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| 51 | |
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| 52 | <div class="section" id="scipyfitting"> |
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| 53 | <h1>ScipyFitting<a class="headerlink" href="#scipyfitting" title="Permalink to this headline">¶</a></h1> |
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| 54 | <div class="section" id="module-sans.fit.ScipyFitting"> |
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| 55 | <span id="mod-sans-fit-scipyfitting"></span><h2>:mod:` sans.fit.ScipyFitting`<a class="headerlink" href="#module-sans.fit.ScipyFitting" title="Permalink to this headline">¶</a></h2> |
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| 56 | <p>ScipyFitting module contains FitArrange , ScipyFit, |
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| 57 | Parameter classes.All listed classes work together to perform a |
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| 58 | simple fit with scipy optimizer.</p> |
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| 59 | <dl class="class"> |
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| 60 | <dt id="sans.fit.ScipyFitting.ScipyFit"> |
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| 61 | <em class="property">class </em><tt class="descclassname">sans.fit.ScipyFitting.</tt><tt class="descname">ScipyFit</tt><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit" title="Permalink to this definition">¶</a></dt> |
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| 62 | <dd><p>Bases: <a class="reference internal" href="AbstractFitEngine.html#sans.fit.AbstractFitEngine.FitEngine" title="sans.fit.AbstractFitEngine.FitEngine"><tt class="xref py py-class docutils literal"><span class="pre">sans.fit.AbstractFitEngine.FitEngine</span></tt></a></p> |
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| 63 | <p>ScipyFit performs the Fit.This class can be used as follow: |
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| 64 | #Do the fit SCIPY |
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| 65 | create an engine: engine = ScipyFit() |
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| 66 | Use data must be of type plottable |
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| 67 | Use a sans model</p> |
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| 68 | <p>Add data with a dictionnary of FitArrangeDict where Uid is a key and data |
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| 69 | is saved in FitArrange object. |
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| 70 | engine.set_data(data,Uid)</p> |
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| 71 | <p>Set model parameter “M1”= model.name add {model.parameter.name:value}.</p> |
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| 72 | <table class="docutils field-list" frame="void" rules="none"> |
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| 73 | <col class="field-name" /> |
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| 74 | <col class="field-body" /> |
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| 75 | <tbody valign="top"> |
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| 76 | <tr class="field"><th class="field-name">Note :</th><td class="field-body">Set_param() if used must always preceded set_model() |
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| 77 | for the fit to be performed.In case of Scipyfit set_param is called in |
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| 78 | fit () automatically.</td> |
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| 79 | </tr> |
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| 80 | </tbody> |
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| 81 | </table> |
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| 82 | <p>engine.set_param( model,”M1”, {‘A’:2,’B’:4})</p> |
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| 83 | <p>Add model with a dictionnary of FitArrangeDict{} where Uid is a key and model |
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| 84 | is save in FitArrange object. |
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| 85 | engine.set_model(model,Uid)</p> |
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| 86 | <p>engine.fit return chisqr,[model.parameter 1,2,..],[[err1....][..err2...]] |
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| 87 | chisqr1, out1, cov1=engine.fit({model.parameter.name:value},qmin,qmax)</p> |
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| 88 | <dl class="method"> |
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| 89 | <dt id="sans.fit.ScipyFitting.ScipyFit.fit"> |
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| 90 | <tt class="descname">fit</tt><big>(</big><em>q=None</em>, <em>handler=None</em>, <em>curr_thread=None</em>, <em>ftol=1.49012e-008</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.fit" title="Permalink to this definition">¶</a></dt> |
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| 91 | <dd></dd></dl> |
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| 92 | |
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| 93 | <dl class="method"> |
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| 94 | <dt id="sans.fit.ScipyFitting.ScipyFit.get_model"> |
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| 95 | <tt class="descname">get_model</tt><big>(</big><em>id</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.get_model" title="Permalink to this definition">¶</a></dt> |
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| 96 | <dd><table class="docutils field-list" frame="void" rules="none"> |
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| 97 | <col class="field-name" /> |
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| 98 | <col class="field-body" /> |
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| 99 | <tbody valign="top"> |
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| 100 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>id</strong> – id is key in the dictionary containing the model to return</td> |
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| 101 | </tr> |
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| 102 | <tr class="field"><th class="field-name">Returns:</th><td class="field-body">a model at this id or None if no FitArrange element was |
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| 103 | created with this id</td> |
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| 104 | </tr> |
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| 105 | </tbody> |
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| 106 | </table> |
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| 107 | </dd></dl> |
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| 108 | |
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| 109 | <dl class="method"> |
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| 110 | <dt id="sans.fit.ScipyFitting.ScipyFit.get_problem_to_fit"> |
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| 111 | <tt class="descname">get_problem_to_fit</tt><big>(</big><em>id</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.get_problem_to_fit" title="Permalink to this definition">¶</a></dt> |
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| 112 | <dd><p>return the self.selected value of the fit problem of id</p> |
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| 113 | <table class="docutils field-list" frame="void" rules="none"> |
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| 114 | <col class="field-name" /> |
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| 115 | <col class="field-body" /> |
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| 116 | <tbody valign="top"> |
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| 117 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>id</strong> – the id of the problem</td> |
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| 118 | </tr> |
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| 119 | </tbody> |
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| 120 | </table> |
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| 121 | </dd></dl> |
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| 122 | |
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| 123 | <dl class="method"> |
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| 124 | <dt id="sans.fit.ScipyFitting.ScipyFit.remove_fit_problem"> |
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| 125 | <tt class="descname">remove_fit_problem</tt><big>(</big><em>id</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.remove_fit_problem" title="Permalink to this definition">¶</a></dt> |
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| 126 | <dd><p>remove fitarrange in id</p> |
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| 127 | </dd></dl> |
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| 128 | |
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| 129 | <dl class="method"> |
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| 130 | <dt id="sans.fit.ScipyFitting.ScipyFit.select_problem_for_fit"> |
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| 131 | <tt class="descname">select_problem_for_fit</tt><big>(</big><em>id</em>, <em>value</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.select_problem_for_fit" title="Permalink to this definition">¶</a></dt> |
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| 132 | <dd><p>select a couple of model and data at the id position in dictionary |
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| 133 | and set in self.selected value to value</p> |
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| 134 | <table class="docutils field-list" frame="void" rules="none"> |
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| 135 | <col class="field-name" /> |
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| 136 | <col class="field-body" /> |
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| 137 | <tbody valign="top"> |
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| 138 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>value</strong> – the value to allow fitting. |
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| 139 | can only have the value one or zero</td> |
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| 140 | </tr> |
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| 141 | </tbody> |
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| 142 | </table> |
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| 143 | </dd></dl> |
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| 144 | |
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| 145 | <dl class="method"> |
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| 146 | <dt id="sans.fit.ScipyFitting.ScipyFit.set_data"> |
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| 147 | <tt class="descname">set_data</tt><big>(</big><em>data</em>, <em>id</em>, <em>smearer=None</em>, <em>qmin=None</em>, <em>qmax=None</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.set_data" title="Permalink to this definition">¶</a></dt> |
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| 148 | <dd><p>Receives plottable, creates a list of data to fit,set data |
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| 149 | in a FitArrange object and adds that object in a dictionary |
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| 150 | with key id.</p> |
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| 151 | <table class="docutils field-list" frame="void" rules="none"> |
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| 152 | <col class="field-name" /> |
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| 153 | <col class="field-body" /> |
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| 154 | <tbody valign="top"> |
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| 155 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple"> |
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| 156 | <li><strong>data</strong> – data added</li> |
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| 157 | <li><strong>id</strong> – unique key corresponding to a fitArrange object with data</li> |
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| 158 | </ul> |
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| 159 | </td> |
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| 160 | </tr> |
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| 161 | </tbody> |
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| 162 | </table> |
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| 163 | </dd></dl> |
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| 164 | |
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| 165 | <dl class="method"> |
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| 166 | <dt id="sans.fit.ScipyFitting.ScipyFit.set_model"> |
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| 167 | <tt class="descname">set_model</tt><big>(</big><em>model</em>, <em>id</em>, <em>pars=</em><span class="optional">[</span><span class="optional">]</span>, <em>constraints=</em><span class="optional">[</span><span class="optional">]</span><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.set_model" title="Permalink to this definition">¶</a></dt> |
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| 168 | <dd><p>set a model on a given in the fit engine.</p> |
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| 169 | <table class="docutils field-list" frame="void" rules="none"> |
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| 170 | <col class="field-name" /> |
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| 171 | <col class="field-body" /> |
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| 172 | <tbody valign="top"> |
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| 173 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>model</strong> – sans.models type</td> |
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| 174 | </tr> |
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| 175 | </tbody> |
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| 176 | </table> |
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| 177 | <dl class="docutils"> |
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| 178 | <dt>:param <span class="classifier-delimiter">:</span> <span class="classifier">is the key of the fitArrange dictionary where model is </span></dt> |
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| 179 | <dd>saved as a value</dd> |
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| 180 | </dl> |
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| 181 | <table class="docutils field-list" frame="void" rules="none"> |
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| 182 | <col class="field-name" /> |
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| 183 | <col class="field-body" /> |
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| 184 | <tbody valign="top"> |
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| 185 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple"> |
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| 186 | <li><strong>pars</strong> – the list of parameters to fit</li> |
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| 187 | <li><strong>constraints</strong> – <p>list of |
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| 188 | tuple (name of parameter, value of parameters) |
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| 189 | the value of parameter must be a string to constraint 2 different |
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| 190 | parameters. |
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| 191 | Example: |
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| 192 | we want to fit 2 model M1 and M2 both have parameters A and B. |
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| 193 | constraints can be:</p> |
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| 194 | <blockquote> |
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| 195 | <div>constraints = [(M1.A, M2.B+2), (M1.B= M2.A <a href="#id1"><span class="problematic" id="id2">*</span></a>5),...,]</div></blockquote> |
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| 196 | </li> |
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| 197 | </ul> |
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| 198 | </td> |
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| 199 | </tr> |
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| 200 | <tr class="field"><th class="field-name">Note :</th><td class="field-body"><p class="first last">pars must contains only name of existing model’s parameters</p> |
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| 201 | </td> |
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| 202 | </tr> |
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| 203 | </tbody> |
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| 204 | </table> |
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| 205 | </dd></dl> |
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| 206 | |
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| 207 | </dd></dl> |
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| 208 | |
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| 209 | <dl class="class"> |
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| 210 | <dt id="sans.fit.ScipyFitting.fitresult"> |
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| 211 | <em class="property">class </em><tt class="descclassname">sans.fit.ScipyFitting.</tt><tt class="descname">fitresult</tt><big>(</big><em>model=None</em>, <em>param_list=None</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult" title="Permalink to this definition">¶</a></dt> |
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| 212 | <dd><p>Bases: <tt class="xref py py-class docutils literal"><span class="pre">object</span></tt></p> |
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| 213 | <p>Storing fit result</p> |
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| 214 | <dl class="method"> |
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| 215 | <dt id="sans.fit.ScipyFitting.fitresult.print_summary"> |
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| 216 | <tt class="descname">print_summary</tt><big>(</big><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult.print_summary" title="Permalink to this definition">¶</a></dt> |
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| 217 | <dd></dd></dl> |
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| 218 | |
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| 219 | <dl class="method"> |
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| 220 | <dt id="sans.fit.ScipyFitting.fitresult.set_fitness"> |
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| 221 | <tt class="descname">set_fitness</tt><big>(</big><em>fitness</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult.set_fitness" title="Permalink to this definition">¶</a></dt> |
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| 222 | <dd></dd></dl> |
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| 223 | |
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| 224 | <dl class="method"> |
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| 225 | <dt id="sans.fit.ScipyFitting.fitresult.set_model"> |
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| 226 | <tt class="descname">set_model</tt><big>(</big><em>model</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult.set_model" title="Permalink to this definition">¶</a></dt> |
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| 227 | <dd></dd></dl> |
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| 228 | |
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| 229 | </dd></dl> |
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| 242 | <li><a class="reference internal" href="#">ScipyFitting</a><ul> |
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| 243 | <li><a class="reference internal" href="#module-sans.fit.ScipyFitting">:mod:` sans.fit.ScipyFitting`</a></li> |
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