src/daEficas/generator_adao.py

   1 # -*- coding: utf-8 -*-
   2 #
   3 # Copyright (C) 2008-2020 EDF R&D
   4 #
   5 # This file is part of SALOME ADAO module
   6 #
   7 # This library is free software; you can redistribute it and/or
   8 # modify it under the terms of the GNU Lesser General Public
   9 # License as published by the Free Software Foundation; either
  10 # version 2.1 of the License.
  11 #
  12 # This library is distributed in the hope that it will be useful,
  13 # but WITHOUT ANY WARRANTY; without even the implied warranty of
  14 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
  15 # Lesser General Public License for more details.
  16 #
  17 # You should have received a copy of the GNU Lesser General Public
  18 # License along with this library; if not, write to the Free Software
  19 # Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307 USA
  20 #
  21 # See http://www.salome-platform.org/ or email : webmaster.salome@opencascade.com
  22 #
  23 # Author: André Ribes, andre.ribes@edf.fr, EDF R&D
  24
  25 from generator.generator_python import PythonGenerator
  26 import traceback
  27 import logging
  28
  29 def entryPoint():
  30    """
  31       Retourne les informations necessaires pour le chargeur de plugins
  32
  33       Ces informations sont retournees dans un dictionnaire
  34    """
  35    return {
  36         # Le nom du plugin
  37         'name' : 'adao',
  38         # La factory pour creer une instance du plugin
  39           'factory' : AdaoGenerator,
  40           }
  41
  42 class AdaoGenerator(PythonGenerator):
  43
  44   def __init__(self,cr=None):
  45     PythonGenerator.__init__(self, cr)
  46     self.dictMCVal={}
  47     self.text_comm = ""
  48     self.text_da = ""
  49     self.text_da_status = False
  50     self.logger = logging.getLogger('ADAO EFICAS GENERATOR')
  51     self.logger.setLevel(logging.INFO)
  52     ch = logging.StreamHandler()
  53     ch.setLevel(logging.INFO)
  54     formatter = logging.Formatter("%(name)s - %(levelname)s - %(message)s")
  55     ch.setFormatter(formatter)
  56     self.logger.addHandler(ch)
  57
  58   def gener(self,obj,format='brut',config=None,appli=None):
  59     self.logger.debug("method gener called")
  60     self.text_comm = PythonGenerator.gener(self, obj, format, config)
  61     for key, value in self.dictMCVal.items():
  62       self.logger.debug("dictMCVAl %s %s" % (key,value))
  63
  64     try :
  65       self.text_da_status = False
  66       self.generate_da()
  67       self.text_da_status = True
  68     except:
  69       self.logger.debug("EFICAS case is not valid, python command file for YACS schema generation cannot be created")
  70       self.logger.debug(self.text_da)
  71       self.dictMCVal = {}
  72       # traceback.print_exc()
  73     return self.text_comm
  74
  75   def writeDefault(self, fn):
  76     if self.text_da_status:
  77       self.logger.debug("write adao python command file")
  78       filename = fn[:fn.rfind(".")] + '.py'
  79       #~ f = open( str(filename), 'wb')
  80       f = open( str(filename), 'w')
  81       f.write( self.text_da )
  82       f.close()
  83
  84   def generMCSIMP(self,obj) :
  85     """
  86     Convertit un objet MCSIMP en texte python
  87     """
  88     clef=""
  89     for i in obj.getGenealogie() :
  90       clef=clef+"__"+i
  91     self.dictMCVal[clef]=obj.valeur
  92
  93     s=PythonGenerator.generMCSIMP(self,obj)
  94     return s
  95
  96   def generate_da(self):
  97
  98     if "__CHECKING_STUDY__StudyName" in self.dictMCVal.keys():
  99       self.type_of_study = "CHECKING_STUDY"
 100     else:
 101       self.type_of_study = "ASSIMILATION_STUDY"
 102
 103     self.text_da += "#-*- coding: utf-8 -*-\n"
 104     self.text_da += "study_config = {}\n"
 105
 106     # Extraction de Study_type
 107     self.text_da += "study_config['StudyType'] = '" + self.type_of_study + "'\n"
 108     # Extraction de StudyName
 109     self.text_da += "study_config['Name'] = '" + self.dictMCVal["__"+self.type_of_study+"__StudyName"] + "'\n"
 110     # Extraction de Debug
 111     if "__"+self.type_of_study+"__Debug" in self.dictMCVal.keys():
 112       self.text_da += "study_config['Debug'] = '" + str(self.dictMCVal["__"+self.type_of_study+"__Debug"]) + "'\n"
 113     else:
 114       self.text_da += "study_config['Debug'] = '0'\n"
 115
 116     # Extraction de Algorithm et de ses parametres
 117     if "__"+self.type_of_study+"__AlgorithmParameters__Algorithm" in self.dictMCVal.keys():
 118       self.text_da += "study_config['Algorithm'] = '" + self.dictMCVal["__"+self.type_of_study+"__AlgorithmParameters__Algorithm"] + "'\n"
 119       self.add_AlgorithmParameters()
 120     elif "__"+self.type_of_study+"__Algorithm" in self.dictMCVal.keys():
 121       self.text_da += "study_config['Algorithm'] = '" + self.dictMCVal["__"+self.type_of_study+"__Algorithm"] + "'\n"
 122
 123     if "__"+self.type_of_study+"__Background__INPUT_TYPE" in self.dictMCVal.keys():
 124       self.add_data("Background")
 125     if "__"+self.type_of_study+"__BackgroundError__INPUT_TYPE" in self.dictMCVal.keys():
 126       self.add_data("BackgroundError")
 127     if "__"+self.type_of_study+"__Observation__INPUT_TYPE" in self.dictMCVal.keys():
 128       self.add_data("Observation")
 129     if "__"+self.type_of_study+"__ObservationError__INPUT_TYPE" in self.dictMCVal.keys():
 130       self.add_data("ObservationError")
 131     if "__"+self.type_of_study+"__CheckingPoint__INPUT_TYPE" in self.dictMCVal.keys():
 132       self.add_data("CheckingPoint")
 133     if "__"+self.type_of_study+"__ObservationOperator__INPUT_TYPE" in self.dictMCVal.keys():
 134       self.add_data("ObservationOperator")
 135     if "__"+self.type_of_study+"__EvolutionModel__INPUT_TYPE" in self.dictMCVal.keys():
 136       self.add_data("EvolutionModel")
 137     if "__"+self.type_of_study+"__EvolutionError__INPUT_TYPE" in self.dictMCVal.keys():
 138       self.add_data("EvolutionError")
 139     if "__"+self.type_of_study+"__ControlInput__INPUT_TYPE" in self.dictMCVal.keys():
 140       self.add_data("ControlInput")
 141
 142     self.add_variables()
 143     # Parametres optionnels
 144
 145     # Extraction du StudyRepertory
 146     if "__"+self.type_of_study+"__StudyRepertory" in self.dictMCVal.keys():
 147       self.text_da += "study_config['Repertory'] = '" + self.dictMCVal["__"+self.type_of_study+"__StudyRepertory"] + "'\n"
 148     # Extraction de UserPostAnalysis
 149     if "__"+self.type_of_study+"__UserPostAnalysis__FROM" in self.dictMCVal.keys():
 150       self.add_UserPostAnalysis()
 151     if "__"+self.type_of_study+"__UserDataInit__INIT_FILE" in self.dictMCVal.keys():
 152       self.add_init()
 153     if "__"+self.type_of_study+"__Observers__SELECTION" in self.dictMCVal.keys():
 154       self.add_observers()
 155
 156   def add_data(self, data_name):
 157
 158     # Extraction des donnees
 159     search_text = "__"+self.type_of_study+"__" + data_name + "__"
 160     data_type = self.dictMCVal[search_text + "INPUT_TYPE"]
 161     search_type = search_text + data_type + "__data__"
 162     from_type = self.dictMCVal[search_type + "FROM"]
 163     data = ""
 164     if from_type == "String":
 165       data = self.dictMCVal[search_type + "STRING_DATA__STRING"]
 166     elif from_type == "Script":
 167       data = self.dictMCVal[search_type + "SCRIPT_DATA__SCRIPT_FILE"]
 168     elif from_type == "DataFile":
 169       data = self.dictMCVal[search_type + "DATA_DATA__DATA_FILE"]
 170     elif from_type == "ScriptWithSwitch":
 171       data = self.dictMCVal[search_type + "SCRIPTWITHSWITCH_DATA__SCRIPTWITHSWITCH_FILE"]
 172     elif from_type == "ScriptWithFunctions":
 173       data = self.dictMCVal[search_type + "SCRIPTWITHFUNCTIONS_DATA__SCRIPTWITHFUNCTIONS_FILE"]
 174     elif from_type == "ScriptWithOneFunction":
 175       data = self.dictMCVal[search_type + "SCRIPTWITHONEFUNCTION_DATA__SCRIPTWITHONEFUNCTION_FILE"]
 176     elif from_type == "FunctionDict":
 177       data = self.dictMCVal[search_type + "FUNCTIONDICT_DATA__FUNCTIONDICT_FILE"]
 178     else:
 179       raise Exception('From Type unknown', from_type)
 180
 181     if from_type == "String" or from_type == "Script" or from_type == "DataFile":
 182       self.text_da += data_name + "_config = {}\n"
 183       self.text_da += data_name + "_config['Type'] = '" + data_type + "'\n"
 184       self.text_da += data_name + "_config['From'] = '" + from_type + "'\n"
 185       self.text_da += data_name + "_config['Data'] = '" + data      + "'\n"
 186       if search_text+"Stored" in self.dictMCVal.keys():
 187         self.text_da += data_name + "_config['Stored'] = '" +  str(self.dictMCVal[search_text+"Stored"])  + "'\n"
 188       if search_type+"DATA_DATA__ColMajor" in self.dictMCVal.keys():
 189         self.text_da += data_name + "_config['ColMajor'] = '" +  str(self.dictMCVal[search_type+"DATA_DATA__ColMajor"])  + "'\n"
 190       self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 191
 192     if from_type == "ScriptWithSwitch":
 193       self.text_da += data_name + "_ScriptWithSwitch = {}\n"
 194       self.text_da += data_name + "_ScriptWithSwitch['Function'] = ['Direct', 'Tangent', 'Adjoint']\n"
 195       self.text_da += data_name + "_ScriptWithSwitch['Script'] = {}\n"
 196       self.text_da += data_name + "_ScriptWithSwitch['Script']['Direct'] = '"  + data + "'\n"
 197       self.text_da += data_name + "_ScriptWithSwitch['Script']['Tangent'] = '" + data + "'\n"
 198       self.text_da += data_name + "_ScriptWithSwitch['Script']['Adjoint'] = '" + data + "'\n"
 199       self.text_da += data_name + "_config = {}\n"
 200       self.text_da += data_name + "_config['Type'] = 'Function'\n"
 201       self.text_da += data_name + "_config['From'] = 'ScriptWithSwitch'\n"
 202       self.text_da += data_name + "_config['Data'] = " + data_name + "_ScriptWithSwitch\n"
 203       self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 204
 205     if from_type == "ScriptWithFunctions":
 206       self.text_da += data_name + "_ScriptWithFunctions = {}\n"
 207       self.text_da += data_name + "_ScriptWithFunctions['Function'] = ['Direct', 'Tangent', 'Adjoint']\n"
 208       self.text_da += data_name + "_ScriptWithFunctions['Script'] = {}\n"
 209       self.text_da += data_name + "_ScriptWithFunctions['Script']['Direct'] = '"  + data + "'\n"
 210       self.text_da += data_name + "_ScriptWithFunctions['Script']['Tangent'] = '" + data + "'\n"
 211       self.text_da += data_name + "_ScriptWithFunctions['Script']['Adjoint'] = '" + data + "'\n"
 212       self.text_da += data_name + "_config = {}\n"
 213       self.text_da += data_name + "_config['Type'] = 'Function'\n"
 214       self.text_da += data_name + "_config['From'] = 'ScriptWithFunctions'\n"
 215       self.text_da += data_name + "_config['Data'] = " + data_name + "_ScriptWithFunctions\n"
 216       self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 217
 218     if from_type == "ScriptWithOneFunction":
 219       self.text_da += data_name + "_ScriptWithOneFunction = {}\n"
 220       self.text_da += data_name + "_ScriptWithOneFunction['Function'] = ['Direct', 'Tangent', 'Adjoint']\n"
 221       self.text_da += data_name + "_ScriptWithOneFunction['Script'] = {}\n"
 222       self.text_da += data_name + "_ScriptWithOneFunction['Script']['Direct'] = '"  + data + "'\n"
 223       self.text_da += data_name + "_ScriptWithOneFunction['Script']['Tangent'] = '" + data + "'\n"
 224       self.text_da += data_name + "_ScriptWithOneFunction['Script']['Adjoint'] = '" + data + "'\n"
 225       self.text_da += data_name + "_ScriptWithOneFunction['DifferentialIncrement'] = " + str(float(self.dictMCVal[search_type + "SCRIPTWITHONEFUNCTION_DATA__DifferentialIncrement"])) + "\n"
 226       self.text_da += data_name + "_ScriptWithOneFunction['CenteredFiniteDifference'] = " + str(self.dictMCVal[search_type + "SCRIPTWITHONEFUNCTION_DATA__CenteredFiniteDifference"]) + "\n"
 227       if search_type + "SCRIPTWITHONEFUNCTION_DATA__EnableMultiProcessing" in self.dictMCVal.keys():
 228         self.text_da += data_name + "_ScriptWithOneFunction['EnableMultiProcessing'] = " + str(self.dictMCVal[search_type + "SCRIPTWITHONEFUNCTION_DATA__EnableMultiProcessing"]) + "\n"
 229       if search_type + "SCRIPTWITHONEFUNCTION_DATA__NumberOfProcesses" in self.dictMCVal.keys():
 230         self.text_da += data_name + "_ScriptWithOneFunction['NumberOfProcesses'] = " + str(self.dictMCVal[search_type + "SCRIPTWITHONEFUNCTION_DATA__NumberOfProcesses"]) + "\n"
 231       self.text_da += data_name + "_config = {}\n"
 232       self.text_da += data_name + "_config['Type'] = 'Function'\n"
 233       self.text_da += data_name + "_config['From'] = 'ScriptWithOneFunction'\n"
 234       self.text_da += data_name + "_config['Data'] = " + data_name + "_ScriptWithOneFunction\n"
 235       self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 236
 237     if from_type == "FunctionDict":
 238       self.text_da += data_name + "_FunctionDict = {}\n"
 239       self.text_da += data_name + "_FunctionDict['Function'] = ['Direct', 'Tangent', 'Adjoint']\n"
 240       self.text_da += data_name + "_FunctionDict['Script'] = {}\n"
 241       self.text_da += data_name + "_FunctionDict['Script']['Direct'] = '"  + data + "'\n"
 242       self.text_da += data_name + "_FunctionDict['Script']['Tangent'] = '" + data + "'\n"
 243       self.text_da += data_name + "_FunctionDict['Script']['Adjoint'] = '" + data + "'\n"
 244       self.text_da += data_name + "_config = {}\n"
 245       self.text_da += data_name + "_config['Type'] = 'Function'\n"
 246       self.text_da += data_name + "_config['From'] = 'FunctionDict'\n"
 247       self.text_da += data_name + "_config['Data'] = " + data_name + "_FunctionDict\n"
 248       self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 249
 250   def add_init(self):
 251
 252       init_file_data = self.dictMCVal["__"+self.type_of_study+"__UserDataInit__INIT_FILE"]
 253       init_target_list = self.dictMCVal["__"+self.type_of_study+"__UserDataInit__TARGET_LIST"]
 254
 255       self.text_da += "Init_config = {}\n"
 256       self.text_da += "Init_config['Type'] = 'Dict'\n"
 257       self.text_da += "Init_config['From'] = 'Script'\n"
 258       self.text_da += "Init_config['Data'] = '" + init_file_data + "'\n"
 259       self.text_da += "Init_config['Target'] = ["
 260       if isinstance(init_target_list, "str"):
 261         self.text_da +=  "'" + init_target_list + "',"
 262       else:
 263         for target in init_target_list:
 264           self.text_da += "'" + target + "',"
 265       self.text_da += "]\n"
 266       self.text_da += "study_config['UserDataInit'] = Init_config\n"
 267
 268   def add_UserPostAnalysis(self):
 269
 270     from_type = self.dictMCVal["__"+self.type_of_study+"__UserPostAnalysis__FROM"]
 271     data = ""
 272     if from_type == "String":
 273       data = self.dictMCVal["__"+self.type_of_study+"__UserPostAnalysis__STRING_DATA__STRING"]
 274       self.text_da += "Analysis_config = {}\n"
 275       self.text_da += "Analysis_config['From'] = 'String'\n"
 276       self.text_da += "Analysis_config['Data'] = \"\"\"" + data + "\"\"\"\n"
 277       self.text_da += "study_config['UserPostAnalysis'] = Analysis_config\n"
 278     elif from_type == "Script":
 279       data = self.dictMCVal["__"+self.type_of_study+"__UserPostAnalysis__SCRIPT_DATA__SCRIPT_FILE"]
 280       self.text_da += "Analysis_config = {}\n"
 281       self.text_da += "Analysis_config['From'] = 'Script'\n"
 282       self.text_da += "Analysis_config['Data'] = '" + data + "'\n"
 283       self.text_da += "study_config['UserPostAnalysis'] = Analysis_config\n"
 284     elif from_type == "Template":
 285       tmpl = self.dictMCVal["__"+self.type_of_study+"__UserPostAnalysis__TEMPLATE_DATA__Template"]
 286       data = self.dictMCVal["__"+self.type_of_study+"__UserPostAnalysis__TEMPLATE_DATA__%s__ValueTemplate"%tmpl]
 287       self.text_da += "Analysis_config = {}\n"
 288       self.text_da += "Analysis_config['From'] = 'String'\n"
 289       self.text_da += "Analysis_config['Data'] = \"\"\"" + data + "\"\"\"\n"
 290       self.text_da += "study_config['UserPostAnalysis'] = Analysis_config\n"
 291     else:
 292       raise Exception('From Type unknown', from_type)
 293
 294   def add_AlgorithmParameters(self):
 295
 296     data_name = "AlgorithmParameters"
 297     data_type = "Dict"
 298     #
 299     if "__"+self.type_of_study+"__AlgorithmParameters__Parameters" in self.dictMCVal:
 300         para_type = self.dictMCVal["__"+self.type_of_study+"__AlgorithmParameters__Parameters"]
 301     else:
 302         para_type = "Defaults"
 303     #
 304     if para_type == "Defaults":
 305         from_type = para_type
 306     elif para_type == "Dict":
 307         from_type = self.dictMCVal["__"+self.type_of_study+"__AlgorithmParameters__Dict__data__FROM"]
 308     else:
 309         return
 310
 311     if from_type == "Script":
 312       data = self.dictMCVal["__"+self.type_of_study+"__AlgorithmParameters__Dict__data__SCRIPT_DATA__SCRIPT_FILE"]
 313       self.text_da += data_name + "_config = {}\n"
 314       self.text_da += data_name + "_config['Type'] = '" + data_type + "'\n"
 315       self.text_da += data_name + "_config['From'] = '" + from_type + "'\n"
 316       self.text_da += data_name + "_config['Data'] = '" + data + "'\n"
 317       self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 318     elif from_type == "String":
 319       data = self.dictMCVal["__"+self.type_of_study+"__AlgorithmParameters__Dict__data__STRING_DATA__STRING"]
 320       self.text_da += data_name + "_config = {}\n"
 321       self.text_da += data_name + "_config['Type'] = '" + data_type + "'\n"
 322       self.text_da += data_name + "_config['From'] = '" + from_type + "'\n"
 323       self.text_da += data_name + "_config['Data'] = '" + data + "'\n"
 324       self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 325     elif from_type == "Defaults":
 326       base = "__"+self.type_of_study+"__AlgorithmParameters__Parameters"
 327       keys = [k for k in self.dictMCVal.keys() if base in k]
 328       if base in keys: keys.remove(base)
 329       keys = [k.replace(base,'') for k in keys]
 330       data  = '{'
 331       for k in keys:
 332         key = k.split('__')[-1]
 333         val = self.dictMCVal[base+k]
 334         # print key," = ",val,"    ",type(val)
 335         if isinstance(val, str) and key == "SetSeed":
 336             data += '"%s":%s,'%(key,int(val))
 337         elif isinstance(val, str) and not (val.count('[')>=2 or val.count('(')>=2):
 338             data += '"%s":"%s",'%(key,val)
 339         else:
 340             data += '"%s":%s,'%(key,val)
 341       data = data.replace("'",'"')
 342       data += '}'
 343       if data != '{}':
 344           self.text_da += data_name + "_config = {}\n"
 345           self.text_da += data_name + "_config['Type'] = '" + data_type + "'\n"
 346           self.text_da += data_name + "_config['From'] = 'String'\n"
 347           self.text_da += data_name + "_config['Data'] = '" + data + "'\n"
 348           self.text_da += "study_config['" + data_name + "'] = " + data_name + "_config\n"
 349
 350   def add_variables(self):
 351
 352     # Input variables
 353     if "__"+self.type_of_study+"__InputVariables__NAMES" in self.dictMCVal.keys():
 354       names = []
 355       sizes = []
 356       if isinstance(self.dictMCVal["__"+self.type_of_study+"__InputVariables__NAMES"], type("")):
 357         names.append(self.dictMCVal["__"+self.type_of_study+"__InputVariables__NAMES"])
 358       else:
 359         names = self.dictMCVal["__"+self.type_of_study+"__InputVariables__NAMES"]
 360       if isinstance(self.dictMCVal["__"+self.type_of_study+"__InputVariables__SIZES"], type(1)):
 361         sizes.append(self.dictMCVal["__"+self.type_of_study+"__InputVariables__SIZES"])
 362       else:
 363         sizes = self.dictMCVal["__"+self.type_of_study+"__InputVariables__SIZES"]
 364
 365       self.text_da += "inputvariables_config = {}\n"
 366       self.text_da += "inputvariables_config['Order'] = %s\n" % list(names)
 367       for name, size in zip(names, sizes):
 368         self.text_da += "inputvariables_config['%s'] = %s\n" % (name,size)
 369       self.text_da += "study_config['InputVariables'] = inputvariables_config\n"
 370     else:
 371       self.text_da += "inputvariables_config = {}\n"
 372       self.text_da += "inputvariables_config['Order'] =['adao_default']\n"
 373       self.text_da += "inputvariables_config['adao_default'] = -1\n"
 374       self.text_da += "study_config['InputVariables'] = inputvariables_config\n"
 375
 376     # Output variables
 377     if "__"+self.type_of_study+"__OutputVariables__NAMES" in self.dictMCVal.keys():
 378       names = []
 379       sizes = []
 380       if isinstance(self.dictMCVal["__"+self.type_of_study+"__OutputVariables__NAMES"], type("")):
 381         names.append(self.dictMCVal["__"+self.type_of_study+"__OutputVariables__NAMES"])
 382       else:
 383         names = self.dictMCVal["__"+self.type_of_study+"__OutputVariables__NAMES"]
 384       if isinstance(self.dictMCVal["__"+self.type_of_study+"__OutputVariables__SIZES"], type(1)):
 385         sizes.append(self.dictMCVal["__"+self.type_of_study+"__OutputVariables__SIZES"])
 386       else:
 387         sizes = self.dictMCVal["__"+self.type_of_study+"__OutputVariables__SIZES"]
 388
 389       self.text_da += "outputvariables_config = {}\n"
 390       self.text_da += "outputvariables_config['Order'] = %s\n" % list(names)
 391       for name, size in zip(names, sizes):
 392         self.text_da += "outputvariables_config['%s'] = %s\n" % (name,size)
 393       self.text_da += "study_config['OutputVariables'] = outputvariables_config\n"
 394     else:
 395       self.text_da += "outputvariables_config = {}\n"
 396       self.text_da += "outputvariables_config['Order'] = ['adao_default']\n"
 397       self.text_da += "outputvariables_config['adao_default'] = -1\n"
 398       self.text_da += "study_config['OutputVariables'] = outputvariables_config\n"
 399
 400   def add_observers(self):
 401     observers = {}
 402     observer = self.dictMCVal["__"+self.type_of_study+"__Observers__SELECTION"]
 403     if isinstance(observer, type("")):
 404       self.add_observer_in_dict(observer, observers)
 405     else:
 406       for observer in self.dictMCVal["__"+self.type_of_study+"__Observers__SELECTION"]:
 407         self.add_observer_in_dict(observer, observers)
 408
 409     # Write observers in the python command file
 410     number = 2
 411     self.text_da += "observers = {}\n"
 412     for observer in observers.keys():
 413       number += 1
 414       self.text_da += "observers[\"" + observer + "\"] = {}\n"
 415       self.text_da += "observers[\"" + observer + "\"][\"number\"] = " + str(number) + "\n"
 416       self.text_da += "observers[\"" + observer + "\"][\"nodetype\"] = \"" + observers[observer]["nodetype"] + "\"\n"
 417       if observers[observer]["nodetype"] == "String":
 418         self.text_da += "observers[\"" + observer + "\"][\"String\"] = \"\"\"" + observers[observer]["script"] + "\"\"\"\n"
 419       elif observers[observer]["nodetype"] == "Template":
 420         self.text_da += "observers[\"" + observer + "\"][\"String\"] = \"\"\"" + observers[observer]["script"] + "\"\"\"\n"
 421         self.text_da += "observers[\"" + observer + "\"][\"Template\"] = \"\"\"" + observers[observer]["template"] + "\"\"\"\n"
 422       else:
 423         self.text_da += "observers[\"" + observer + "\"][\"Script\"] = \"" + observers[observer]["file"] + "\"\n"
 424       if "scheduler" in observers[observer].keys():
 425         self.text_da += "observers[\"" + observer + "\"][\"scheduler\"] = \"\"\"" + observers[observer]["scheduler"] + "\"\"\"\n"
 426       if "info" in observers[observer].keys():
 427         self.text_da += "observers[\"" + observer + "\"][\"info\"] = \"\"\"" + observers[observer]["info"] + "\"\"\"\n"
 428     self.text_da += "study_config['Observers'] = observers\n"
 429
 430   def add_observer_in_dict(self, observer, observers):
 431     """
 432       Add observer in the observers dict.
 433     """
 434     observers[observer] = {}
 435     observers[observer]["name"] = observer
 436     observer_eficas_name = "__"+self.type_of_study+"__Observers__" + observer + "__" + observer + "_data__"
 437     # NodeType
 438     node_type_key_name = observer_eficas_name + "NodeType"
 439     observers[observer]["nodetype"] = self.dictMCVal[node_type_key_name]
 440
 441     # NodeType script/file
 442     if observers[observer]["nodetype"] == "String":
 443       observers[observer]["script"] = self.dictMCVal[observer_eficas_name + "PythonScript__Value"]
 444     elif observers[observer]["nodetype"] == "Template":
 445       observers[observer]["nodetype"] = "String"
 446       observer_template_key = observer_eficas_name + "ObserverTemplate__"
 447       observers[observer]["template"] = self.dictMCVal[observer_template_key + "Template"]
 448       observers[observer]["script"]   = self.dictMCVal[observer_template_key + observers[observer]["template"] + "__ValueTemplate"]
 449     else:
 450       observers[observer]["file"] = self.dictMCVal[observer_eficas_name + "UserFile__Value"]
 451
 452     # Scheduler
 453     scheduler_key_name = observer_eficas_name + "Scheduler"
 454     if scheduler_key_name in self.dictMCVal.keys():
 455       observers[observer]["scheduler"] = self.dictMCVal[scheduler_key_name]
 456
 457     # Info
 458     info_key_name = observer_eficas_name + "Info"
 459     if info_key_name in self.dictMCVal.keys():
 460       observers[observer]["info"] = self.dictMCVal[info_key_name]