1 | |
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2 | class FitEngine: |
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3 | |
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4 | def _concatenateData(self, listdata=[]): |
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5 | """ |
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6 | _concatenateData method concatenates each fields of all data contains ins listdata. |
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7 | @param listdata: list of data |
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8 | |
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9 | @return xtemp, ytemp,dytemp: x,y,dy respectively of data all combined |
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10 | if xi,yi,dyi of two or more data are the same the second appearance of xi,yi, |
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11 | dyi is ignored in the concatenation. |
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12 | |
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13 | @raise: if listdata is empty will return None |
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14 | @raise: if data in listdata don't contain dy field ,will create an error |
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15 | during fitting |
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16 | """ |
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17 | if listdata==[]: |
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18 | raise ValueError, " data list missing" |
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19 | else: |
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20 | xtemp=[] |
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21 | ytemp=[] |
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22 | dytemp=[] |
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23 | |
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24 | for data in listdata: |
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25 | for i in range(len(data.x)): |
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26 | xtemp.append(data.x[i]) |
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27 | ytemp.append(data.y[i]) |
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28 | if data.dy is not None and len(data.dy)==len(data.y): |
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29 | dytemp.append(data.dy[i]) |
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30 | else: |
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31 | raise RuntimeError, "Fit._concatenateData: y-errors missinge" |
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32 | return xtemp, ytemp,dytemp |
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33 | |
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34 | def set_model(self,model,name,Uid,pars={}): |
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35 | """ |
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36 | |
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37 | Receive a dictionary of parameter and save it Parameter list |
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38 | For scipy.fit use. |
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39 | Set model in a FitArrange object and add that object in a dictionary |
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40 | with key Uid. |
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41 | @param model: model on with parameter values are set |
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42 | @param name: model name |
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43 | @param Uid: unique key corresponding to a fitArrange object with model |
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44 | @param pars: dictionary of paramaters name and value |
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45 | pars={parameter's name: parameter's value} |
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46 | |
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47 | """ |
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48 | print "fitting parmater",pars |
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49 | temp=[] |
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50 | if pars !={}: |
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51 | self.parameters=[] |
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52 | self.paramList=[] |
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53 | if model==None: |
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54 | raise ValueError, "Cannot set parameters for empty model" |
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55 | else: |
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56 | model.name=name |
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57 | for key, value in pars.iteritems(): |
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58 | param = Parameter(model, key, value) |
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59 | self.parameters.append(param) |
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60 | temp.append(key) |
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61 | self.paramList.append(temp) |
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62 | print "self.paramList2", self.paramList |
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63 | #A fitArrange is already created but contains dList only at Uid |
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64 | if self.fitArrangeList.has_key(Uid): |
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65 | self.fitArrangeList[Uid].set_model(model) |
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66 | else: |
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67 | #no fitArrange object has been create with this Uid |
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68 | fitproblem= FitArrange() |
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69 | fitproblem.set_model(model) |
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70 | self.fitArrangeList[Uid]=fitproblem |
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71 | else: |
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72 | raise ValueError, "park_integration:missing parameters" |
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73 | |
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74 | |
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75 | def set_data(self,data,Uid): |
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76 | """ Receives plottable, creates a list of data to fit,set data |
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77 | in a FitArrange object and adds that object in a dictionary |
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78 | with key Uid. |
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79 | @param data: data added |
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80 | @param Uid: unique key corresponding to a fitArrange object with data |
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81 | """ |
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82 | #A fitArrange is already created but contains model only at Uid |
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83 | if self.fitArrangeList.has_key(Uid): |
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84 | self.fitArrangeList[Uid].add_data(data) |
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85 | else: |
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86 | #no fitArrange object has been create with this Uid |
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87 | fitproblem= FitArrange() |
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88 | fitproblem.add_data(data) |
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89 | self.fitArrangeList[Uid]=fitproblem |
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90 | |
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91 | def get_model(self,Uid): |
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92 | """ |
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93 | @param Uid: Uid is key in the dictionary containing the model to return |
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94 | @return a model at this uid or None if no FitArrange element was created |
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95 | with this Uid |
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96 | """ |
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97 | if self.fitArrangeList.has_key(Uid): |
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98 | return self.fitArrangeList[Uid].get_model() |
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99 | else: |
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100 | return None |
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101 | |
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102 | def remove_Fit_Problem(self,Uid): |
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103 | """remove fitarrange in Uid""" |
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104 | if self.fitArrangeList.has_key(Uid): |
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105 | del self.fitArrangeList[Uid] |
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106 | |
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107 | |
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108 | |
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109 | |
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110 | class Parameter: |
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111 | """ |
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112 | Class to handle model parameters |
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113 | """ |
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114 | def __init__(self, model, name, value=None): |
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115 | self.model = model |
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116 | self.name = name |
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117 | if not value==None: |
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118 | self.model.setParam(self.name, value) |
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119 | |
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120 | def set(self, value): |
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121 | """ |
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122 | Set the value of the parameter |
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123 | """ |
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124 | self.model.setParam(self.name, value) |
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125 | |
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126 | def __call__(self): |
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127 | """ |
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128 | Return the current value of the parameter |
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129 | """ |
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130 | return self.model.getParam(self.name) |
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131 | |
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132 | class FitArrange: |
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133 | def __init__(self): |
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134 | """ |
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135 | Class FitArrange contains a set of data for a given model |
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136 | to perform the Fit.FitArrange must contain exactly one model |
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137 | and at least one data for the fit to be performed. |
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138 | model: the model selected by the user |
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139 | Ldata: a list of data what the user wants to fit |
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140 | |
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141 | """ |
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142 | self.model = None |
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143 | self.dList =[] |
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144 | |
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145 | def set_model(self,model): |
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146 | """ |
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147 | set_model save a copy of the model |
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148 | @param model: the model being set |
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149 | """ |
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150 | self.model = model |
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151 | |
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152 | def add_data(self,data): |
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153 | """ |
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154 | add_data fill a self.dList with data to fit |
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155 | @param data: Data to add in the list |
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156 | """ |
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157 | if not data in self.dList: |
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158 | self.dList.append(data) |
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159 | |
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160 | def get_model(self): |
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161 | """ @return: saved model """ |
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162 | return self.model |
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163 | |
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164 | def get_data(self): |
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165 | """ @return: list of data dList""" |
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166 | return self.dList |
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167 | |
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168 | def remove_data(self,data): |
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169 | """ |
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170 | Remove one element from the list |
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171 | @param data: Data to remove from dList |
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172 | """ |
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173 | if data in self.dList: |
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174 | self.dList.remove(data) |
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175 | |
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176 | |
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177 | |
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178 | |
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