Package ai.libs.mlplan.sklearn

Class AScikitLearnLearnerFactory

  • All Implemented Interfaces:
    ai.libs.jaicore.components.optimizingfactory.BaseFactory<ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper>, ai.libs.mlplan.core.ILearnerFactory<ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper>, org.api4.java.common.control.ILoggingCustomizable
    Direct Known Subclasses:
    ATwoStepPipelineScikitLearnFactory, ScikitLearnTimeSeriesRegressionFactory
    public abstract class AScikitLearnLearnerFactory
extends java.lang.Object
implements ai.libs.mlplan.core.ILearnerFactory<ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper>, org.api4.java.common.control.ILoggingCustomizable
    The SKLearnClassifierFactory takes a ground component instance and parses it into a ScikitLearnWrapper as defined in the project jaicore-ml. This factory may be used in the context of HASCO, especially for ML-Plan.

    • Field Summary

      Fields 
      Modifier and Type Field Description
      static java.lang.String N_PREPROCESSOR  

    • Method Summary

      All Methods Instance Methods Abstract Methods Concrete Methods 
      Modifier and Type Method Description
      java.lang.String extractSKLearnConstructInstruction​(ai.libs.jaicore.components.api.IComponentInstance groundComponent, java.util.Set<java.lang.String> importSet)  
      ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper getComponentInstantiation​(ai.libs.jaicore.components.api.IComponentInstance groundComponent)  
      java.lang.String getLoggerName()  
      abstract java.lang.String getPipelineBuildString​(ai.libs.jaicore.components.api.IComponentInstance groundComponent, java.util.Set<java.lang.String> importSet)  
      abstract ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper getScikitLearnWrapper​(java.lang.String constructionString, java.lang.String imports)  
      void setLoggerName​(java.lang.String name)  
      void setPythonConfig​(ai.libs.python.IPythonConfig pythonConfig)  
      void setSeed​(long seed)  
      void setTimeout​(org.api4.java.algorithm.Timeout timeout)  

      • Methods inherited from class java.lang.Object

        clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

    • Constructor Detail

      • AScikitLearnLearnerFactory

        protected AScikitLearnLearnerFactory()

    • Method Detail

      • getScikitLearnWrapper

        public abstract ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper getScikitLearnWrapper​(java.lang.String constructionString,
                                                                                           java.lang.String imports)
                                                                                    throws java.io.IOException,
                                                                                           java.lang.InterruptedException
        Throws:
        java.io.IOException
        java.lang.InterruptedException

      • getComponentInstantiation

        public ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper getComponentInstantiation​(ai.libs.jaicore.components.api.IComponentInstance groundComponent)
                                                                               throws ai.libs.jaicore.components.exceptions.ComponentInstantiationFailedException,
                                                                                      java.lang.InterruptedException
        Specified by:
        getComponentInstantiation in interface ai.libs.jaicore.components.optimizingfactory.BaseFactory<ai.libs.jaicore.ml.scikitwrapper.IScikitLearnWrapper>
        Throws:
        ai.libs.jaicore.components.exceptions.ComponentInstantiationFailedException
        java.lang.InterruptedException

      • getPipelineBuildString

        public abstract java.lang.String getPipelineBuildString​(ai.libs.jaicore.components.api.IComponentInstance groundComponent,
                                                        java.util.Set<java.lang.String> importSet)

      • extractSKLearnConstructInstruction

        public java.lang.String extractSKLearnConstructInstruction​(ai.libs.jaicore.components.api.IComponentInstance groundComponent,
                                                           java.util.Set<java.lang.String> importSet)

      • getLoggerName

        public java.lang.String getLoggerName()
        Specified by:
        getLoggerName in interface org.api4.java.common.control.ILoggingCustomizable

      • setLoggerName

        public void setLoggerName​(java.lang.String name)
        Specified by:
        setLoggerName in interface org.api4.java.common.control.ILoggingCustomizable

      • setPythonConfig

        public void setPythonConfig​(ai.libs.python.IPythonConfig pythonConfig)

      • setSeed

        public void setSeed​(long seed)

      • setTimeout

        public void setTimeout​(org.api4.java.algorithm.Timeout timeout)