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@@ -1,440 +1,440 | |||
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1 | 1 | #!/usr/bin/env python |
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2 | 2 | """ |
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3 | 3 | Kernel adapted from kernel.py to use ZMQ Streams |
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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 | * Brian Granger |
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9 | 9 | * Fernando Perez |
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10 | 10 | * Evan Patterson |
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11 | 11 | """ |
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12 | 12 | #----------------------------------------------------------------------------- |
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13 | 13 | # Copyright (C) 2010-2011 The IPython Development Team |
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14 | 14 | # |
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15 | 15 | # Distributed under the terms of the BSD License. The full license is in |
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16 | 16 | # the file COPYING, distributed as part of this software. |
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17 | 17 | #----------------------------------------------------------------------------- |
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18 | 18 | |
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19 | 19 | #----------------------------------------------------------------------------- |
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20 | 20 | # Imports |
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21 | 21 | #----------------------------------------------------------------------------- |
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22 | 22 | |
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23 | 23 | # Standard library imports. |
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24 | 24 | from __future__ import print_function |
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25 | 25 | |
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26 | 26 | import sys |
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27 | 27 | import time |
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28 | 28 | |
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29 | 29 | from code import CommandCompiler |
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30 | 30 | from datetime import datetime |
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31 | 31 | from pprint import pprint |
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32 | 32 | |
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33 | 33 | # System library imports. |
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34 | 34 | import zmq |
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35 | 35 | from zmq.eventloop import ioloop, zmqstream |
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36 | 36 | |
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37 | 37 | # Local imports. |
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38 | 38 | from IPython.utils.traitlets import Instance, List, Int, Dict, Set, Unicode, CBytes |
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39 | 39 | from IPython.zmq.completer import KernelCompleter |
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40 | 40 | |
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41 | 41 | from IPython.parallel.error import wrap_exception |
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42 | 42 | from IPython.parallel.factory import SessionFactory |
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43 | 43 | from IPython.parallel.util import serialize_object, unpack_apply_message, asbytes |
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44 | 44 | |
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45 | 45 | def printer(*args): |
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46 | 46 | pprint(args, stream=sys.__stdout__) |
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47 | 47 | |
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48 | 48 | |
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49 | 49 | class _Passer(zmqstream.ZMQStream): |
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50 | 50 | """Empty class that implements `send()` that does nothing. |
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51 | 51 | |
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52 | 52 | Subclass ZMQStream for Session typechecking |
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53 | 53 | |
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54 | 54 | """ |
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55 | 55 | def __init__(self, *args, **kwargs): |
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56 | 56 | pass |
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57 | 57 | |
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58 | 58 | def send(self, *args, **kwargs): |
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59 | 59 | pass |
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60 | 60 | send_multipart = send |
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61 | 61 | |
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62 | 62 | |
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63 | 63 | #----------------------------------------------------------------------------- |
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64 | 64 | # Main kernel class |
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65 | 65 | #----------------------------------------------------------------------------- |
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66 | 66 | |
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67 | 67 | class Kernel(SessionFactory): |
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68 | 68 | |
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69 | 69 | #--------------------------------------------------------------------------- |
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70 | 70 | # Kernel interface |
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71 | 71 | #--------------------------------------------------------------------------- |
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72 | 72 | |
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73 | 73 | # kwargs: |
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74 | 74 | exec_lines = List(Unicode, config=True, |
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75 | 75 | help="List of lines to execute") |
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76 | 76 | |
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77 | 77 | # identities: |
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78 | 78 | int_id = Int(-1) |
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79 | 79 | bident = CBytes() |
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80 | 80 | ident = Unicode() |
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81 | 81 | def _ident_changed(self, name, old, new): |
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82 | 82 | self.bident = asbytes(new) |
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83 | 83 | |
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84 | 84 | user_ns = Dict(config=True, help="""Set the user's namespace of the Kernel""") |
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85 | 85 | |
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86 | 86 | control_stream = Instance(zmqstream.ZMQStream) |
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87 | 87 | task_stream = Instance(zmqstream.ZMQStream) |
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88 | 88 | iopub_stream = Instance(zmqstream.ZMQStream) |
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89 | 89 | client = Instance('IPython.parallel.Client') |
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90 | 90 | |
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91 | 91 | # internals |
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92 | 92 | shell_streams = List() |
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93 | 93 | compiler = Instance(CommandCompiler, (), {}) |
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94 | 94 | completer = Instance(KernelCompleter) |
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95 | 95 | |
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96 | 96 | aborted = Set() |
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97 | 97 | shell_handlers = Dict() |
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98 | 98 | control_handlers = Dict() |
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99 | 99 | |
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100 | 100 | def _set_prefix(self): |
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101 | 101 | self.prefix = "engine.%s"%self.int_id |
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102 | 102 | |
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103 | 103 | def _connect_completer(self): |
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104 | 104 | self.completer = KernelCompleter(self.user_ns) |
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105 | 105 | |
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106 | 106 | def __init__(self, **kwargs): |
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107 | 107 | super(Kernel, self).__init__(**kwargs) |
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108 | 108 | self._set_prefix() |
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109 | 109 | self._connect_completer() |
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110 | 110 | |
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111 | 111 | self.on_trait_change(self._set_prefix, 'id') |
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112 | 112 | self.on_trait_change(self._connect_completer, 'user_ns') |
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113 | 113 | |
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114 | 114 | # Build dict of handlers for message types |
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115 | 115 | for msg_type in ['execute_request', 'complete_request', 'apply_request', |
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116 | 116 | 'clear_request']: |
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117 | 117 | self.shell_handlers[msg_type] = getattr(self, msg_type) |
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118 | 118 | |
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119 | 119 | for msg_type in ['shutdown_request', 'abort_request']+self.shell_handlers.keys(): |
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120 | 120 | self.control_handlers[msg_type] = getattr(self, msg_type) |
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121 | 121 | |
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122 | 122 | self._initial_exec_lines() |
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123 | 123 | |
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124 | 124 | def _wrap_exception(self, method=None): |
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125 | 125 | e_info = dict(engine_uuid=self.ident, engine_id=self.int_id, method=method) |
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126 | 126 | content=wrap_exception(e_info) |
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127 | 127 | return content |
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128 | 128 | |
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129 | 129 | def _initial_exec_lines(self): |
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130 | 130 | s = _Passer() |
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131 | 131 | content = dict(silent=True, user_variable=[],user_expressions=[]) |
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132 | 132 | for line in self.exec_lines: |
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133 | 133 | self.log.debug("executing initialization: %s"%line) |
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134 | 134 | content.update({'code':line}) |
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135 | 135 | msg = self.session.msg('execute_request', content) |
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136 | 136 | self.execute_request(s, [], msg) |
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137 | 137 | |
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138 | 138 | |
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139 | 139 | #-------------------- control handlers ----------------------------- |
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140 | 140 | def abort_queues(self): |
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141 | 141 | for stream in self.shell_streams: |
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142 | 142 | if stream: |
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143 | 143 | self.abort_queue(stream) |
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144 | 144 | |
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145 | 145 | def abort_queue(self, stream): |
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146 | 146 | while True: |
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147 | 147 | idents,msg = self.session.recv(stream, zmq.NOBLOCK, content=True) |
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148 | 148 | if msg is None: |
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149 | 149 | return |
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150 | 150 | |
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151 | 151 | self.log.info("Aborting:") |
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152 | 152 | self.log.info(str(msg)) |
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153 | 153 | msg_type = msg['header']['msg_type'] |
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154 | 154 | reply_type = msg_type.split('_')[0] + '_reply' |
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155 | 155 | # reply_msg = self.session.msg(reply_type, {'status' : 'aborted'}, msg) |
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156 | 156 | # self.reply_socket.send(ident,zmq.SNDMORE) |
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157 | 157 | # self.reply_socket.send_json(reply_msg) |
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158 | 158 | reply_msg = self.session.send(stream, reply_type, |
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159 | 159 | content={'status' : 'aborted'}, parent=msg, ident=idents) |
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160 | 160 | self.log.debug(str(reply_msg)) |
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161 | 161 | # We need to wait a bit for requests to come in. This can probably |
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162 | 162 | # be set shorter for true asynchronous clients. |
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163 | 163 | time.sleep(0.05) |
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164 | 164 | |
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165 | 165 | def abort_request(self, stream, ident, parent): |
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166 | 166 | """abort a specifig msg by id""" |
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167 | 167 | msg_ids = parent['content'].get('msg_ids', None) |
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168 | 168 | if isinstance(msg_ids, basestring): |
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169 | 169 | msg_ids = [msg_ids] |
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170 | 170 | if not msg_ids: |
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171 | 171 | self.abort_queues() |
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172 | 172 | for mid in msg_ids: |
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173 | 173 | self.aborted.add(str(mid)) |
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174 | 174 | |
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175 | 175 | content = dict(status='ok') |
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176 | 176 | reply_msg = self.session.send(stream, 'abort_reply', content=content, |
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177 | 177 | parent=parent, ident=ident) |
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178 | 178 | self.log.debug(str(reply_msg)) |
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179 | 179 | |
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180 | 180 | def shutdown_request(self, stream, ident, parent): |
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181 | 181 | """kill ourself. This should really be handled in an external process""" |
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182 | 182 | try: |
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183 | 183 | self.abort_queues() |
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184 | 184 | except: |
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185 | 185 | content = self._wrap_exception('shutdown') |
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186 | 186 | else: |
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187 | 187 | content = dict(parent['content']) |
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188 | 188 | content['status'] = 'ok' |
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189 | 189 | msg = self.session.send(stream, 'shutdown_reply', |
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190 | 190 | content=content, parent=parent, ident=ident) |
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191 | 191 | self.log.debug(str(msg)) |
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192 | 192 | dc = ioloop.DelayedCallback(lambda : sys.exit(0), 1000, self.loop) |
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193 | 193 | dc.start() |
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194 | 194 | |
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195 | 195 | def dispatch_control(self, msg): |
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196 | 196 | idents,msg = self.session.feed_identities(msg, copy=False) |
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197 | 197 | try: |
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198 | 198 | msg = self.session.unserialize(msg, content=True, copy=False) |
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199 | 199 | except: |
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200 | 200 | self.log.error("Invalid Message", exc_info=True) |
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201 | 201 | return |
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202 | 202 | else: |
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203 | 203 | self.log.debug("Control received, %s", msg) |
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204 | 204 | |
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205 | 205 | header = msg['header'] |
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206 | 206 | msg_id = header['msg_id'] |
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207 | 207 | msg_type = header['msg_type'] |
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208 | 208 | |
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209 | 209 | handler = self.control_handlers.get(msg_type, None) |
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210 | 210 | if handler is None: |
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211 | 211 | self.log.error("UNKNOWN CONTROL MESSAGE TYPE: %r"%msg_type) |
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212 | 212 | else: |
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213 | 213 | handler(self.control_stream, idents, msg) |
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214 | 214 | |
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215 | 215 | |
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216 | 216 | #-------------------- queue helpers ------------------------------ |
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217 | 217 | |
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218 | 218 | def check_dependencies(self, dependencies): |
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219 | 219 | if not dependencies: |
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220 | 220 | return True |
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221 | 221 | if len(dependencies) == 2 and dependencies[0] in 'any all'.split(): |
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222 | 222 | anyorall = dependencies[0] |
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223 | 223 | dependencies = dependencies[1] |
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224 | 224 | else: |
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225 | 225 | anyorall = 'all' |
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226 | 226 | results = self.client.get_results(dependencies,status_only=True) |
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227 | 227 | if results['status'] != 'ok': |
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228 | 228 | return False |
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229 | 229 | |
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230 | 230 | if anyorall == 'any': |
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231 | 231 | if not results['completed']: |
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232 | 232 | return False |
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233 | 233 | else: |
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234 | 234 | if results['pending']: |
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235 | 235 | return False |
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236 | 236 | |
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237 | 237 | return True |
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238 | 238 | |
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239 | 239 | def check_aborted(self, msg_id): |
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240 | 240 | return msg_id in self.aborted |
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241 | 241 | |
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242 | 242 | #-------------------- queue handlers ----------------------------- |
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243 | 243 | |
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244 | 244 | def clear_request(self, stream, idents, parent): |
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245 | 245 | """Clear our namespace.""" |
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246 | 246 | self.user_ns = {} |
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247 | 247 | msg = self.session.send(stream, 'clear_reply', ident=idents, parent=parent, |
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248 | 248 | content = dict(status='ok')) |
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249 | 249 | self._initial_exec_lines() |
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250 | 250 | |
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251 | 251 | def execute_request(self, stream, ident, parent): |
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252 | 252 | self.log.debug('execute request %s'%parent) |
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253 | 253 | try: |
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254 | 254 | code = parent[u'content'][u'code'] |
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255 | 255 | except: |
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256 | 256 | self.log.error("Got bad msg: %s"%parent, exc_info=True) |
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257 | 257 | return |
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258 | 258 | self.session.send(self.iopub_stream, u'pyin', {u'code':code},parent=parent, |
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259 | 259 | ident=asbytes('%s.pyin'%self.prefix)) |
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260 | 260 | started = datetime.now() |
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261 | 261 | try: |
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262 | 262 | comp_code = self.compiler(code, '<zmq-kernel>') |
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263 | 263 | # allow for not overriding displayhook |
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264 | 264 | if hasattr(sys.displayhook, 'set_parent'): |
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265 | 265 | sys.displayhook.set_parent(parent) |
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266 | 266 | sys.stdout.set_parent(parent) |
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267 | 267 | sys.stderr.set_parent(parent) |
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268 | 268 | exec comp_code in self.user_ns, self.user_ns |
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269 | 269 | except: |
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270 | 270 | exc_content = self._wrap_exception('execute') |
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271 | 271 | # exc_msg = self.session.msg(u'pyerr', exc_content, parent) |
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272 | 272 | self.session.send(self.iopub_stream, u'pyerr', exc_content, parent=parent, |
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273 | 273 | ident=asbytes('%s.pyerr'%self.prefix)) |
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274 | 274 | reply_content = exc_content |
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275 | 275 | else: |
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276 | 276 | reply_content = {'status' : 'ok'} |
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277 | 277 | |
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278 | 278 | reply_msg = self.session.send(stream, u'execute_reply', reply_content, parent=parent, |
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279 | 279 | ident=ident, subheader = dict(started=started)) |
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280 | 280 | self.log.debug(str(reply_msg)) |
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281 | 281 | if reply_msg['content']['status'] == u'error': |
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282 | 282 | self.abort_queues() |
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283 | 283 | |
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284 | 284 | def complete_request(self, stream, ident, parent): |
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285 | 285 | matches = {'matches' : self.complete(parent), |
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286 | 286 | 'status' : 'ok'} |
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287 | 287 | completion_msg = self.session.send(stream, 'complete_reply', |
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288 | 288 | matches, parent, ident) |
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289 | 289 | # print >> sys.__stdout__, completion_msg |
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290 | 290 | |
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291 | 291 | def complete(self, msg): |
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292 | 292 | return self.completer.complete(msg.content.line, msg.content.text) |
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293 | 293 | |
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294 | 294 | def apply_request(self, stream, ident, parent): |
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295 | 295 | # flush previous reply, so this request won't block it |
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296 | 296 | stream.flush(zmq.POLLOUT) |
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297 | 297 | try: |
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298 | 298 | content = parent[u'content'] |
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299 | 299 | bufs = parent[u'buffers'] |
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300 | 300 | msg_id = parent['header']['msg_id'] |
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301 | 301 | # bound = parent['header'].get('bound', False) |
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302 | 302 | except: |
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303 | 303 | self.log.error("Got bad msg: %s"%parent, exc_info=True) |
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304 | 304 | return |
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305 | 305 | # pyin_msg = self.session.msg(u'pyin',{u'code':code}, parent=parent) |
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306 | 306 | # self.iopub_stream.send(pyin_msg) |
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307 | 307 | # self.session.send(self.iopub_stream, u'pyin', {u'code':code},parent=parent) |
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308 | 308 | sub = {'dependencies_met' : True, 'engine' : self.ident, |
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309 | 309 | 'started': datetime.now()} |
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310 | 310 | try: |
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311 | 311 | # allow for not overriding displayhook |
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312 | 312 | if hasattr(sys.displayhook, 'set_parent'): |
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313 | 313 | sys.displayhook.set_parent(parent) |
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314 | 314 | sys.stdout.set_parent(parent) |
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315 | 315 | sys.stderr.set_parent(parent) |
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316 | 316 | # exec "f(*args,**kwargs)" in self.user_ns, self.user_ns |
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317 | 317 | working = self.user_ns |
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318 | 318 | # suffix = |
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319 | 319 | prefix = "_"+str(msg_id).replace("-","")+"_" |
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320 | 320 | |
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321 | 321 | f,args,kwargs = unpack_apply_message(bufs, working, copy=False) |
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322 | 322 | # if bound: |
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323 | 323 | # bound_ns = Namespace(working) |
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324 | 324 | # args = [bound_ns]+list(args) |
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325 | 325 | |
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326 | 326 | fname = getattr(f, '__name__', 'f') |
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327 | 327 | |
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328 | 328 | fname = prefix+"f" |
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329 | 329 | argname = prefix+"args" |
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330 | 330 | kwargname = prefix+"kwargs" |
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331 | 331 | resultname = prefix+"result" |
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332 | 332 | |
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333 | 333 | ns = { fname : f, argname : args, kwargname : kwargs , resultname : None } |
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334 | 334 | # print ns |
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335 | 335 | working.update(ns) |
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336 | 336 | code = "%s=%s(*%s,**%s)"%(resultname, fname, argname, kwargname) |
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337 | 337 | try: |
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338 | 338 | exec code in working,working |
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339 | 339 | result = working.get(resultname) |
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340 | 340 | finally: |
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341 | 341 | for key in ns.iterkeys(): |
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342 | 342 | working.pop(key) |
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343 | 343 | # if bound: |
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344 | 344 | # working.update(bound_ns) |
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345 | 345 | |
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346 | 346 | packed_result,buf = serialize_object(result) |
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347 | 347 | result_buf = [packed_result]+buf |
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348 | 348 | except: |
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349 | 349 | exc_content = self._wrap_exception('apply') |
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350 | 350 | # exc_msg = self.session.msg(u'pyerr', exc_content, parent) |
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351 | 351 | self.session.send(self.iopub_stream, u'pyerr', exc_content, parent=parent, |
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352 | 352 | ident=asbytes('%s.pyerr'%self.prefix)) |
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353 | 353 | reply_content = exc_content |
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354 | 354 | result_buf = [] |
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355 | 355 | |
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356 | 356 | if exc_content['ename'] == 'UnmetDependency': |
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357 | 357 | sub['dependencies_met'] = False |
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358 | 358 | else: |
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359 | 359 | reply_content = {'status' : 'ok'} |
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360 | 360 | |
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361 | 361 | # put 'ok'/'error' status in header, for scheduler introspection: |
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362 | 362 | sub['status'] = reply_content['status'] |
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363 | 363 | |
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364 | 364 | reply_msg = self.session.send(stream, u'apply_reply', reply_content, |
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365 | 365 | parent=parent, ident=ident,buffers=result_buf, subheader=sub) |
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366 | 366 | |
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367 | 367 | # flush i/o |
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368 | 368 | # should this be before reply_msg is sent, like in the single-kernel code, |
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369 | 369 | # or should nothing get in the way of real results? |
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370 | 370 | sys.stdout.flush() |
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371 | 371 | sys.stderr.flush() |
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372 | 372 | |
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373 | 373 | def dispatch_queue(self, stream, msg): |
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374 | 374 | self.control_stream.flush() |
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375 | 375 | idents,msg = self.session.feed_identities(msg, copy=False) |
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376 | 376 | try: |
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377 | 377 | msg = self.session.unserialize(msg, content=True, copy=False) |
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378 | 378 | except: |
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379 | 379 | self.log.error("Invalid Message", exc_info=True) |
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380 | 380 | return |
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381 | 381 | else: |
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382 | 382 | self.log.debug("Message received, %s", msg) |
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383 | 383 | |
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384 | 384 | |
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385 | 385 | header = msg['header'] |
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386 | 386 | msg_id = header['msg_id'] |
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387 | msg['header']['msg_type'] | |
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387 | msg_type = msg['header']['msg_type'] | |
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388 | 388 | if self.check_aborted(msg_id): |
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389 | 389 | self.aborted.remove(msg_id) |
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390 | 390 | # is it safe to assume a msg_id will not be resubmitted? |
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391 | 391 | reply_type = msg_type.split('_')[0] + '_reply' |
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392 | 392 | status = {'status' : 'aborted'} |
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393 | 393 | reply_msg = self.session.send(stream, reply_type, subheader=status, |
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394 | 394 | content=status, parent=msg, ident=idents) |
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395 | 395 | return |
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396 | 396 | handler = self.shell_handlers.get(msg_type, None) |
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397 | 397 | if handler is None: |
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398 | 398 | self.log.error("UNKNOWN MESSAGE TYPE: %r"%msg_type) |
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399 | 399 | else: |
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400 | 400 | handler(stream, idents, msg) |
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401 | 401 | |
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402 | 402 | def start(self): |
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403 | 403 | #### stream mode: |
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404 | 404 | if self.control_stream: |
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405 | 405 | self.control_stream.on_recv(self.dispatch_control, copy=False) |
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406 | 406 | self.control_stream.on_err(printer) |
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407 | 407 | |
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408 | 408 | def make_dispatcher(stream): |
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409 | 409 | def dispatcher(msg): |
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410 | 410 | return self.dispatch_queue(stream, msg) |
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411 | 411 | return dispatcher |
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412 | 412 | |
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413 | 413 | for s in self.shell_streams: |
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414 | 414 | s.on_recv(make_dispatcher(s), copy=False) |
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415 | 415 | s.on_err(printer) |
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416 | 416 | |
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417 | 417 | if self.iopub_stream: |
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418 | 418 | self.iopub_stream.on_err(printer) |
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419 | 419 | |
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420 | 420 | #### while True mode: |
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421 | 421 | # while True: |
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422 | 422 | # idle = True |
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423 | 423 | # try: |
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424 | 424 | # msg = self.shell_stream.socket.recv_multipart( |
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425 | 425 | # zmq.NOBLOCK, copy=False) |
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426 | 426 | # except zmq.ZMQError, e: |
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427 | 427 | # if e.errno != zmq.EAGAIN: |
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428 | 428 | # raise e |
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429 | 429 | # else: |
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430 | 430 | # idle=False |
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431 | 431 | # self.dispatch_queue(self.shell_stream, msg) |
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432 | 432 | # |
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433 | 433 | # if not self.task_stream.empty(): |
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434 | 434 | # idle=False |
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435 | 435 | # msg = self.task_stream.recv_multipart() |
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436 | 436 | # self.dispatch_queue(self.task_stream, msg) |
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437 | 437 | # if idle: |
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438 | 438 | # # don't busywait |
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439 | 439 | # time.sleep(1e-3) |
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440 | 440 |
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