Warning, /analysis/HF-Particle/HFTrigger/weights/woutCalo/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 14:04:12 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/woutCalo"/>
0010 <Info name="Training events" value="31922"/>
0011 <Info name="TrainingTime" value="8.18158011e+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="6">
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="4.92456675e+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="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"/>
0054 <Variable VarIndex="5" 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"/>
0055 </Variables>
0056 <Spectators NSpec="0"/>
0057 <Classes NClass="2">
0058 <Class Name="Signal" Index="0"/>
0059 <Class Name="Background" Index="1"/>
0060 </Classes>
0061 <Transformations NTransformations="1">
0062 <Transform Name="Normalize">
0063 <Selection>
0064 <Input NInputs="6">
0065 <Input Type="Variable" Label="minTrackDCA_3D" Expression="min(track_1_IP,track_2_IP)"/>
0066 <Input Type="Variable" Label="minTrackDCA_2D" Expression="min(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0067 <Input Type="Variable" Label="maxTrackDCA_3D" Expression="max(track_1_IP,track_2_IP)"/>
0068 <Input Type="Variable" Label="maxTrackDCA_2D" Expression="max(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0069 <Input Type="Variable" Label="track_1_track_2_DCA" Expression="track_1_track_2_DCA"/>
0070 <Input Type="Variable" Label="INTT_meanHits" Expression="INTT_meanHits"/>
0071 </Input>
0072 <Output NOutputs="6">
0073 <Output Type="Variable" Label="minTrackDCA_3D" Expression="min(track_1_IP,track_2_IP)"/>
0074 <Output Type="Variable" Label="minTrackDCA_2D" Expression="min(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0075 <Output Type="Variable" Label="maxTrackDCA_3D" Expression="max(track_1_IP,track_2_IP)"/>
0076 <Output Type="Variable" Label="maxTrackDCA_2D" Expression="max(abs(track_1_IP_xy),abs(track_2_IP_xy))"/>
0077 <Output Type="Variable" Label="track_1_track_2_DCA" Expression="track_1_track_2_DCA"/>
0078 <Output Type="Variable" Label="INTT_meanHits" Expression="INTT_meanHits"/>
0079 </Output>
0080 </Selection>
0081 <Class ClassIndex="0">
0082 <Ranges>
0083 <Range Index="0" Min="8.8822273537516594e-03" Max="4.4005718231201172e+00"/>
0084 <Range Index="1" Min="1.0192114859819412e-04" Max="3.7802474498748779e+00"/>
0085 <Range Index="2" Min="2.6288369670510292e-02" Max="4.9208393096923828e+00"/>
0086 <Range Index="3" Min="7.4875322170555592e-03" Max="4.8996257781982422e+00"/>
0087 <Range Index="4" Min="3.3912067010533065e-05" Max="4.9925927072763443e-02"/>
0088 <Range Index="5" Min="1.0000000000000000e+00" Max="7.0000000000000000e+01"/>
0089 </Ranges>
0090 </Class>
0091 <Class ClassIndex="1">
0092 <Ranges>
0093 <Range Index="0" Min="1.0030730627477169e-03" Max="4.9245667457580566e+00"/>
0094 <Range Index="1" Min="1.7436337657272816e-05" Max="4.2668232917785645e+00"/>
0095 <Range Index="2" Min="3.8387337699532509e-03" Max="4.9958195686340332e+00"/>
0096 <Range Index="3" Min="9.3305716291069984e-05" Max="4.5549664497375488e+00"/>
0097 <Range Index="4" Min="1.5726946855920687e-07" Max="4.9999762326478958e-02"/>
0098 <Range Index="5" Min="0.0000000000000000e+00" Max="9.3000000000000000e+01"/>
0099 </Ranges>
0100 </Class>
0101 <Class ClassIndex="2">
0102 <Ranges>
0103 <Range Index="0" Min="1.0030730627477169e-03" Max="4.9245667457580566e+00"/>
0104 <Range Index="1" Min="1.7436337657272816e-05" Max="4.2668232917785645e+00"/>
0105 <Range Index="2" Min="3.8387337699532509e-03" Max="4.9958195686340332e+00"/>
0106 <Range Index="3" Min="9.3305716291069984e-05" Max="4.8996257781982422e+00"/>
0107 <Range Index="4" Min="1.5726946855920687e-07" Max="4.9999762326478958e-02"/>
0108 <Range Index="5" Min="0.0000000000000000e+00" Max="9.3000000000000000e+01"/>
0109 </Ranges>
0110 </Class>
0111 </Transform>
0112 </Transformations>
0113 <MVAPdfs/>
0114 <Weights>
0115 <Layout NLayers="3">
0116 <Layer Index="0" NNeurons="7">
0117 <Neuron NSynapses="16">
0118 -7.6212791307303307e-01 2.4749575435156466e+00 2.0472282884242703e+00 1.1507783852098603e+00 -2.4944727658023234e+00 -3.4614682338866283e+00 -2.4742443854129155e+00 1.9132419334709860e+00 4.7894399460017534e-01 -6.2865897575102958e-01 -2.4183370759102827e+00 -6.0329710553864615e+00 -1.0930961685313520e-01 -6.5486191250377218e-02 -1.0645551399143143e+00 5.2824704114129180e+00
0119 </Neuron>
0120 <Neuron NSynapses="16">
0121 -1.3666602663333724e-01 1.6621166635852094e+00 3.5503491506617924e-01 9.0974746376766646e-01 1.7060250702717132e+00 -4.9629196420131022e-01 2.5152724112249154e+00 1.0269744761643525e-02 -2.4333303871643248e+00 -8.1724373363375413e-01 1.2749672745687499e+00 -2.5872622058316699e+00 -1.6755218074553817e+00 1.4950116434328200e+00 4.1416833231444011e-01 1.1744047380263947e+00
0122 </Neuron>
0123 <Neuron NSynapses="16">
0124 -1.2297755534830368e-01 3.0779995156090129e-01 7.2440070153987890e-01 2.9398369792084039e-01 -1.3818988168822548e+00 3.5582052172668646e+00 -2.1860974263616781e+00 8.2269960145743193e-01 1.5423716562537833e+00 5.5699221830270162e-01 1.1831228621715935e+00 1.2292851724113373e+01 -1.5528872443218695e+00 -8.1283563792072278e-01 5.3053917985674182e-01 -4.2262441481967725e+00
0125 </Neuron>
0126 <Neuron NSynapses="16">
0127 -3.9052746828096740e-01 7.8834967745493945e-01 7.7360092071999309e-01 1.3990283918929178e+00 -1.2051416050469943e+00 1.6065071389916319e+00 -4.4869980599362969e-01 -9.7558025602629705e-01 -1.1834705720510048e+00 -8.0230233610820956e-01 6.7610765830819275e-01 7.1310030605693884e+00 -1.5282159305888183e+00 9.8500795427581556e-01 -6.2522756021726378e-01 -7.4370673272813992e-01
0128 </Neuron>
0129 <Neuron NSynapses="16">
0130 3.6460744548896056e+00 7.8359483434183030e-01 -7.4306192042955888e-01 -8.6944696729017656e-01 -5.3913418228296053e-02 -2.4104517372171905e+00 3.6217164809323937e-02 -1.6795226792493537e-01 3.1880975401008360e-01 2.3536705128070001e+00 -1.9489064500035971e-01 -1.2139724336250482e-01 -6.5211954790165616e-01 -1.9315602011520343e+00 -5.8426065601243964e-02 -1.5157985907214136e-01
0131 </Neuron>
0132 <Neuron NSynapses="16">
0133 -2.4007384717222160e-02 7.4871481139572094e-01 2.4802943928133607e+00 -2.3242844907647200e-01 -5.6435393316079485e-01 6.6130768650178751e-01 3.6132969316975028e+00 -5.1098641798540034e-01 -5.9275819767663451e-01 -2.0534133510853056e+00 -1.4726547152908078e+00 7.6730532458501644e-01 1.4822334798219492e+00 -7.6801319373571286e-01 -7.7189414266304957e-01 9.1227385005677564e-01
0134 </Neuron>
0135 <Neuron NSynapses="16">
0136 5.4680485465222284e-01 -1.7977033396958562e+00 7.8794101609744838e-01 -4.4668838980091574e-01 -3.0074818556756036e+00 -6.8616149294188544e-01 8.3836340231782724e-01 1.1859299170412139e+00 -1.9648000063473243e+00 1.5320674814289952e+00 -1.5615683839643277e+00 1.0775384483840318e+01 -8.8343486530746307e-01 -6.9073810751092901e-01 -1.0194806770716192e+00 1.3825264037544229e+00
0137 </Neuron>
0138 </Layer>
0139 <Layer Index="1" NNeurons="17">
0140 <Neuron NSynapses="1">
0141 6.8433380044887204e-01
0142 </Neuron>
0143 <Neuron NSynapses="1">
0144 1.1141919469912800e+00
0145 </Neuron>
0146 <Neuron NSynapses="1">
0147 -1.8935342320469768e+00
0148 </Neuron>
0149 <Neuron NSynapses="1">
0150 1.2499441892895662e+00
0151 </Neuron>
0152 <Neuron NSynapses="1">
0153 3.1247032692169446e-01
0154 </Neuron>
0155 <Neuron NSynapses="1">
0156 4.6616190572345151e-01
0157 </Neuron>
0158 <Neuron NSynapses="1">
0159 3.3086746168857833e-01
0160 </Neuron>
0161 <Neuron NSynapses="1">
0162 2.2177224762867068e-01
0163 </Neuron>
0164 <Neuron NSynapses="1">
0165 -6.2811897040764153e-01
0166 </Neuron>
0167 <Neuron NSynapses="1">
0168 -1.3280130701018973e+00
0169 </Neuron>
0170 <Neuron NSynapses="1">
0171 -1.1568742337949065e+00
0172 </Neuron>
0173 <Neuron NSynapses="1">
0174 2.6977415912893012e+00
0175 </Neuron>
0176 <Neuron NSynapses="1">
0177 -5.3557957141399570e-01
0178 </Neuron>
0179 <Neuron NSynapses="1">
0180 7.5127069023685789e-01
0181 </Neuron>
0182 <Neuron NSynapses="1">
0183 1.0602764465976594e-01
0184 </Neuron>
0185 <Neuron NSynapses="1">
0186 -1.7344523127397791e+00
0187 </Neuron>
0188 <Neuron NSynapses="1">
0189 -3.8566738477607228e+00
0190 </Neuron>
0191 </Layer>
0192 <Layer Index="2" NNeurons="1">
0193 <Neuron NSynapses="0"/>
0194 </Layer>
0195 </Layout>
0196 </Weights>
0197 </MethodSetup>
