ColumnPruner (Spark 3.5.5 JavaDoc) (original) (raw)

• Object

• • org.apache.spark.ml.PipelineStage
  • • org.apache.spark.ml.Transformer
      • • org.apache.spark.ml.feature.ColumnPruner

• All Implemented Interfaces:
  java.io.Serializable, org.apache.spark.internal.Logging, Params, Identifiable, MLWritable

public class ColumnPruner
extends Transformer
implements MLWritable
Utility transformer for removing temporary columns from a DataFrame. TODO(ekl) make this a public transformer
See Also:
Serialized Form

• • Nested Class Summary

     * ### Nested classes/interfaces inherited from interface org.apache.spark.internal.Logging  
     `org.apache.spark.internal.Logging.SparkShellLoggingFilter`  

  • Constructor Summary

  Constructors

  Constructor and Description
  ColumnPruner(scala.collection.immutable.Set columnsToPrune)
  ColumnPruner(String uid, scala.collection.immutable.Set columnsToPrune)

  • Method Summary

  All Methods Static Methods Instance Methods Concrete Methods

  Modifier and Type	Method and Description
  scala.collection.immutable.Set	columnsToPrune()
  ColumnPruner	copy(ParamMap extra) Creates a copy of this instance with the same UID and some extra params.
  static ColumnPruner	load(String path)
  static MLReader<ColumnPruner>	read()
  Dataset<Row>	transform(Dataset<?> dataset) Transforms the input dataset.
  StructType	transformSchema(StructType schema) Check transform validity and derive the output schema from the input schema.
  String	uid() An immutable unique ID for the object and its derivatives.
  MLWriter	write() Returns an MLWriter instance for this ML instance.

     * ### Methods inherited from class org.apache.spark.ml.[Transformer](../../../../../org/apache/spark/ml/Transformer.html "class in org.apache.spark.ml")  
     `[transform](../../../../../org/apache/spark/ml/Transformer.html#transform-org.apache.spark.sql.Dataset-org.apache.spark.ml.param.ParamMap-), [transform](../../../../../org/apache/spark/ml/Transformer.html#transform-org.apache.spark.sql.Dataset-org.apache.spark.ml.param.ParamPair-org.apache.spark.ml.param.ParamPair...-), [transform](../../../../../org/apache/spark/ml/Transformer.html#transform-org.apache.spark.sql.Dataset-org.apache.spark.ml.param.ParamPair-scala.collection.Seq-)`  
     * ### Methods inherited from class org.apache.spark.ml.[PipelineStage](../../../../../org/apache/spark/ml/PipelineStage.html "class in org.apache.spark.ml")  
     `[params](../../../../../org/apache/spark/ml/PipelineStage.html#params--)`  
     * ### Methods inherited from class Object  
     `equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait`  
     * ### Methods inherited from interface org.apache.spark.ml.util.[MLWritable](../../../../../org/apache/spark/ml/util/MLWritable.html "interface in org.apache.spark.ml.util")  
     `[save](../../../../../org/apache/spark/ml/util/MLWritable.html#save-java.lang.String-)`  
     * ### Methods inherited from interface org.apache.spark.ml.param.[Params](../../../../../org/apache/spark/ml/param/Params.html "interface in org.apache.spark.ml.param")  
     `[clear](../../../../../org/apache/spark/ml/param/Params.html#clear-org.apache.spark.ml.param.Param-), [copyValues](../../../../../org/apache/spark/ml/param/Params.html#copyValues-T-org.apache.spark.ml.param.ParamMap-), [defaultCopy](../../../../../org/apache/spark/ml/param/Params.html#defaultCopy-org.apache.spark.ml.param.ParamMap-), [explainParam](../../../../../org/apache/spark/ml/param/Params.html#explainParam-org.apache.spark.ml.param.Param-), [explainParams](../../../../../org/apache/spark/ml/param/Params.html#explainParams--), [extractParamMap](../../../../../org/apache/spark/ml/param/Params.html#extractParamMap--), [extractParamMap](../../../../../org/apache/spark/ml/param/Params.html#extractParamMap-org.apache.spark.ml.param.ParamMap-), [get](../../../../../org/apache/spark/ml/param/Params.html#get-org.apache.spark.ml.param.Param-), [getDefault](../../../../../org/apache/spark/ml/param/Params.html#getDefault-org.apache.spark.ml.param.Param-), [getOrDefault](../../../../../org/apache/spark/ml/param/Params.html#getOrDefault-org.apache.spark.ml.param.Param-), [getParam](../../../../../org/apache/spark/ml/param/Params.html#getParam-java.lang.String-), [hasDefault](../../../../../org/apache/spark/ml/param/Params.html#hasDefault-org.apache.spark.ml.param.Param-), [hasParam](../../../../../org/apache/spark/ml/param/Params.html#hasParam-java.lang.String-), [isDefined](../../../../../org/apache/spark/ml/param/Params.html#isDefined-org.apache.spark.ml.param.Param-), [isSet](../../../../../org/apache/spark/ml/param/Params.html#isSet-org.apache.spark.ml.param.Param-), [onParamChange](../../../../../org/apache/spark/ml/param/Params.html#onParamChange-org.apache.spark.ml.param.Param-), [set](../../../../../org/apache/spark/ml/param/Params.html#set-org.apache.spark.ml.param.Param-T-), [set](../../../../../org/apache/spark/ml/param/Params.html#set-org.apache.spark.ml.param.ParamPair-), [set](../../../../../org/apache/spark/ml/param/Params.html#set-java.lang.String-java.lang.Object-), [setDefault](../../../../../org/apache/spark/ml/param/Params.html#setDefault-org.apache.spark.ml.param.Param-T-), [setDefault](../../../../../org/apache/spark/ml/param/Params.html#setDefault-scala.collection.Seq-), [shouldOwn](../../../../../org/apache/spark/ml/param/Params.html#shouldOwn-org.apache.spark.ml.param.Param-)`  
     * ### Methods inherited from interface org.apache.spark.ml.util.[Identifiable](../../../../../org/apache/spark/ml/util/Identifiable.html "interface in org.apache.spark.ml.util")  
     `[toString](../../../../../org/apache/spark/ml/util/Identifiable.html#toString--)`  
     * ### Methods inherited from interface org.apache.spark.internal.Logging  
     `$init$, initializeForcefully, initializeLogIfNecessary, initializeLogIfNecessary, initializeLogIfNecessary$default$2, initLock, isTraceEnabled, log, logDebug, logDebug, logError, logError, logInfo, logInfo, logName, logTrace, logTrace, logWarning, logWarning, org$apache$spark$internal$Logging$$log__$eq, org$apache$spark$internal$Logging$$log_, uninitialize`

• • Constructor Detail

     * #### ColumnPruner  
     public ColumnPruner(String uid,  
                         scala.collection.immutable.Set<String> columnsToPrune)  
     * #### ColumnPruner  
     public ColumnPruner(scala.collection.immutable.Set<String> columnsToPrune)  

  • Method Detail

    * #### read  
    public static [MLReader](../../../../../org/apache/spark/ml/util/MLReader.html "class in org.apache.spark.ml.util")<[ColumnPruner](../../../../../org/apache/spark/ml/feature/ColumnPruner.html "class in org.apache.spark.ml.feature")> read()  
    * #### load  
    public static [ColumnPruner](../../../../../org/apache/spark/ml/feature/ColumnPruner.html "class in org.apache.spark.ml.feature") load(String path)  
    * #### uid  
    public String uid()  
    An immutable unique ID for the object and its derivatives.  
    Specified by:  
    `[uid](../../../../../org/apache/spark/ml/util/Identifiable.html#uid--)` in interface `[Identifiable](../../../../../org/apache/spark/ml/util/Identifiable.html "interface in org.apache.spark.ml.util")`  
    Returns:  
    (undocumented)  
    * #### columnsToPrune  
    public scala.collection.immutable.Set<String> columnsToPrune()  
    * #### transform  
    public [Dataset](../../../../../org/apache/spark/sql/Dataset.html "class in org.apache.spark.sql")<[Row](../../../../../org/apache/spark/sql/Row.html "interface in org.apache.spark.sql")> transform([Dataset](../../../../../org/apache/spark/sql/Dataset.html "class in org.apache.spark.sql")<?> dataset)  
    Transforms the input dataset.  
    Specified by:  
    `[transform](../../../../../org/apache/spark/ml/Transformer.html#transform-org.apache.spark.sql.Dataset-)` in class `[Transformer](../../../../../org/apache/spark/ml/Transformer.html "class in org.apache.spark.ml")`  
    Parameters:  
    `dataset` \- (undocumented)  
    Returns:  
    (undocumented)  
    * #### transformSchema  
    public [StructType](../../../../../org/apache/spark/sql/types/StructType.html "class in org.apache.spark.sql.types") transformSchema([StructType](../../../../../org/apache/spark/sql/types/StructType.html "class in org.apache.spark.sql.types") schema)  
    Check transform validity and derive the output schema from the input schema.  
     We check validity for interactions between parameters during `transformSchema` and raise an exception if any parameter value is invalid. Parameter value checks which do not depend on other parameters are handled by `Param.validate()`.  
     Typical implementation should first conduct verification on schema change and parameter validity, including complex parameter interaction checks.  
    Specified by:  
    `[transformSchema](../../../../../org/apache/spark/ml/PipelineStage.html#transformSchema-org.apache.spark.sql.types.StructType-)` in class `[PipelineStage](../../../../../org/apache/spark/ml/PipelineStage.html "class in org.apache.spark.ml")`  
    Parameters:  
    `schema` \- (undocumented)  
    Returns:  
    (undocumented)  
    * #### copy  
    public [ColumnPruner](../../../../../org/apache/spark/ml/feature/ColumnPruner.html "class in org.apache.spark.ml.feature") copy([ParamMap](../../../../../org/apache/spark/ml/param/ParamMap.html "class in org.apache.spark.ml.param") extra)  
    Description copied from interface: `[Params](../../../../../org/apache/spark/ml/param/Params.html#copy-org.apache.spark.ml.param.ParamMap-)`  
    Creates a copy of this instance with the same UID and some extra params. Subclasses should implement this method and set the return type properly. See `defaultCopy()`.  
    Specified by:  
    `[copy](../../../../../org/apache/spark/ml/param/Params.html#copy-org.apache.spark.ml.param.ParamMap-)` in interface `[Params](../../../../../org/apache/spark/ml/param/Params.html "interface in org.apache.spark.ml.param")`  
    Specified by:  
    `[copy](../../../../../org/apache/spark/ml/Transformer.html#copy-org.apache.spark.ml.param.ParamMap-)` in class `[Transformer](../../../../../org/apache/spark/ml/Transformer.html "class in org.apache.spark.ml")`  
    Parameters:  
    `extra` \- (undocumented)  
    Returns:  
    (undocumented)  
    * #### write  
    public [MLWriter](../../../../../org/apache/spark/ml/util/MLWriter.html "class in org.apache.spark.ml.util") write()  
    Description copied from interface: `[MLWritable](../../../../../org/apache/spark/ml/util/MLWritable.html#write--)`  
    Returns an `MLWriter` instance for this ML instance.  
    Specified by:  
    `[write](../../../../../org/apache/spark/ml/util/MLWritable.html#write--)` in interface `[MLWritable](../../../../../org/apache/spark/ml/util/MLWritable.html "interface in org.apache.spark.ml.util")`  
    Returns:  
    (undocumented)