[1e62361] | 1 | """ |
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| 2 | Handling of P(r) inversion states |
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| 3 | """ |
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[7116b6e0] | 4 | ################################################################################ |
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| 5 | #This software was developed by the University of Tennessee as part of the |
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| 6 | #Distributed Data Analysis of Neutron Scattering Experiments (DANSE) |
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| 7 | #project funded by the US National Science Foundation. |
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| 8 | # |
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| 9 | #See the license text in license.txt |
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| 10 | # |
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| 11 | #copyright 2009, University of Tennessee |
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| 12 | ################################################################################ |
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| 13 | |
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[6f1f129] | 14 | |
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[3e41f43] | 15 | import time |
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| 16 | import os |
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| 17 | import sys |
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[91128648] | 18 | import logging |
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[b1f7ec6] | 19 | from lxml import etree |
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[a07e72f] | 20 | from sans.guiframe.dataFitting import Data1D |
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[d80f7e1] | 21 | from sans.dataloader.readers.cansas_reader import Reader as CansasReader |
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| 22 | from sans.dataloader.readers.cansas_reader import get_content |
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[91128648] | 23 | |
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| 24 | PRNODE_NAME = 'pr_inversion' |
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[b1f7ec6] | 25 | CANSAS_NS = "cansas1d/1.0" |
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[6f1f129] | 26 | |
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[80d2872] | 27 | # Translation of names between stored and object data |
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[6f1f129] | 28 | ## List of P(r) inversion inputs |
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[7116b6e0] | 29 | in_list = [["nterms", "nfunc"], |
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[80d2872] | 30 | ["d_max", "d_max"], |
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| 31 | ["alpha", "alpha"], |
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| 32 | ["slit_width", "width"], |
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| 33 | ["slit_height", "height"], |
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| 34 | ["qmin", "qmin"], |
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[657e52c] | 35 | ["qmax", "qmax"], |
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| 36 | ["estimate_bck", "estimate_bck"]] |
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[6f1f129] | 37 | |
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| 38 | ## List of P(r) inversion outputs |
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[7116b6e0] | 39 | out_list = [["elapsed", "elapsed"], |
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[80d2872] | 40 | ["rg", "rg"], |
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| 41 | ["iq0", "iq0"], |
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| 42 | ["bck", "bck"], |
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| 43 | ["chi2", "chi2"], |
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| 44 | ["osc", "osc"], |
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| 45 | ["pos", "pos"], |
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| 46 | ["pos_err", "pos_err"], |
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| 47 | ["alpha_estimate", "alpha_estimate"], |
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| 48 | ["nterms_estimate", "nterms_estimate"]] |
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[6f1f129] | 49 | |
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| 50 | class InversionState(object): |
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| 51 | """ |
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[7116b6e0] | 52 | Class to hold the state information of the InversionControl panel. |
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[6f1f129] | 53 | """ |
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| 54 | def __init__(self): |
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| 55 | """ |
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[7116b6e0] | 56 | Default values |
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[6f1f129] | 57 | """ |
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| 58 | # Input |
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| 59 | self.file = None |
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| 60 | self.estimate_bck = False |
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| 61 | self.timestamp = time.time() |
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| 62 | |
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| 63 | # Inversion parameters |
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| 64 | self.nfunc = None |
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| 65 | self.d_max = None |
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| 66 | self.alpha = None |
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| 67 | |
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| 68 | # Slit parameters |
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| 69 | self.height = None |
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| 70 | self.width = None |
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| 71 | |
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| 72 | # Q range |
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| 73 | self.qmin = None |
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| 74 | self.qmax = None |
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| 75 | |
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| 76 | # Outputs |
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| 77 | self.elapsed = None |
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| 78 | self.rg = None |
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| 79 | self.iq0 = None |
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| 80 | self.bck = None |
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| 81 | self.chi2 = None |
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| 82 | self.osc = None |
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| 83 | self.pos = None |
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| 84 | self.pos_err = None |
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| 85 | |
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| 86 | # Estimates |
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| 87 | self.alpha_estimate = None |
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| 88 | self.nterms_estimate = None |
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| 89 | |
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| 90 | # Data |
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| 91 | self.q = None |
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| 92 | self.iq_obs = None |
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| 93 | self.iq_calc = None |
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[410aad8] | 94 | |
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| 95 | # Coefficients |
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| 96 | self.coefficients = None |
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| 97 | self.covariance = None |
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[6f1f129] | 98 | |
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| 99 | def __str__(self): |
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| 100 | """ |
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[7116b6e0] | 101 | Pretty print |
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| 102 | |
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| 103 | :return: string representing the state |
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| 104 | |
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[6f1f129] | 105 | """ |
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| 106 | state = "File: %s\n" % self.file |
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| 107 | state += "Timestamp: %s\n" % self.timestamp |
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| 108 | state += "Estimate bck: %s\n" % str(self.estimate_bck) |
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| 109 | state += "No. terms: %s\n" % str(self.nfunc) |
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| 110 | state += "D_max: %s\n" % str(self.d_max) |
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| 111 | state += "Alpha: %s\n" % str(self.alpha) |
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| 112 | |
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| 113 | state += "Slit height: %s\n" % str(self.height) |
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| 114 | state += "Slit width: %s\n" % str(self.width) |
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| 115 | |
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| 116 | state += "Qmin: %s\n" % str(self.qmin) |
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| 117 | state += "Qmax: %s\n" % str(self.qmax) |
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| 118 | |
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| 119 | state += "\nEstimates:\n" |
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| 120 | state += " Alpha: %s\n" % str(self.alpha_estimate) |
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| 121 | state += " Nterms: %s\n" % str(self.nterms_estimate) |
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| 122 | |
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| 123 | state += "\nOutputs:\n" |
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| 124 | state += " Elapsed: %s\n" % str(self.elapsed) |
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| 125 | state += " Rg: %s\n" % str(self.rg) |
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| 126 | state += " I(q=0): %s\n" % str(self.iq0) |
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| 127 | state += " Bck: %s\n" % str(self.bck) |
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| 128 | state += " Chi^2: %s\n" % str(self.chi2) |
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| 129 | state += " Oscillation:%s\n" % str(self.osc) |
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| 130 | state += " Positive: %s\n" % str(self.pos) |
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| 131 | state += " 1-sigma pos:%s\n" % str(self.pos_err) |
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| 132 | |
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| 133 | return state |
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| 134 | |
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[91128648] | 135 | def toXML(self, file="pr_state.prv", doc=None, entry_node=None): |
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[6f1f129] | 136 | """ |
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[7116b6e0] | 137 | Writes the state of the InversionControl panel to file, as XML. |
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| 138 | |
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| 139 | Compatible with standalone writing, or appending to an |
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| 140 | already existing XML document. In that case, the XML document |
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[3e41f43] | 141 | is required. An optional entry node in the XML document |
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| 142 | may also be given. |
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[7116b6e0] | 143 | |
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| 144 | :param file: file to write to |
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| 145 | :param doc: XML document object [optional] |
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| 146 | :param entry_node: XML node within the XML document at which |
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| 147 | we will append the data [optional] |
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| 148 | |
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[6f1f129] | 149 | """ |
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| 150 | from xml.dom.minidom import getDOMImplementation |
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| 151 | |
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[91128648] | 152 | # Check whether we have to write a standalone XML file |
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| 153 | if doc is None: |
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| 154 | impl = getDOMImplementation() |
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[6f1f129] | 155 | |
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[91128648] | 156 | doc_type = impl.createDocumentType(PRNODE_NAME, "1.0", "1.0") |
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[6f1f129] | 157 | |
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[91128648] | 158 | newdoc = impl.createDocument(None, PRNODE_NAME, doc_type) |
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| 159 | top_element = newdoc.documentElement |
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| 160 | else: |
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| 161 | # We are appending to an existing document |
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| 162 | newdoc = doc |
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| 163 | top_element = newdoc.createElement(PRNODE_NAME) |
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| 164 | if entry_node is None: |
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| 165 | newdoc.documentElement.appendChild(top_element) |
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| 166 | else: |
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| 167 | entry_node.appendChild(top_element) |
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| 168 | |
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[6f1f129] | 169 | attr = newdoc.createAttribute("version") |
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| 170 | attr.nodeValue = '1.0' |
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| 171 | top_element.setAttributeNode(attr) |
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| 172 | |
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| 173 | # File name |
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[410aad8] | 174 | element = newdoc.createElement("filename") |
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[91128648] | 175 | if self.file is not None: |
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| 176 | element.appendChild(newdoc.createTextNode(str(self.file))) |
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[410aad8] | 177 | else: |
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| 178 | element.appendChild(newdoc.createTextNode(str(file))) |
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| 179 | top_element.appendChild(element) |
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[6f1f129] | 180 | |
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| 181 | element = newdoc.createElement("timestamp") |
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| 182 | element.appendChild(newdoc.createTextNode(time.ctime(self.timestamp))) |
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| 183 | attr = newdoc.createAttribute("epoch") |
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| 184 | attr.nodeValue = str(self.timestamp) |
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| 185 | element.setAttributeNode(attr) |
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| 186 | top_element.appendChild(element) |
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| 187 | |
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| 188 | # Inputs |
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| 189 | inputs = newdoc.createElement("inputs") |
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| 190 | top_element.appendChild(inputs) |
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| 191 | |
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| 192 | for item in in_list: |
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| 193 | element = newdoc.createElement(item[0]) |
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[3e41f43] | 194 | cmd = "element.appendChild(newdoc.createTextNode(str(self.%s)))" |
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| 195 | exec cmd % item[1] |
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[6f1f129] | 196 | inputs.appendChild(element) |
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| 197 | |
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| 198 | # Outputs |
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| 199 | outputs = newdoc.createElement("outputs") |
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| 200 | top_element.appendChild(outputs) |
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| 201 | |
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| 202 | for item in out_list: |
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| 203 | element = newdoc.createElement(item[0]) |
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[3e41f43] | 204 | cmd = "element.appendChild(newdoc.createTextNode(str(self.%s)))" |
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| 205 | exec cmd % item[1] |
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[6f1f129] | 206 | outputs.appendChild(element) |
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| 207 | |
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[410aad8] | 208 | # Save output coefficients and its covariance matrix |
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| 209 | element = newdoc.createElement("coefficients") |
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| 210 | element.appendChild(newdoc.createTextNode(str(self.coefficients))) |
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| 211 | outputs.appendChild(element) |
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| 212 | element = newdoc.createElement("covariance") |
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| 213 | element.appendChild(newdoc.createTextNode(str(self.covariance))) |
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| 214 | outputs.appendChild(element) |
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| 215 | |
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[6f1f129] | 216 | # Save the file |
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[91128648] | 217 | if doc is None: |
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| 218 | fd = open(file, 'w') |
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| 219 | fd.write(newdoc.toprettyxml()) |
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| 220 | fd.close() |
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| 221 | return None |
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| 222 | else: |
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| 223 | return newdoc.toprettyxml() |
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[6f1f129] | 224 | |
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[91128648] | 225 | def fromXML(self, file=None, node=None): |
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[6f1f129] | 226 | """ |
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[7116b6e0] | 227 | Load a P(r) inversion state from a file |
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| 228 | |
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| 229 | :param file: .prv file |
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| 230 | :param node: node of a XML document to read from |
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| 231 | |
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[6f1f129] | 232 | """ |
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[91128648] | 233 | if file is not None: |
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[3e41f43] | 234 | msg = "InversionState no longer supports non-CanSAS" |
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| 235 | msg += " format for P(r) files" |
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| 236 | raise RuntimeError, msg |
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[91128648] | 237 | |
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[3e41f43] | 238 | if node.get('version') and node.get('version') == '1.0': |
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[b1f7ec6] | 239 | |
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| 240 | # Get file name |
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| 241 | entry = get_content('ns:filename', node) |
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| 242 | if entry is not None: |
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| 243 | self.file = entry.text.strip() |
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| 244 | |
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| 245 | # Get time stamp |
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| 246 | entry = get_content('ns:timestamp', node) |
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| 247 | if entry is not None and entry.get('epoch'): |
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| 248 | try: |
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| 249 | self.timestamp = float(entry.get('epoch')) |
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| 250 | except: |
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[3e41f43] | 251 | msg = "InversionState.fromXML: Could not read " |
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| 252 | msg += "timestamp\n %s" % sys.exc_value |
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| 253 | logging.error(msg) |
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[b1f7ec6] | 254 | |
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| 255 | # Parse inversion inputs |
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| 256 | entry = get_content('ns:inputs', node) |
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| 257 | if entry is not None: |
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| 258 | for item in in_list: |
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| 259 | input_field = get_content('ns:%s' % item[0], entry) |
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| 260 | if input_field is not None: |
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| 261 | try: |
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[3e41f43] | 262 | cmd = 'self.%s = float(input_field.text.strip())' |
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| 263 | exec cmd % item[1] |
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[b1f7ec6] | 264 | except: |
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[80d2872] | 265 | exec 'self.%s = None' % item[1] |
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[b1f7ec6] | 266 | input_field = get_content('ns:estimate_bck', entry) |
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| 267 | if input_field is not None: |
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| 268 | try: |
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| 269 | self.estimate_bck = input_field.text.strip()=='True' |
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| 270 | except: |
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| 271 | self.estimate_bck = False |
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[6f1f129] | 272 | |
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[b1f7ec6] | 273 | # Parse inversion outputs |
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| 274 | entry = get_content('ns:outputs', node) |
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| 275 | if entry is not None: |
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| 276 | # Output parameters (scalars) |
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| 277 | for item in out_list: |
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| 278 | input_field = get_content('ns:%s' % item[0], entry) |
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| 279 | if input_field is not None: |
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| 280 | try: |
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[3e41f43] | 281 | cmd = 'self.%s = float(input_field.text.strip())' |
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| 282 | exec cmd % item[1] |
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[b1f7ec6] | 283 | except: |
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[80d2872] | 284 | exec 'self.%s = None' % item[1] |
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[b1f7ec6] | 285 | |
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| 286 | # Look for coefficients |
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| 287 | # Format is [value, value, value, value] |
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| 288 | coeff = get_content('ns:coefficients', entry) |
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| 289 | if coeff is not None: |
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| 290 | # Remove brackets |
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| 291 | c_values = coeff.text.strip().replace('[','') |
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| 292 | c_values = c_values.replace(']','') |
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| 293 | toks = c_values.split() |
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| 294 | self.coefficients = [] |
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| 295 | for c in toks: |
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| 296 | try: |
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| 297 | self.coefficients.append(float(c)) |
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| 298 | except: |
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| 299 | # Bad data, skip. We will count the number of |
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| 300 | # coefficients at the very end and deal with |
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| 301 | # inconsistencies then. |
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| 302 | pass |
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| 303 | # Sanity check |
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| 304 | if not len(self.coefficients) == self.nfunc: |
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[3e41f43] | 305 | # Inconsistent number of coefficients. |
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| 306 | # Don't keep the data. |
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| 307 | err_msg = "InversionState.fromXML: inconsistant " |
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| 308 | err_msg += "number of coefficients: " |
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| 309 | err_msg += "%d %d" % (len(self.coefficients), |
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| 310 | self.nfunc) |
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[b1f7ec6] | 311 | logging.error(err_msg) |
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| 312 | self.coefficients = None |
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| 313 | |
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| 314 | # Look for covariance matrix |
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| 315 | # Format is [ [value, value], [value, value] ] |
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| 316 | coeff = get_content('ns:covariance', entry) |
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| 317 | if coeff is not None: |
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| 318 | # Parse rows |
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| 319 | rows = coeff.text.strip().split('[') |
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| 320 | self.covariance = [] |
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| 321 | for row in rows: |
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| 322 | row = row.strip() |
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| 323 | if len(row) == 0: continue |
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| 324 | # Remove end bracket |
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| 325 | row = row.replace(']','') |
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| 326 | c_values = row.split() |
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| 327 | cov_row = [] |
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| 328 | for c in c_values: |
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| 329 | try: |
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| 330 | cov_row.append(float(c)) |
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| 331 | except: |
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| 332 | # Bad data, skip. We will count the number of |
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| 333 | # coefficients at the very end and deal with |
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| 334 | # inconsistencies then. |
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| 335 | pass |
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| 336 | # Sanity check: check the number of entries in the row |
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| 337 | if len(cov_row) == self.nfunc: |
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| 338 | self.covariance.append(cov_row) |
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| 339 | # Sanity check: check the number of rows in the covariance |
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| 340 | # matrix |
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| 341 | if not len(self.covariance) == self.nfunc: |
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| 342 | # Inconsistent dimensions of the covariance matrix. |
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| 343 | # Don't keep the data. |
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[3e41f43] | 344 | err_msg = "InversionState.fromXML: " |
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| 345 | err_msg += "inconsistant dimensions of the " |
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| 346 | err_msg += " covariance matrix: " |
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[b1f7ec6] | 347 | err_msg += "%d %d" % (len(self.covariance), self.nfunc) |
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| 348 | logging.error(err_msg) |
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| 349 | self.covariance = None |
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| 350 | |
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[91128648] | 351 | class Reader(CansasReader): |
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[6f1f129] | 352 | """ |
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[7116b6e0] | 353 | Class to load a .prv P(r) inversion file |
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[6f1f129] | 354 | """ |
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| 355 | ## File type |
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| 356 | type_name = "P(r)" |
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| 357 | |
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| 358 | ## Wildcards |
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[b35d3d1] | 359 | type = ["P(r) files (*.prv)|*.prv", |
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| 360 | "SANSView files (*.svs)|*.svs"] |
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[6f1f129] | 361 | ## List of allowed extensions |
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[3e41f43] | 362 | ext = ['.prv', '.PRV', '.svs', '.SVS'] |
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[6f1f129] | 363 | |
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[0d88a09] | 364 | def __init__(self, call_back, cansas=True): |
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[6f1f129] | 365 | """ |
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[7116b6e0] | 366 | Initialize the call-back method to be called |
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| 367 | after we load a file |
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| 368 | |
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| 369 | :param call_back: call-back method |
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| 370 | :param cansas: True = files will be written/read in CanSAS format |
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| 371 | False = write CanSAS format |
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[91128648] | 372 | |
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[6f1f129] | 373 | """ |
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[91128648] | 374 | ## Call back method to be executed after a file is read |
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[6f1f129] | 375 | self.call_back = call_back |
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[91128648] | 376 | ## CanSAS format flag |
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| 377 | self.cansas = cansas |
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[75fbd17] | 378 | self.state = None |
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[6f1f129] | 379 | |
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| 380 | def read(self, path): |
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| 381 | """ |
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[7116b6e0] | 382 | Load a new P(r) inversion state from file |
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| 383 | |
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| 384 | :param path: file path |
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| 385 | |
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| 386 | :return: None |
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| 387 | |
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[6f1f129] | 388 | """ |
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[91128648] | 389 | if self.cansas==True: |
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| 390 | return self._read_cansas(path) |
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| 391 | else: |
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| 392 | return self._read_standalone(path) |
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| 393 | |
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| 394 | def _read_standalone(self, path): |
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| 395 | """ |
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[7116b6e0] | 396 | Load a new P(r) inversion state from file. |
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| 397 | The P(r) node is assumed to be the top element. |
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| 398 | |
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| 399 | :param path: file path |
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| 400 | |
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| 401 | :return: None |
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| 402 | |
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[91128648] | 403 | """ |
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[6f1f129] | 404 | # Read the new state from file |
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| 405 | state = InversionState() |
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[91128648] | 406 | state.fromXML(file=path) |
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[6f1f129] | 407 | |
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| 408 | # Call back to post the new state |
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[75fbd17] | 409 | self.state = state |
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| 410 | #self.call_back(state) |
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[6f1f129] | 411 | return None |
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[91128648] | 412 | |
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| 413 | def _parse_prstate(self, entry): |
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| 414 | """ |
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[7116b6e0] | 415 | Read a p(r) inversion result from an XML node |
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| 416 | |
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| 417 | :param entry: XML node to read from |
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| 418 | |
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| 419 | :return: InversionState object |
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| 420 | |
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[91128648] | 421 | """ |
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[b35d3d1] | 422 | state = None |
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[91128648] | 423 | |
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| 424 | # Locate the P(r) node |
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| 425 | try: |
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[3e41f43] | 426 | nodes = entry.xpath('ns:%s' % PRNODE_NAME, |
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| 427 | namespaces={'ns': CANSAS_NS}) |
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[b35d3d1] | 428 | if nodes !=[]: |
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| 429 | # Create an empty state |
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| 430 | state = InversionState() |
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| 431 | state.fromXML(node=nodes[0]) |
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[91128648] | 432 | except: |
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[3e41f43] | 433 | msg = "XML document does not contain P(r) " |
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| 434 | msg += "information.\n %s" % sys.exc_value |
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| 435 | logging.info(msg) |
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[91128648] | 436 | |
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| 437 | return state |
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| 438 | |
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| 439 | def _read_cansas(self, path): |
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| 440 | """ |
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[7116b6e0] | 441 | Load data and P(r) information from a CanSAS XML file. |
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| 442 | |
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| 443 | :param path: file path |
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| 444 | |
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| 445 | :return: Data1D object if a single SASentry was found, |
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| 446 | or a list of Data1D objects if multiple entries were found, |
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| 447 | or None of nothing was found |
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| 448 | |
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| 449 | :raise RuntimeError: when the file can't be opened |
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| 450 | :raise ValueError: when the length of the data vectors are inconsistent |
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| 451 | |
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[91128648] | 452 | """ |
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| 453 | output = [] |
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| 454 | |
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| 455 | if os.path.isfile(path): |
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| 456 | basename = os.path.basename(path) |
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| 457 | root, extension = os.path.splitext(basename) |
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[410aad8] | 458 | #TODO: eventually remove the check for .xml once |
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| 459 | # the P(r) writer/reader is truly complete. |
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[3e41f43] | 460 | if extension.lower() in self.ext or extension.lower() == '.xml': |
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[91128648] | 461 | |
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[b1f7ec6] | 462 | tree = etree.parse(path, parser=etree.ETCompatXMLParser()) |
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[91128648] | 463 | # Check the format version number |
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[3e41f43] | 464 | # Specifying the namespace will take care of the file |
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| 465 | #format version |
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[b1f7ec6] | 466 | root = tree.getroot() |
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[91128648] | 467 | |
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[3e41f43] | 468 | entry_list = root.xpath('/ns:SASroot/ns:SASentry', |
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| 469 | namespaces={'ns': CANSAS_NS}) |
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[b1f7ec6] | 470 | |
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[91128648] | 471 | for entry in entry_list: |
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| 472 | sas_entry = self._parse_entry(entry) |
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| 473 | prstate = self._parse_prstate(entry) |
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[b35d3d1] | 474 | #prstate could be None when .svs file is loaded |
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| 475 | #in this case, skip appending to output |
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| 476 | if prstate != None: |
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| 477 | sas_entry.meta_data['prstate'] = prstate |
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| 478 | sas_entry.filename = prstate.file |
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| 479 | output.append(sas_entry) |
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[91128648] | 480 | else: |
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| 481 | raise RuntimeError, "%s is not a file" % path |
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| 482 | |
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| 483 | # Return output consistent with the loader's api |
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[3e41f43] | 484 | if len(output) == 0: |
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[91128648] | 485 | return None |
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[3e41f43] | 486 | elif len(output) == 1: |
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[410aad8] | 487 | # Call back to post the new state |
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[229da98] | 488 | self.call_back(output[0].meta_data['prstate'], datainfo = output[0]) |
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| 489 | #self.state = output[0].meta_data['prstate'] |
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[91128648] | 490 | return output[0] |
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| 491 | else: |
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| 492 | return output |
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| 493 | |
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| 494 | |
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| 495 | def write(self, filename, datainfo=None, prstate=None): |
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| 496 | """ |
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[7116b6e0] | 497 | Write the content of a Data1D as a CanSAS XML file |
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| 498 | |
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| 499 | :param filename: name of the file to write |
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| 500 | :param datainfo: Data1D object |
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| 501 | :param prstate: InversionState object |
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| 502 | |
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[91128648] | 503 | """ |
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| 504 | # Sanity check |
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| 505 | if self.cansas == True: |
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[b35d3d1] | 506 | doc =self.write_toXML(datainfo, prstate) |
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[91128648] | 507 | # Write the XML document |
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| 508 | fd = open(filename, 'w') |
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| 509 | fd.write(doc.toprettyxml()) |
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| 510 | fd.close() |
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| 511 | else: |
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| 512 | prstate.toXML(file=filename) |
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| 513 | |
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[b35d3d1] | 514 | def write_toXML(self, datainfo=None, state=None): |
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| 515 | """ |
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| 516 | Write toXML, a helper for write() |
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| 517 | |
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| 518 | : return: xml doc |
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| 519 | """ |
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| 520 | if datainfo is None: |
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[a07e72f] | 521 | datainfo = Data1D(x=[], y=[]) |
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| 522 | elif not issubclass(datainfo.__class__, Data1D): |
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[3e41f43] | 523 | msg = "The cansas writer expects a Data1D " |
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| 524 | msg += "instance: %s" % str(datainfo.__class__.__name__) |
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| 525 | raise RuntimeError, msg |
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[91128648] | 526 | |
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[b35d3d1] | 527 | # Create basic XML document |
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| 528 | doc, sasentry = self._to_xml_doc(datainfo) |
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| 529 | |
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| 530 | # Add the invariant information to the XML document |
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| 531 | if state is not None: |
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| 532 | state.toXML(doc=doc, entry_node=sasentry) |
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| 533 | |
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| 534 | return doc |
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[91128648] | 535 | |
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