1 | """ |
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2 | Class Fit contains ScipyFit and ParkFit methods declaration |
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3 | allows to create instance of type ScipyFit or ParkFit to perform either |
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4 | a park fit or a scipy fit. |
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5 | """ |
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6 | |
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7 | from scipy import optimize |
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8 | from ScipyFitting import ScipyFit |
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9 | from ParkFitting import ParkFit |
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10 | |
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11 | |
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12 | class Fit: |
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13 | """ |
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14 | Wrap class that allows to select the fitting type.this class |
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15 | can be used as follow : :: |
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16 | |
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17 | from sans.fit.Fitting import Fit |
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18 | fitter= Fit() |
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19 | fitter.fit_engine('scipy') or fitter.fit_engine('park') |
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20 | engine = fitter.returnEngine() |
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21 | engine.set_data(data,Uid) |
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22 | engine.set_param( model,model.name, pars) |
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23 | engine.set_model(model,Uid) |
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24 | |
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25 | chisqr1, out1, cov1=engine.fit(pars,qmin,qmax) |
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26 | |
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27 | """ |
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28 | def __init__(self, engine='scipy'): |
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29 | """ |
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30 | """ |
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31 | #self._engine will contain an instance of ScipyFit or ParkFit |
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32 | self._engine = None |
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33 | self.set_engine(engine) |
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34 | |
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35 | def set_engine(self,word): |
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36 | """ |
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37 | Select the type of Fit |
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38 | |
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39 | :param word: the keyword to select the fit type |
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40 | |
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41 | :raise: if the user does not enter 'scipy' or 'park', |
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42 | a valueError is raised |
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43 | |
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44 | """ |
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45 | if word=="scipy": |
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46 | self._engine=ScipyFit() |
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47 | elif word=="park": |
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48 | self._engine=ParkFit() |
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49 | else: |
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50 | raise ValueError, "enter the keyword scipy or park" |
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51 | |
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52 | def fit(self, q=None, handler=None, curr_thread=None): |
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53 | """Perform the fit """ |
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54 | try: |
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55 | return self._engine.fit(q,handler, curr_thread= curr_thread) |
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56 | except: |
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57 | raise |
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58 | |
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59 | def set_model(self,model,Uid,pars=[],constraints=[]): |
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60 | """ |
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61 | store a model model to fit at the position Uid of the fit engine |
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62 | """ |
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63 | self._engine.set_model(model,Uid,pars,constraints) |
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64 | |
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65 | |
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66 | def set_data(self,data,Uid,smearer=None,qmin=None, qmax=None): |
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67 | """ |
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68 | Store data to fit at the psotion Uid of the fit engine |
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69 | |
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70 | :param data: data to fit |
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71 | :param smearer: smearerobject to smear data |
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72 | :param qmin: the minimum q range to fit |
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73 | :param qmax: the minimum q range to fit |
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74 | |
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75 | """ |
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76 | self._engine.set_data(data,Uid,smearer,qmin, qmax) |
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77 | |
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78 | |
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79 | def get_model(self,Uid): |
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80 | """ return list of data""" |
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81 | self._engine.get_model(Uid) |
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82 | |
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83 | |
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84 | def remove_Fit_Problem(self,Uid): |
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85 | """remove fitarrange in Uid""" |
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86 | self._engine.remove_Fit_Problem(Uid) |
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87 | |
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88 | |
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89 | def select_problem_for_fit(self,Uid,value): |
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90 | """ |
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91 | select a couple of model and data at the Uid position in dictionary |
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92 | and set in self.selected value to value |
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93 | |
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94 | :param value: the value to allow fitting. |
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95 | can only have the value one or zero |
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96 | """ |
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97 | self._engine.select_problem_for_fit(Uid,value) |
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98 | |
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99 | |
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100 | def get_problem_to_fit(self,Uid): |
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101 | """ |
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102 | return the self.selected value of the fit problem of Uid |
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103 | |
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104 | :param Uid: the Uid of the problem |
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105 | |
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106 | """ |
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107 | return self._engine.get_problem_to_fit(Uid) |
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