_iface%self.task[0]), |
|
282 | 282 | 'iopub' : client_iface%self.iopub[0], |
|
283 | 283 | 'notification': client_iface%self.notifier_port |
|
284 | 284 | } |
|
285 | 285 | self.log.debug("Hub engine addrs: %s", self.engine_info) |
|
286 | 286 | self.log.debug("Hub client addrs: %s", self.client_info) |
|
287 | 287 | |
|
288 | 288 | # resubmit stream |
|
289 | 289 | r = ZMQStream(ctx.socket(zmq.DEALER), loop) |
|
290 | 290 | url = util.disambiguate_url(self.client_info['task'][-1]) |
|
291 | 291 | r.setsockopt(zmq.IDENTITY, self.session.bsession) |
|
292 | 292 | r.connect(url) |
|
293 | 293 | |
|
294 | 294 | self.hub = Hub(loop=loop, session=self.session, monitor=sub, heartmonitor=self.heartmonitor, |
|
295 | 295 | query=q, notifier=n, resubmit=r, db=self.db, |
|
296 | 296 | engine_info=self.engine_info, client_info=self.client_info, |
|
297 | 297 | log=self.log) |
|
298 | 298 | |
|
299 | 299 | |
|
300 | 300 | class Hub(SessionFactory): |
|
301 | 301 | """The IPython Controller Hub with 0MQ connections |
|
302 | 302 | |
|
303 | 303 | Parameters |
|
304 | 304 | ========== |
|
305 | 305 | loop: zmq IOLoop instance |
|
306 | 306 | session: Session object |
|
307 | 307 | <removed> context: zmq context for creating new connections (?) |
|
308 | 308 | queue: ZMQStream for monitoring the command queue (SUB) |
|
309 | 309 | query: ZMQStream for engine registration and client queries requests (XREP) |
|
310 | 310 | heartbeat: HeartMonitor object checking the pulse of the engines |
|
311 | 311 | notifier: ZMQStream for broadcasting engine registration changes (PUB) |
|
312 | 312 | db: connection to db for out of memory logging of commands |
|
313 | 313 | NotImplemented |
|
314 | 314 | engine_info: dict of zmq connection information for engines to connect |
|
315 | 315 | to the queues. |
|
316 | 316 | client_info: dict of zmq connection information for engines to connect |
|
317 | 317 | to the queues. |
|
318 | 318 | """ |
|
319 | 319 | # internal data structures: |
|
320 | 320 | ids=Set() # engine IDs |
|
321 | 321 | keytable=Dict() |
|
322 | 322 | by_ident=Dict() |
|
323 | 323 | engines=Dict() |
|
324 | 324 | clients=Dict() |
|
325 | 325 | hearts=Dict() |
|
326 | 326 | pending=Set() |
|
327 | 327 | queues=Dict() # pending msg_ids keyed by engine_id |
|
328 | 328 | tasks=Dict() # pending msg_ids submitted as tasks, keyed by client_id |
|
329 | 329 | completed=Dict() # completed msg_ids keyed by engine_id |
|
330 | 330 | all_completed=Set() # completed msg_ids keyed by engine_id |
|
331 | 331 | dead_engines=Set() # completed msg_ids keyed by engine_id |
|
332 | 332 | unassigned=Set() # set of task msg_ds not yet assigned a destination |
|
333 | 333 | incoming_registrations=Dict() |
|
334 | 334 | registration_timeout=Integer() |
|
335 | 335 | _idcounter=Integer(0) |
|
336 | 336 | |
|
337 | 337 | # objects from constructor: |
|
338 | 338 | query=Instance(ZMQStream) |
|
339 | 339 | monitor=Instance(ZMQStream) |
|
340 | 340 | notifier=Instance(ZMQStream) |
|
341 | 341 | resubmit=Instance(ZMQStream) |
|
342 | 342 | heartmonitor=Instance(HeartMonitor) |
|
343 | 343 | db=Instance(object) |
|
344 | 344 | client_info=Dict() |
|
345 | 345 | engine_info=Dict() |
|
346 | 346 | |
|
347 | 347 | |
|
348 | 348 | def __init__(self, **kwargs): |
|
349 | 349 | """ |
|
350 | 350 | # universal: |
|
351 | 351 | loop: IOLoop for creating future connections |
|
352 | 352 | session: streamsession for sending serialized data |
|
353 | 353 | # engine: |
|
354 | 354 | queue: ZMQStream for monitoring queue messages |
|
355 | 355 | query: ZMQStream for engine+client registration and client requests |
|
356 | 356 | heartbeat: HeartMonitor object for tracking engines |
|
357 | 357 | # extra: |
|
358 | 358 | db: ZMQStream for db connection (NotImplemented) |
|
359 | 359 | engine_info: zmq address/protocol dict for engine connections |
|
360 | 360 | client_info: zmq address/protocol dict for client connections |
|
361 | 361 | """ |
|
362 | 362 | |
|
363 | 363 | super(Hub, self).__init__(**kwargs) |
|
364 | 364 | self.registration_timeout = max(5000, 2*self.heartmonitor.period) |
|
365 | 365 | |
|
366 | 366 | # validate connection dicts: |
|
367 | 367 | for k,v in self.client_info.iteritems(): |
|
368 | 368 | if k == 'task': |
|
369 | 369 | util.validate_url_container(v[1]) |
|
370 | 370 | else: |
|
371 | 371 | util.validate_url_container(v) |
|
372 | 372 | # util.validate_url_container(self.client_info) |
|
373 | 373 | util.validate_url_container(self.engine_info) |
|
374 | 374 | |
|
375 | 375 | # register our callbacks |
|
376 | 376 | self.query.on_recv(self.dispatch_query) |
|
377 | 377 | self.monitor.on_recv(self.dispatch_monitor_traffic) |
|
378 | 378 | |
|
379 | 379 | self.heartmonitor.add_heart_failure_handler(self.handle_heart_failure) |
|
380 | 380 | self.heartmonitor.add_new_heart_handler(self.handle_new_heart) |
|
381 | 381 | |
|
382 | 382 | self.monitor_handlers = {b'in' : self.save_queue_request, |
|
383 | 383 | b'out': self.save_queue_result, |
|
384 | 384 | b'intask': self.save_task_request, |
|
385 | 385 | b'outtask': self.save_task_result, |
|
386 | 386 | b'tracktask': self.save_task_destination, |
|
387 | 387 | b'incontrol': _passer, |
|
388 | 388 | b'outcontrol': _passer, |
|
389 | 389 | b'iopub': self.save_iopub_message, |
|
390 | 390 | } |
|
391 | 391 | |
|
392 | 392 | self.query_handlers = {'queue_request': self.queue_status, |
|
393 | 393 | 'result_request': self.get_results, |
|
394 | 394 | 'history_request': self.get_history, |
|
395 | 395 | 'db_request': self.db_query, |
|
396 | 396 | 'purge_request': self.purge_results, |
|
397 | 397 | 'load_request': self.check_load, |
|
398 | 398 | 'resubmit_request': self.resubmit_task, |
|
399 | 399 | 'shutdown_request': self.shutdown_request, |
|
400 | 400 | 'registration_request' : self.register_engine, |
|
401 | 401 | 'unregistration_request' : self.unregister_engine, |
|
402 | 402 | 'connection_request': self.connection_request, |
|
403 | 403 | } |
|
404 | 404 | |
|
405 | 405 | # ignore resubmit replies |
|
406 | 406 | self.resubmit.on_recv(lambda msg: None, copy=False) |
|
407 | 407 | |
|
408 | 408 | self.log.info("hub::created hub") |
|
409 | 409 | |
|
410 | 410 | @property |
|
411 | 411 | def _next_id(self): |
|
412 | 412 | """gemerate a new ID. |
|
413 | 413 | |
|
414 | 414 | No longer reuse old ids, just count from 0.""" |
|
415 | 415 | newid = self._idcounter |
|
416 | 416 | self._idcounter += 1 |
|
417 | 417 | return newid |
|
418 | 418 | # newid = 0 |
|
419 | 419 | # incoming = [id[0] for id in self.incoming_registrations.itervalues()] |
|
420 | 420 | # # print newid, self.ids, self.incoming_registrations |
|
421 | 421 | # while newid in self.ids or newid in incoming: |
|
422 | 422 | # newid += 1 |
|
423 | 423 | # return newid |
|
424 | 424 | |
|
425 | 425 | #----------------------------------------------------------------------------- |
|
426 | 426 | # message validation |
|
427 | 427 | #----------------------------------------------------------------------------- |
|
428 | 428 | |
|
429 | 429 | def _validate_targets(self, targets): |
|
430 | 430 | """turn any valid targets argument into a list of integer ids""" |
|
431 | 431 | if targets is None: |
|
432 | 432 | # default to all |
|
433 | 433 | return self.ids |
|
434 | 434 | |
|
435 | 435 | if isinstance(targets, (int,str,unicode)): |
|
436 | 436 | # only one target specified |
|
437 | 437 | targets = [targets] |
|
438 | 438 | _targets = [] |
|
439 | 439 | for t in targets: |
|
440 | 440 | # map raw identities to ids |
|
441 | 441 | if isinstance(t, (str,unicode)): |
|
442 | 442 | t = self.by_ident.get(t, t) |
|
443 | 443 | _targets.append(t) |
|
444 | 444 | targets = _targets |
|
445 | 445 | bad_targets = [ t for t in targets if t not in self.ids ] |
|
446 | 446 | if bad_targets: |
|
447 | 447 | raise IndexError("No Such Engine: %r" % bad_targets) |
|
448 | 448 | if not targets: |
|
449 | 449 | raise IndexError("No Engines Registered") |
|
450 | 450 | return targets |
|
451 | 451 | |
|
452 | 452 | #----------------------------------------------------------------------------- |
|
453 | 453 | # dispatch methods (1 per stream) |
|
454 | 454 | #----------------------------------------------------------------------------- |
|
455 | 455 | |
|
456 | 456 | |
|
457 | @util.log_errors | |
|
457 | 458 | def dispatch_monitor_traffic(self, msg): |
|
458 | 459 | """all ME and Task queue messages come through here, as well as |
|
459 | 460 | IOPub traffic.""" |
|
460 | 461 | self.log.debug("monitor traffic: %r", msg[0]) |
|
461 | 462 | switch = msg[0] |
|
462 | 463 | try: |
|
463 | 464 | idents, msg = self.session.feed_identities(msg[1:]) |
|
464 | 465 | except ValueError: |
|
465 | 466 | idents=[] |
|
466 | 467 | if not idents: |
|
467 | 468 | self.log.error("Bad Monitor Message: %r", msg) |
|
468 | 469 | return |
|
469 | 470 | handler = self.monitor_handlers.get(switch, None) |
|
470 | 471 | if handler is not None: |
|
471 | 472 | handler(idents, msg) |
|
472 | 473 | else: |
|
473 | 474 | self.log.error("Invalid monitor topic: %r", switch) |
|
474 | 475 | |
|
475 | 476 | |
|
477 | @util.log_errors | |
|
476 | 478 | def dispatch_query(self, msg): |
|
477 | 479 | """Route registration requests and queries from clients.""" |
|
478 | 480 | try: |
|
479 | 481 | idents, msg = self.session.feed_identities(msg) |
|
480 | 482 | except ValueError: |
|
481 | 483 | idents = [] |
|
482 | 484 | if not idents: |
|
483 | 485 | self.log.error("Bad Query Message: %r", msg) |
|
484 | 486 | return |
|
485 | 487 | client_id = idents[0] |
|
486 | 488 | try: |
|
487 | 489 | msg = self.session.unserialize(msg, content=True) |
|
488 | 490 | except Exception: |
|
489 | 491 | content = error.wrap_exception() |
|
490 | 492 | self.log.error("Bad Query Message: %r", msg, exc_info=True) |
|
491 | 493 | self.session.send(self.query, "hub_error", ident=client_id, |
|
492 | 494 | content=content) |
|
493 | 495 | return |
|
494 | 496 | # print client_id, header, parent, content |
|
495 | 497 | #switch on message type: |
|
496 | 498 | msg_type = msg['header']['msg_type'] |
|
497 | 499 | self.log.info("client::client %r requested %r", client_id, msg_type) |
|
498 | 500 | handler = self.query_handlers.get(msg_type, None) |
|
499 | 501 | try: |
|
500 | 502 | assert handler is not None, "Bad Message Type: %r" % msg_type |
|
501 | 503 | except: |
|
502 | 504 | content = error.wrap_exception() |
|
503 | 505 | self.log.error("Bad Message Type: %r", msg_type, exc_info=True) |
|
504 | 506 | self.session.send(self.query, "hub_error", ident=client_id, |
|
505 | 507 | content=content) |
|
506 | 508 | return |
|
507 | 509 | |
|
508 | 510 | else: |
|
509 | 511 | handler(idents, msg) |
|
510 | 512 | |
|
511 | 513 | def dispatch_db(self, msg): |
|
512 | 514 | """""" |
|
513 | 515 | raise NotImplementedError |
|
514 | 516 | |
|
515 | 517 | #--------------------------------------------------------------------------- |
|
516 | 518 | # handler methods (1 per event) |
|
517 | 519 | #--------------------------------------------------------------------------- |
|
518 | 520 | |
|
519 | 521 | #----------------------- Heartbeat -------------------------------------- |
|
520 | 522 | |
|
521 | 523 | def handle_new_heart(self, heart): |
|
522 | 524 | """handler to attach to heartbeater. |
|
523 | 525 | Called when a new heart starts to beat. |
|
524 | 526 | Triggers completion of registration.""" |
|
525 | 527 | self.log.debug("heartbeat::handle_new_heart(%r)", heart) |
|
526 | 528 | if heart not in self.incoming_registrations: |
|
527 | 529 | self.log.info("heartbeat::ignoring new heart: %r", heart) |
|
528 | 530 | else: |
|
529 | 531 | self.finish_registration(heart) |
|
530 | 532 | |
|
531 | 533 | |
|
532 | 534 | def handle_heart_failure(self, heart): |
|
533 | 535 | """handler to attach to heartbeater. |
|
534 | 536 | called when a previously registered heart fails to respond to beat request. |
|
535 | 537 | triggers unregistration""" |
|
536 | 538 | self.log.debug("heartbeat::handle_heart_failure(%r)", heart) |
|
537 | 539 | eid = self.hearts.get(heart, None) |
|
538 | 540 | queue = self.engines[eid].queue |
|
539 | 541 | if eid is None or self.keytable[eid] in self.dead_engines: |
|
540 | 542 | self.log.info("heartbeat::ignoring heart failure %r (not an engine or already dead)", heart) |
|
541 | 543 | else: |
|
542 | 544 | self.unregister_engine(heart, dict(content=dict(id=eid, queue=queue))) |
|
543 | 545 | |
|
544 | 546 | #----------------------- MUX Queue Traffic ------------------------------ |
|
545 | 547 | |
|
546 | 548 | def save_queue_request(self, idents, msg): |
|
547 | 549 | if len(idents) < 2: |
|
548 | 550 | self.log.error("invalid identity prefix: %r", idents) |
|
549 | 551 | return |
|
550 | 552 | queue_id, client_id = idents[:2] |
|
551 | 553 | try: |
|
552 | 554 | msg = self.session.unserialize(msg) |
|
553 | 555 | except Exception: |
|
554 | 556 | self.log.error("queue::client %r sent invalid message to %r: %r", client_id, queue_id, msg, exc_info=True) |
|
555 | 557 | return |
|
556 | 558 | |
|
557 | 559 | eid = self.by_ident.get(queue_id, None) |
|
558 | 560 | if eid is None: |
|
559 | 561 | self.log.error("queue::target %r not registered", queue_id) |
|
560 | 562 | self.log.debug("queue:: valid are: %r", self.by_ident.keys()) |
|
561 | 563 | return |
|
562 | 564 | record = init_record(msg) |
|
563 | 565 | msg_id = record['msg_id'] |
|
564 | 566 | self.log.info("queue::client %r submitted request %r to %s", client_id, msg_id, eid) |
|
565 | 567 | # Unicode in records |
|
566 | 568 | record['engine_uuid'] = queue_id.decode('ascii') |
|
567 | 569 | record['client_uuid'] = client_id.decode('ascii') |
|
568 | 570 | record['queue'] = 'mux' |
|
569 | 571 | |
|
570 | 572 | try: |
|
571 | 573 | # it's posible iopub arrived first: |
|
572 | 574 | existing = self.db.get_record(msg_id) |
|
573 | 575 | for key,evalue in existing.iteritems(): |
|
574 | 576 | rvalue = record.get(key, None) |
|
575 | 577 | if evalue and rvalue and evalue != rvalue: |
|
576 | 578 | self.log.warn("conflicting initial state for record: %r:%r <%r> %r", msg_id, rvalue, key, evalue) |
|
577 | 579 | elif evalue and not rvalue: |
|
578 | 580 | record[key] = evalue |
|
579 | 581 | try: |
|
580 | 582 | self.db.update_record(msg_id, record) |
|
581 | 583 | except Exception: |
|
582 | 584 | self.log.error("DB Error updating record %r", msg_id, exc_info=True) |
|
583 | 585 | except KeyError: |
|
584 | 586 | try: |
|
585 | 587 | self.db.add_record(msg_id, record) |
|
586 | 588 | except Exception: |
|
587 | 589 | self.log.error("DB Error adding record %r", msg_id, exc_info=True) |
|
588 | 590 | |
|
589 | 591 | |
|
590 | 592 | self.pending.add(msg_id) |
|
591 | 593 | self.queues[eid].append(msg_id) |
|
592 | 594 | |
|
593 | 595 | def save_queue_result(self, idents, msg): |
|
594 | 596 | if len(idents) < 2: |
|
595 | 597 | self.log.error("invalid identity prefix: %r", idents) |
|
596 | 598 | return |
|
597 | 599 | |
|
598 | 600 | client_id, queue_id = idents[:2] |
|
599 | 601 | try: |
|
600 | 602 | msg = self.session.unserialize(msg) |
|
601 | 603 | except Exception: |
|
602 | 604 | self.log.error("queue::engine %r sent invalid message to %r: %r", |
|
603 | 605 | queue_id, client_id, msg, exc_info=True) |
|
604 | 606 | return |
|
605 | 607 | |
|
606 | 608 | eid = self.by_ident.get(queue_id, None) |
|
607 | 609 | if eid is None: |
|
608 | 610 | self.log.error("queue::unknown engine %r is sending a reply: ", queue_id) |
|
609 | 611 | return |
|
610 | 612 | |
|
611 | 613 | parent = msg['parent_header'] |
|
612 | 614 | if not parent: |
|
613 | 615 | return |
|
614 | 616 | msg_id = parent['msg_id'] |
|
615 | 617 | if msg_id in self.pending: |
|
616 | 618 | self.pending.remove(msg_id) |
|
617 | 619 | self.all_completed.add(msg_id) |
|
618 | 620 | self.queues[eid].remove(msg_id) |
|
619 | 621 | self.completed[eid].append(msg_id) |
|
620 | 622 | self.log.info("queue::request %r completed on %s", msg_id, eid) |
|
621 | 623 | elif msg_id not in self.all_completed: |
|
622 | 624 | # it could be a result from a dead engine that died before delivering the |
|
623 | 625 | # result |
|
624 | 626 | self.log.warn("queue:: unknown msg finished %r", msg_id) |
|
625 | 627 | return |
|
626 | 628 | # update record anyway, because the unregistration could have been premature |
|
627 | 629 | rheader = msg['header'] |
|
628 | 630 | completed = rheader['date'] |
|
629 | 631 | started = rheader.get('started', None) |
|
630 | 632 | result = { |
|
631 | 633 | 'result_header' : rheader, |
|
632 | 634 | 'result_content': msg['content'], |
|
633 | 635 | 'started' : started, |
|
634 | 636 | 'completed' : completed |
|
635 | 637 | } |
|
636 | 638 | |
|
637 | 639 | result['result_buffers'] = msg['buffers'] |
|
638 | 640 | try: |
|
639 | 641 | self.db.update_record(msg_id, result) |
|
640 | 642 | except Exception: |
|
641 | 643 | self.log.error("DB Error updating record %r", msg_id, exc_info=True) |
|
642 | 644 | |
|
643 | 645 | |
|
644 | 646 | #--------------------- Task Queue Traffic ------------------------------ |
|
645 | 647 | |
|
646 | 648 | def save_task_request(self, idents, msg): |
|
647 | 649 | """Save the submission of a task.""" |
|
648 | 650 | client_id = idents[0] |
|
649 | 651 | |
|
650 | 652 | try: |
|
651 | 653 | msg = self.session.unserialize(msg) |
|
652 | 654 | except Exception: |
|
653 | 655 | self.log.error("task::client %r sent invalid task message: %r", |
|
654 | 656 | client_id, msg, exc_info=True) |
|
655 | 657 | return |
|
656 | 658 | record = init_record(msg) |
|
657 | 659 | |
|
658 | 660 | record['client_uuid'] = client_id.decode('ascii') |
|
659 | 661 | record['queue'] = 'task' |
|
660 | 662 | header = msg['header'] |
|
661 | 663 | msg_id = header['msg_id'] |
|
662 | 664 | self.pending.add(msg_id) |
|
663 | 665 | self.unassigned.add(msg_id) |
|
664 | 666 | try: |
|
665 | 667 | # it's posible iopub arrived first: |
|
666 | 668 | existing = self.db.get_record(msg_id) |
|
667 | 669 | if existing['resubmitted']: |
|
668 | 670 | for key in ('submitted', 'client_uuid', 'buffers'): |
|
669 | 671 | # don't clobber these keys on resubmit |
|
670 | 672 | # submitted and client_uuid should be different |
|
671 | 673 | # and buffers might be big, and shouldn't have changed |
|
672 | 674 | record.pop(key) |
|
673 | 675 | # still check content,header which should not change |
|
674 | 676 | # but are not expensive to compare as buffers |
|
675 | 677 | |
|
676 | 678 | for key,evalue in existing.iteritems(): |
|
677 | 679 | if key.endswith('buffers'): |
|
678 | 680 | # don't compare buffers |
|
679 | 681 | continue |
|
680 | 682 | rvalue = record.get(key, None) |
|
681 | 683 | if evalue and rvalue and evalue != rvalue: |
|
682 | 684 | self.log.warn("conflicting initial state for record: %r:%r <%r> %r", msg_id, rvalue, key, evalue) |
|
683 | 685 | elif evalue and not rvalue: |
|
684 | 686 | record[key] = evalue |
|
685 | 687 | try: |
|
686 | 688 | self.db.update_record(msg_id, record) |
|
687 | 689 | except Exception: |
|
688 | 690 | self.log.error("DB Error updating record %r", msg_id, exc_info=True) |
|
689 | 691 | except KeyError: |
|
690 | 692 | try: |
|
691 | 693 | self.db.add_record(msg_id, record) |
|
692 | 694 | except Exception: |
|
693 | 695 | self.log.error("DB Error adding record %r", msg_id, exc_info=True) |
|
694 | 696 | except Exception: |
|
695 | 697 | self.log.error("DB Error saving task request %r", msg_id, exc_info=True) |
|
696 | 698 | |
|
697 | 699 | def save_task_result(self, idents, msg): |
|
698 | 700 | """save the result of a completed task.""" |
|
699 | 701 | client_id = idents[0] |
|
700 | 702 | try: |
|
701 | 703 | msg = self.session.unserialize(msg) |
|
702 | 704 | except Exception: |
|
703 | 705 | self.log.error("task::invalid task result message send to %r: %r", |
|
704 | 706 | client_id, msg, exc_info=True) |
|
705 | 707 | return |
|
706 | 708 | |
|
707 | 709 | parent = msg['parent_header'] |
|
708 | 710 | if not parent: |
|
709 | 711 | # print msg |
|
710 | 712 | self.log.warn("Task %r had no parent!", msg) |
|
711 | 713 | return |
|
712 | 714 | msg_id = parent['msg_id'] |
|
713 | 715 | if msg_id in self.unassigned: |
|
714 | 716 | self.unassigned.remove(msg_id) |
|
715 | 717 | |
|
716 | 718 | header = msg['header'] |
|
717 | 719 | engine_uuid = header.get('engine', None) |
|
718 | 720 | eid = self.by_ident.get(engine_uuid, None) |
|
719 | 721 | |
|
720 | 722 | if msg_id in self.pending: |
|
721 | 723 | self.log.info("task::task %r finished on %s", msg_id, eid) |
|
722 | 724 | self.pending.remove(msg_id) |
|
723 | 725 | self.all_completed.add(msg_id) |
|
724 | 726 | if eid is not None: |
|
725 | 727 | self.completed[eid].append(msg_id) |
|
726 | 728 | if msg_id in self.tasks[eid]: |
|
727 | 729 | self.tasks[eid].remove(msg_id) |
|
728 | 730 | completed = header['date'] |
|
729 | 731 | started = header.get('started', None) |
|
730 | 732 | result = { |
|
731 | 733 | 'result_header' : header, |
|
732 | 734 | 'result_content': msg['content'], |
|
733 | 735 | 'started' : started, |
|
734 | 736 | 'completed' : completed, |
|
735 | 737 | 'engine_uuid': engine_uuid |
|
736 | 738 | } |
|
737 | 739 | |
|
738 | 740 | result['result_buffers'] = msg['buffers'] |
|
739 | 741 | try: |
|
740 | 742 | self.db.update_record(msg_id, result) |
|
741 | 743 | except Exception: |
|
742 | 744 | self.log.error("DB Error saving task request %r", msg_id, exc_info=True) |
|
743 | 745 | |
|
744 | 746 | else: |
|
745 | 747 | self.log.debug("task::unknown task %r finished", msg_id) |
|
746 | 748 | |
|
747 | 749 | def save_task_destination(self, idents, msg): |
|
748 | 750 | try: |
|
749 | 751 | msg = self.session.unserialize(msg, content=True) |
|
750 | 752 | except Exception: |
|
751 | 753 | self.log.error("task::invalid task tracking message", exc_info=True) |
|
752 | 754 | return |
|
753 | 755 | content = msg['content'] |
|
754 | 756 | # print (content) |
|
755 | 757 | msg_id = content['msg_id'] |
|
756 | 758 | engine_uuid = content['engine_id'] |
|
757 | 759 | eid = self.by_ident[util.asbytes(engine_uuid)] |
|
758 | 760 | |
|
759 | 761 | self.log.info("task::task %r arrived on %r", msg_id, eid) |
|
760 | 762 | if msg_id in self.unassigned: |
|
761 | 763 | self.unassigned.remove(msg_id) |
|
762 | 764 | # else: |
|
763 | 765 | # self.log.debug("task::task %r not listed as MIA?!"%(msg_id)) |
|
764 | 766 | |
|
765 | 767 | self.tasks[eid].append(msg_id) |
|
766 | 768 | # self.pending[msg_id][1].update(received=datetime.now(),engine=(eid,engine_uuid)) |
|
767 | 769 | try: |
|
768 | 770 | self.db.update_record(msg_id, dict(engine_uuid=engine_uuid)) |
|
769 | 771 | except Exception: |
|
770 | 772 | self.log.error("DB Error saving task destination %r", msg_id, exc_info=True) |
|
771 | 773 | |
|
772 | 774 | |
|
773 | 775 | def mia_task_request(self, idents, msg): |
|
774 | 776 | raise NotImplementedError |
|
775 | 777 | client_id = idents[0] |
|
776 | 778 | # content = dict(mia=self.mia,status='ok') |
|
777 | 779 | # self.session.send('mia_reply', content=content, idents=client_id) |
|
778 | 780 | |
|
779 | 781 | |
|
780 | 782 | #--------------------- IOPub Traffic ------------------------------ |
|
781 | 783 | |
|
782 | 784 | def save_iopub_message(self, topics, msg): |
|
783 | 785 | """save an iopub message into the db""" |
|
784 | 786 | # print (topics) |
|
785 | 787 | try: |
|
786 | 788 | msg = self.session.unserialize(msg, content=True) |
|
787 | 789 | except Exception: |
|
788 | 790 | self.log.error("iopub::invalid IOPub message", exc_info=True) |
|
789 | 791 | return |
|
790 | 792 | |
|
791 | 793 | parent = msg['parent_header'] |
|
792 | 794 | if not parent: |
|
793 | 795 | self.log.error("iopub::invalid IOPub message: %r", msg) |
|
794 | 796 | return |
|
795 | 797 | msg_id = parent['msg_id'] |
|
796 | 798 | msg_type = msg['header']['msg_type'] |
|
797 | 799 | content = msg['content'] |
|
798 | 800 | |
|
799 | 801 | # ensure msg_id is in db |
|
800 | 802 | try: |
|
801 | 803 | rec = self.db.get_record(msg_id) |
|
802 | 804 | except KeyError: |
|
803 | 805 | rec = empty_record() |
|
804 | 806 | rec['msg_id'] = msg_id |
|
805 | 807 | self.db.add_record(msg_id, rec) |
|
806 | 808 | # stream |
|
807 | 809 | d = {} |
|
808 | 810 | if msg_type == 'stream': |
|
809 | 811 | name = content['name'] |
|
810 | 812 | s = rec[name] or '' |
|
811 | 813 | d[name] = s + content['data'] |
|
812 | 814 | |
|
813 | 815 | elif msg_type == 'pyerr': |
|
814 | 816 | d['pyerr'] = content |
|
815 | 817 | elif msg_type == 'pyin': |
|
816 | 818 | d['pyin'] = content['code'] |
|
817 | 819 | else: |
|
818 | 820 | d[msg_type] = content.get('data', '') |
|
819 | 821 | |
|
820 | 822 | try: |
|
821 | 823 | self.db.update_record(msg_id, d) |
|
822 | 824 | except Exception: |
|
823 | 825 | self.log.error("DB Error saving iopub message %r", msg_id, exc_info=True) |
|
824 | 826 | |
|
825 | 827 | |
|
826 | 828 | |
|
827 | 829 | #------------------------------------------------------------------------- |
|
828 | 830 | # Registration requests |
|
829 | 831 | #------------------------------------------------------------------------- |
|
830 | 832 | |
|
831 | 833 | def connection_request(self, client_id, msg): |
|
832 | 834 | """Reply with connection addresses for clients.""" |
|
833 | 835 | self.log.info("client::client %r connected", client_id) |
|
834 | 836 | content = dict(status='ok') |
|
835 | 837 | content.update(self.client_info) |
|
836 | 838 | jsonable = {} |
|
837 | 839 | for k,v in self.keytable.iteritems(): |
|
838 | 840 | if v not in self.dead_engines: |
|
839 | 841 | jsonable[str(k)] = v.decode('ascii') |
|
840 | 842 | content['engines'] = jsonable |
|
841 | 843 | self.session.send(self.query, 'connection_reply', content, parent=msg, ident=client_id) |
|
842 | 844 | |
|
843 | 845 | def register_engine(self, reg, msg): |
|
844 | 846 | """Register a new engine.""" |
|
845 | 847 | content = msg['content'] |
|
846 | 848 | try: |
|
847 | 849 | queue = util.asbytes(content['queue']) |
|
848 | 850 | except KeyError: |
|
849 | 851 | self.log.error("registration::queue not specified", exc_info=True) |
|
850 | 852 | return |
|
851 | 853 | heart = content.get('heartbeat', None) |
|
852 | 854 | if heart: |
|
853 | 855 | heart = util.asbytes(heart) |
|
854 | 856 | """register a new engine, and create the socket(s) necessary""" |
|
855 | 857 | eid = self._next_id |
|
856 | 858 | # print (eid, queue, reg, heart) |
|
857 | 859 | |
|
858 | 860 | self.log.debug("registration::register_engine(%i, %r, %r, %r)", eid, queue, reg, heart) |
|
859 | 861 | |
|
860 | 862 | content = dict(id=eid,status='ok') |
|
861 | 863 | content.update(self.engine_info) |
|
862 | 864 | # check if requesting available IDs: |
|
863 | 865 | if queue in self.by_ident: |
|
864 | 866 | try: |
|
865 | 867 | raise KeyError("queue_id %r in use" % queue) |
|
866 | 868 | except: |
|
867 | 869 | content = error.wrap_exception() |
|
868 | 870 | self.log.error("queue_id %r in use", queue, exc_info=True) |
|
869 | 871 | elif heart in self.hearts: # need to check unique hearts? |
|
870 | 872 | try: |
|
871 | 873 | raise KeyError("heart_id %r in use" % heart) |
|
872 | 874 | except: |
|
873 | 875 | self.log.error("heart_id %r in use", heart, exc_info=True) |
|
874 | 876 | content = error.wrap_exception() |
|
875 | 877 | else: |
|
876 | 878 | for h, pack in self.incoming_registrations.iteritems(): |
|
877 | 879 | if heart == h: |
|
878 | 880 | try: |
|
879 | 881 | raise KeyError("heart_id %r in use" % heart) |
|
880 | 882 | except: |
|
881 | 883 | self.log.error("heart_id %r in use", heart, exc_info=True) |
|
882 | 884 | content = error.wrap_exception() |
|
883 | 885 | break |
|
884 | 886 | elif queue == pack[1]: |
|
885 | 887 | try: |
|
886 | 888 | raise KeyError("queue_id %r in use" % queue) |
|
887 | 889 | except: |
|
888 | 890 | self.log.error("queue_id %r in use", queue, exc_info=True) |
|
889 | 891 | content = error.wrap_exception() |
|
890 | 892 | break |
|
891 | 893 | |
|
892 | 894 | msg = self.session.send(self.query, "registration_reply", |
|
893 | 895 | content=content, |
|
894 | 896 | ident=reg) |
|
895 | 897 | |
|
896 | 898 | if content['status'] == 'ok': |
|
897 | 899 | if heart in self.heartmonitor.hearts: |
|
898 | 900 | # already beating |
|
899 | 901 | self.incoming_registrations[heart] = (eid,queue,reg[0],None) |
|
900 | 902 | self.finish_registration(heart) |
|
901 | 903 | else: |
|
902 | 904 | purge = lambda : self._purge_stalled_registration(heart) |
|
903 | 905 | dc = ioloop.DelayedCallback(purge, self.registration_timeout, self.loop) |
|
904 | 906 | dc.start() |
|
905 | 907 | self.incoming_registrations[heart] = (eid,queue,reg[0],dc) |
|
906 | 908 | else: |
|
907 | 909 | self.log.error("registration::registration %i failed: %r", eid, content['evalue']) |
|
908 | 910 | return eid |
|
909 | 911 | |
|
910 | 912 | def unregister_engine(self, ident, msg): |
|
911 | 913 | """Unregister an engine that explicitly requested to leave.""" |
|
912 | 914 | try: |
|
913 | 915 | eid = msg['content']['id'] |
|
914 | 916 | except: |
|
915 | 917 | self.log.error("registration::bad engine id for unregistration: %r", ident, exc_info=True) |
|
916 | 918 | return |
|
917 | 919 | self.log.info("registration::unregister_engine(%r)", eid) |
|
918 | 920 | # print (eid) |
|
919 | 921 | uuid = self.keytable[eid] |
|
920 | 922 | content=dict(id=eid, queue=uuid.decode('ascii')) |
|
921 | 923 | self.dead_engines.add(uuid) |
|
922 | 924 | # self.ids.remove(eid) |
|
923 | 925 | # uuid = self.keytable.pop(eid) |
|
924 | 926 | # |
|
925 | 927 | # ec = self.engines.pop(eid) |
|
926 | 928 | # self.hearts.pop(ec.heartbeat) |
|
927 | 929 | # self.by_ident.pop(ec.queue) |
|
928 | 930 | # self.completed.pop(eid) |
|
929 | 931 | handleit = lambda : self._handle_stranded_msgs(eid, uuid) |
|
930 | 932 | dc = ioloop.DelayedCallback(handleit, self.registration_timeout, self.loop) |
|
931 | 933 | dc.start() |
|
932 | 934 | ############## TODO: HANDLE IT ################ |
|
933 | 935 | |
|
934 | 936 | if self.notifier: |
|
935 | 937 | self.session.send(self.notifier, "unregistration_notification", content=content) |
|
936 | 938 | |
|
937 | 939 | def _handle_stranded_msgs(self, eid, uuid): |
|
938 | 940 | """Handle messages known to be on an engine when the engine unregisters. |
|
939 | 941 | |
|
940 | 942 | It is possible that this will fire prematurely - that is, an engine will |
|
941 | 943 | go down after completing a result, and the client will be notified |
|
942 | 944 | that the result failed and later receive the actual result. |
|
943 | 945 | """ |
|
944 | 946 | |
|
945 | 947 | outstanding = self.queues[eid] |
|
946 | 948 | |
|
947 | 949 | for msg_id in outstanding: |
|
948 | 950 | self.pending.remove(msg_id) |
|
949 | 951 | self.all_completed.add(msg_id) |
|
950 | 952 | try: |
|
951 | 953 | raise error.EngineError("Engine %r died while running task %r" % (eid, msg_id)) |
|
952 | 954 | except: |
|
953 | 955 | content = error.wrap_exception() |
|
954 | 956 | # build a fake header: |
|
955 | 957 | header = {} |
|
956 | 958 | header['engine'] = uuid |
|
957 | 959 | header['date'] = datetime.now() |
|
958 | 960 | rec = dict(result_content=content, result_header=header, result_buffers=[]) |
|
959 | 961 | rec['completed'] = header['date'] |
|
960 | 962 | rec['engine_uuid'] = uuid |
|
961 | 963 | try: |
|
962 | 964 | self.db.update_record(msg_id, rec) |
|
963 | 965 | except Exception: |
|
964 | 966 | self.log.error("DB Error handling stranded msg %r", msg_id, exc_info=True) |
|
965 | 967 | |
|
966 | 968 | |
|
967 | 969 | def finish_registration(self, heart): |
|
968 | 970 | """Second half of engine registration, called after our HeartMonitor |
|
969 | 971 | has received a beat from the Engine's Heart.""" |
|
970 | 972 | try: |
|
971 | 973 | (eid,queue,reg,purge) = self.incoming_registrations.pop(heart) |
|
972 | 974 | except KeyError: |
|
973 | 975 | self.log.error("registration::tried to finish nonexistant registration", exc_info=True) |
|
974 | 976 | return |
|
975 | 977 | self.log.info("registration::finished registering engine %i:%r", eid, queue) |
|
976 | 978 | if purge is not None: |
|
977 | 979 | purge.stop() |
|
978 | 980 | control = queue |
|
979 | 981 | self.ids.add(eid) |
|
980 | 982 | self.keytable[eid] = queue |
|
981 | 983 | self.engines[eid] = EngineConnector(id=eid, queue=queue, registration=reg, |
|
982 | 984 | control=control, heartbeat=heart) |
|
983 | 985 | self.by_ident[queue] = eid |
|
984 | 986 | self.queues[eid] = list() |
|
985 | 987 | self.tasks[eid] = list() |
|
986 | 988 | self.completed[eid] = list() |
|
987 | 989 | self.hearts[heart] = eid |
|
988 | 990 | content = dict(id=eid, queue=self.engines[eid].queue.decode('ascii')) |
|
989 | 991 | if self.notifier: |
|
990 | 992 | self.session.send(self.notifier, "registration_notification", content=content) |
|
991 | 993 | self.log.info("engine::Engine Connected: %i", eid) |
|
992 | 994 | |
|
993 | 995 | def _purge_stalled_registration(self, heart): |
|
994 | 996 | if heart in self.incoming_registrations: |
|
995 | 997 | eid = self.incoming_registrations.pop(heart)[0] |
|
996 | 998 | self.log.info("registration::purging stalled registration: %i", eid) |
|
997 | 999 | else: |
|
998 | 1000 | pass |
|
999 | 1001 | |
|
1000 | 1002 | #------------------------------------------------------------------------- |
|
1001 | 1003 | # Client Requests |
|
1002 | 1004 | #------------------------------------------------------------------------- |
|
1003 | 1005 | |
|
1004 | 1006 | def shutdown_request(self, client_id, msg): |
|
1005 | 1007 | """handle shutdown request.""" |
|
1006 | 1008 | self.session.send(self.query, 'shutdown_reply', content={'status': 'ok'}, ident=client_id) |
|
1007 | 1009 | # also notify other clients of shutdown |
|
1008 | 1010 | self.session.send(self.notifier, 'shutdown_notice', content={'status': 'ok'}) |
|
1009 | 1011 | dc = ioloop.DelayedCallback(lambda : self._shutdown(), 1000, self.loop) |
|
1010 | 1012 | dc.start() |
|
1011 | 1013 | |
|
1012 | 1014 | def _shutdown(self): |
|
1013 | 1015 | self.log.info("hub::hub shutting down.") |
|
1014 | 1016 | time.sleep(0.1) |
|
1015 | 1017 | sys.exit(0) |
|
1016 | 1018 | |
|
1017 | 1019 | |
|
1018 | 1020 | def check_load(self, client_id, msg): |
|
1019 | 1021 | content = msg['content'] |
|
1020 | 1022 | try: |
|
1021 | 1023 | targets = content['targets'] |
|
1022 | 1024 | targets = self._validate_targets(targets) |
|
1023 | 1025 | except: |
|
1024 | 1026 | content = error.wrap_exception() |
|
1025 | 1027 | self.session.send(self.query, "hub_error", |
|
1026 | 1028 | content=content, ident=client_id) |
|
1027 | 1029 | return |
|
1028 | 1030 | |
|
1029 | 1031 | content = dict(status='ok') |
|
1030 | 1032 | # loads = {} |
|
1031 | 1033 | for t in targets: |
|
1032 | 1034 | content[bytes(t)] = len(self.queues[t])+len(self.tasks[t]) |
|
1033 | 1035 | self.session.send(self.query, "load_reply", content=content, ident=client_id) |
|
1034 | 1036 | |
|
1035 | 1037 | |
|
1036 | 1038 | def queue_status(self, client_id, msg): |
|
1037 | 1039 | """Return the Queue status of one or more targets. |
|
1038 | 1040 | if verbose: return the msg_ids |
|
1039 | 1041 | else: return len of each type. |
|
1040 | 1042 | keys: queue (pending MUX jobs) |
|
1041 | 1043 | tasks (pending Task jobs) |
|
1042 | 1044 | completed (finished jobs from both queues)""" |
|
1043 | 1045 | content = msg['content'] |
|
1044 | 1046 | targets = content['targets'] |
|
1045 | 1047 | try: |
|
1046 | 1048 | targets = self._validate_targets(targets) |
|
1047 | 1049 | except: |
|
1048 | 1050 | content = error.wrap_exception() |
|
1049 | 1051 | self.session.send(self.query, "hub_error", |
|
1050 | 1052 | content=content, ident=client_id) |
|
1051 | 1053 | return |
|
1052 | 1054 | verbose = content.get('verbose', False) |
|
1053 | 1055 | content = dict(status='ok') |
|
1054 | 1056 | for t in targets: |
|
1055 | 1057 | queue = self.queues[t] |
|
1056 | 1058 | completed = self.completed[t] |
|
1057 | 1059 | tasks = self.tasks[t] |
|
1058 | 1060 | if not verbose: |
|
1059 | 1061 | queue = len(queue) |
|
1060 | 1062 | completed = len(completed) |
|
1061 | 1063 | tasks = len(tasks) |
|
1062 | 1064 | content[str(t)] = {'queue': queue, 'completed': completed , 'tasks': tasks} |
|
1063 | 1065 | content['unassigned'] = list(self.unassigned) if verbose else len(self.unassigned) |
|
1064 | 1066 | # print (content) |
|
1065 | 1067 | self.session.send(self.query, "queue_reply", content=content, ident=client_id) |
|
1066 | 1068 | |
|
1067 | 1069 | def purge_results(self, client_id, msg): |
|
1068 | 1070 | """Purge results from memory. This method is more valuable before we move |
|
1069 | 1071 | to a DB based message storage mechanism.""" |
|
1070 | 1072 | content = msg['content'] |
|
1071 | 1073 | self.log.info("Dropping records with %s", content) |
|
1072 | 1074 | msg_ids = content.get('msg_ids', []) |
|
1073 | 1075 | reply = dict(status='ok') |
|
1074 | 1076 | if msg_ids == 'all': |
|
1075 | 1077 | try: |
|
1076 | 1078 | self.db.drop_matching_records(dict(completed={'$ne':None})) |
|
1077 | 1079 | except Exception: |
|
1078 | 1080 | reply = error.wrap_exception() |
|
1079 | 1081 | else: |
|
1080 | 1082 | pending = filter(lambda m: m in self.pending, msg_ids) |
|
1081 | 1083 | if pending: |
|
1082 | 1084 | try: |
|
1083 | 1085 | raise IndexError("msg pending: %r" % pending[0]) |
|
1084 | 1086 | except: |
|
1085 | 1087 | reply = error.wrap_exception() |
|
1086 | 1088 | else: |
|
1087 | 1089 | try: |
|
1088 | 1090 | self.db.drop_matching_records(dict(msg_id={'$in':msg_ids})) |
|
1089 | 1091 | except Exception: |
|
1090 | 1092 | reply = error.wrap_exception() |
|
1091 | 1093 | |
|
1092 | 1094 | if reply['status'] == 'ok': |
|
1093 | 1095 | eids = content.get('engine_ids', []) |
|
1094 | 1096 | for eid in eids: |
|
1095 | 1097 | if eid not in self.engines: |
|
1096 | 1098 | try: |
|
1097 | 1099 | raise IndexError("No such engine: %i" % eid) |
|
1098 | 1100 | except: |
|
1099 | 1101 | reply = error.wrap_exception() |
|
1100 | 1102 | break |
|
1101 | 1103 | uid = self.engines[eid].queue |
|
1102 | 1104 | try: |
|
1103 | 1105 | self.db.drop_matching_records(dict(engine_uuid=uid, completed={'$ne':None})) |
|
1104 | 1106 | except Exception: |
|
1105 | 1107 | reply = error.wrap_exception() |
|
1106 | 1108 | break |
|
1107 | 1109 | |
|
1108 | 1110 | self.session.send(self.query, 'purge_reply', content=reply, ident=client_id) |
|
1109 | 1111 | |
|
1110 | 1112 | def resubmit_task(self, client_id, msg): |
|
1111 | 1113 | """Resubmit one or more tasks.""" |
|
1112 | 1114 | def finish(reply): |
|
1113 | 1115 | self.session.send(self.query, 'resubmit_reply', content=reply, ident=client_id) |
|
1114 | 1116 | |
|
1115 | 1117 | content = msg['content'] |
|
1116 | 1118 | msg_ids = content['msg_ids'] |
|
1117 | 1119 | reply = dict(status='ok') |
|
1118 | 1120 | try: |
|
1119 | 1121 | records = self.db.find_records({'msg_id' : {'$in' : msg_ids}}, keys=[ |
|
1120 | 1122 | 'header', 'content', 'buffers']) |
|
1121 | 1123 | except Exception: |
|
1122 | 1124 | self.log.error('db::db error finding tasks to resubmit', exc_info=True) |
|
1123 | 1125 | return finish(error.wrap_exception()) |
|
1124 | 1126 | |
|
1125 | 1127 | # validate msg_ids |
|
1126 | 1128 | found_ids = [ rec['msg_id'] for rec in records ] |
|
1127 | 1129 | invalid_ids = filter(lambda m: m in self.pending, found_ids) |
|
1128 | 1130 | if len(records) > len(msg_ids): |
|
1129 | 1131 | try: |
|
1130 | 1132 | raise RuntimeError("DB appears to be in an inconsistent state." |
|
1131 | 1133 | "More matching records were found than should exist") |
|
1132 | 1134 | except Exception: |
|
1133 | 1135 | return finish(error.wrap_exception()) |
|
1134 | 1136 | elif len(records) < len(msg_ids): |
|
1135 | 1137 | missing = [ m for m in msg_ids if m not in found_ids ] |
|
1136 | 1138 | try: |
|
1137 | 1139 | raise KeyError("No such msg(s): %r" % missing) |
|
1138 | 1140 | except KeyError: |
|
1139 | 1141 | return finish(error.wrap_exception()) |
|
1140 | 1142 | elif invalid_ids: |
|
1141 | 1143 | msg_id = invalid_ids[0] |
|
1142 | 1144 | try: |
|
1143 | 1145 | raise ValueError("Task %r appears to be inflight" % msg_id) |
|
1144 | 1146 | except Exception: |
|
1145 | 1147 | return finish(error.wrap_exception()) |
|
1146 | 1148 | |
|
1147 | 1149 | # clear the existing records |
|
1148 | 1150 | now = datetime.now() |
|
1149 | 1151 | rec = empty_record() |
|
1150 | 1152 | map(rec.pop, ['msg_id', 'header', 'content', 'buffers', 'submitted']) |
|
1151 | 1153 | rec['resubmitted'] = now |
|
1152 | 1154 | rec['queue'] = 'task' |
|
1153 | 1155 | rec['client_uuid'] = client_id[0] |
|
1154 | 1156 | try: |
|
1155 | 1157 | for msg_id in msg_ids: |
|
1156 | 1158 | self.all_completed.discard(msg_id) |
|
1157 | 1159 | self.db.update_record(msg_id, rec) |
|
1158 | 1160 | except Exception: |
|
1159 | 1161 | self.log.error('db::db error upating record', exc_info=True) |
|
1160 | 1162 | reply = error.wrap_exception() |
|
1161 | 1163 | else: |
|
1162 | 1164 | # send the messages |
|
1163 | 1165 | for rec in records: |
|
1164 | 1166 | header = rec['header'] |
|
1165 | 1167 | # include resubmitted in header to prevent digest collision |
|
1166 | 1168 | header['resubmitted'] = now |
|
1167 | 1169 | msg = self.session.msg(header['msg_type']) |
|
1168 | 1170 | msg['content'] = rec['content'] |
|
1169 | 1171 | msg['header'] = header |
|
1170 | 1172 | msg['header']['msg_id'] = rec['msg_id'] |
|
1171 | 1173 | self.session.send(self.resubmit, msg, buffers=rec['buffers']) |
|
1172 | 1174 | |
|
1173 | 1175 | finish(dict(status='ok')) |
|
1174 | 1176 | |
|
1175 | 1177 | |
|
1176 | 1178 | def _extract_record(self, rec): |
|
1177 | 1179 | """decompose a TaskRecord dict into subsection of reply for get_result""" |
|
1178 | 1180 | io_dict = {} |
|
1179 | 1181 | for key in 'pyin pyout pyerr stdout stderr'.split(): |
|
1180 | 1182 | io_dict[key] = rec[key] |
|
1181 | 1183 | content = { 'result_content': rec['result_content'], |
|
1182 | 1184 | 'header': rec['header'], |
|
1183 | 1185 | 'result_header' : rec['result_header'], |
|
1184 | 1186 | 'io' : io_dict, |
|
1185 | 1187 | } |
|
1186 | 1188 | if rec['result_buffers']: |
|
1187 | 1189 | buffers = map(bytes, rec['result_buffers']) |
|
1188 | 1190 | else: |
|
1189 | 1191 | buffers = [] |
|
1190 | 1192 | |
|
1191 | 1193 | return content, buffers |
|
1192 | 1194 | |
|
1193 | 1195 | def get_results(self, client_id, msg): |
|
1194 | 1196 | """Get the result of 1 or more messages.""" |
|
1195 | 1197 | content = msg['content'] |
|
1196 | 1198 | msg_ids = sorted(set(content['msg_ids'])) |
|
1197 | 1199 | statusonly = content.get('status_only', False) |
|
1198 | 1200 | pending = [] |
|
1199 | 1201 | completed = [] |
|
1200 | 1202 | content = dict(status='ok') |
|
1201 | 1203 | content['pending'] = pending |
|
1202 | 1204 | content['completed'] = completed |
|
1203 | 1205 | buffers = [] |
|
1204 | 1206 | if not statusonly: |
|
1205 | 1207 | try: |
|
1206 | 1208 | matches = self.db.find_records(dict(msg_id={'$in':msg_ids})) |
|
1207 | 1209 | # turn match list into dict, for faster lookup |
|
1208 | 1210 | records = {} |
|
1209 | 1211 | for rec in matches: |
|
1210 | 1212 | records[rec['msg_id']] = rec |
|
1211 | 1213 | except Exception: |
|
1212 | 1214 | content = error.wrap_exception() |
|
1213 | 1215 | self.session.send(self.query, "result_reply", content=content, |
|
1214 | 1216 | parent=msg, ident=client_id) |
|
1215 | 1217 | return |
|
1216 | 1218 | else: |
|
1217 | 1219 | records = {} |
|
1218 | 1220 | for msg_id in msg_ids: |
|
1219 | 1221 | if msg_id in self.pending: |
|
1220 | 1222 | pending.append(msg_id) |
|
1221 | 1223 | elif msg_id in self.all_completed: |
|
1222 | 1224 | completed.append(msg_id) |
|
1223 | 1225 | if not statusonly: |
|
1224 | 1226 | c,bufs = self._extract_record(records[msg_id]) |
|
1225 | 1227 | content[msg_id] = c |
|
1226 | 1228 | buffers.extend(bufs) |
|
1227 | 1229 | elif msg_id in records: |
|
1228 | 1230 | if rec['completed']: |
|
1229 | 1231 | completed.append(msg_id) |
|
1230 | 1232 | c,bufs = self._extract_record(records[msg_id]) |
|
1231 | 1233 | content[msg_id] = c |
|
1232 | 1234 | buffers.extend(bufs) |
|
1233 | 1235 | else: |
|
1234 | 1236 | pending.append(msg_id) |
|
1235 | 1237 | else: |
|
1236 | 1238 | try: |
|
1237 | 1239 | raise KeyError('No such message: '+msg_id) |
|
1238 | 1240 | except: |
|
1239 | 1241 | content = error.wrap_exception() |
|
1240 | 1242 | break |
|
1241 | 1243 | self.session.send(self.query, "result_reply", content=content, |
|
1242 | 1244 | parent=msg, ident=client_id, |
|
1243 | 1245 | buffers=buffers) |
|
1244 | 1246 | |
|
1245 | 1247 | def get_history(self, client_id, msg): |
|
1246 | 1248 | """Get a list of all msg_ids in our DB records""" |
|
1247 | 1249 | try: |
|
1248 | 1250 | msg_ids = self.db.get_history() |
|
1249 | 1251 | except Exception as e: |
|
1250 | 1252 | content = error.wrap_exception() |
|
1251 | 1253 | else: |
|
1252 | 1254 | content = dict(status='ok', history=msg_ids) |
|
1253 | 1255 | |
|
1254 | 1256 | self.session.send(self.query, "history_reply", content=content, |
|
1255 | 1257 | parent=msg, ident=client_id) |
|
1256 | 1258 | |
|
1257 | 1259 | def db_query(self, client_id, msg): |
|
1258 | 1260 | """Perform a raw query on the task record database.""" |
|
1259 | 1261 | content = msg['content'] |
|
1260 | 1262 | query = content.get('query', {}) |
|
1261 | 1263 | keys = content.get('keys', None) |
|
1262 | 1264 | buffers = [] |
|
1263 | 1265 | empty = list() |
|
1264 | 1266 | try: |
|
1265 | 1267 | records = self.db.find_records(query, keys) |
|
1266 | 1268 | except Exception as e: |
|
1267 | 1269 | content = error.wrap_exception() |
|
1268 | 1270 | else: |
|
1269 | 1271 | # extract buffers from reply content: |
|
1270 | 1272 | if keys is not None: |
|
1271 | 1273 | buffer_lens = [] if 'buffers' in keys else None |
|
1272 | 1274 | result_buffer_lens = [] if 'result_buffers' in keys else None |
|
1273 | 1275 | else: |
|
1274 | 1276 | buffer_lens = None |
|
1275 | 1277 | result_buffer_lens = None |
|
1276 | 1278 | |
|
1277 | 1279 | for rec in records: |
|
1278 | 1280 | # buffers may be None, so double check |
|
1279 | 1281 | b = rec.pop('buffers', empty) or empty |
|
1280 | 1282 | if buffer_lens is not None: |
|
1281 | 1283 | buffer_lens.append(len(b)) |
|
1282 | 1284 | buffers.extend(b) |
|
1283 | 1285 | rb = rec.pop('result_buffers', empty) or empty |
|
1284 | 1286 | if result_buffer_lens is not None: |
|
1285 | 1287 | result_buffer_lens.append(len(rb)) |
|
1286 | 1288 | buffers.extend(rb) |
|
1287 | 1289 | content = dict(status='ok', records=records, buffer_lens=buffer_lens, |
|
1288 | 1290 | result_buffer_lens=result_buffer_lens) |
|
1289 | 1291 | # self.log.debug (content) |
|
1290 | 1292 | self.session.send(self.query, "db_reply", content=content, |
|
1291 | 1293 | parent=msg, ident=client_id, |
|
1292 | 1294 | buffers=buffers) |
|
1293 | 1295 |
@@ -1,759 +1,767 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 | import time |
|
27 | 27 | |
|
28 | 28 | from datetime import datetime, timedelta |
|
29 | 29 | from random import randint, random |
|
30 | 30 | from types import FunctionType |
|
31 | 31 | |
|
32 | 32 | try: |
|
33 | 33 | import numpy |
|
34 | 34 | except ImportError: |
|
35 | 35 | numpy = None |
|
36 | 36 | |
|
37 | 37 | import zmq |
|
38 | 38 | from zmq.eventloop import ioloop, zmqstream |
|
39 | 39 | |
|
40 | 40 | # local imports |
|
41 | 41 | from IPython.external.decorator import decorator |
|
42 | 42 | from IPython.config.application import Application |
|
43 | 43 | from IPython.config.loader import Config |
|
44 | 44 | from IPython.utils.traitlets import Instance, Dict, List, Set, Integer, Enum, CBytes |
|
45 | 45 | |
|
46 | from IPython.parallel import error | |
|
46 | from IPython.parallel import error, util | |
|
47 | 47 | from IPython.parallel.factory import SessionFactory |
|
48 | 48 | from IPython.parallel.util import connect_logger, local_logger, asbytes |
|
49 | 49 | |
|
50 | 50 | from .dependency import Dependency |
|
51 | 51 | |
|
52 | 52 | @decorator |
|
53 | 53 | def logged(f,self,*args,**kwargs): |
|
54 | 54 | # print ("#--------------------") |
|
55 | 55 | self.log.debug("scheduler::%s(*%s,**%s)", f.func_name, args, kwargs) |
|
56 | 56 | # print ("#--") |
|
57 | 57 | return f(self,*args, **kwargs) |
|
58 | 58 | |
|
59 | 59 | #---------------------------------------------------------------------- |
|
60 | 60 | # Chooser functions |
|
61 | 61 | #---------------------------------------------------------------------- |
|
62 | 62 | |
|
63 | 63 | def plainrandom(loads): |
|
64 | 64 | """Plain random pick.""" |
|
65 | 65 | n = len(loads) |
|
66 | 66 | return randint(0,n-1) |
|
67 | 67 | |
|
68 | 68 | def lru(loads): |
|
69 | 69 | """Always pick the front of the line. |
|
70 | 70 | |
|
71 | 71 | The content of `loads` is ignored. |
|
72 | 72 | |
|
73 | 73 | Assumes LRU ordering of loads, with oldest first. |
|
74 | 74 | """ |
|
75 | 75 | return 0 |
|
76 | 76 | |
|
77 | 77 | def twobin(loads): |
|
78 | 78 | """Pick two at random, use the LRU of the two. |
|
79 | 79 | |
|
80 | 80 | The content of loads is ignored. |
|
81 | 81 | |
|
82 | 82 | Assumes LRU ordering of loads, with oldest first. |
|
83 | 83 | """ |
|
84 | 84 | n = len(loads) |
|
85 | 85 | a = randint(0,n-1) |
|
86 | 86 | b = randint(0,n-1) |
|
87 | 87 | return min(a,b) |
|
88 | 88 | |
|
89 | 89 | def weighted(loads): |
|
90 | 90 | """Pick two at random using inverse load as weight. |
|
91 | 91 | |
|
92 | 92 | Return the less loaded of the two. |
|
93 | 93 | """ |
|
94 | 94 | # weight 0 a million times more than 1: |
|
95 | 95 | weights = 1./(1e-6+numpy.array(loads)) |
|
96 | 96 | sums = weights.cumsum() |
|
97 | 97 | t = sums[-1] |
|
98 | 98 | x = random()*t |
|
99 | 99 | y = random()*t |
|
100 | 100 | idx = 0 |
|
101 | 101 | idy = 0 |
|
102 | 102 | while sums[idx] < x: |
|
103 | 103 | idx += 1 |
|
104 | 104 | while sums[idy] < y: |
|
105 | 105 | idy += 1 |
|
106 | 106 | if weights[idy] > weights[idx]: |
|
107 | 107 | return idy |
|
108 | 108 | else: |
|
109 | 109 | return idx |
|
110 | 110 | |
|
111 | 111 | def leastload(loads): |
|
112 | 112 | """Always choose the lowest load. |
|
113 | 113 | |
|
114 | 114 | If the lowest load occurs more than once, the first |
|
115 | 115 | occurance will be used. If loads has LRU ordering, this means |
|
116 | 116 | the LRU of those with the lowest load is chosen. |
|
117 | 117 | """ |
|
118 | 118 | return loads.index(min(loads)) |
|
119 | 119 | |
|
120 | 120 | #--------------------------------------------------------------------- |
|
121 | 121 | # Classes |
|
122 | 122 | #--------------------------------------------------------------------- |
|
123 | 123 | |
|
124 | 124 | |
|
125 | 125 | # store empty default dependency: |
|
126 | 126 | MET = Dependency([]) |
|
127 | 127 | |
|
128 | 128 | |
|
129 | 129 | class Job(object): |
|
130 | 130 | """Simple container for a job""" |
|
131 | 131 | def __init__(self, msg_id, raw_msg, idents, msg, header, targets, after, follow, timeout): |
|
132 | 132 | self.msg_id = msg_id |
|
133 | 133 | self.raw_msg = raw_msg |
|
134 | 134 | self.idents = idents |
|
135 | 135 | self.msg = msg |
|
136 | 136 | self.header = header |
|
137 | 137 | self.targets = targets |
|
138 | 138 | self.after = after |
|
139 | 139 | self.follow = follow |
|
140 | 140 | self.timeout = timeout |
|
141 | 141 | |
|
142 | 142 | |
|
143 | 143 | self.timestamp = time.time() |
|
144 | 144 | self.blacklist = set() |
|
145 | 145 | |
|
146 | 146 | @property |
|
147 | 147 | def dependents(self): |
|
148 | 148 | return self.follow.union(self.after) |
|
149 | 149 | |
|
150 | 150 | class TaskScheduler(SessionFactory): |
|
151 | 151 | """Python TaskScheduler object. |
|
152 | 152 | |
|
153 | 153 | This is the simplest object that supports msg_id based |
|
154 | 154 | DAG dependencies. *Only* task msg_ids are checked, not |
|
155 | 155 | msg_ids of jobs submitted via the MUX queue. |
|
156 | 156 | |
|
157 | 157 | """ |
|
158 | 158 | |
|
159 | 159 | hwm = Integer(1, config=True, |
|
160 | 160 | help="""specify the High Water Mark (HWM) for the downstream |
|
161 | 161 | socket in the Task scheduler. This is the maximum number |
|
162 | 162 | of allowed outstanding tasks on each engine. |
|
163 | 163 | |
|
164 | 164 | The default (1) means that only one task can be outstanding on each |
|
165 | 165 | engine. Setting TaskScheduler.hwm=0 means there is no limit, and the |
|
166 | 166 | engines continue to be assigned tasks while they are working, |
|
167 | 167 | effectively hiding network latency behind computation, but can result |
|
168 | 168 | in an imbalance of work when submitting many heterogenous tasks all at |
|
169 | 169 | once. Any positive value greater than one is a compromise between the |
|
170 | 170 | two. |
|
171 | 171 | |
|
172 | 172 | """ |
|
173 | 173 | ) |
|
174 | 174 | scheme_name = Enum(('leastload', 'pure', 'lru', 'plainrandom', 'weighted', 'twobin'), |
|
175 | 175 | 'leastload', config=True, allow_none=False, |
|
176 | 176 | help="""select the task scheduler scheme [default: Python LRU] |
|
177 | 177 | Options are: 'pure', 'lru', 'plainrandom', 'weighted', 'twobin','leastload'""" |
|
178 | 178 | ) |
|
179 | 179 | def _scheme_name_changed(self, old, new): |
|
180 | 180 | self.log.debug("Using scheme %r"%new) |
|
181 | 181 | self.scheme = globals()[new] |
|
182 | 182 | |
|
183 | 183 | # input arguments: |
|
184 | 184 | scheme = Instance(FunctionType) # function for determining the destination |
|
185 | 185 | def _scheme_default(self): |
|
186 | 186 | return leastload |
|
187 | 187 | client_stream = Instance(zmqstream.ZMQStream) # client-facing stream |
|
188 | 188 | engine_stream = Instance(zmqstream.ZMQStream) # engine-facing stream |
|
189 | 189 | notifier_stream = Instance(zmqstream.ZMQStream) # hub-facing sub stream |
|
190 | 190 | mon_stream = Instance(zmqstream.ZMQStream) # hub-facing pub stream |
|
191 | 191 | |
|
192 | 192 | # internals: |
|
193 | 193 | graph = Dict() # dict by msg_id of [ msg_ids that depend on key ] |
|
194 | 194 | retries = Dict() # dict by msg_id of retries remaining (non-neg ints) |
|
195 | 195 | # waiting = List() # list of msg_ids ready to run, but haven't due to HWM |
|
196 | 196 | depending = Dict() # dict by msg_id of Jobs |
|
197 | 197 | pending = Dict() # dict by engine_uuid of submitted tasks |
|
198 | 198 | completed = Dict() # dict by engine_uuid of completed tasks |
|
199 | 199 | failed = Dict() # dict by engine_uuid of failed tasks |
|
200 | 200 | destinations = Dict() # dict by msg_id of engine_uuids where jobs ran (reverse of completed+failed) |
|
201 | 201 | clients = Dict() # dict by msg_id for who submitted the task |
|
202 | 202 | targets = List() # list of target IDENTs |
|
203 | 203 | loads = List() # list of engine loads |
|
204 | 204 | # full = Set() # set of IDENTs that have HWM outstanding tasks |
|
205 | 205 | all_completed = Set() # set of all completed tasks |
|
206 | 206 | all_failed = Set() # set of all failed tasks |
|
207 | 207 | all_done = Set() # set of all finished tasks=union(completed,failed) |
|
208 | 208 | all_ids = Set() # set of all submitted task IDs |
|
209 | 209 | |
|
210 | 210 | auditor = Instance('zmq.eventloop.ioloop.PeriodicCallback') |
|
211 | 211 | |
|
212 | 212 | ident = CBytes() # ZMQ identity. This should just be self.session.session |
|
213 | 213 | # but ensure Bytes |
|
214 | 214 | def _ident_default(self): |
|
215 | 215 | return self.session.bsession |
|
216 | 216 | |
|
217 | 217 | def start(self): |
|
218 | 218 | self.engine_stream.on_recv(self.dispatch_result, copy=False) |
|
219 | 219 | self.client_stream.on_recv(self.dispatch_submission, copy=False) |
|
220 | 220 | |
|
221 | 221 | self._notification_handlers = dict( |
|
222 | 222 | registration_notification = self._register_engine, |
|
223 | 223 | unregistration_notification = self._unregister_engine |
|
224 | 224 | ) |
|
225 | 225 | self.notifier_stream.on_recv(self.dispatch_notification) |
|
226 | 226 | self.auditor = ioloop.PeriodicCallback(self.audit_timeouts, 2e3, self.loop) # 1 Hz |
|
227 | 227 | self.auditor.start() |
|
228 | 228 | self.log.info("Scheduler started [%s]"%self.scheme_name) |
|
229 | 229 | |
|
230 | 230 | def resume_receiving(self): |
|
231 | 231 | """Resume accepting jobs.""" |
|
232 | 232 | self.client_stream.on_recv(self.dispatch_submission, copy=False) |
|
233 | 233 | |
|
234 | 234 | def stop_receiving(self): |
|
235 | 235 | """Stop accepting jobs while there are no engines. |
|
236 | 236 | Leave them in the ZMQ queue.""" |
|
237 | 237 | self.client_stream.on_recv(None) |
|
238 | 238 | |
|
239 | 239 | #----------------------------------------------------------------------- |
|
240 | 240 | # [Un]Registration Handling |
|
241 | 241 | #----------------------------------------------------------------------- |
|
242 | 242 | |
|
243 | ||
|
244 | @util.log_errors | |
|
243 | 245 | def dispatch_notification(self, msg): |
|
244 | 246 | """dispatch register/unregister events.""" |
|
245 | 247 | try: |
|
246 | 248 | idents,msg = self.session.feed_identities(msg) |
|
247 | 249 | except ValueError: |
|
248 | 250 | self.log.warn("task::Invalid Message: %r",msg) |
|
249 | 251 | return |
|
250 | 252 | try: |
|
251 | 253 | msg = self.session.unserialize(msg) |
|
252 | 254 | except ValueError: |
|
253 | 255 | self.log.warn("task::Unauthorized message from: %r"%idents) |
|
254 | 256 | return |
|
255 | 257 | |
|
256 | 258 | msg_type = msg['header']['msg_type'] |
|
257 | 259 | |
|
258 | 260 | handler = self._notification_handlers.get(msg_type, None) |
|
259 | 261 | if handler is None: |
|
260 | 262 | self.log.error("Unhandled message type: %r"%msg_type) |
|
261 | 263 | else: |
|
262 | 264 | try: |
|
263 | 265 | handler(asbytes(msg['content']['queue'])) |
|
264 | 266 | except Exception: |
|
265 | 267 | self.log.error("task::Invalid notification msg: %r", msg, exc_info=True) |
|
266 | 268 | |
|
267 | 269 | def _register_engine(self, uid): |
|
268 | 270 | """New engine with ident `uid` became available.""" |
|
269 | 271 | # head of the line: |
|
270 | 272 | self.targets.insert(0,uid) |
|
271 | 273 | self.loads.insert(0,0) |
|
272 | 274 | |
|
273 | 275 | # initialize sets |
|
274 | 276 | self.completed[uid] = set() |
|
275 | 277 | self.failed[uid] = set() |
|
276 | 278 | self.pending[uid] = {} |
|
277 | 279 | |
|
278 | 280 | # rescan the graph: |
|
279 | 281 | self.update_graph(None) |
|
280 | 282 | |
|
281 | 283 | def _unregister_engine(self, uid): |
|
282 | 284 | """Existing engine with ident `uid` became unavailable.""" |
|
283 | 285 | if len(self.targets) == 1: |
|
284 | 286 | # this was our only engine |
|
285 | 287 | pass |
|
286 | 288 | |
|
287 | 289 | # handle any potentially finished tasks: |
|
288 | 290 | self.engine_stream.flush() |
|
289 | 291 | |
|
290 | 292 | # don't pop destinations, because they might be used later |
|
291 | 293 | # map(self.destinations.pop, self.completed.pop(uid)) |
|
292 | 294 | # map(self.destinations.pop, self.failed.pop(uid)) |
|
293 | 295 | |
|
294 | 296 | # prevent this engine from receiving work |
|
295 | 297 | idx = self.targets.index(uid) |
|
296 | 298 | self.targets.pop(idx) |
|
297 | 299 | self.loads.pop(idx) |
|
298 | 300 | |
|
299 | 301 | # wait 5 seconds before cleaning up pending jobs, since the results might |
|
300 | 302 | # still be incoming |
|
301 | 303 | if self.pending[uid]: |
|
302 | 304 | dc = ioloop.DelayedCallback(lambda : self.handle_stranded_tasks(uid), 5000, self.loop) |
|
303 | 305 | dc.start() |
|
304 | 306 | else: |
|
305 | 307 | self.completed.pop(uid) |
|
306 | 308 | self.failed.pop(uid) |
|
307 | 309 | |
|
308 | 310 | |
|
309 | 311 | def handle_stranded_tasks(self, engine): |
|
310 | 312 | """Deal with jobs resident in an engine that died.""" |
|
311 | 313 | lost = self.pending[engine] |
|
312 | 314 | for msg_id in lost.keys(): |
|
313 | 315 | if msg_id not in self.pending[engine]: |
|
314 | 316 | # prevent double-handling of messages |
|
315 | 317 | continue |
|
316 | 318 | |
|
317 | 319 | raw_msg = lost[msg_id][0] |
|
318 | 320 | idents,msg = self.session.feed_identities(raw_msg, copy=False) |
|
319 | 321 | parent = self.session.unpack(msg[1].bytes) |
|
320 | 322 | idents = [engine, idents[0]] |
|
321 | 323 | |
|
322 | 324 | # build fake error reply |
|
323 | 325 | try: |
|
324 | 326 | raise error.EngineError("Engine %r died while running task %r"%(engine, msg_id)) |
|
325 | 327 | except: |
|
326 | 328 | content = error.wrap_exception() |
|
327 | 329 | # build fake header |
|
328 | 330 | header = dict( |
|
329 | 331 | status='error', |
|
330 | 332 | engine=engine, |
|
331 | 333 | date=datetime.now(), |
|
332 | 334 | ) |
|
333 | 335 | msg = self.session.msg('apply_reply', content, parent=parent, subheader=header) |
|
334 | 336 | raw_reply = map(zmq.Message, self.session.serialize(msg, ident=idents)) |
|
335 | 337 | # and dispatch it |
|
336 | 338 | self.dispatch_result(raw_reply) |
|
337 | 339 | |
|
338 | 340 | # finally scrub completed/failed lists |
|
339 | 341 | self.completed.pop(engine) |
|
340 | 342 | self.failed.pop(engine) |
|
341 | 343 | |
|
342 | 344 | |
|
343 | 345 | #----------------------------------------------------------------------- |
|
344 | 346 | # Job Submission |
|
345 | 347 | #----------------------------------------------------------------------- |
|
348 | ||
|
349 | ||
|
350 | @util.log_errors | |
|
346 | 351 | def dispatch_submission(self, raw_msg): |
|
347 | 352 | """Dispatch job submission to appropriate handlers.""" |
|
348 | 353 | # ensure targets up to date: |
|
349 | 354 | self.notifier_stream.flush() |
|
350 | 355 | try: |
|
351 | 356 | idents, msg = self.session.feed_identities(raw_msg, copy=False) |
|
352 | 357 | msg = self.session.unserialize(msg, content=False, copy=False) |
|
353 | 358 | except Exception: |
|
354 | 359 | self.log.error("task::Invaid task msg: %r"%raw_msg, exc_info=True) |
|
355 | 360 | return |
|
356 | 361 | |
|
357 | 362 | |
|
358 | 363 | # send to monitor |
|
359 | 364 | self.mon_stream.send_multipart([b'intask']+raw_msg, copy=False) |
|
360 | 365 | |
|
361 | 366 | header = msg['header'] |
|
362 | 367 | msg_id = header['msg_id'] |
|
363 | 368 | self.all_ids.add(msg_id) |
|
364 | 369 | |
|
365 | 370 | # get targets as a set of bytes objects |
|
366 | 371 | # from a list of unicode objects |
|
367 | 372 | targets = header.get('targets', []) |
|
368 | 373 | targets = map(asbytes, targets) |
|
369 | 374 | targets = set(targets) |
|
370 | 375 | |
|
371 | 376 | retries = header.get('retries', 0) |
|
372 | 377 | self.retries[msg_id] = retries |
|
373 | 378 | |
|
374 | 379 | # time dependencies |
|
375 | 380 | after = header.get('after', None) |
|
376 | 381 | if after: |
|
377 | 382 | after = Dependency(after) |
|
378 | 383 | if after.all: |
|
379 | 384 | if after.success: |
|
380 | 385 | after = Dependency(after.difference(self.all_completed), |
|
381 | 386 | success=after.success, |
|
382 | 387 | failure=after.failure, |
|
383 | 388 | all=after.all, |
|
384 | 389 | ) |
|
385 | 390 | if after.failure: |
|
386 | 391 | after = Dependency(after.difference(self.all_failed), |
|
387 | 392 | success=after.success, |
|
388 | 393 | failure=after.failure, |
|
389 | 394 | all=after.all, |
|
390 | 395 | ) |
|
391 | 396 | if after.check(self.all_completed, self.all_failed): |
|
392 | 397 | # recast as empty set, if `after` already met, |
|
393 | 398 | # to prevent unnecessary set comparisons |
|
394 | 399 | after = MET |
|
395 | 400 | else: |
|
396 | 401 | after = MET |
|
397 | 402 | |
|
398 | 403 | # location dependencies |
|
399 | 404 | follow = Dependency(header.get('follow', [])) |
|
400 | 405 | |
|
401 | 406 | # turn timeouts into datetime objects: |
|
402 | 407 | timeout = header.get('timeout', None) |
|
403 | 408 | if timeout: |
|
404 | 409 | # cast to float, because jsonlib returns floats as decimal.Decimal, |
|
405 | 410 | # which timedelta does not accept |
|
406 | 411 | timeout = datetime.now() + timedelta(0,float(timeout),0) |
|
407 | 412 | |
|
408 | 413 | job = Job(msg_id=msg_id, raw_msg=raw_msg, idents=idents, msg=msg, |
|
409 | 414 | header=header, targets=targets, after=after, follow=follow, |
|
410 | 415 | timeout=timeout, |
|
411 | 416 | ) |
|
412 | 417 | |
|
413 | 418 | # validate and reduce dependencies: |
|
414 | 419 | for dep in after,follow: |
|
415 | 420 | if not dep: # empty dependency |
|
416 | 421 | continue |
|
417 | 422 | # check valid: |
|
418 | 423 | if msg_id in dep or dep.difference(self.all_ids): |
|
419 | 424 | self.depending[msg_id] = job |
|
420 | 425 | return self.fail_unreachable(msg_id, error.InvalidDependency) |
|
421 | 426 | # check if unreachable: |
|
422 | 427 | if dep.unreachable(self.all_completed, self.all_failed): |
|
423 | 428 | self.depending[msg_id] = job |
|
424 | 429 | return self.fail_unreachable(msg_id) |
|
425 | 430 | |
|
426 | 431 | if after.check(self.all_completed, self.all_failed): |
|
427 | 432 | # time deps already met, try to run |
|
428 | 433 | if not self.maybe_run(job): |
|
429 | 434 | # can't run yet |
|
430 | 435 | if msg_id not in self.all_failed: |
|
431 | 436 | # could have failed as unreachable |
|
432 | 437 | self.save_unmet(job) |
|
433 | 438 | else: |
|
434 | 439 | self.save_unmet(job) |
|
435 | 440 | |
|
436 | 441 | def audit_timeouts(self): |
|
437 | 442 | """Audit all waiting tasks for expired timeouts.""" |
|
438 | 443 | now = datetime.now() |
|
439 | 444 | for msg_id in self.depending.keys(): |
|
440 | 445 | # must recheck, in case one failure cascaded to another: |
|
441 | 446 | if msg_id in self.depending: |
|
442 | 447 | job = self.depending[msg_id] |
|
443 | 448 | if job.timeout and job.timeout < now: |
|
444 | 449 | self.fail_unreachable(msg_id, error.TaskTimeout) |
|
445 | 450 | |
|
446 | 451 | def fail_unreachable(self, msg_id, why=error.ImpossibleDependency): |
|
447 | 452 | """a task has become unreachable, send a reply with an ImpossibleDependency |
|
448 | 453 | error.""" |
|
449 | 454 | if msg_id not in self.depending: |
|
450 | 455 | self.log.error("msg %r already failed!", msg_id) |
|
451 | 456 | return |
|
452 | 457 | job = self.depending.pop(msg_id) |
|
453 | 458 | for mid in job.dependents: |
|
454 | 459 | if mid in self.graph: |
|
455 | 460 | self.graph[mid].remove(msg_id) |
|
456 | 461 | |
|
457 | 462 | try: |
|
458 | 463 | raise why() |
|
459 | 464 | except: |
|
460 | 465 | content = error.wrap_exception() |
|
461 | 466 | |
|
462 | 467 | self.all_done.add(msg_id) |
|
463 | 468 | self.all_failed.add(msg_id) |
|
464 | 469 | |
|
465 | 470 | msg = self.session.send(self.client_stream, 'apply_reply', content, |
|
466 | 471 | parent=job.header, ident=job.idents) |
|
467 | 472 | self.session.send(self.mon_stream, msg, ident=[b'outtask']+job.idents) |
|
468 | 473 | |
|
469 | 474 | self.update_graph(msg_id, success=False) |
|
470 | 475 | |
|
471 | 476 | def maybe_run(self, job): |
|
472 | 477 | """check location dependencies, and run if they are met.""" |
|
473 | 478 | msg_id = job.msg_id |
|
474 | 479 | self.log.debug("Attempting to assign task %s", msg_id) |
|
475 | 480 | if not self.targets: |
|
476 | 481 | # no engines, definitely can't run |
|
477 | 482 | return False |
|
478 | 483 | |
|
479 | 484 | if job.follow or job.targets or job.blacklist or self.hwm: |
|
480 | 485 | # we need a can_run filter |
|
481 | 486 | def can_run(idx): |
|
482 | 487 | # check hwm |
|
483 | 488 | if self.hwm and self.loads[idx] == self.hwm: |
|
484 | 489 | return False |
|
485 | 490 | target = self.targets[idx] |
|
486 | 491 | # check blacklist |
|
487 | 492 | if target in job.blacklist: |
|
488 | 493 | return False |
|
489 | 494 | # check targets |
|
490 | 495 | if job.targets and target not in job.targets: |
|
491 | 496 | return False |
|
492 | 497 | # check follow |
|
493 | 498 | return job.follow.check(self.completed[target], self.failed[target]) |
|
494 | 499 | |
|
495 | 500 | indices = filter(can_run, range(len(self.targets))) |
|
496 | 501 | |
|
497 | 502 | if not indices: |
|
498 | 503 | # couldn't run |
|
499 | 504 | if job.follow.all: |
|
500 | 505 | # check follow for impossibility |
|
501 | 506 | dests = set() |
|
502 | 507 | relevant = set() |
|
503 | 508 | if job.follow.success: |
|
504 | 509 | relevant = self.all_completed |
|
505 | 510 | if job.follow.failure: |
|
506 | 511 | relevant = relevant.union(self.all_failed) |
|
507 | 512 | for m in job.follow.intersection(relevant): |
|
508 | 513 | dests.add(self.destinations[m]) |
|
509 | 514 | if len(dests) > 1: |
|
510 | 515 | self.depending[msg_id] = job |
|
511 | 516 | self.fail_unreachable(msg_id) |
|
512 | 517 | return False |
|
513 | 518 | if job.targets: |
|
514 | 519 | # check blacklist+targets for impossibility |
|
515 | 520 | job.targets.difference_update(blacklist) |
|
516 | 521 | if not job.targets or not job.targets.intersection(self.targets): |
|
517 | 522 | self.depending[msg_id] = job |
|
518 | 523 | self.fail_unreachable(msg_id) |
|
519 | 524 | return False |
|
520 | 525 | return False |
|
521 | 526 | else: |
|
522 | 527 | indices = None |
|
523 | 528 | |
|
524 | 529 | self.submit_task(job, indices) |
|
525 | 530 | return True |
|
526 | 531 | |
|
527 | 532 | def save_unmet(self, job): |
|
528 | 533 | """Save a message for later submission when its dependencies are met.""" |
|
529 | 534 | msg_id = job.msg_id |
|
530 | 535 | self.depending[msg_id] = job |
|
531 | 536 | # track the ids in follow or after, but not those already finished |
|
532 | 537 | for dep_id in job.after.union(job.follow).difference(self.all_done): |
|
533 | 538 | if dep_id not in self.graph: |
|
534 | 539 | self.graph[dep_id] = set() |
|
535 | 540 | self.graph[dep_id].add(msg_id) |
|
536 | 541 | |
|
537 | 542 | def submit_task(self, job, indices=None): |
|
538 | 543 | """Submit a task to any of a subset of our targets.""" |
|
539 | 544 | if indices: |
|
540 | 545 | loads = [self.loads[i] for i in indices] |
|
541 | 546 | else: |
|
542 | 547 | loads = self.loads |
|
543 | 548 | idx = self.scheme(loads) |
|
544 | 549 | if indices: |
|
545 | 550 | idx = indices[idx] |
|
546 | 551 | target = self.targets[idx] |
|
547 | 552 | # print (target, map(str, msg[:3])) |
|
548 | 553 | # send job to the engine |
|
549 | 554 | self.engine_stream.send(target, flags=zmq.SNDMORE, copy=False) |
|
550 | 555 | self.engine_stream.send_multipart(job.raw_msg, copy=False) |
|
551 | 556 | # update load |
|
552 | 557 | self.add_job(idx) |
|
553 | 558 | self.pending[target][job.msg_id] = job |
|
554 | 559 | # notify Hub |
|
555 | 560 | content = dict(msg_id=job.msg_id, engine_id=target.decode('ascii')) |
|
556 | 561 | self.session.send(self.mon_stream, 'task_destination', content=content, |
|
557 | 562 | ident=[b'tracktask',self.ident]) |
|
558 | 563 | |
|
559 | 564 | |
|
560 | 565 | #----------------------------------------------------------------------- |
|
561 | 566 | # Result Handling |
|
562 | 567 | #----------------------------------------------------------------------- |
|
568 | ||
|
569 | ||
|
570 | @util.log_errors | |
|
563 | 571 | def dispatch_result(self, raw_msg): |
|
564 | 572 | """dispatch method for result replies""" |
|
565 | 573 | try: |
|
566 | 574 | idents,msg = self.session.feed_identities(raw_msg, copy=False) |
|
567 | 575 | msg = self.session.unserialize(msg, content=False, copy=False) |
|
568 | 576 | engine = idents[0] |
|
569 | 577 | try: |
|
570 | 578 | idx = self.targets.index(engine) |
|
571 | 579 | except ValueError: |
|
572 | 580 | pass # skip load-update for dead engines |
|
573 | 581 | else: |
|
574 | 582 | self.finish_job(idx) |
|
575 | 583 | except Exception: |
|
576 | 584 | self.log.error("task::Invaid result: %r", raw_msg, exc_info=True) |
|
577 | 585 | return |
|
578 | 586 | |
|
579 | 587 | header = msg['header'] |
|
580 | 588 | parent = msg['parent_header'] |
|
581 | 589 | if header.get('dependencies_met', True): |
|
582 | 590 | success = (header['status'] == 'ok') |
|
583 | 591 | msg_id = parent['msg_id'] |
|
584 | 592 | retries = self.retries[msg_id] |
|
585 | 593 | if not success and retries > 0: |
|
586 | 594 | # failed |
|
587 | 595 | self.retries[msg_id] = retries - 1 |
|
588 | 596 | self.handle_unmet_dependency(idents, parent) |
|
589 | 597 | else: |
|
590 | 598 | del self.retries[msg_id] |
|
591 | 599 | # relay to client and update graph |
|
592 | 600 | self.handle_result(idents, parent, raw_msg, success) |
|
593 | 601 | # send to Hub monitor |
|
594 | 602 | self.mon_stream.send_multipart([b'outtask']+raw_msg, copy=False) |
|
595 | 603 | else: |
|
596 | 604 | self.handle_unmet_dependency(idents, parent) |
|
597 | 605 | |
|
598 | 606 | def handle_result(self, idents, parent, raw_msg, success=True): |
|
599 | 607 | """handle a real task result, either success or failure""" |
|
600 | 608 | # first, relay result to client |
|
601 | 609 | engine = idents[0] |
|
602 | 610 | client = idents[1] |
|
603 | 611 | # swap_ids for XREP-XREP mirror |
|
604 | 612 | raw_msg[:2] = [client,engine] |
|
605 | 613 | # print (map(str, raw_msg[:4])) |
|
606 | 614 | self.client_stream.send_multipart(raw_msg, copy=False) |
|
607 | 615 | # now, update our data structures |
|
608 | 616 | msg_id = parent['msg_id'] |
|
609 | 617 | self.pending[engine].pop(msg_id) |
|
610 | 618 | if success: |
|
611 | 619 | self.completed[engine].add(msg_id) |
|
612 | 620 | self.all_completed.add(msg_id) |
|
613 | 621 | else: |
|
614 | 622 | self.failed[engine].add(msg_id) |
|
615 | 623 | self.all_failed.add(msg_id) |
|
616 | 624 | self.all_done.add(msg_id) |
|
617 | 625 | self.destinations[msg_id] = engine |
|
618 | 626 | |
|
619 | 627 | self.update_graph(msg_id, success) |
|
620 | 628 | |
|
621 | 629 | def handle_unmet_dependency(self, idents, parent): |
|
622 | 630 | """handle an unmet dependency""" |
|
623 | 631 | engine = idents[0] |
|
624 | 632 | msg_id = parent['msg_id'] |
|
625 | 633 | |
|
626 | 634 | job = self.pending[engine].pop(msg_id) |
|
627 | 635 | job.blacklist.add(engine) |
|
628 | 636 | |
|
629 | 637 | if job.blacklist == job.targets: |
|
630 | 638 | self.depending[msg_id] = job |
|
631 | 639 | self.fail_unreachable(msg_id) |
|
632 | 640 | elif not self.maybe_run(job): |
|
633 | 641 | # resubmit failed |
|
634 | 642 | if msg_id not in self.all_failed: |
|
635 | 643 | # put it back in our dependency tree |
|
636 | 644 | self.save_unmet(job) |
|
637 | 645 | |
|
638 | 646 | if self.hwm: |
|
639 | 647 | try: |
|
640 | 648 | idx = self.targets.index(engine) |
|
641 | 649 | except ValueError: |
|
642 | 650 | pass # skip load-update for dead engines |
|
643 | 651 | else: |
|
644 | 652 | if self.loads[idx] == self.hwm-1: |
|
645 | 653 | self.update_graph(None) |
|
646 | 654 | |
|
647 | 655 | |
|
648 | 656 | |
|
649 | 657 | def update_graph(self, dep_id=None, success=True): |
|
650 | 658 | """dep_id just finished. Update our dependency |
|
651 | 659 | graph and submit any jobs that just became runable. |
|
652 | 660 | |
|
653 | 661 | Called with dep_id=None to update entire graph for hwm, but without finishing |
|
654 | 662 | a task. |
|
655 | 663 | """ |
|
656 | 664 | # print ("\n\n***********") |
|
657 | 665 | # pprint (dep_id) |
|
658 | 666 | # pprint (self.graph) |
|
659 | 667 | # pprint (self.depending) |
|
660 | 668 | # pprint (self.all_completed) |
|
661 | 669 | # pprint (self.all_failed) |
|
662 | 670 | # print ("\n\n***********\n\n") |
|
663 | 671 | # update any jobs that depended on the dependency |
|
664 | 672 | jobs = self.graph.pop(dep_id, []) |
|
665 | 673 | |
|
666 | 674 | # recheck *all* jobs if |
|
667 | 675 | # a) we have HWM and an engine just become no longer full |
|
668 | 676 | # or b) dep_id was given as None |
|
669 | 677 | |
|
670 | 678 | if dep_id is None or self.hwm and any( [ load==self.hwm-1 for load in self.loads ]): |
|
671 | 679 | jobs = self.depending.keys() |
|
672 | 680 | |
|
673 | 681 | for msg_id in sorted(jobs, key=lambda msg_id: self.depending[msg_id].timestamp): |
|
674 | 682 | job = self.depending[msg_id] |
|
675 | 683 | |
|
676 | 684 | if job.after.unreachable(self.all_completed, self.all_failed)\ |
|
677 | 685 | or job.follow.unreachable(self.all_completed, self.all_failed): |
|
678 | 686 | self.fail_unreachable(msg_id) |
|
679 | 687 | |
|
680 | 688 | elif job.after.check(self.all_completed, self.all_failed): # time deps met, maybe run |
|
681 | 689 | if self.maybe_run(job): |
|
682 | 690 | |
|
683 | 691 | self.depending.pop(msg_id) |
|
684 | 692 | for mid in job.dependents: |
|
685 | 693 | if mid in self.graph: |
|
686 | 694 | self.graph[mid].remove(msg_id) |
|
687 | 695 | |
|
688 | 696 | #---------------------------------------------------------------------- |
|
689 | 697 | # methods to be overridden by subclasses |
|
690 | 698 | #---------------------------------------------------------------------- |
|
691 | 699 | |
|
692 | 700 | def add_job(self, idx): |
|
693 | 701 | """Called after self.targets[idx] just got the job with header. |
|
694 | 702 | Override with subclasses. The default ordering is simple LRU. |
|
695 | 703 | The default loads are the number of outstanding jobs.""" |
|
696 | 704 | self.loads[idx] += 1 |
|
697 | 705 | for lis in (self.targets, self.loads): |
|
698 | 706 | lis.append(lis.pop(idx)) |
|
699 | 707 | |
|
700 | 708 | |
|
701 | 709 | def finish_job(self, idx): |
|
702 | 710 | """Called after self.targets[idx] just finished a job. |
|
703 | 711 | Override with subclasses.""" |
|
704 | 712 | self.loads[idx] -= 1 |
|
705 | 713 | |
|
706 | 714 | |
|
707 | 715 | |
|
708 | 716 | def launch_scheduler(in_addr, out_addr, mon_addr, not_addr, config=None, |
|
709 | 717 | logname='root', log_url=None, loglevel=logging.DEBUG, |
|
710 | 718 | identity=b'task', in_thread=False): |
|
711 | 719 | |
|
712 | 720 | ZMQStream = zmqstream.ZMQStream |
|
713 | 721 | |
|
714 | 722 | if config: |
|
715 | 723 | # unwrap dict back into Config |
|
716 | 724 | config = Config(config) |
|
717 | 725 | |
|
718 | 726 | if in_thread: |
|
719 | 727 | # use instance() to get the same Context/Loop as our parent |
|
720 | 728 | ctx = zmq.Context.instance() |
|
721 | 729 | loop = ioloop.IOLoop.instance() |
|
722 | 730 | else: |
|
723 | 731 | # in a process, don't use instance() |
|
724 | 732 | # for safety with multiprocessing |
|
725 | 733 | ctx = zmq.Context() |
|
726 | 734 | loop = ioloop.IOLoop() |
|
727 | 735 | ins = ZMQStream(ctx.socket(zmq.ROUTER),loop) |
|
728 | 736 | ins.setsockopt(zmq.IDENTITY, identity) |
|
729 | 737 | ins.bind(in_addr) |
|
730 | 738 | |
|
731 | 739 | outs = ZMQStream(ctx.socket(zmq.ROUTER),loop) |
|
732 | 740 | outs.setsockopt(zmq.IDENTITY, identity) |
|
733 | 741 | outs.bind(out_addr) |
|
734 | 742 | mons = zmqstream.ZMQStream(ctx.socket(zmq.PUB),loop) |
|
735 | 743 | mons.connect(mon_addr) |
|
736 | 744 | nots = zmqstream.ZMQStream(ctx.socket(zmq.SUB),loop) |
|
737 | 745 | nots.setsockopt(zmq.SUBSCRIBE, b'') |
|
738 | 746 | nots.connect(not_addr) |
|
739 | 747 | |
|
740 | 748 | # setup logging. |
|
741 | 749 | if in_thread: |
|
742 | 750 | log = Application.instance().log |
|
743 | 751 | else: |
|
744 | 752 | if log_url: |
|
745 | 753 | log = connect_logger(logname, ctx, log_url, root="scheduler", loglevel=loglevel) |
|
746 | 754 | else: |
|
747 | 755 | log = local_logger(logname, loglevel) |
|
748 | 756 | |
|
749 | 757 | scheduler = TaskScheduler(client_stream=ins, engine_stream=outs, |
|
750 | 758 | mon_stream=mons, notifier_stream=nots, |
|
751 | 759 | loop=loop, log=log, |
|
752 | 760 | config=config) |
|
753 | 761 | scheduler.start() |
|
754 | 762 | if not in_thread: |
|
755 | 763 | try: |
|
756 | 764 | loop.start() |
|
757 | 765 | except KeyboardInterrupt: |
|
758 | 766 | scheduler.log.critical("Interrupted, exiting...") |
|
759 | 767 |
@@ -1,480 +1,495 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 | from IPython.external.decorator import decorator | |
|
43 | ||
|
42 | 44 | # IPython imports |
|
43 | 45 | from IPython.config.application import Application |
|
44 | 46 | from IPython.utils import py3compat |
|
45 | 47 | from IPython.utils.pickleutil import can, uncan, canSequence, uncanSequence |
|
46 | 48 | from IPython.utils.newserialized import serialize, unserialize |
|
47 | 49 | from IPython.zmq.log import EnginePUBHandler |
|
48 | 50 | |
|
49 | 51 | if py3compat.PY3: |
|
50 | 52 | buffer = memoryview |
|
51 | 53 | |
|
52 | 54 | #----------------------------------------------------------------------------- |
|
53 | 55 | # Classes |
|
54 | 56 | #----------------------------------------------------------------------------- |
|
55 | 57 | |
|
56 | 58 | class Namespace(dict): |
|
57 | 59 | """Subclass of dict for attribute access to keys.""" |
|
58 | 60 | |
|
59 | 61 | def __getattr__(self, key): |
|
60 | 62 | """getattr aliased to getitem""" |
|
61 | 63 | if key in self.iterkeys(): |
|
62 | 64 | return self[key] |
|
63 | 65 | else: |
|
64 | 66 | raise NameError(key) |
|
65 | 67 | |
|
66 | 68 | def __setattr__(self, key, value): |
|
67 | 69 | """setattr aliased to setitem, with strict""" |
|
68 | 70 | if hasattr(dict, key): |
|
69 | 71 | raise KeyError("Cannot override dict keys %r"%key) |
|
70 | 72 | self[key] = value |
|
71 | 73 | |
|
72 | 74 | |
|
73 | 75 | class ReverseDict(dict): |
|
74 | 76 | """simple double-keyed subset of dict methods.""" |
|
75 | 77 | |
|
76 | 78 | def __init__(self, *args, **kwargs): |
|
77 | 79 | dict.__init__(self, *args, **kwargs) |
|
78 | 80 | self._reverse = dict() |
|
79 | 81 | for key, value in self.iteritems(): |
|
80 | 82 | self._reverse[value] = key |
|
81 | 83 | |
|
82 | 84 | def __getitem__(self, key): |
|
83 | 85 | try: |
|
84 | 86 | return dict.__getitem__(self, key) |
|
85 | 87 | except KeyError: |
|
86 | 88 | return self._reverse[key] |
|
87 | 89 | |
|
88 | 90 | def __setitem__(self, key, value): |
|
89 | 91 | if key in self._reverse: |
|
90 | 92 | raise KeyError("Can't have key %r on both sides!"%key) |
|
91 | 93 | dict.__setitem__(self, key, value) |
|
92 | 94 | self._reverse[value] = key |
|
93 | 95 | |
|
94 | 96 | def pop(self, key): |
|
95 | 97 | value = dict.pop(self, key) |
|
96 | 98 | self._reverse.pop(value) |
|
97 | 99 | return value |
|
98 | 100 | |
|
99 | 101 | def get(self, key, default=None): |
|
100 | 102 | try: |
|
101 | 103 | return self[key] |
|
102 | 104 | except KeyError: |
|
103 | 105 | return default |
|
104 | 106 | |
|
105 | 107 | #----------------------------------------------------------------------------- |
|
106 | 108 | # Functions |
|
107 | 109 | #----------------------------------------------------------------------------- |
|
108 | 110 | |
|
111 | @decorator | |
|
112 | def log_errors(f, self, *args, **kwargs): | |
|
113 | """decorator to log unhandled exceptions raised in a method. | |
|
114 | ||
|
115 | For use wrapping on_recv callbacks, so that exceptions | |
|
116 | do not cause the stream to be closed. | |
|
117 | """ | |
|
118 | try: | |
|
119 | return f(self, *args, **kwargs) | |
|
120 | except Exception: | |
|
121 | self.log.error("Uncaught exception in %r" % f, exc_info=True) | |
|
122 | ||
|
123 | ||
|
109 | 124 | def asbytes(s): |
|
110 | 125 | """ensure that an object is ascii bytes""" |
|
111 | 126 | if isinstance(s, unicode): |
|
112 | 127 | s = s.encode('ascii') |
|
113 | 128 | return s |
|
114 | 129 | |
|
115 | 130 | def is_url(url): |
|
116 | 131 | """boolean check for whether a string is a zmq url""" |
|
117 | 132 | if '://' not in url: |
|
118 | 133 | return False |
|
119 | 134 | proto, addr = url.split('://', 1) |
|
120 | 135 | if proto.lower() not in ['tcp','pgm','epgm','ipc','inproc']: |
|
121 | 136 | return False |
|
122 | 137 | return True |
|
123 | 138 | |
|
124 | 139 | def validate_url(url): |
|
125 | 140 | """validate a url for zeromq""" |
|
126 | 141 | if not isinstance(url, basestring): |
|
127 | 142 | raise TypeError("url must be a string, not %r"%type(url)) |
|
128 | 143 | url = url.lower() |
|
129 | 144 | |
|
130 | 145 | proto_addr = url.split('://') |
|
131 | 146 | assert len(proto_addr) == 2, 'Invalid url: %r'%url |
|
132 | 147 | proto, addr = proto_addr |
|
133 | 148 | assert proto in ['tcp','pgm','epgm','ipc','inproc'], "Invalid protocol: %r"%proto |
|
134 | 149 | |
|
135 | 150 | # domain pattern adapted from http://www.regexlib.com/REDetails.aspx?regexp_id=391 |
|
136 | 151 | # author: Remi Sabourin |
|
137 | 152 | pat = re.compile(r'^([\w\d]([\w\d\-]{0,61}[\w\d])?\.)*[\w\d]([\w\d\-]{0,61}[\w\d])?$') |
|
138 | 153 | |
|
139 | 154 | if proto == 'tcp': |
|
140 | 155 | lis = addr.split(':') |
|
141 | 156 | assert len(lis) == 2, 'Invalid url: %r'%url |
|
142 | 157 | addr,s_port = lis |
|
143 | 158 | try: |
|
144 | 159 | port = int(s_port) |
|
145 | 160 | except ValueError: |
|
146 | 161 | raise AssertionError("Invalid port %r in url: %r"%(port, url)) |
|
147 | 162 | |
|
148 | 163 | assert addr == '*' or pat.match(addr) is not None, 'Invalid url: %r'%url |
|
149 | 164 | |
|
150 | 165 | else: |
|
151 | 166 | # only validate tcp urls currently |
|
152 | 167 | pass |
|
153 | 168 | |
|
154 | 169 | return True |
|
155 | 170 | |
|
156 | 171 | |
|
157 | 172 | def validate_url_container(container): |
|
158 | 173 | """validate a potentially nested collection of urls.""" |
|
159 | 174 | if isinstance(container, basestring): |
|
160 | 175 | url = container |
|
161 | 176 | return validate_url(url) |
|
162 | 177 | elif isinstance(container, dict): |
|
163 | 178 | container = container.itervalues() |
|
164 | 179 | |
|
165 | 180 | for element in container: |
|
166 | 181 | validate_url_container(element) |
|
167 | 182 | |
|
168 | 183 | |
|
169 | 184 | def split_url(url): |
|
170 | 185 | """split a zmq url (tcp://ip:port) into ('tcp','ip','port').""" |
|
171 | 186 | proto_addr = url.split('://') |
|
172 | 187 | assert len(proto_addr) == 2, 'Invalid url: %r'%url |
|
173 | 188 | proto, addr = proto_addr |
|
174 | 189 | lis = addr.split(':') |
|
175 | 190 | assert len(lis) == 2, 'Invalid url: %r'%url |
|
176 | 191 | addr,s_port = lis |
|
177 | 192 | return proto,addr,s_port |
|
178 | 193 | |
|
179 | 194 | def disambiguate_ip_address(ip, location=None): |
|
180 | 195 | """turn multi-ip interfaces '0.0.0.0' and '*' into connectable |
|
181 | 196 | ones, based on the location (default interpretation of location is localhost).""" |
|
182 | 197 | if ip in ('0.0.0.0', '*'): |
|
183 | 198 | try: |
|
184 | 199 | external_ips = socket.gethostbyname_ex(socket.gethostname())[2] |
|
185 | 200 | except (socket.gaierror, IndexError): |
|
186 | 201 | # couldn't identify this machine, assume localhost |
|
187 | 202 | external_ips = [] |
|
188 | 203 | if location is None or location in external_ips or not external_ips: |
|
189 | 204 | # If location is unspecified or cannot be determined, assume local |
|
190 | 205 | ip='127.0.0.1' |
|
191 | 206 | elif location: |
|
192 | 207 | return location |
|
193 | 208 | return ip |
|
194 | 209 | |
|
195 | 210 | def disambiguate_url(url, location=None): |
|
196 | 211 | """turn multi-ip interfaces '0.0.0.0' and '*' into connectable |
|
197 | 212 | ones, based on the location (default interpretation is localhost). |
|
198 | 213 | |
|
199 | 214 | This is for zeromq urls, such as tcp://*:10101.""" |
|
200 | 215 | try: |
|
201 | 216 | proto,ip,port = split_url(url) |
|
202 | 217 | except AssertionError: |
|
203 | 218 | # probably not tcp url; could be ipc, etc. |
|
204 | 219 | return url |
|
205 | 220 | |
|
206 | 221 | ip = disambiguate_ip_address(ip,location) |
|
207 | 222 | |
|
208 | 223 | return "%s://%s:%s"%(proto,ip,port) |
|
209 | 224 | |
|
210 | 225 | def serialize_object(obj, threshold=64e-6): |
|
211 | 226 | """Serialize an object into a list of sendable buffers. |
|
212 | 227 | |
|
213 | 228 | Parameters |
|
214 | 229 | ---------- |
|
215 | 230 | |
|
216 | 231 | obj : object |
|
217 | 232 | The object to be serialized |
|
218 | 233 | threshold : float |
|
219 | 234 | The threshold for not double-pickling the content. |
|
220 | 235 | |
|
221 | 236 | |
|
222 | 237 | Returns |
|
223 | 238 | ------- |
|
224 | 239 | ('pmd', [bufs]) : |
|
225 | 240 | where pmd is the pickled metadata wrapper, |
|
226 | 241 | bufs is a list of data buffers |
|
227 | 242 | """ |
|
228 | 243 | databuffers = [] |
|
229 | 244 | if isinstance(obj, (list, tuple)): |
|
230 | 245 | clist = canSequence(obj) |
|
231 | 246 | slist = map(serialize, clist) |
|
232 | 247 | for s in slist: |
|
233 | 248 | if s.typeDescriptor in ('buffer', 'ndarray') or s.getDataSize() > threshold: |
|
234 | 249 | databuffers.append(s.getData()) |
|
235 | 250 | s.data = None |
|
236 | 251 | return pickle.dumps(slist,-1), databuffers |
|
237 | 252 | elif isinstance(obj, dict): |
|
238 | 253 | sobj = {} |
|
239 | 254 | for k in sorted(obj.iterkeys()): |
|
240 | 255 | s = serialize(can(obj[k])) |
|
241 | 256 | if s.typeDescriptor in ('buffer', 'ndarray') or s.getDataSize() > threshold: |
|
242 | 257 | databuffers.append(s.getData()) |
|
243 | 258 | s.data = None |
|
244 | 259 | sobj[k] = s |
|
245 | 260 | return pickle.dumps(sobj,-1),databuffers |
|
246 | 261 | else: |
|
247 | 262 | s = serialize(can(obj)) |
|
248 | 263 | if s.typeDescriptor in ('buffer', 'ndarray') or s.getDataSize() > threshold: |
|
249 | 264 | databuffers.append(s.getData()) |
|
250 | 265 | s.data = None |
|
251 | 266 | return pickle.dumps(s,-1),databuffers |
|
252 | 267 | |
|
253 | 268 | |
|
254 | 269 | def unserialize_object(bufs): |
|
255 | 270 | """reconstruct an object serialized by serialize_object from data buffers.""" |
|
256 | 271 | bufs = list(bufs) |
|
257 | 272 | sobj = pickle.loads(bufs.pop(0)) |
|
258 | 273 | if isinstance(sobj, (list, tuple)): |
|
259 | 274 | for s in sobj: |
|
260 | 275 | if s.data is None: |
|
261 | 276 | s.data = bufs.pop(0) |
|
262 | 277 | return uncanSequence(map(unserialize, sobj)), bufs |
|
263 | 278 | elif isinstance(sobj, dict): |
|
264 | 279 | newobj = {} |
|
265 | 280 | for k in sorted(sobj.iterkeys()): |
|
266 | 281 | s = sobj[k] |
|
267 | 282 | if s.data is None: |
|
268 | 283 | s.data = bufs.pop(0) |
|
269 | 284 | newobj[k] = uncan(unserialize(s)) |
|
270 | 285 | return newobj, bufs |
|
271 | 286 | else: |
|
272 | 287 | if sobj.data is None: |
|
273 | 288 | sobj.data = bufs.pop(0) |
|
274 | 289 | return uncan(unserialize(sobj)), bufs |
|
275 | 290 | |
|
276 | 291 | def pack_apply_message(f, args, kwargs, threshold=64e-6): |
|
277 | 292 | """pack up a function, args, and kwargs to be sent over the wire |
|
278 | 293 | as a series of buffers. Any object whose data is larger than `threshold` |
|
279 | 294 | will not have their data copied (currently only numpy arrays support zero-copy)""" |
|
280 | 295 | msg = [pickle.dumps(can(f),-1)] |
|
281 | 296 | databuffers = [] # for large objects |
|
282 | 297 | sargs, bufs = serialize_object(args,threshold) |
|
283 | 298 | msg.append(sargs) |
|
284 | 299 | databuffers.extend(bufs) |
|
285 | 300 | skwargs, bufs = serialize_object(kwargs,threshold) |
|
286 | 301 | msg.append(skwargs) |
|
287 | 302 | databuffers.extend(bufs) |
|
288 | 303 | msg.extend(databuffers) |
|
289 | 304 | return msg |
|
290 | 305 | |
|
291 | 306 | def unpack_apply_message(bufs, g=None, copy=True): |
|
292 | 307 | """unpack f,args,kwargs from buffers packed by pack_apply_message() |
|
293 | 308 | Returns: original f,args,kwargs""" |
|
294 | 309 | bufs = list(bufs) # allow us to pop |
|
295 | 310 | assert len(bufs) >= 3, "not enough buffers!" |
|
296 | 311 | if not copy: |
|
297 | 312 | for i in range(3): |
|
298 | 313 | bufs[i] = bufs[i].bytes |
|
299 | 314 | cf = pickle.loads(bufs.pop(0)) |
|
300 | 315 | sargs = list(pickle.loads(bufs.pop(0))) |
|
301 | 316 | skwargs = dict(pickle.loads(bufs.pop(0))) |
|
302 | 317 | # print sargs, skwargs |
|
303 | 318 | f = uncan(cf, g) |
|
304 | 319 | for sa in sargs: |
|
305 | 320 | if sa.data is None: |
|
306 | 321 | m = bufs.pop(0) |
|
307 | 322 | if sa.getTypeDescriptor() in ('buffer', 'ndarray'): |
|
308 | 323 | # always use a buffer, until memoryviews get sorted out |
|
309 | 324 | sa.data = buffer(m) |
|
310 | 325 | # disable memoryview support |
|
311 | 326 | # if copy: |
|
312 | 327 | # sa.data = buffer(m) |
|
313 | 328 | # else: |
|
314 | 329 | # sa.data = m.buffer |
|
315 | 330 | else: |
|
316 | 331 | if copy: |
|
317 | 332 | sa.data = m |
|
318 | 333 | else: |
|
319 | 334 | sa.data = m.bytes |
|
320 | 335 | |
|
321 | 336 | args = uncanSequence(map(unserialize, sargs), g) |
|
322 | 337 | kwargs = {} |
|
323 | 338 | for k in sorted(skwargs.iterkeys()): |
|
324 | 339 | sa = skwargs[k] |
|
325 | 340 | if sa.data is None: |
|
326 | 341 | m = bufs.pop(0) |
|
327 | 342 | if sa.getTypeDescriptor() in ('buffer', 'ndarray'): |
|
328 | 343 | # always use a buffer, until memoryviews get sorted out |
|
329 | 344 | sa.data = buffer(m) |
|
330 | 345 | # disable memoryview support |
|
331 | 346 | # if copy: |
|
332 | 347 | # sa.data = buffer(m) |
|
333 | 348 | # else: |
|
334 | 349 | # sa.data = m.buffer |
|
335 | 350 | else: |
|
336 | 351 | if copy: |
|
337 | 352 | sa.data = m |
|
338 | 353 | else: |
|
339 | 354 | sa.data = m.bytes |
|
340 | 355 | |
|
341 | 356 | kwargs[k] = uncan(unserialize(sa), g) |
|
342 | 357 | |
|
343 | 358 | return f,args,kwargs |
|
344 | 359 | |
|
345 | 360 | #-------------------------------------------------------------------------- |
|
346 | 361 | # helpers for implementing old MEC API via view.apply |
|
347 | 362 | #-------------------------------------------------------------------------- |
|
348 | 363 | |
|
349 | 364 | def interactive(f): |
|
350 | 365 | """decorator for making functions appear as interactively defined. |
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351 | 366 | This results in the function being linked to the user_ns as globals() |
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352 | 367 | instead of the module globals(). |
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353 | 368 | """ |
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354 | 369 | f.__module__ = '__main__' |
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355 | 370 | return f |
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356 | 371 | |
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357 | 372 | @interactive |
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358 | 373 | def _push(**ns): |
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359 | 374 | """helper method for implementing `client.push` via `client.apply`""" |
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360 | 375 | globals().update(ns) |
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361 | 376 | |
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362 | 377 | @interactive |
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363 | 378 | def _pull(keys): |
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364 | 379 | """helper method for implementing `client.pull` via `client.apply`""" |
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365 | 380 | user_ns = globals() |
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366 | 381 | if isinstance(keys, (list,tuple, set)): |
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367 | 382 | for key in keys: |
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368 | 383 | if not user_ns.has_key(key): |
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369 | 384 | raise NameError("name '%s' is not defined"%key) |
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370 | 385 | return map(user_ns.get, keys) |
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371 | 386 | else: |
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372 | 387 | if not user_ns.has_key(keys): |
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373 | 388 | raise NameError("name '%s' is not defined"%keys) |
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374 | 389 | return user_ns.get(keys) |
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375 | 390 | |
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376 | 391 | @interactive |
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377 | 392 | def _execute(code): |
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378 | 393 | """helper method for implementing `client.execute` via `client.apply`""" |
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379 | 394 | exec code in globals() |
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380 | 395 | |
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381 | 396 | #-------------------------------------------------------------------------- |
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382 | 397 | # extra process management utilities |
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383 | 398 | #-------------------------------------------------------------------------- |
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384 | 399 | |
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385 | 400 | _random_ports = set() |
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386 | 401 | |
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387 | 402 | def select_random_ports(n): |
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388 | 403 | """Selects and return n random ports that are available.""" |
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389 | 404 | ports = [] |
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390 | 405 | for i in xrange(n): |
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391 | 406 | sock = socket.socket() |
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392 | 407 | sock.bind(('', 0)) |
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393 | 408 | while sock.getsockname()[1] in _random_ports: |
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394 | 409 | sock.close() |
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395 | 410 | sock = socket.socket() |
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396 | 411 | sock.bind(('', 0)) |
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397 | 412 | ports.append(sock) |
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398 | 413 | for i, sock in enumerate(ports): |
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399 | 414 | port = sock.getsockname()[1] |
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400 | 415 | sock.close() |
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401 | 416 | ports[i] = port |
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402 | 417 | _random_ports.add(port) |
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403 | 418 | return ports |
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404 | 419 | |
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405 | 420 | def signal_children(children): |
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406 | 421 | """Relay interupt/term signals to children, for more solid process cleanup.""" |
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407 | 422 | def terminate_children(sig, frame): |
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408 | 423 | log = Application.instance().log |
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409 | 424 | log.critical("Got signal %i, terminating children..."%sig) |
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410 | 425 | for child in children: |
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411 | 426 | child.terminate() |
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412 | 427 | |
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413 | 428 | sys.exit(sig != SIGINT) |
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414 | 429 | # sys.exit(sig) |
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415 | 430 | for sig in (SIGINT, SIGABRT, SIGTERM): |
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416 | 431 | signal(sig, terminate_children) |
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417 | 432 | |
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418 | 433 | def generate_exec_key(keyfile): |
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419 | 434 | import uuid |
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420 | 435 | newkey = str(uuid.uuid4()) |
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421 | 436 | with open(keyfile, 'w') as f: |
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422 | 437 | # f.write('ipython-key ') |
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423 | 438 | f.write(newkey+'\n') |
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424 | 439 | # set user-only RW permissions (0600) |
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425 | 440 | # this will have no effect on Windows |
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426 | 441 | os.chmod(keyfile, stat.S_IRUSR|stat.S_IWUSR) |
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427 | 442 | |
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428 | 443 | |
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429 | 444 | def integer_loglevel(loglevel): |
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430 | 445 | try: |
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431 | 446 | loglevel = int(loglevel) |
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432 | 447 | except ValueError: |
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433 | 448 | if isinstance(loglevel, str): |
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434 | 449 | loglevel = getattr(logging, loglevel) |
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435 | 450 | return loglevel |
|
436 | 451 | |
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437 | 452 | def connect_logger(logname, context, iface, root="ip", loglevel=logging.DEBUG): |
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438 | 453 | logger = logging.getLogger(logname) |
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439 | 454 | if any([isinstance(h, handlers.PUBHandler) for h in logger.handlers]): |
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440 | 455 | # don't add a second PUBHandler |
|
441 | 456 | return |
|
442 | 457 | loglevel = integer_loglevel(loglevel) |
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443 | 458 | lsock = context.socket(zmq.PUB) |
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444 | 459 | lsock.connect(iface) |
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445 | 460 | handler = handlers.PUBHandler(lsock) |
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446 | 461 | handler.setLevel(loglevel) |
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447 | 462 | handler.root_topic = root |
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448 | 463 | logger.addHandler(handler) |
|
449 | 464 | logger.setLevel(loglevel) |
|
450 | 465 | |
|
451 | 466 | def connect_engine_logger(context, iface, engine, loglevel=logging.DEBUG): |
|
452 | 467 | logger = logging.getLogger() |
|
453 | 468 | if any([isinstance(h, handlers.PUBHandler) for h in logger.handlers]): |
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454 | 469 | # don't add a second PUBHandler |
|
455 | 470 | return |
|
456 | 471 | loglevel = integer_loglevel(loglevel) |
|
457 | 472 | lsock = context.socket(zmq.PUB) |
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458 | 473 | lsock.connect(iface) |
|
459 | 474 | handler = EnginePUBHandler(engine, lsock) |
|
460 | 475 | handler.setLevel(loglevel) |
|
461 | 476 | logger.addHandler(handler) |
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462 | 477 | logger.setLevel(loglevel) |
|
463 | 478 | return logger |
|
464 | 479 | |
|
465 | 480 | def local_logger(logname, loglevel=logging.DEBUG): |
|
466 | 481 | loglevel = integer_loglevel(loglevel) |
|
467 | 482 | logger = logging.getLogger(logname) |
|
468 | 483 | if any([isinstance(h, logging.StreamHandler) for h in logger.handlers]): |
|
469 | 484 | # don't add a second StreamHandler |
|
470 | 485 | return |
|
471 | 486 | handler = logging.StreamHandler() |
|
472 | 487 | handler.setLevel(loglevel) |
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473 | 488 | formatter = logging.Formatter("%(asctime)s.%(msecs).03d [%(name)s] %(message)s", |
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474 | 489 | datefmt="%Y-%m-%d %H:%M:%S") |
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475 | 490 | handler.setFormatter(formatter) |
|
476 | 491 | |
|
477 | 492 | logger.addHandler(handler) |
|
478 | 493 | logger.setLevel(loglevel) |
|
479 | 494 | return logger |
|
480 | 495 |
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