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Warning, /analysis/HF-Particle/HFTrigger/weights/wCalo/TMVAClassification_MLPnew.weights.xml is written in an unsupported language. File is not indexed.

0001 <?xml version="1.0"?>
0002 <MethodSetup Method="MLP::MLPnew">
0003   <GeneralInfo>
0004     <Info name="TMVA Release" value="4.2.1 [262657]"/>
0005     <Info name="ROOT Release" value="6.22/02 [398850]"/>
0006     <Info name="Creator" value="cdean"/>
0007     <Info name="Date" value="Tue Apr 20 16:50:27 2021"/>
0008     <Info name="Host" value="Linux cvmfswrite02.sdcc.bnl.gov 3.10.0-957.12.2.el7.x86_64 #1 SMP Tue May 14 15:23:27 CDT 2019 x86_64 x86_64 x86_64 GNU/Linux"/>
0009     <Info name="Dir" value="/gpfs/mnt/gpfs02/sphenix/user/cdean/scripts/HF_trigger_ML/TMVA/Odd/wCalo"/>
0010     <Info name="Training events" value="22240"/>
0011     <Info name="TrainingTime" value="6.34536700e+01"/>
0012     <Info name="AnalysisType" value="Classification"/>
0013   </GeneralInfo>
0014   <Options>
0015     <Option name="NCycles" modified="Yes">400</Option>
0016     <Option name="HiddenLayers" modified="Yes">N+10</Option>
0017     <Option name="NeuronType" modified="Yes">tanh</Option>
0018     <Option name="RandomSeed" modified="No">1</Option>
0019     <Option name="EstimatorType" modified="Yes">CE</Option>
0020     <Option name="NeuronInputType" modified="No">sum</Option>
0021     <Option name="V" modified="Yes">False</Option>
0022     <Option name="VerbosityLevel" modified="No">Default</Option>
0023     <Option name="VarTransform" modified="Yes">N</Option>
0024     <Option name="H" modified="Yes">True</Option>
0025     <Option name="CreateMVAPdfs" modified="No">False</Option>
0026     <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
0027     <Option name="TrainingMethod" modified="Yes">BP</Option>
0028     <Option name="LearningRate" modified="No">2.000000e-02</Option>
0029     <Option name="DecayRate" modified="No">1.000000e-02</Option>
0030     <Option name="TestRate" modified="Yes">5</Option>
0031     <Option name="EpochMonitoring" modified="No">False</Option>
0032     <Option name="Sampling" modified="No">1.000000e+00</Option>
0033     <Option name="SamplingEpoch" modified="No">1.000000e+00</Option>
0034     <Option name="SamplingImportance" modified="No">1.000000e+00</Option>
0035     <Option name="SamplingTraining" modified="No">True</Option>
0036     <Option name="SamplingTesting" modified="No">False</Option>
0037     <Option name="ResetStep" modified="No">50</Option>
0038     <Option name="Tau" modified="No">3.000000e+00</Option>
0039     <Option name="BPMode" modified="No">sequential</Option>
0040     <Option name="BatchSize" modified="No">-1</Option>
0041     <Option name="ConvergenceImprove" modified="No">1.000000e-30</Option>
0042     <Option name="ConvergenceTests" modified="No">-1</Option>
0043     <Option name="UseRegulator" modified="Yes">False</Option>
0044     <Option name="UpdateLimit" modified="No">10000</Option>
0045     <Option name="CalculateErrors" modified="No">False</Option>
0046     <Option name="WeightRange" modified="No">1.000000e+00</Option>
0047   </Options>
0048   <Variables NVar="7">
0049     <Variable VarIndex="0" Expression="min(track_1_IP,track_2_IP)" Label="minTrackDCA_3D" Title="track-vertex 3D DCA, min" Unit="units" Internal="minTrackDCA_3D" Type="F" Min="1.00307306e-03" Max="4.82119274e+00"/>
0050     <Variable VarIndex="1" Expression="min(abs(track_1_IP_xy),abs(track_2_IP_xy))" Label="minTrackDCA_2D" Title="track-vertex 2D DCA, min" Unit="units" Internal="minTrackDCA_2D" Type="F" Min="1.74363377e-05" Max="4.26682329e+00"/>
0051     <Variable VarIndex="2" Expression="max(track_1_IP,track_2_IP)" Label="maxTrackDCA_3D" Title="track-vertex 3D DCA, max" Unit="units" Internal="maxTrackDCA_3D" Type="F" Min="3.83873377e-03" Max="4.99581957e+00"/>
0052     <Variable VarIndex="3" Expression="max(abs(track_1_IP_xy),abs(track_2_IP_xy))" Label="maxTrackDCA_2D" Title="track-vertex 2D DCA, max" Unit="units" Internal="maxTrackDCA_2D" Type="F" Min="9.33057163e-05" Max="4.89962578e+00"/>
0053     <Variable VarIndex="4" Expression="max(track_1_EMCAL_energy_cluster,track_2_EMCAL_energy_cluster)" Label="maxTrackEMCALcluster" Title="track EMCAL cluster, max" Unit="units" Internal="maxTrackEMCALcluster" Type="F" Min="3.03516388e-02" Max="5.75867653e+00"/>
0054     <Variable VarIndex="5" Expression="track_1_track_2_DCA" Label="track_1_track_2_DCA" Title="track-track 3D DCA" Unit="units" Internal="track_1_track_2_DCA" Type="F" Min="1.57269469e-07" Max="4.99997623e-02"/>
0055     <Variable VarIndex="6" Expression="INTT_meanHits" Label="INTT_meanHits" Title="INTT avg. hits" Unit="units" Internal="INTT_meanHits" Type="F" Min="0.00000000e+00" Max="9.30000000e+01"/>
0056   </Variables>
0057   <Spectators NSpec="0"/>
0058   <Classes NClass="2">
0059     <Class Name="Signal" Index="0"/>
0060     <Class Name="Background" Index="1"/>
0061   </Classes>
0062   <Transformations NTransformations="1">
0063     <Transform Name="Normalize">
0064       <Selection>
0065         <Input NInputs="7">
0066           <Input Type="Variable" Label="minTrackDCA_3D" Expression="min(track_1_IP,track_2_IP)"/>
0067           <Input Type="Variable" Label="minTrackDCA_2D" Expression="min(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0068           <Input Type="Variable" Label="maxTrackDCA_3D" Expression="max(track_1_IP,track_2_IP)"/>
0069           <Input Type="Variable" Label="maxTrackDCA_2D" Expression="max(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0070           <Input Type="Variable" Label="maxTrackEMCALcluster" Expression="max(track_1_EMCAL_energy_cluster,track_2_EMCAL_energy_cluster)"/>
0071           <Input Type="Variable" Label="track_1_track_2_DCA" Expression="track_1_track_2_DCA"/>
0072           <Input Type="Variable" Label="INTT_meanHits" Expression="INTT_meanHits"/>
0073         </Input>
0074         <Output NOutputs="7">
0075           <Output Type="Variable" Label="minTrackDCA_3D" Expression="min(track_1_IP,track_2_IP)"/>
0076           <Output Type="Variable" Label="minTrackDCA_2D" Expression="min(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0077           <Output Type="Variable" Label="maxTrackDCA_3D" Expression="max(track_1_IP,track_2_IP)"/>
0078           <Output Type="Variable" Label="maxTrackDCA_2D" Expression="max(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0079           <Output Type="Variable" Label="maxTrackEMCALcluster" Expression="max(track_1_EMCAL_energy_cluster,track_2_EMCAL_energy_cluster)"/>
0080           <Output Type="Variable" Label="track_1_track_2_DCA" Expression="track_1_track_2_DCA"/>
0081           <Output Type="Variable" Label="INTT_meanHits" Expression="INTT_meanHits"/>
0082         </Output>
0083       </Selection>
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0116       </Class>
0117     </Transform>
0118   </Transformations>
0119   <MVAPdfs/>
0120   <Weights>
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