@@ -1,390 +1,404 | |||
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1 | 1 | ''' |
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2 | 2 | Updated for multiprocessing |
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3 | 3 | Author : Sergio Cortez |
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4 | 4 | Jan 2018 |
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5 | 5 | Abstract: |
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6 | 6 | Base class for processing units and operations. A decorator provides multiprocessing features and interconnect the processes created. |
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7 | 7 | The argument (kwargs) sent from the controller is parsed and filtered via the decorator for each processing unit or operation instantiated. |
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8 | 8 | The decorator handle also the methods inside the processing unit to be called from the main script (not as operations) (OPERATION -> type ='self'). |
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9 | 9 | |
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10 | 10 | Based on: |
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11 | 11 | $Author: murco $ |
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12 | 12 | $Id: jroproc_base.py 1 2012-11-12 18:56:07Z murco $ |
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13 | 13 | ''' |
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14 | 14 | |
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15 | 15 | import os |
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16 | 16 | import inspect |
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17 | 17 | import zmq |
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18 | 18 | import time |
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19 | 19 | import pickle |
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20 | 20 | from multiprocessing import Process |
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21 | 21 | from zmq.utils.monitor import recv_monitor_message |
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22 | 22 | |
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23 | 23 | from schainpy.utils import log |
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24 | 24 | |
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25 | 25 | |
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26 | 26 | class ProcessingUnit(object): |
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27 | 27 | |
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28 | 28 | """ |
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29 | 29 | Update - Jan 2018 - MULTIPROCESSING |
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30 | 30 | All the "call" methods present in the previous base were removed. |
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31 | 31 | The majority of operations are independant processes, thus |
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32 | 32 | the decorator is in charge of communicate the operation processes |
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33 | 33 | with the proccessing unit via IPC. |
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34 | 34 | |
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35 | 35 | The constructor does not receive any argument. The remaining methods |
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36 | 36 | are related with the operations to execute. |
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37 | 37 | |
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38 | 38 | |
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39 | 39 | """ |
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40 | 40 | |
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41 | 41 | def __init__(self): |
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42 | 42 | |
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43 | 43 | self.dataIn = None |
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44 | 44 | self.dataOut = None |
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45 | 45 | self.isConfig = False |
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46 | 46 | self.operations = [] |
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47 | 47 | self.plots = [] |
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48 | 48 | |
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49 | 49 | def getAllowedArgs(self): |
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50 | 50 | if hasattr(self, '__attrs__'): |
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51 | 51 | return self.__attrs__ |
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52 | 52 | else: |
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53 | 53 | return inspect.getargspec(self.run).args |
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54 | 54 | |
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55 | 55 | def addOperation(self, conf, operation): |
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56 | 56 | """ |
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57 | 57 | This method is used in the controller, and update the dictionary containing the operations to execute. The dict |
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58 | 58 | posses the id of the operation process (IPC purposes) |
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59 | 59 | |
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60 | 60 | Agrega un objeto del tipo "Operation" (opObj) a la lista de objetos "self.objectList" y retorna el |
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61 | 61 | identificador asociado a este objeto. |
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62 | 62 | |
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63 | 63 | Input: |
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64 | 64 | |
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65 | 65 | object : objeto de la clase "Operation" |
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66 | 66 | |
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67 | 67 | Return: |
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68 | 68 | |
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69 | 69 | objId : identificador del objeto, necesario para comunicar con master(procUnit) |
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70 | 70 | """ |
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71 | 71 | |
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72 | 72 | self.operations.append( |
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73 | 73 | (operation, conf.type, conf.id, conf.getKwargs())) |
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74 | 74 | |
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75 | 75 | if 'plot' in self.name.lower(): |
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76 | 76 | self.plots.append(operation.CODE) |
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77 | 77 | |
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78 | 78 | def getOperationObj(self, objId): |
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79 | 79 | |
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80 | 80 | if objId not in list(self.operations.keys()): |
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81 | 81 | return None |
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82 | 82 | |
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83 | 83 | return self.operations[objId] |
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84 | 84 | |
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85 | 85 | def operation(self, **kwargs): |
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86 | 86 | """ |
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87 | 87 | Operacion directa sobre la data (dataOut.data). Es necesario actualizar los valores de los |
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88 | 88 | atributos del objeto dataOut |
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89 | 89 | |
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90 | 90 | Input: |
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91 | 91 | |
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92 | 92 | **kwargs : Diccionario de argumentos de la funcion a ejecutar |
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93 | 93 | """ |
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94 | 94 | |
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95 | 95 | raise NotImplementedError |
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96 | 96 | |
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97 | 97 | def setup(self): |
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98 | 98 | |
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99 | 99 | raise NotImplementedError |
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100 | 100 | |
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101 | 101 | def run(self): |
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102 | 102 | |
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103 | 103 | raise NotImplementedError |
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104 | 104 | |
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105 | 105 | def close(self): |
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106 | 106 | |
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107 | 107 | return |
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108 | 108 | |
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109 | 109 | |
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110 | 110 | class Operation(object): |
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111 | 111 | |
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112 | 112 | """ |
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113 | 113 | Update - Jan 2018 - MULTIPROCESSING |
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114 | 114 | |
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115 | 115 | Most of the methods remained the same. The decorator parse the arguments and executed the run() method for each process. |
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116 | 116 | The constructor doe snot receive any argument, neither the baseclass. |
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117 | 117 | |
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118 | 118 | |
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119 | 119 | Clase base para definir las operaciones adicionales que se pueden agregar a la clase ProcessingUnit |
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120 | 120 | y necesiten acumular informacion previa de los datos a procesar. De preferencia usar un buffer de |
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121 | 121 | acumulacion dentro de esta clase |
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122 | 122 | |
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123 | 123 | Ejemplo: Integraciones coherentes, necesita la informacion previa de los n perfiles anteriores (bufffer) |
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124 | 124 | |
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125 | 125 | """ |
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126 | 126 | |
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127 | 127 | def __init__(self): |
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128 | 128 | |
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129 | 129 | self.id = None |
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130 | 130 | self.isConfig = False |
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131 | 131 | |
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132 | 132 | if not hasattr(self, 'name'): |
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133 | 133 | self.name = self.__class__.__name__ |
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134 | 134 | |
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135 | 135 | def getAllowedArgs(self): |
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136 | 136 | if hasattr(self, '__attrs__'): |
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137 | 137 | return self.__attrs__ |
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138 | 138 | else: |
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139 | 139 | return inspect.getargspec(self.run).args |
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140 | 140 | |
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141 | 141 | def setup(self): |
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142 | 142 | |
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143 | 143 | self.isConfig = True |
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144 | 144 | |
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145 | 145 | raise NotImplementedError |
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146 | 146 | |
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147 | 147 | def run(self, dataIn, **kwargs): |
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148 | 148 | """ |
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149 | 149 | Realiza las operaciones necesarias sobre la dataIn.data y actualiza los |
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150 | 150 | atributos del objeto dataIn. |
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151 | 151 | |
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152 | 152 | Input: |
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153 | 153 | |
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154 | 154 | dataIn : objeto del tipo JROData |
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155 | 155 | |
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156 | 156 | Return: |
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157 | 157 | |
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158 | 158 | None |
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159 | 159 | |
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160 | 160 | Affected: |
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161 | 161 | __buffer : buffer de recepcion de datos. |
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162 | 162 | |
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163 | 163 | """ |
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164 | 164 | if not self.isConfig: |
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165 | 165 | self.setup(**kwargs) |
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166 | 166 | |
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167 | 167 | raise NotImplementedError |
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168 | 168 | |
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169 | 169 | def close(self): |
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170 | 170 | |
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171 | 171 | return |
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172 | 172 | |
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173 | 173 | |
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174 | 174 | def MPDecorator(BaseClass): |
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175 | 175 | """ |
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176 | 176 | Multiprocessing class decorator |
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177 | 177 | |
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178 | 178 | This function add multiprocessing features to a BaseClass. Also, it handle |
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179 | 179 | the communication beetween processes (readers, procUnits and operations). |
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180 | 180 | """ |
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181 | 181 | |
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182 | 182 | class MPClass(BaseClass, Process): |
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183 | 183 | |
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184 | 184 | def __init__(self, *args, **kwargs): |
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185 | 185 | super(MPClass, self).__init__() |
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186 | 186 | Process.__init__(self) |
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187 | 187 | self.operationKwargs = {} |
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188 | 188 | self.args = args |
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189 | 189 | self.kwargs = kwargs |
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190 | 190 | self.sender = None |
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191 | 191 | self.receiver = None |
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192 | self.i = 0 | |
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192 | 193 | self.name = BaseClass.__name__ |
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193 | 194 | if 'plot' in self.name.lower() and not self.name.endswith('_'): |
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194 | 195 | self.name = '{}{}'.format(self.CODE.upper(), 'Plot') |
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195 | 196 | self.start_time = time.time() |
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196 | 197 | |
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197 | 198 | if len(self.args) is 3: |
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198 | 199 | self.typeProc = "ProcUnit" |
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199 | 200 | self.id = args[0] |
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200 | 201 | self.inputId = args[1] |
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201 | 202 | self.project_id = args[2] |
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202 | 203 | elif len(self.args) is 2: |
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203 | 204 | self.id = args[0] |
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204 | 205 | self.inputId = args[0] |
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205 | 206 | self.project_id = args[1] |
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206 | 207 | self.typeProc = "Operation" |
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207 | 208 | |
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209 | def fix_publish(self,valor,multiple1): | |
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210 | return True if valor%multiple1 ==0 else False | |
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211 | ||
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208 | 212 | def subscribe(self): |
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209 | 213 | ''' |
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210 | 214 | This function create a socket to receive objects from the |
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211 | 215 | topic `inputId`. |
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212 | 216 | ''' |
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213 | 217 | |
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214 | 218 | c = zmq.Context() |
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215 | 219 | self.receiver = c.socket(zmq.SUB) |
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216 | 220 | self.receiver.connect( |
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217 | 221 | 'ipc:///tmp/schain/{}_pub'.format(self.project_id)) |
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218 | 222 | self.receiver.setsockopt(zmq.SUBSCRIBE, self.inputId.encode()) |
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219 | 223 | |
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220 | 224 | def listen(self): |
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221 | 225 | ''' |
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222 | 226 | This function waits for objects and deserialize using pickle |
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223 | 227 | ''' |
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224 | ||
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228 | try: | |
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225 | 229 | data = pickle.loads(self.receiver.recv_multipart()[1]) |
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230 | except zmq.ZMQError as e: | |
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231 | if e.errno == zmq.ETERM: | |
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232 | print (e.errno) | |
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226 | 233 | |
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227 | 234 | return data |
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228 | 235 | |
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229 | 236 | def set_publisher(self): |
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230 | 237 | ''' |
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231 | 238 | This function create a socket for publishing purposes. |
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232 | 239 | ''' |
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233 | 240 | |
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234 | 241 | time.sleep(1) |
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235 | 242 | c = zmq.Context() |
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236 | 243 | self.sender = c.socket(zmq.PUB) |
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237 | 244 | self.sender.connect( |
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238 | 245 | 'ipc:///tmp/schain/{}_sub'.format(self.project_id)) |
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239 | 246 | |
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240 | 247 | def publish(self, data, id): |
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241 | 248 | ''' |
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242 | 249 | This function publish an object, to a specific topic. |
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250 | The fix method only affect inputId None which is Read Unit | |
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251 | Use value between 64 80, you should notice a little retard in processing | |
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243 | 252 | ''' |
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253 | if self.inputId is None: | |
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254 | self.i+=1 | |
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255 | if self.fix_publish(self.i,80) == True:# value n | |
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256 | time.sleep(0.01) | |
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257 | ||
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244 | 258 | self.sender.send_multipart([str(id).encode(), pickle.dumps(data)]) |
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245 | 259 | |
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246 | 260 | def runReader(self): |
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247 | 261 | ''' |
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248 | 262 | Run fuction for read units |
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249 | 263 | ''' |
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250 | 264 | while True: |
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251 | 265 | |
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252 | 266 | BaseClass.run(self, **self.kwargs) |
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253 | 267 | |
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254 | 268 | for op, optype, opId, kwargs in self.operations: |
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255 | 269 | if optype == 'self' and not self.dataOut.flagNoData: |
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256 | 270 | op(**kwargs) |
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257 | 271 | elif optype == 'other' and not self.dataOut.flagNoData: |
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258 | 272 | self.dataOut = op.run(self.dataOut, **self.kwargs) |
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259 | 273 | elif optype == 'external': |
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260 | 274 | self.publish(self.dataOut, opId) |
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261 | 275 | |
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262 | 276 | if self.dataOut.flagNoData and not self.dataOut.error: |
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263 | 277 | continue |
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264 | 278 | |
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265 | 279 | self.publish(self.dataOut, self.id) |
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266 | 280 | |
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267 | 281 | if self.dataOut.error: |
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268 | 282 | log.error(self.dataOut.error, self.name) |
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269 | 283 | # self.sender.send_multipart([str(self.project_id).encode(), 'end'.encode()]) |
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270 | 284 | break |
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271 | 285 | |
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272 | 286 | time.sleep(1) |
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273 | 287 | |
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274 | 288 | def runProc(self): |
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275 | 289 | ''' |
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276 | 290 | Run function for proccessing units |
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277 | 291 | ''' |
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278 | 292 | |
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279 | 293 | while True: |
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280 | 294 | self.dataIn = self.listen() |
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281 | 295 | |
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282 | 296 | if self.dataIn.flagNoData and self.dataIn.error is None: |
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283 | 297 | continue |
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284 | 298 | |
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285 | 299 | BaseClass.run(self, **self.kwargs) |
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286 | 300 | |
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287 | 301 | if self.dataIn.error: |
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288 | 302 | self.dataOut.error = self.dataIn.error |
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289 | 303 | self.dataOut.flagNoData = True |
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290 | 304 | |
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291 | 305 | for op, optype, opId, kwargs in self.operations: |
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292 | 306 | if optype == 'self' and not self.dataOut.flagNoData: |
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293 | 307 | op(**kwargs) |
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294 | 308 | elif optype == 'other' and not self.dataOut.flagNoData: |
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295 | 309 | self.dataOut = op.run(self.dataOut, **kwargs) |
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296 | 310 | elif optype == 'external' and not self.dataOut.flagNoData: |
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297 | 311 | self.publish(self.dataOut, opId) |
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298 | 312 | |
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299 | 313 | if not self.dataOut.flagNoData or self.dataOut.error: |
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300 | 314 | self.publish(self.dataOut, self.id) |
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301 | 315 | for op, optype, opId, kwargs in self.operations: |
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302 | 316 | if optype == 'self' and self.dataOut.error: |
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303 | 317 | op(**kwargs) |
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304 | 318 | elif optype == 'other' and self.dataOut.error: |
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305 | 319 | self.dataOut = op.run(self.dataOut, **kwargs) |
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306 | 320 | elif optype == 'external' and self.dataOut.error: |
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307 | 321 | self.publish(self.dataOut, opId) |
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308 | 322 | |
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309 | 323 | if self.dataIn.error: |
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310 | 324 | break |
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311 | 325 | |
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312 | 326 | time.sleep(1) |
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313 | 327 | |
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314 | 328 | def runOp(self): |
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315 | 329 | ''' |
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316 | 330 | Run function for external operations (this operations just receive data |
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317 | 331 | ex: plots, writers, publishers) |
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318 | 332 | ''' |
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319 | 333 | |
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320 | 334 | while True: |
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321 | 335 | |
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322 | 336 | dataOut = self.listen() |
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323 | 337 | |
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324 | 338 | BaseClass.run(self, dataOut, **self.kwargs) |
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325 | 339 | |
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326 | 340 | if dataOut.error: |
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327 | 341 | break |
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328 | 342 | |
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329 | 343 | time.sleep(1) |
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330 | 344 | |
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331 | 345 | def run(self): |
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332 | 346 | if self.typeProc is "ProcUnit": |
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333 | 347 | |
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334 | 348 | if self.inputId is not None: |
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335 | 349 | |
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336 | 350 | self.subscribe() |
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337 | 351 | |
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338 | 352 | self.set_publisher() |
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339 | 353 | |
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340 | 354 | if 'Reader' not in BaseClass.__name__: |
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341 | 355 | self.runProc() |
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342 | 356 | else: |
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343 | 357 | self.runReader() |
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344 | 358 | |
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345 | 359 | elif self.typeProc is "Operation": |
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346 | 360 | |
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347 | 361 | self.subscribe() |
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348 | 362 | self.runOp() |
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349 | 363 | |
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350 | 364 | else: |
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351 | 365 | raise ValueError("Unknown type") |
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352 | 366 | |
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353 | 367 | self.close() |
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354 | 368 | |
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355 | 369 | def event_monitor(self, monitor): |
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356 | 370 | |
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357 | 371 | events = {} |
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358 | 372 | |
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359 | 373 | for name in dir(zmq): |
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360 | 374 | if name.startswith('EVENT_'): |
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361 | 375 | value = getattr(zmq, name) |
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362 | 376 | events[value] = name |
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363 | 377 | |
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364 | 378 | while monitor.poll(): |
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365 | 379 | evt = recv_monitor_message(monitor) |
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366 | 380 | if evt['event'] == 32: |
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367 | 381 | self.connections += 1 |
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368 | 382 | if evt['event'] == 512: |
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369 | 383 | pass |
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370 | 384 | |
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371 | 385 | evt.update({'description': events[evt['event']]}) |
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372 | 386 | |
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373 | 387 | if evt['event'] == zmq.EVENT_MONITOR_STOPPED: |
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374 | 388 | break |
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375 | 389 | monitor.close() |
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376 | 390 | print('event monitor thread done!') |
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377 | 391 | |
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378 | 392 | def close(self): |
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379 | 393 | |
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380 | 394 | BaseClass.close(self) |
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381 | 395 | |
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382 | 396 | if self.sender: |
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383 | 397 | self.sender.close() |
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384 | 398 | |
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385 | 399 | if self.receiver: |
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386 | 400 | self.receiver.close() |
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387 | 401 | |
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388 | 402 | log.success('Done...(Time:{:4.2f} secs)'.format(time.time()-self.start_time), self.name) |
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389 | 403 | |
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390 | 404 | return MPClass |
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