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This project provides an implementation of the AutoML tool ML-Plan for MEKA.

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<?xml version="1.0" encoding="UTF-8" ?>
<!DOCTYPE log4j:configuration SYSTEM "log4j.dtd">

<log4j:configuration>
  <appender name="console" class="org.apache.log4j.ConsoleAppender">
    <param name="Target" value="System.out" />
    <param name="Threshold" value="trace" />
    <layout class="org.apache.log4j.PatternLayout">
      <!-- <param name="ConversionPattern" value="(%d{ISO8601}) %-5p [%t] [%c{1}.%M:%L] 
        - %m%n" /> -->
      <param name="ConversionPattern" value="%-5p [%t] [%c.%M (%C:%L)] - %m%n" />
    </layout>
  </appender>

  <appender name="infoFileAppender" class="org.apache.log4j.FileAppender">
    <param name="File" value="logs/info.log" />
    <param name="Threshold" value="INFO" />
    <param name="Append" value="false" />
    <layout class="org.apache.log4j.PatternLayout">
      <param name="ConversionPattern" value="(%d{ISO8601}) %-5p [%t] [%c.%M (%C:%L)] - %m%n" />
    </layout>
  </appender>

  <appender name="errFileAppender" class="org.apache.log4j.FileAppender">
    <param name="File" value="logs/error.log" />
    <param name="Threshold" value="ERROR" />
    <layout class="org.apache.log4j.PatternLayout">
      <param name="ConversionPattern" value="(%d{ISO8601}) %-5p [%t] [%c.%M (%C:%L)] - %m%n" />
    </layout>
  </appender>
  
  <appender name="warnFileAppender" class="org.apache.log4j.FileAppender">
    <param name="File" value="logs/warn.log" />
    <param name="Threshold" value="WARN" />
    <layout class="org.apache.log4j.PatternLayout">
      <param name="ConversionPattern" value="(%d{ISO8601}) %-5p [%t] [%c.%M (%C:%L)] - %m%n" />
    </layout>
  </appender>

  <appender name="traceFileAppender" class="org.apache.log4j.FileAppender">
    <param name="File" value="logs/trace.log" />
    <param name="Threshold" value="TRACE" />
    <param name="Append" value="false" />
    <layout class="org.apache.log4j.PatternLayout">
      <param name="ConversionPattern" value="(%d{ISO8601}) %-5p [%t] [%c.%M (%C:%L)] - %m%n" />
    </layout>
  </appender>
 
  <logger name="testers">
    <level value="debug" />
    <appender-ref ref="console" />
    <appender-ref ref="infoFileAppender" />
    <appender-ref ref="warnFileAppender" />
    <appender-ref ref="errFileAppender" />
    <appender-ref ref="traceFileAppender" />
  </logger>

  <logger name="ai.libs">
    <level value="warn" />
    <appender-ref ref="console" />
    <appender-ref ref="infoFileAppender" />
    <appender-ref ref="warnFileAppender" />
    <appender-ref ref="errFileAppender" />
    <appender-ref ref="traceFileAppender" />
  </logger>
  
  <logger name="ai.libs.jaicore.basic.algorithm.GeneralAlgorithmTester">
   <level value="trace" />
  </logger>
  
  <logger name="MLPlanCLI">
    <appender-ref ref="console" />
    <appender-ref ref="infoFileAppender" />
    <appender-ref ref="warnFileAppender" />
    <appender-ref ref="errFileAppender" />
    <appender-ref ref="traceFileAppender" />
  </logger>
  
  <logger name="ai.libs.jaicore.graphvisualizer">
    <level value="warn" />
  </logger>
  
  <logger name="ai.libs.jaicore.interrupt">
    <level value="warn" />
  </logger>
  
  <logger name="hasco">
    <level value="warn" />
    <appender-ref ref="console" />
    <appender-ref ref="infoFileAppender" />
    <appender-ref ref="warnFileAppender" />
    <appender-ref ref="errFileAppender" />
    <appender-ref ref="traceFileAppender" />
  </logger>
  
  <logger name="ml2plan">
    <level value="info" />
    <appender-ref ref="console" />
    <appender-ref ref="infoFileAppender" />
    <appender-ref ref="warnFileAppender" />
    <appender-ref ref="errFileAppender" />
    <appender-ref ref="traceFileAppender" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo">
    <level value="info" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco">
    <level value="warn" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco.solutionevaluator">
    <level value="warn" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco.solutionevaluator.benchmark">
    <level value="warn" />
  </logger>
  
  
  <logger name="ai.libs.jaicore.ml.classification.multilabel.learner">
    <level value="info" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco.search">
    <level value="warn" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco.search._orgraphsearch._algorithm">
    <level value="warn" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco.search.nodeevaluator">
    <level value="warn" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco.search.treepolicy">
    <level value="warn" />
  </logger>
  
  <logger name="ml2plan.optimizingfactory.optAlgo.hasco.search.nodeevaluator.secondary.randomsearch">
    <level value="warn" />
  </logger>
  
  <logger name="hasco.core.isValidParameterRangeRefinementPredicate">
  	<level value="warn" />
  </logger>
  
  <logger name="ai.libs.jaicore.timing">
  	<level value="warn" />
  </logger>
  
  <logger name="ai.libs.jaicore.concurrent">
  	<level value="warn" />
  </logger>
  
  <logger name="ai.libs.jaicore.interrupt">
  	<level value="warn" />
  </logger>
  
  <!-- configuration for example classes -->
  <logger name="example">
    <level value="info" />
    
    <appender-ref ref="console" />
    <appender-ref ref="infoFileAppender" />
    <appender-ref ref="warnFileAppender" />
    <appender-ref ref="errFileAppender" />
    <appender-ref ref="traceFileAppender" />
  </logger>
  
  <!-- configuration for ML-Plan Test logging -->
  <logger name="testedalgorithm">
    <level value="warn" />
    
    <appender-ref ref="console" />
    <appender-ref ref="infoFileAppender" />
    <appender-ref ref="warnFileAppender" />
    <appender-ref ref="errFileAppender" />
    <appender-ref ref="traceFileAppender" />
  </logger>
  
  <logger name="testedalgorithm.searchselectsplitter.sampler">
  	<level value="warn" />
  </logger>
  
  <logger name="testedalgorithm.optimizingfactory">
    <level value="warn" />
  </logger>
  
  <logger name="testedalgorithm.optimizingfactory.optAlgo">
    <level value="warn" />
  </logger>
  
  <logger name="testedalgorithm.optimizingfactory.optAlgo.hasco">
    <level value="warn" />
  </logger>
  
  <logger name="testedalgorithm.optimizingfactory.optAlgo.hasco.search">
    <level value="warn" />
  </logger>
  <logger name="testedalgorithm.optimizingfactory.optAlgo.hasco.search.nodeevaluator">
    <level value="warn" />
  </logger>
  
  <logger name="testedalgorithm.optimizingfactory.optAlgo.hasco.search.nodeevaluator.randomsearch">
  	<level value="warn" />
  </logger>
  
  <logger name="testedalgorithm.optimizingfactory.optAlgo.hasco.search.nodeevaluator.secondary">
  	<level value="warn" />
  </logger>
</log4j:configuration>




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