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tstore.lifecycle 45.93 KiB 
<?xml version="1.0" encoding="UTF-8"?>
<librede-lifecycle:LifeCycleConfiguration xmi:version="2.0" xmlns:xmi="http://www.omg.org/XMI" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:librede="http://www.descartes-research.net/librede/configuration/1.0" xmlns:librede-lifecycle="http://tools/descartes/librede/rrde/lifecycle" xmlns:librede-optimization="http://tools/descartes/librede/rrde/optimization" xmlns:librede-recommendation="http://tools/descartes/librede/rrde/recommendation" recommendationLoopTime="-1" optimizationLoopTime="20" selectionLoopTime="-1" estimationLoopTime="5">
  <recommendationConfiguration>
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      <validators type="tools.descartes.librede.validation.ResponseTimeValidator"/>
      <validators type="tools.descartes.librede.validation.UtilizationValidator"/>
    </validator>
    <trainingData rootFolder="C:\Users\Johannes\Desktop\librede\short traces\">
      <input>
        <dataSources name="NS CSV" type="tools.descartes.librede.datasource.csv.CsvDataSource">
          <parameters name="TimestampFormat" value="[ns]"/>
        </dataSources>
        <dataSources name="MS CSV" type="tools.descartes.librede.datasource.csv.CsvDataSource">
          <parameters name="TimestampFormat" value="[ms]"/>
        </dataSources>
        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.CategoryEndpoint.findEntityById.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
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          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.8"/>
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          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.7"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.OrderEndpoint.createEntity.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.1"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.OrderEndpoint.listAllForUser.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
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            <unit href="librede:units#SECONDS"/>
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          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.0"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.OrderItemEndpoint.createEntity.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.2"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.ProductEndpoint.countForCategory.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
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            <unit href="librede:units#SECONDS"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.ProductEndpoint.findEntityById.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.5"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.ProductEndpoint.listAllForCategory.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.4"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="residencetime-tools.descartes.teastore.persistence.rest.UserEndpoint.findEntityById.csv">
          <metric href="librede:metrics#RESIDENCE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.6"/>
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        <observations xsi:type="librede:FileTraceConfiguration" aggregation="AVERAGE" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.1" file="10.1.3.32.csv">
          <metric href="librede:metrics#UTILIZATION"/>
          <unit href="librede:units#NONE"/>
          <interval value="1.0">
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@resources.0"/>
        </observations>
        <observations xsi:type="librede:FileTraceConfiguration" aggregation="AVERAGE" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.1" file="10.1.3.37.csv">
          <metric href="librede:metrics#UTILIZATION"/>
          <unit href="librede:units#NONE"/>
          <interval value="1.0">
            <unit href="librede:units#SECONDS"/>
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          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@resources.1"/>
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        <observations xsi:type="librede:FileTraceConfiguration" aggregation="AVERAGE" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.1" file="10.1.3.42.csv">
          <metric href="librede:metrics#UTILIZATION"/>
          <unit href="librede:units#NONE"/>
          <interval value="1.0">
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          <unit href="librede:units#NANOSECONDS"/>
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            <unit href="librede:units#SECONDS"/>
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          <metric href="librede:metrics#RESPONSE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
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            <unit href="librede:units#SECONDS"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="responsetime-tools.descartes.teastore.persistence.rest.OrderEndpoint.createEntity.csv">
          <metric href="librede:metrics#RESPONSE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="responsetime-tools.descartes.teastore.persistence.rest.OrderEndpoint.listAllForUser.csv">
          <metric href="librede:metrics#RESPONSE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.0"/>
        </observations>
        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="responsetime-tools.descartes.teastore.persistence.rest.OrderItemEndpoint.createEntity.csv">
          <metric href="librede:metrics#RESPONSE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.2"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="responsetime-tools.descartes.teastore.persistence.rest.ProductEndpoint.countForCategory.csv">
          <metric href="librede:metrics#RESPONSE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.3"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="responsetime-tools.descartes.teastore.persistence.rest.ProductEndpoint.findEntityById.csv">
          <metric href="librede:metrics#RESPONSE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.5"/>
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        <observations xsi:type="librede:FileTraceConfiguration" dataSource="//@recommendationConfiguration/@trainingData.0/@input/@dataSources.0" file="responsetime-tools.descartes.teastore.persistence.rest.ProductEndpoint.listAllForCategory.csv">
          <metric href="librede:metrics#RESPONSE_TIME"/>
          <unit href="librede:units#NANOSECONDS"/>
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            <unit href="librede:units#SECONDS"/>
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          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.4"/>
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          <interval>
            <unit href="librede:units#SECONDS"/>
          </interval>
          <mappings entity="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.6"/>
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      </input>
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        <resources name="C32" numberOfServers="12" demands="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.0/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.1/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.2/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.3/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.4/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.5/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.6/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.7/@tasks.0 //@recommendationConfiguration/@trainingData.0/@workloadDescription/@services.8/@tasks.0"/>
        <resources name="C37" numberOfServers="4"/>
        <resources name="C42" numberOfServers="12"/>
        <services name="tools.descartes.teastore.persistence.rest.OrderEndpoint.listAllForUser">
          <tasks xsi:type="librede:ResourceDemand" name="tools.descartes.teastore.persistence.rest.OrderEndpoint.listAllForUser" resource="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@resources.0"/>
        </services>
        <services name="tools.descartes.teastore.persistence.rest.OrderEndpoint.createEntity">
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        <services name="tools.descartes.teastore.persistence.rest.OrderItemEndpoint.createEntity">
          <tasks xsi:type="librede:ResourceDemand" name="tools.descartes.teastore.persistence.rest.OrderItemEndpoint.createEntity" resource="//@recommendationConfiguration/@trainingData.0/@workloadDescription/@resources.0"/>
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        </services>
      </workloadDescription>
    </trainingData>
    <featureAlgorithm featureExtractor="tools.descartes.librede.rrde.util.extract.ReducedFeatureExtractor">
      <rateUnit href="librede:units#REQUESTS_PER_MINUTE"/>
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    </featureAlgorithm>
    <learningAlgorithm xsi:type="librede-recommendation:NeuralNetworkAlgorithmSpecifier" algorithmName="tools.descartes.librede.rrde.recommendation.algorithm.impl.SmileNN"/>
    <estimators window="60">
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      <algorithms type="tools.descartes.librede.bayesplusplus.ExtendedKalmanFilter"/>
      <algorithms type="tools.descartes.librede.nnls.LeastSquaresRegression"/>
      <algorithms type="tools.descartes.librede.ipopt.java.RecursiveOptimization"/>
      <algorithms type="tools.descartes.librede.algorithm.SimpleApproximation"/>
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      <algorithms type="tools.descartes.librede.nnls.LeastSquaresRegression"/>
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      <!--<algorithm xsi:type="librede-optimization:LocalSearchSpecifier" algorithmName="tools.descartes.librede.rrde.optimization.algorithm.impl.HillClimbingAlgorithm"/>-->
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            <parameters name="TimestampFormat" value="[ms]"/>
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            <metric href="librede:metrics#RESIDENCE_TIME"/>
            <unit href="librede:units#NANOSECONDS"/>
            <interval>
              <unit href="librede:units#SECONDS"/>
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