[c9636f7] | 1 | |
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| 2 | from sans.models.BaseComponent import BaseComponent |
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| 3 | import numpy, math |
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[a68efd1] | 4 | import copy |
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[c9636f7] | 5 | class MultiplicationModel(BaseComponent): |
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| 6 | """ |
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| 7 | Use for S(Q)*P(Q). |
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| 8 | Perform multplication of two models. |
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| 9 | Contains the models parameters combined. |
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| 10 | """ |
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| 11 | def __init__(self, model1, model2 ): |
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| 12 | BaseComponent.__init__(self) |
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| 13 | |
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[996fd35] | 14 | |
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[8cfdd5e] | 15 | ## Setting model name model description |
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[996fd35] | 16 | self.description="" |
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| 17 | if model1.name != "NoStructure"and model2.name != "NoStructure": |
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| 18 | self.name = model1.name +" * "+ model2.name |
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| 19 | self.description= self.name+"\n" |
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| 20 | self.description +="see %s description and %s description"%( model1.name, |
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| 21 | model2.name ) |
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| 22 | elif model2.name != "NoStructure": |
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| 23 | self.name = model2.name |
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| 24 | self.description= model2.description |
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| 25 | else : |
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| 26 | self.name = model1.name |
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| 27 | self.description= model1.description |
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| 28 | |
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| 29 | |
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| 30 | |
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[c9636f7] | 31 | self.model1= model1 |
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| 32 | self.model2= model2 |
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| 33 | ## dispersion |
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| 34 | self._set_dispersion() |
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| 35 | ## Define parameters |
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| 36 | self._set_params() |
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| 37 | ## Parameter details [units, min, max] |
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| 38 | self._set_details() |
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| 39 | #list of parameter that can be fitted |
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| 40 | self._set_fixed_params() |
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| 41 | |
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[a68efd1] | 42 | def _clone(self, obj): |
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| 43 | """ |
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| 44 | Internal utility function to copy the internal |
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| 45 | data members to a fresh copy. |
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| 46 | """ |
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| 47 | obj.params = copy.deepcopy(self.params) |
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| 48 | obj.description = copy.deepcopy(self.description) |
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| 49 | obj.details = copy.deepcopy(self.details) |
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| 50 | obj.dispersion = copy.deepcopy(self.dispersion) |
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| 51 | obj.model1 = self.model1.clone() |
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| 52 | obj.model2 = self.model2.clone() |
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| 53 | |
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| 54 | return obj |
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| 55 | |
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| 56 | |
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[c9636f7] | 57 | def _set_dispersion(self): |
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| 58 | """ |
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| 59 | combined the two models dispersions |
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| 60 | """ |
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| 61 | for name , value in self.model1.dispersion.iteritems(): |
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| 62 | self.dispersion[name]= value |
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| 63 | |
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| 64 | for name , value in self.model2.dispersion.iteritems(): |
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| 65 | if not name in self.dispersion.keys(): |
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| 66 | self.dispersion[name]= value |
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| 67 | |
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| 68 | |
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| 69 | def _set_params(self): |
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| 70 | """ |
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| 71 | Concatenate the parameters of the two models to create |
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| 72 | this model parameters |
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| 73 | """ |
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| 74 | for name , value in self.model1.params.iteritems(): |
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| 75 | self.params[name]= value |
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| 76 | |
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| 77 | for name , value in self.model2.params.iteritems(): |
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| 78 | if not name in self.params.keys(): |
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| 79 | self.params[name]= value |
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| 80 | |
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| 81 | def _set_details(self): |
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| 82 | """ |
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| 83 | Concatenate details of the two models to create |
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| 84 | this model details |
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| 85 | """ |
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| 86 | for name ,detail in self.model1.details.iteritems(): |
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| 87 | self.details[name]= detail |
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| 88 | |
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| 89 | for name , detail in self.model2.details.iteritems(): |
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| 90 | if not name in self.details.keys(): |
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| 91 | self.details[name]= detail |
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| 92 | |
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[8cfdd5e] | 93 | def setParam(self, name, value): |
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| 94 | """ |
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| 95 | Set the value of a model parameter |
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| 96 | |
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| 97 | @param name: name of the parameter |
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| 98 | @param value: value of the parameter |
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| 99 | """ |
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| 100 | self._setParamHelper( name, value) |
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| 101 | if name in self.model1.getParamList(): |
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| 102 | self.model1.setParam( name, value) |
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| 103 | |
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| 104 | if name in self.model2.getParamList(): |
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| 105 | self.model2.setParam( name, value) |
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| 106 | |
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| 107 | |
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| 108 | def _setParamHelper(self, name, value): |
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| 109 | """ |
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| 110 | Helper function to setparam |
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| 111 | """ |
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| 112 | # Look for dispersion parameters |
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| 113 | toks = name.split('.') |
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| 114 | if len(toks)==2: |
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| 115 | for item in self.dispersion.keys(): |
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| 116 | if item.lower()==toks[0].lower(): |
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| 117 | for par in self.dispersion[item]: |
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| 118 | if par.lower() == toks[1].lower(): |
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| 119 | self.dispersion[item][par] = value |
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| 120 | return |
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| 121 | else: |
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| 122 | # Look for standard parameter |
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| 123 | for item in self.params.keys(): |
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| 124 | if item.lower()==name.lower(): |
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| 125 | self.params[item] = value |
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| 126 | return |
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| 127 | |
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| 128 | raise ValueError, "Model does not contain parameter %s" % name |
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| 129 | |
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| 130 | |
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| 131 | |
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| 132 | |
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| 133 | |
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[c9636f7] | 134 | def _set_fixed_params(self): |
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| 135 | """ |
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| 136 | fill the self.fixed list with the two models fixed list |
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| 137 | """ |
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| 138 | for item in self.model1.fixed: |
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| 139 | self.fixed.append(item) |
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| 140 | |
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| 141 | for item in self.model2.fixed: |
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| 142 | if not item in self.fixed: |
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| 143 | self.fixed.append(item) |
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| 144 | self.fixed.sort() |
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| 145 | |
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| 146 | |
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| 147 | def run(self, x = 0.0): |
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| 148 | """ Evaluate the model |
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| 149 | @param x: input q-value (float or [float, float] as [r, theta]) |
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| 150 | @return: (DAB value) |
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| 151 | """ |
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| 152 | return self.model1.run(x)* self.model2.run(x) |
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| 153 | |
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| 154 | def runXY(self, x = 0.0): |
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| 155 | """ Evaluate the model |
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| 156 | @param x: input q-value (float or [float, float] as [qx, qy]) |
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| 157 | @return: DAB value |
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| 158 | """ |
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| 159 | return self.model1.runXY(x)* self.model2.runXY(x) |
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| 160 | |
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| 161 | def set_dispersion(self, parameter, dispersion): |
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| 162 | """ |
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| 163 | Set the dispersion object for a model parameter |
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| 164 | @param parameter: name of the parameter [string] |
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| 165 | @dispersion: dispersion object of type DispersionModel |
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| 166 | """ |
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[db39b2a] | 167 | value= None |
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| 168 | try: |
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| 169 | if parameter in self.model1.getParamList(): |
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| 170 | value= self.model1.set_dispersion(parameter, dispersion) |
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| 171 | elif parameter in self.model2.ParamList(): |
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| 172 | value= self.model2.set_dispersion(parameter, dispersion) |
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| 173 | return value |
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| 174 | except: |
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| 175 | raise |
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[c9636f7] | 176 | |
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| 177 | |
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| 178 | |
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