java-base-maven/lgb_model.pmml

<?xml version="1.0" encoding="utf-8" standalone="yes"?>
<PMML xmlns="http://www.dmg.org/PMML-4_4" xmlns:data="http://jpmml.org/jpmml-model/InlineTable" version="4.4">
    <Header>
        <Application name="JPMML-LightGBM" version="1.3.7" />
        <Timestamp>2021-06-01T11:54:38Z</Timestamp>
    </Header>
    <DataDictionary>
        <DataField name="_target" optype="categorical" dataType="integer">
            <Value value="0" />
            <Value value="1" />
            <Value value="2" />
        </DataField>
        <DataField name="sepal_length_(cm)" optype="continuous" dataType="double">
            <Interval closure="closedClosed" leftMargin="4.3" rightMargin="7.9" />
            <Value value="NaN" property="missing" />
        </DataField>
        <DataField name="sepal_width_(cm)" optype="continuous" dataType="double">
            <Interval closure="closedClosed" leftMargin="2.0" rightMargin="4.4" />
            <Value value="NaN" property="missing" />
        </DataField>
        <DataField name="petal_length_(cm)" optype="continuous" dataType="double">
            <Interval closure="closedClosed" leftMargin="1.0" rightMargin="6.9" />
            <Value value="NaN" property="missing" />
        </DataField>
        <DataField name="petal_width_(cm)" optype="continuous" dataType="double">
            <Interval closure="closedClosed" leftMargin="0.1" rightMargin="2.5" />
            <Value value="NaN" property="missing" />
        </DataField>
    </DataDictionary>
    <MiningModel functionName="classification" algorithmName="LightGBM">
        <MiningSchema>
            <MiningField name="_target" usageType="target" />
            <MiningField name="sepal_length_(cm)" importance="11.0" invalidValueTreatment="asIs" />
            <MiningField name="sepal_width_(cm)" importance="2.0" invalidValueTreatment="asIs" />
            <MiningField name="petal_length_(cm)" importance="24.0" invalidValueTreatment="asIs" />
            <MiningField name="petal_width_(cm)" importance="13.0" invalidValueTreatment="asIs" />
        </MiningSchema>
        <Segmentation multipleModelMethod="modelChain" missingPredictionTreatment="returnMissing">
            <Segment id="1">
                <True />
                <MiningModel functionName="regression">
                    <MiningSchema>
                        <MiningField name="sepal_length_(cm)" />
                        <MiningField name="petal_length_(cm)" />
                    </MiningSchema>
                    <Output>
                        <OutputField name="lgbmValue(0)" optype="continuous" dataType="double" isFinalResult="false" />
                    </Output>
                    <Segmentation multipleModelMethod="sum">
                        <Segment id="1">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="-0.9593265712691172">
                                    <True />
                                    <Node score="-1.1736122903444903">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="3.4000000000000004" />
                                    </Node>
                                    <Node score="-0.9486122853153485">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="2">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="0.12185392449415344">
                                    <True />
                                    <Node score="-0.07257055906750128">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="3.4000000000000004" />
                                        <Node score="-0.07207145404943262">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.750000000000001" />
                                            <Node score="-0.07219570607417626">
                                                <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="6.450000000000001" />
                                            </Node>
                                        </Node>
                                    </Node>
                                    <Node score="0.1303003664697049">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="3">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="0.10845272227015224">
                                    <True />
                                    <Node score="-0.07021340444377018">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="3.4000000000000004" />
                                        <Node score="-0.06973716059085941">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.750000000000001" />
                                            <Node score="-0.0697703896715927">
                                                <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="6.450000000000001" />
                                            </Node>
                                        </Node>
                                    </Node>
                                    <Node score="0.11590997871777123">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="4">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="0.09842698080005607">
                                    <True />
                                    <Node score="-0.06827343512337868">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="3.4000000000000004" />
                                        <Node score="-0.06761783054533778">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.750000000000001" />
                                            <Node score="-0.06764010026474891">
                                                <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="6.450000000000001" />
                                            </Node>
                                        </Node>
                                    </Node>
                                    <Node score="0.10504313154015506">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="5">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="0.0904309166215982">
                                    <True />
                                    <Node score="-0.06652987665633432">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="3.4000000000000004" />
                                        <Node score="-0.0658371655887295">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.750000000000001" />
                                            <Node score="-0.06572093661554763">
                                                <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="5.550000000000001" />
                                            </Node>
                                        </Node>
                                    </Node>
                                    <Node score="0.09656194725537585">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                    </Segmentation>
                </MiningModel>
            </Segment>
            <Segment id="2">
                <True />
                <MiningModel functionName="regression">
                    <MiningSchema>
                        <MiningField name="petal_length_(cm)" />
                        <MiningField name="petal_width_(cm)" />
                    </MiningSchema>
                    <Output>
                        <OutputField name="lgbmValue(1)" optype="continuous" dataType="double" isFinalResult="false" />
                    </Output>
                    <Segmentation multipleModelMethod="sum">
                        <Segment id="1">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="-1.1736122903444903">
                                    <True />
                                    <Node score="-0.9659199780098979">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="1.8" />
                                        <Node score="-1.1736122903444903">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.950000000000001" />
                                        </Node>
                                        <Node score="-1.002183715084192">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.450000000000001" />
                                        </Node>
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="2">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="petal_width_(cm)" />
                                </MiningSchema>
                                <Node score="-0.07250517806119815">
                                    <True />
                                    <Node score="0.11645485855092522">
                                        <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="0.45000000000000007" />
                                        <Node score="-0.06700056833064691">
                                            <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.6500000000000001" />
                                        </Node>
                                        <Node score="0.0981912222296533">
                                            <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.3500000000000003" />
                                        </Node>
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="3">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="petal_length_(cm)" />
                                    <MiningField name="petal_width_(cm)" />
                                </MiningSchema>
                                <Node score="-0.07006593404406375">
                                    <True />
                                    <Node score="0.1050172735135845">
                                        <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="0.45000000000000007" />
                                        <Node score="-0.07081316273464346">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.950000000000001" />
                                        </Node>
                                        <Node score="0.08054282244171226">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.450000000000001" />
                                        </Node>
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="4">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="-0.06811367792034477">
                                    <True />
                                    <Node score="0.09588720003106202">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="1.8" />
                                        <Node score="-0.06868727088904823">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.950000000000001" />
                                        </Node>
                                        <Node score="0.07317294292378695">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.450000000000001" />
                                        </Node>
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="5">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="petal_width_(cm)" />
                                </MiningSchema>
                                <Node score="-0.06617439842593348">
                                    <True />
                                    <Node score="0.08703239160896648">
                                        <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="0.45000000000000007" />
                                        <Node score="-0.06143345433867317">
                                            <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.6500000000000001" />
                                        </Node>
                                        <Node score="0.07675765159801226">
                                            <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.3500000000000003" />
                                        </Node>
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                    </Segmentation>
                </MiningModel>
            </Segment>
            <Segment id="3">
                <True />
                <MiningModel functionName="regression">
                    <MiningSchema>
                        <MiningField name="sepal_length_(cm)" />
                        <MiningField name="sepal_width_(cm)" />
                        <MiningField name="petal_length_(cm)" />
                        <MiningField name="petal_width_(cm)" />
                    </MiningSchema>
                    <Output>
                        <OutputField name="lgbmValue(2)" optype="continuous" dataType="double" isFinalResult="false" />
                    </Output>
                    <Segmentation multipleModelMethod="sum">
                        <Segment id="1">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                </MiningSchema>
                                <Node score="-1.1638296814301798">
                                    <True />
                                    <Node score="-0.9877427209725906">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.750000000000001" />
                                        <Node score="-0.9486122853153485">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="5.550000000000001" />
                                        </Node>
                                    </Node>
                                    <Node score="-1.1736122903444903">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="2">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_width_(cm)" />
                                    <MiningField name="petal_width_(cm)" />
                                </MiningSchema>
                                <Node score="-0.0724357261619468">
                                    <True />
                                    <Node score="0.12736121841495812">
                                        <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.6500000000000001" />
                                    </Node>
                                    <Node score="-0.0319429343565856">
                                        <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.3500000000000003" />
                                    </Node>
                                    <Node score="-0.07213929036587866">
                                        <SimplePredicate field="sepal_width_(cm)" operator="greaterThan" value="3.35" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="3">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                    <MiningField name="petal_width_(cm)" />
                                </MiningSchema>
                                <Node score="-0.059662719835815003">
                                    <True />
                                    <Node score="0.08831532996239182">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.750000000000001" />
                                        <Node score="0.11732538921269522">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="5.550000000000001" />
                                        </Node>
                                    </Node>
                                    <Node score="-0.06975022798344958">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                        <Node score="-0.07092820238292231">
                                            <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.2500000000000002" />
                                        </Node>
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="4">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_length_(cm)" />
                                    <MiningField name="petal_length_(cm)" />
                                    <MiningField name="petal_width_(cm)" />
                                </MiningSchema>
                                <Node score="-0.05718847818792119">
                                    <True />
                                    <Node score="0.08026262561477648">
                                        <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="4.750000000000001" />
                                        <Node score="0.10583777787647669">
                                            <SimplePredicate field="petal_length_(cm)" operator="greaterThan" value="5.550000000000001" />
                                        </Node>
                                    </Node>
                                    <Node score="-0.0676030312212233">
                                        <SimplePredicate field="sepal_length_(cm)" operator="greaterThan" value="5.050000000000001" />
                                        <Node score="-0.06893421344995508">
                                            <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.2500000000000002" />
                                        </Node>
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                        <Segment id="5">
                            <True />
                            <TreeModel functionName="regression" noTrueChildStrategy="returnLastPrediction">
                                <MiningSchema>
                                    <MiningField name="sepal_width_(cm)" />
                                    <MiningField name="petal_width_(cm)" />
                                </MiningSchema>
                                <Node score="-0.0662759744408909">
                                    <True />
                                    <Node score="0.09578590305317655">
                                        <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.6500000000000001" />
                                    </Node>
                                    <Node score="-0.029336428814000854">
                                        <SimplePredicate field="petal_width_(cm)" operator="greaterThan" value="1.3500000000000003" />
                                    </Node>
                                    <Node score="-0.06563769706964893">
                                        <SimplePredicate field="sepal_width_(cm)" operator="greaterThan" value="3.2500000000000004" />
                                    </Node>
                                </Node>
                            </TreeModel>
                        </Segment>
                    </Segmentation>
                </MiningModel>
            </Segment>
            <Segment id="4">
                <True />
                <RegressionModel functionName="classification" normalizationMethod="softmax">
                    <MiningSchema>
                        <MiningField name="_target" usageType="target" />
                        <MiningField name="lgbmValue(0)" />
                        <MiningField name="lgbmValue(1)" />
                        <MiningField name="lgbmValue(2)" />
                    </MiningSchema>
                    <Output>
                        <OutputField name="probability(0)" optype="continuous" dataType="double" feature="probability" value="0" />
                        <OutputField name="probability(1)" optype="continuous" dataType="double" feature="probability" value="1" />
                        <OutputField name="probability(2)" optype="continuous" dataType="double" feature="probability" value="2" />
                    </Output>
                    <RegressionTable intercept="0.0" targetCategory="0">
                        <NumericPredictor name="lgbmValue(0)" coefficient="1.0" />
                    </RegressionTable>
                    <RegressionTable intercept="0.0" targetCategory="1">
                        <NumericPredictor name="lgbmValue(1)" coefficient="1.0" />
                    </RegressionTable>
                    <RegressionTable intercept="0.0" targetCategory="2">
                        <NumericPredictor name="lgbmValue(2)" coefficient="1.0" />
                    </RegressionTable>
                </RegressionModel>
            </Segment>
        </Segmentation>
    </MiningModel>
</PMML>