[959eb01] | 1 | """ |
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| 2 | Handling of P(r) inversion states |
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| 3 | """ |
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| 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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| 14 | |
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| 15 | import time |
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| 16 | import os |
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| 17 | import sys |
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| 18 | import logging |
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| 19 | from lxml import etree |
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| 20 | from sas.sasgui.guiframe.dataFitting import Data1D |
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| 21 | from sas.sascalc.dataloader.readers.cansas_reader import Reader as CansasReader |
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| 22 | from sas.sascalc.dataloader.readers.cansas_reader import get_content |
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| 23 | |
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| 24 | logger = logging.getLogger(__name__) |
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| 25 | |
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| 26 | PRNODE_NAME = 'pr_inversion' |
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| 27 | CANSAS_NS = "cansas1d/1.0" |
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| 28 | |
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| 29 | # Translation of names between stored and object data |
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| 30 | ## List of P(r) inversion inputs |
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| 31 | in_list = [["nterms", "nfunc"], |
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| 32 | ["d_max", "d_max"], |
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| 33 | ["alpha", "alpha"], |
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| 34 | ["slit_width", "width"], |
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| 35 | ["slit_height", "height"], |
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| 36 | ["qmin", "qmin"], |
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| 37 | ["qmax", "qmax"], |
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[a0e6b1b] | 38 | ["estimate_bck", "estimate_bck"], |
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| 39 | ["bck_value", "bck_value"]] |
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[959eb01] | 40 | |
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| 41 | ## List of P(r) inversion outputs |
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| 42 | out_list = [["elapsed", "elapsed"], |
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| 43 | ["rg", "rg"], |
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| 44 | ["iq0", "iq0"], |
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| 45 | ["bck", "bck"], |
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| 46 | ["chi2", "chi2"], |
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| 47 | ["osc", "osc"], |
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| 48 | ["pos", "pos"], |
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| 49 | ["pos_err", "pos_err"], |
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| 50 | ["alpha_estimate", "alpha_estimate"], |
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| 51 | ["nterms_estimate", "nterms_estimate"]] |
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| 52 | |
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| 53 | class InversionState(object): |
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| 54 | """ |
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| 55 | Class to hold the state information of the InversionControl panel. |
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| 56 | """ |
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| 57 | def __init__(self): |
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| 58 | """ |
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| 59 | Default values |
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| 60 | """ |
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| 61 | # Input |
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| 62 | self.file = None |
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| 63 | self.estimate_bck = False |
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| 64 | self.timestamp = time.time() |
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[a0e6b1b] | 65 | self.bck_value = 0.0 |
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[959eb01] | 66 | |
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| 67 | # Inversion parameters |
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| 68 | self.nfunc = None |
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| 69 | self.d_max = None |
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| 70 | self.alpha = None |
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| 71 | |
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| 72 | # Slit parameters |
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| 73 | self.height = None |
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| 74 | self.width = None |
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| 75 | |
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| 76 | # Q range |
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| 77 | self.qmin = None |
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| 78 | self.qmax = None |
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| 79 | |
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| 80 | # Outputs |
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| 81 | self.elapsed = None |
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| 82 | self.rg = None |
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| 83 | self.iq0 = None |
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| 84 | self.bck = None |
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| 85 | self.chi2 = None |
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| 86 | self.osc = None |
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| 87 | self.pos = None |
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| 88 | self.pos_err = None |
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| 89 | |
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| 90 | # Estimates |
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| 91 | self.alpha_estimate = None |
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| 92 | self.nterms_estimate = None |
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| 93 | |
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| 94 | # Data |
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| 95 | self.q = None |
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| 96 | self.iq_obs = None |
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| 97 | self.iq_calc = None |
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| 98 | |
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| 99 | # Coefficients |
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| 100 | self.coefficients = None |
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| 101 | self.covariance = None |
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| 102 | |
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| 103 | def __str__(self): |
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| 104 | """ |
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| 105 | Pretty print |
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| 106 | |
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| 107 | :return: string representing the state |
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| 108 | |
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| 109 | """ |
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| 110 | state = "File: %s\n" % self.file |
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| 111 | state += "Timestamp: %s\n" % self.timestamp |
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| 112 | state += "Estimate bck: %s\n" % str(self.estimate_bck) |
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[a0e6b1b] | 113 | state += "Bck Value: %s\n" % str(self.bck_value) |
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[959eb01] | 114 | state += "No. terms: %s\n" % str(self.nfunc) |
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| 115 | state += "D_max: %s\n" % str(self.d_max) |
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| 116 | state += "Alpha: %s\n" % str(self.alpha) |
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| 117 | |
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| 118 | state += "Slit height: %s\n" % str(self.height) |
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| 119 | state += "Slit width: %s\n" % str(self.width) |
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| 120 | |
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| 121 | state += "Qmin: %s\n" % str(self.qmin) |
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| 122 | state += "Qmax: %s\n" % str(self.qmax) |
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| 123 | |
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| 124 | state += "\nEstimates:\n" |
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| 125 | state += " Alpha: %s\n" % str(self.alpha_estimate) |
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| 126 | state += " Nterms: %s\n" % str(self.nterms_estimate) |
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| 127 | |
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| 128 | state += "\nOutputs:\n" |
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| 129 | state += " Elapsed: %s\n" % str(self.elapsed) |
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| 130 | state += " Rg: %s\n" % str(self.rg) |
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| 131 | state += " I(q=0): %s\n" % str(self.iq0) |
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| 132 | state += " Bck: %s\n" % str(self.bck) |
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| 133 | state += " Chi^2: %s\n" % str(self.chi2) |
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| 134 | state += " Oscillation:%s\n" % str(self.osc) |
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| 135 | state += " Positive: %s\n" % str(self.pos) |
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| 136 | state += " 1-sigma pos:%s\n" % str(self.pos_err) |
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| 137 | |
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| 138 | return state |
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| 139 | |
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| 140 | def toXML(self, file="pr_state.prv", doc=None, entry_node=None): |
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| 141 | """ |
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| 142 | Writes the state of the InversionControl panel to file, as XML. |
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| 143 | |
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| 144 | Compatible with standalone writing, or appending to an |
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| 145 | already existing XML document. In that case, the XML document |
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| 146 | is required. An optional entry node in the XML document |
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| 147 | may also be given. |
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| 148 | |
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| 149 | :param file: file to write to |
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| 150 | :param doc: XML document object [optional] |
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| 151 | :param entry_node: XML node within the XML document at which |
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| 152 | we will append the data [optional] |
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| 153 | |
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| 154 | """ |
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| 155 | #TODO: Get this to work |
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| 156 | from xml.dom.minidom import getDOMImplementation |
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| 157 | |
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| 158 | # Check whether we have to write a standalone XML file |
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| 159 | if doc is None: |
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| 160 | impl = getDOMImplementation() |
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| 161 | |
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| 162 | doc_type = impl.createDocumentType(PRNODE_NAME, "1.0", "1.0") |
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| 163 | |
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| 164 | newdoc = impl.createDocument(None, PRNODE_NAME, doc_type) |
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| 165 | top_element = newdoc.documentElement |
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| 166 | else: |
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| 167 | # We are appending to an existing document |
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| 168 | newdoc = doc |
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| 169 | top_element = newdoc.createElement(PRNODE_NAME) |
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| 170 | if entry_node is None: |
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| 171 | newdoc.documentElement.appendChild(top_element) |
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| 172 | else: |
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| 173 | entry_node.appendChild(top_element) |
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| 174 | |
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| 175 | attr = newdoc.createAttribute("version") |
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| 176 | attr.nodeValue = '1.0' |
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| 177 | top_element.setAttributeNode(attr) |
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| 178 | |
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| 179 | # File name |
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| 180 | element = newdoc.createElement("filename") |
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| 181 | if self.file is not None: |
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| 182 | element.appendChild(newdoc.createTextNode(str(self.file))) |
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| 183 | else: |
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| 184 | element.appendChild(newdoc.createTextNode(str(file))) |
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| 185 | top_element.appendChild(element) |
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| 186 | |
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| 187 | element = newdoc.createElement("timestamp") |
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| 188 | element.appendChild(newdoc.createTextNode(time.ctime(self.timestamp))) |
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| 189 | attr = newdoc.createAttribute("epoch") |
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| 190 | attr.nodeValue = str(self.timestamp) |
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| 191 | element.setAttributeNode(attr) |
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| 192 | top_element.appendChild(element) |
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| 193 | |
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| 194 | # Inputs |
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| 195 | inputs = newdoc.createElement("inputs") |
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| 196 | top_element.appendChild(inputs) |
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| 197 | |
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| 198 | for item in in_list: |
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| 199 | element = newdoc.createElement(item[0]) |
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| 200 | element.appendChild(newdoc.createTextNode(str(getattr(self, item[1])))) |
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| 201 | inputs.appendChild(element) |
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| 202 | |
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| 203 | # Outputs |
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| 204 | outputs = newdoc.createElement("outputs") |
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| 205 | top_element.appendChild(outputs) |
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| 206 | |
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| 207 | for item in out_list: |
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| 208 | element = newdoc.createElement(item[0]) |
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| 209 | element.appendChild(newdoc.createTextNode(str(getattr(self, item[1])))) |
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| 210 | outputs.appendChild(element) |
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| 211 | |
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| 212 | # Save output coefficients and its covariance matrix |
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| 213 | element = newdoc.createElement("coefficients") |
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| 214 | element.appendChild(newdoc.createTextNode(str(self.coefficients))) |
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| 215 | outputs.appendChild(element) |
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| 216 | element = newdoc.createElement("covariance") |
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| 217 | element.appendChild(newdoc.createTextNode(str(self.covariance))) |
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| 218 | outputs.appendChild(element) |
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| 219 | |
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| 220 | # Save the file |
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| 221 | if doc is None: |
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| 222 | fd = open(file, 'w') |
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| 223 | fd.write(newdoc.toprettyxml()) |
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| 224 | fd.close() |
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| 225 | return None |
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| 226 | else: |
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| 227 | return newdoc |
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| 228 | |
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| 229 | def fromXML(self, file=None, node=None): |
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| 230 | """ |
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| 231 | Load a P(r) inversion state from a file |
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| 232 | |
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| 233 | :param file: .prv file |
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| 234 | :param node: node of a XML document to read from |
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| 235 | |
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| 236 | """ |
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| 237 | if file is not None: |
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| 238 | msg = "InversionState no longer supports non-CanSAS" |
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| 239 | msg += " format for P(r) files" |
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| 240 | raise RuntimeError, msg |
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| 241 | |
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| 242 | if node.get('version') and node.get('version') == '1.0': |
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| 243 | |
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| 244 | # Get file name |
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| 245 | entry = get_content('ns:filename', node) |
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| 246 | if entry is not None: |
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| 247 | self.file = entry.text.strip() |
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| 248 | |
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| 249 | # Get time stamp |
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| 250 | entry = get_content('ns:timestamp', node) |
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| 251 | if entry is not None and entry.get('epoch'): |
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| 252 | try: |
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| 253 | self.timestamp = float(entry.get('epoch')) |
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| 254 | except: |
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| 255 | msg = "InversionState.fromXML: Could not read " |
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| 256 | msg += "timestamp\n %s" % sys.exc_value |
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| 257 | logger.error(msg) |
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| 258 | |
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| 259 | # Parse inversion inputs |
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| 260 | entry = get_content('ns:inputs', node) |
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| 261 | if entry is not None: |
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| 262 | for item in in_list: |
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| 263 | input_field = get_content('ns:%s' % item[0], entry) |
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| 264 | if input_field is not None: |
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| 265 | try: |
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| 266 | setattr(self, item[1], float(input_field.text.strip())) |
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| 267 | except: |
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| 268 | setattr(self, item[1], None) |
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| 269 | input_field = get_content('ns:estimate_bck', entry) |
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| 270 | if input_field is not None: |
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| 271 | try: |
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| 272 | self.estimate_bck = input_field.text.strip() == 'True' |
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| 273 | except: |
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| 274 | self.estimate_bck = False |
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| 275 | |
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| 276 | # Parse inversion outputs |
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| 277 | entry = get_content('ns:outputs', node) |
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| 278 | if entry is not None: |
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| 279 | # Output parameters (scalars) |
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| 280 | for item in out_list: |
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| 281 | input_field = get_content('ns:%s' % item[0], entry) |
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| 282 | if input_field is not None: |
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| 283 | try: |
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| 284 | setattr(self, item[1], float(input_field.text.strip())) |
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| 285 | except: |
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| 286 | setattr(self, item[1], None) |
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| 287 | |
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| 288 | # Look for coefficients |
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| 289 | # Format is [value, value, value, value] |
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| 290 | coeff = get_content('ns:coefficients', entry) |
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| 291 | if coeff is not None: |
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| 292 | # Remove brackets |
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| 293 | c_values = coeff.text.strip().replace('[', '') |
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| 294 | c_values = c_values.replace(']', '') |
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| 295 | toks = c_values.split() |
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| 296 | self.coefficients = [] |
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| 297 | for c in toks: |
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| 298 | try: |
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| 299 | self.coefficients.append(float(c)) |
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| 300 | except: |
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[a0e6b1b] | 301 | # Bad data, skip. We will count the number of |
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| 302 | # coefficients at the very end and deal with |
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[959eb01] | 303 | # inconsistencies then. |
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| 304 | pass |
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| 305 | # Sanity check |
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| 306 | if not len(self.coefficients) == self.nfunc: |
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| 307 | # Inconsistent number of coefficients. |
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| 308 | # Don't keep the data. |
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| 309 | err_msg = "InversionState.fromXML: inconsistant " |
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| 310 | err_msg += "number of coefficients: " |
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| 311 | err_msg += "%d %d" % (len(self.coefficients), |
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| 312 | self.nfunc) |
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| 313 | logger.error(err_msg) |
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| 314 | self.coefficients = None |
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| 315 | |
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| 316 | # Look for covariance matrix |
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| 317 | # Format is [ [value, value], [value, value] ] |
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| 318 | coeff = get_content('ns:covariance', entry) |
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| 319 | if coeff is not None: |
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| 320 | # Parse rows |
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| 321 | rows = coeff.text.strip().split('[') |
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| 322 | self.covariance = [] |
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| 323 | for row in rows: |
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| 324 | row = row.strip() |
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| 325 | if len(row) == 0: continue |
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| 326 | # Remove end bracket |
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| 327 | row = row.replace(']', '') |
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| 328 | c_values = row.split() |
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| 329 | cov_row = [] |
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| 330 | for c in c_values: |
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| 331 | try: |
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| 332 | cov_row.append(float(c)) |
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| 333 | except: |
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[a0e6b1b] | 334 | # Bad data, skip. We will count the number of |
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| 335 | # coefficients at the very end and deal with |
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[959eb01] | 336 | # inconsistencies then. |
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| 337 | pass |
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| 338 | # Sanity check: check the number of entries in the row |
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| 339 | if len(cov_row) == self.nfunc: |
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| 340 | self.covariance.append(cov_row) |
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| 341 | # Sanity check: check the number of rows in the covariance |
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| 342 | # matrix |
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| 343 | if not len(self.covariance) == self.nfunc: |
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| 344 | # Inconsistent dimensions of the covariance matrix. |
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| 345 | # Don't keep the data. |
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| 346 | err_msg = "InversionState.fromXML: " |
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| 347 | err_msg += "inconsistant dimensions of the " |
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| 348 | err_msg += " covariance matrix: " |
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| 349 | err_msg += "%d %d" % (len(self.covariance), self.nfunc) |
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| 350 | logger.error(err_msg) |
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| 351 | self.covariance = None |
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| 352 | |
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| 353 | class Reader(CansasReader): |
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| 354 | """ |
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| 355 | Class to load a .prv P(r) inversion file |
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| 356 | """ |
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| 357 | ## File type |
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| 358 | type_name = "P(r)" |
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| 359 | |
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| 360 | ## Wildcards |
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| 361 | type = ["P(r) files (*.prv)|*.prv", |
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| 362 | "SASView files (*.svs)|*.svs"] |
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| 363 | ## List of allowed extensions |
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| 364 | ext = ['.prv', '.PRV', '.svs', '.SVS'] |
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| 365 | |
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| 366 | def __init__(self, call_back, cansas=True): |
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| 367 | """ |
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| 368 | Initialize the call-back method to be called |
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| 369 | after we load a file |
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| 370 | |
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| 371 | :param call_back: call-back method |
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| 372 | :param cansas: True = files will be written/read in CanSAS format |
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| 373 | False = write CanSAS format |
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| 374 | |
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| 375 | """ |
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| 376 | ## Call back method to be executed after a file is read |
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| 377 | self.call_back = call_back |
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| 378 | ## CanSAS format flag |
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| 379 | self.cansas = cansas |
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| 380 | self.state = None |
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| 381 | |
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| 382 | def read(self, path): |
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| 383 | """ |
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| 384 | Load a new P(r) inversion state from file |
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| 385 | |
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| 386 | :param path: file path |
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| 387 | |
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| 388 | :return: None |
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| 389 | |
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| 390 | """ |
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[2469df7] | 391 | if self.cansas: |
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[959eb01] | 392 | return self._read_cansas(path) |
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| 393 | else: |
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| 394 | return self._read_standalone(path) |
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| 395 | |
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| 396 | def _read_standalone(self, path): |
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| 397 | """ |
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| 398 | Load a new P(r) inversion state from file. |
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| 399 | The P(r) node is assumed to be the top element. |
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| 400 | |
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| 401 | :param path: file path |
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| 402 | |
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| 403 | :return: None |
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| 404 | |
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| 405 | """ |
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| 406 | # Read the new state from file |
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| 407 | state = InversionState() |
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| 408 | state.fromXML(file=path) |
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| 409 | |
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| 410 | # Call back to post the new state |
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| 411 | self.state = state |
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| 412 | #self.call_back(state) |
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| 413 | return None |
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| 414 | |
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| 415 | def _parse_prstate(self, entry): |
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| 416 | """ |
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| 417 | Read a p(r) inversion result from an XML node |
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| 418 | |
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| 419 | :param entry: XML node to read from |
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| 420 | |
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| 421 | :return: InversionState object |
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| 422 | |
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| 423 | """ |
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| 424 | state = None |
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| 425 | |
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| 426 | # Locate the P(r) node |
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| 427 | try: |
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| 428 | nodes = entry.xpath('ns:%s' % PRNODE_NAME, |
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| 429 | namespaces={'ns': CANSAS_NS}) |
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| 430 | if nodes != []: |
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| 431 | # Create an empty state |
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| 432 | state = InversionState() |
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| 433 | state.fromXML(node=nodes[0]) |
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| 434 | except: |
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| 435 | msg = "XML document does not contain P(r) " |
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| 436 | msg += "information.\n %s" % sys.exc_value |
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| 437 | logger.info(msg) |
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| 438 | |
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| 439 | return state |
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| 440 | |
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| 441 | def _read_cansas(self, path): |
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| 442 | """ |
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| 443 | Load data and P(r) information from a CanSAS XML file. |
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| 444 | |
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| 445 | :param path: file path |
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| 446 | |
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| 447 | :return: Data1D object if a single SASentry was found, |
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| 448 | or a list of Data1D objects if multiple entries were found, |
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| 449 | or None of nothing was found |
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| 450 | |
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| 451 | :raise RuntimeError: when the file can't be opened |
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| 452 | :raise ValueError: when the length of the data vectors are inconsistent |
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| 453 | |
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| 454 | """ |
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| 455 | output = [] |
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| 456 | |
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| 457 | if os.path.isfile(path): |
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| 458 | basename = os.path.basename(path) |
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| 459 | root, extension = os.path.splitext(basename) |
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| 460 | #TODO: eventually remove the check for .xml once |
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| 461 | # the P(r) writer/reader is truly complete. |
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| 462 | if extension.lower() in self.ext or extension.lower() == '.xml': |
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| 463 | |
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| 464 | tree = etree.parse(path, parser=etree.ETCompatXMLParser()) |
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| 465 | # Check the format version number |
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[a0e6b1b] | 466 | # Specifying the namespace will take care of the file |
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| 467 | #format version |
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[959eb01] | 468 | root = tree.getroot() |
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| 469 | |
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| 470 | entry_list = root.xpath('/ns:SASroot/ns:SASentry', |
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| 471 | namespaces={'ns': CANSAS_NS}) |
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| 472 | |
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| 473 | for entry in entry_list: |
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| 474 | prstate = self._parse_prstate(entry) |
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| 475 | #prstate could be None when .svs file is loaded |
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| 476 | #in this case, skip appending to output |
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[7432acb] | 477 | if prstate is not None: |
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[1fa4f736] | 478 | sas_entry, _ = self._parse_entry(entry) |
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[959eb01] | 479 | sas_entry.meta_data['prstate'] = prstate |
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| 480 | sas_entry.filename = prstate.file |
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| 481 | output.append(sas_entry) |
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| 482 | else: |
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| 483 | raise RuntimeError, "%s is not a file" % path |
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| 484 | |
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| 485 | # Return output consistent with the loader's api |
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| 486 | if len(output) == 0: |
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| 487 | return None |
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| 488 | elif len(output) == 1: |
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| 489 | # Call back to post the new state |
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| 490 | self.call_back(output[0].meta_data['prstate'], datainfo=output[0]) |
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| 491 | #self.state = output[0].meta_data['prstate'] |
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| 492 | return output[0] |
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| 493 | else: |
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| 494 | return output |
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| 495 | |
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| 496 | |
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| 497 | def write(self, filename, datainfo=None, prstate=None): |
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| 498 | """ |
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| 499 | Write the content of a Data1D as a CanSAS XML file |
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| 500 | |
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| 501 | :param filename: name of the file to write |
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| 502 | :param datainfo: Data1D object |
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| 503 | :param prstate: InversionState object |
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| 504 | |
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| 505 | """ |
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| 506 | # Sanity check |
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[2469df7] | 507 | if self.cansas: |
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[959eb01] | 508 | doc = self.write_toXML(datainfo, prstate) |
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| 509 | # Write the XML document |
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| 510 | fd = open(filename, 'w') |
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| 511 | fd.write(doc.toprettyxml()) |
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| 512 | fd.close() |
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| 513 | else: |
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| 514 | prstate.toXML(file=filename) |
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| 515 | |
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| 516 | def write_toXML(self, datainfo=None, state=None): |
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| 517 | """ |
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| 518 | Write toXML, a helper for write() |
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| 519 | |
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| 520 | : return: xml doc |
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| 521 | """ |
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| 522 | if datainfo is None: |
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| 523 | datainfo = Data1D(x=[], y=[]) |
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| 524 | elif not issubclass(datainfo.__class__, Data1D): |
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| 525 | msg = "The cansas writer expects a Data1D " |
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| 526 | msg += "instance: %s" % str(datainfo.__class__.__name__) |
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| 527 | raise RuntimeError, msg |
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| 528 | |
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| 529 | # Create basic XML document |
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| 530 | doc, sasentry = self._to_xml_doc(datainfo) |
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| 531 | |
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| 532 | # Add the invariant information to the XML document |
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| 533 | if state is not None: |
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| 534 | doc = state.toXML(doc=doc, entry_node=sasentry) |
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| 535 | |
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| 536 | return doc |
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