<?xml version="1.0"?>
<MethodSetup Method="MLP::MLP">
  <GeneralInfo>
    <Info name="TMVA Release" value="4.2.1 [262657]"/>
    <Info name="ROOT Release" value="6.41/01 [403713]"/>
    <Info name="Creator" value="root"/>
    <Info name="Date" value="Tue May 19 20:08:53 2026"/>
    <Info name="Host" value="Linux d4f37374721b 4.18.0-553.117.1.el8_10.x86_64 #1 SMP Sun Apr 5 23:14:32 EDT 2026 x86_64 GNU/Linux"/>
    <Info name="Dir" value="/github/home/master/notebooks"/>
    <Info name="Training events" value="4000"/>
    <Info name="TrainingTime" value="1.22567382e+01"/>
    <Info name="AnalysisType" value="Multiclass"/>
  </GeneralInfo>
  <Options>
    <Option name="NCycles" modified="Yes">1000</Option>
    <Option name="HiddenLayers" modified="Yes">N+5,5</Option>
    <Option name="NeuronType" modified="Yes">tanh</Option>
    <Option name="RandomSeed" modified="No">1</Option>
    <Option name="EstimatorType" modified="Yes">MSE</Option>
    <Option name="NeuronInputType" modified="No">sum</Option>
    <Option name="V" modified="Yes">False</Option>
    <Option name="VerbosityLevel" modified="No">Default</Option>
    <Option name="VarTransform" modified="No">None</Option>
    <Option name="H" modified="Yes">False</Option>
    <Option name="CreateMVAPdfs" modified="No">False</Option>
    <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
    <Option name="TrainingMethod" modified="No">BP</Option>
    <Option name="LearningRate" modified="No">2.000000e-02</Option>
    <Option name="DecayRate" modified="No">1.000000e-02</Option>
    <Option name="TestRate" modified="Yes">5</Option>
    <Option name="EpochMonitoring" modified="No">False</Option>
    <Option name="Sampling" modified="No">1.000000e+00</Option>
    <Option name="SamplingEpoch" modified="No">1.000000e+00</Option>
    <Option name="SamplingImportance" modified="No">1.000000e+00</Option>
    <Option name="SamplingTraining" modified="No">True</Option>
    <Option name="SamplingTesting" modified="No">False</Option>
    <Option name="ResetStep" modified="No">50</Option>
    <Option name="Tau" modified="No">3.000000e+00</Option>
    <Option name="BPMode" modified="No">sequential</Option>
    <Option name="BatchSize" modified="No">-1</Option>
    <Option name="ConvergenceImprove" modified="No">1.000000e-30</Option>
    <Option name="ConvergenceTests" modified="No">-1</Option>
    <Option name="UseRegulator" modified="No">False</Option>
    <Option name="UpdateLimit" modified="No">10000</Option>
    <Option name="CalculateErrors" modified="No">False</Option>
    <Option name="WeightRange" modified="No">1.000000e+00</Option>
  </Options>
  <Variables NVar="4">
    <Variable VarIndex="0" Expression="var1" Label="var1" Title="var1" Unit="" Internal="var1" Type="F" Min="-4.05916023e+00" Max="3.26447582e+00"/>
    <Variable VarIndex="1" Expression="var2" Label="var2" Title="Variable 2" Unit="" Internal="var2" Type="F" Min="-3.68905711e+00" Max="3.78774047e+00"/>
    <Variable VarIndex="2" Expression="var3" Label="var3" Title="Variable 3" Unit="units" Internal="var3" Type="F" Min="-3.62961459e+00" Max="3.91998792e+00"/>
    <Variable VarIndex="3" Expression="var4" Label="var4" Title="Variable 4" Unit="units" Internal="var4" Type="F" Min="-4.84856987e+00" Max="4.36252546e+00"/>
  </Variables>
  <Spectators NSpec="0"/>
  <Classes NClass="4">
    <Class Name="Signal" Index="0"/>
    <Class Name="bg0" Index="1"/>
    <Class Name="bg1" Index="2"/>
    <Class Name="bg2" Index="3"/>
  </Classes>
  <Transformations NTransformations="0"/>
  <MVAPdfs/>
  <Weights>
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      </Layer>
    </Layout>
  </Weights>
</MethodSetup>
