1 | |
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2 | ################################################################################ |
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3 | #This software was developed by the University of Tennessee as part of the |
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4 | #Distributed Data Analysis of Neutron Scattering Experiments (DANSE) |
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5 | #project funded by the US National Science Foundation. |
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6 | # |
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7 | #See the license text in license.txt |
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8 | # |
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9 | #copyright 2009, University of Tennessee |
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10 | ################################################################################ |
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11 | |
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12 | """ |
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13 | Module to explore the P(r) inversion results for a range |
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14 | of D_max value. User picks a number of points and a range of |
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15 | distances, then get a series of outputs as a function of D_max |
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16 | over that range. |
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17 | """ |
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18 | |
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19 | import numpy |
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20 | import math |
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21 | import sys |
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22 | |
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23 | class Results: |
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24 | """ |
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25 | Class to hold the inversion output parameters |
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26 | as a function of D_max |
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27 | """ |
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28 | def __init__(self): |
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29 | """ |
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30 | Initialization. Create empty arrays |
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31 | and dictionary of labels. |
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32 | """ |
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33 | # Array of output for each inversion |
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34 | self.chi2 = [] |
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35 | self.osc = [] |
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36 | self.pos = [] |
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37 | self.pos_err = [] |
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38 | self.rg = [] |
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39 | self.iq0 = [] |
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40 | self.bck = [] |
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41 | self.d_max = [] |
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42 | ## List of errors found during the last exploration |
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43 | self.errors = [] |
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44 | |
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45 | class DistExplorer(object): |
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46 | """ |
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47 | The explorer class |
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48 | """ |
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49 | |
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50 | def __init__(self, pr_state): |
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51 | """ |
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52 | Initialization. |
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53 | |
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54 | :param pr_state: sans.pr.invertor.Invertor object |
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55 | |
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56 | """ |
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57 | self.pr_state = pr_state |
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58 | self._default_min = 0.8 * self.pr_state.d_max |
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59 | self._default_max = 1.2 * self.pr_state.d_max |
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60 | |
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61 | |
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62 | def __call__(self, dmin=None, dmax=None, npts=10): |
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63 | """ |
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64 | Compute the outputs as a function of D_max. |
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65 | |
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66 | :param dmin: minimum value for D_max |
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67 | :param dmax: maximum value for D_max |
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68 | :param npts: number of points for D_max |
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69 | |
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70 | """ |
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71 | # Take care of the defaults if needed |
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72 | if dmin is None: |
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73 | dmin = self._default_min |
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74 | |
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75 | if dmax is None: |
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76 | dmax = self._default_max |
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77 | |
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78 | # Results object to store the computation outputs. |
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79 | results = Results() |
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80 | |
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81 | # Loop over d_max values |
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82 | for i in range(npts): |
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83 | d = dmin + i * (dmax - dmin)/(npts-1.0) |
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84 | self.pr_state.d_max = d |
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85 | try: |
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86 | out, cov = self.pr_state.invert(self.pr_state.nfunc) |
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87 | |
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88 | # Store results |
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89 | iq0 = self.pr_state.iq0(out) |
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90 | rg = self.pr_state.rg(out) |
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91 | pos = self.pr_state.get_positive(out) |
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92 | pos_err = self.pr_state.get_pos_err(out, cov) |
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93 | osc = self.pr_state.oscillations(out) |
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94 | |
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95 | results.d_max.append(self.pr_state.d_max) |
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96 | results.bck.append(self.pr_state.background) |
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97 | results.chi2.append(self.pr_state.chi2) |
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98 | results.iq0.append(iq0) |
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99 | results.rg.append(rg) |
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100 | results.pos.append(pos) |
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101 | results.pos_err.append(pos_err) |
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102 | results.osc.append(osc) |
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103 | except: |
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104 | # This inversion failed, skip this D_max value |
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105 | msg = "ExploreDialog: inversion failed for " |
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106 | msg += "D_max=%s\n %s" % (str(d), sys.exc_value) |
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107 | results.errors.append(msg) |
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108 | |
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109 | return results |
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110 | |
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