src/pmml/Test/samples/two_models_ann_lr.pmml

   1 <?xml version="1.0"?>
   2 <PMML xmlns="http://www.dmg.org/PMML-4_1" version="4.1">
   3   <Header copyright="myCopyright" description="Tests unitaires">
   4     <Application name="PMMLlib" version="myVersion"/>
   5     <Annotation>Tests unitaires PMMLlib</Annotation>
   6   </Header>
   7   <DataDictionary>
   8     <DataField name="rw" displayName="rw" optype="continuous" dataType="float"/>
   9     <DataField name="r" displayName="r" optype="continuous" dataType="float"/>
  10     <DataField name="tu" displayName="tu" optype="continuous" dataType="float"/>
  11     <DataField name="tl" displayName="tl" optype="continuous" dataType="float"/>
  12     <DataField name="hu" displayName="hu" optype="continuous" dataType="float"/>
  13     <DataField name="hl" displayName="hl" optype="continuous" dataType="float"/>
  14     <DataField name="l" displayName="l" optype="continuous" dataType="float"/>
  15     <DataField name="kw" displayName="kw" optype="continuous" dataType="float"/>
  16     <DataField name="yhat" displayName="yhat" optype="continuous" dataType="float"/>
  17   </DataDictionary>
  18   <NeuralNetwork modelName="modelName" functionName="regression" numberOfLayers="2">
  19     <MiningSchema>
  20       <MiningField name="rw" usageType="active"/>
  21       <MiningField name="r" usageType="active"/>
  22       <MiningField name="tu" usageType="active"/>
  23       <MiningField name="tl" usageType="active"/>
  24       <MiningField name="hu" usageType="active"/>
  25       <MiningField name="hl" usageType="active"/>
  26       <MiningField name="l" usageType="active"/>
  27       <MiningField name="kw" usageType="active"/>
  28       <MiningField name="yhat" usageType="predicted"/>
  29     </MiningSchema>
  30     <NeuralInputs numberOfInputs="8">
  31       <NeuralInput id="0">
  32         <DerivedField optype="continuous" dataType="float">
  33           <NormContinuous field="rw">
  34             <LinearNorm orig="0.000000e+00" norm="-2.889932e-01"/>
  35             <LinearNorm orig="9.999901e-02" norm="0.000000e+00"/>
  36           </NormContinuous>
  37         </DerivedField>
  38       </NeuralInput>
  39       <NeuralInput id="1">
  40         <DerivedField optype="continuous" dataType="float">
  41           <NormContinuous field="r">
  42             <LinearNorm orig="0.000000e+00" norm="-5.756638e-01"/>
  43             <LinearNorm orig="2.504894e+04" norm="0.000000e+00"/>
  44           </NormContinuous>
  45         </DerivedField>
  46       </NeuralInput>
  47       <NeuralInput id="2">
  48         <DerivedField optype="continuous" dataType="float">
  49           <NormContinuous field="tu">
  50             <LinearNorm orig="0.000000e+00" norm="-1.699313e-01"/>
  51             <LinearNorm orig="8.933486e+04" norm="0.000000e+00"/>
  52           </NormContinuous>
  53         </DerivedField>
  54       </NeuralInput>
  55       <NeuralInput id="3">
  56         <DerivedField optype="continuous" dataType="float">
  57           <NormContinuous field="tl">
  58             <LinearNorm orig="0.000000e+00" norm="-1.707007e-01"/>
  59             <LinearNorm orig="8.955232e+01" norm="0.000000e+00"/>
  60           </NormContinuous>
  61         </DerivedField>
  62       </NeuralInput>
  63       <NeuralInput id="4">
  64         <DerivedField optype="continuous" dataType="float">
  65           <NormContinuous field="hu">
  66             <LinearNorm orig="0.000000e+00" norm="-3.302777e-02"/>
  67             <LinearNorm orig="1.050003e+03" norm="0.000000e+00"/>
  68           </NormContinuous>
  69         </DerivedField>
  70       </NeuralInput>
  71       <NeuralInput id="5">
  72         <DerivedField optype="continuous" dataType="float">
  73           <NormContinuous field="hl">
  74             <LineakLRAndkANNrNorm orig="0.000000e+00" norm="-4.562070e-02"/>
  75             <LinearNorm orig="7.600007e+02" norm="0.000000e+00"/>
  76           </NormContinuous>
  77         </DerivedField>
  78       </NeuralInput>
  79       <NeuralInput id="6">
  80         <DerivedField optype="continuous" dataType="float">
  81           <NormContinuous field="l">
  82             <LinearNorm orig="0.000000e+00" norm="-1.155882e-01"/>
  83             <LinearNorm orig="1.400018e+03" norm="0.000000e+00"/>
  84           </NormContinuous>
  85         </DerivedField>
  86       </NeuralInput>
  87       <NeuralInput id="7">
  88         <DerivedField optype="continuous" dataType="float">
  89           <NormContinuous field="kw">
  90             <LinearNorm orig="0.000000e+00" norm="-5.780019e-02"/>
  91             <LinearNorm orig="1.095001e+04" norm="0.000000e+00"/>
  92           </NormContinuous>
  93         </DerivedField>
  94       </NeuralInput>
  95     </NeuralInputs>
  96     <NeuralLayer activationFunction="tanh" numberOfNeurons="1">
  97       <Neuron id="8" bias="-1.263572e+00">
  98         <Con from="0" weight="7.536629e-01"/>
  99         <Con from="1" weight="1.653660e-03"/>
 100         <Con from="2" weight="4.725001e-03"/>
 101         <Con from="3" weight="9.969786e-03"/>
 102         <Con from="4" weight="1.787976e-01"/>
 103         <Con from="5" weight="-1.809809e-01"/>
 104         <Con from="6" weight="-1.735688e-01"/>
 105         <Con from="7" weight="8.559675e-02"/>
 106       </Neuron>
 107     </NeuralLayer>
 108     <NeuralLayer activationFunction="identity" numberOfNeurons="1">
 109       <Neuron id="9" bias="-1.745483e+00">
 110         <Con from="8" weight="6.965512e+00"/>
 111       </Neuron>
 112     </NeuralLayer>
 113     <NeuralOutputs numberOfOutputs="1">
 114       <NeuralOutput outputNeuron="9">
 115         <DerivedField optype="continuous" dataType="float">
 116           <NormContinuous field="yhat">
 117             <LinearNorm orig="0.000000e+00" norm="-5.873935e-01"/>
 118             <LinearNorm orig="7.781171e+01" norm="0.000000e+00"/>
 119           </NormContinuous>
 120         </DerivedField>
 121       </NeuralOutput>
 122     </NeuralOutputs>
 123   </NeuralNetwork>
 124   <RegressionModel functionName="regression" modelName="modelName" targetFieldName="x1">
 125     <MiningSchema>
 126       <MiningField name="x6" usageType="active"/>
 127       <MiningField name="x8" usageType="active"/>
 128       <MiningField name="x1" usageType="predicted"/>
 129     </MiningSchema>
 130     <RegressionTable intercept="3.837365e+00">
 131       <NumericPredictor name="x6" exponent="1" coefficient="4.759134e-01"/>
 132       <NumericPredictor name="x8" exponent="1" coefficient="1.428838e-01"/>
 133       <PredictorTerm coefficient="-2.201903e-02">
 134         <FieldRef field="x6"/>
 135         <FieldRef field="x8"/>
 136       </PredictorTerm>
 137       <PredictorTerm coefficient="5.362560e-04">
 138         <FieldRef field="x6"/>
 139         <FieldRef field="x6"/>
 140         <FieldRef field="x8"/>
 141       </PredictorTerm>
 142     </RegressionTable>
 143   </RegressionModel>
 144 </PMML>