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com.microsoft.ml.spark.lightgbm

LightGBMUtils

Related Doc: package lightgbm

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object LightGBMUtils

Helper utilities for LightGBM learners

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  6. def createDriverNodesThread(numTasks: Int, df: DataFrame, log: Logger, timeout: Double, barrierExecutionMode: Boolean, driverServerPort: Int): (String, Int, Future[Unit])

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    Opens a socket communications channel on the driver, starts a thread that waits for the host:port from the executors, and then sends back the information to the executors.

    Opens a socket communications channel on the driver, starts a thread that waits for the host:port from the executors, and then sends back the information to the executors.

    numTasks

    The total number of training tasks to wait for.

    returns

    The address and port of the driver socket.

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  10. def generateData(numRows: Int, rowsAsDoubleArray: Array[Array[Double]]): (SWIGTYPE_p_void, SWIGTYPE_p_double)

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  11. def generateDenseDataset(numRows: Int, rowsAsDoubleArray: Array[Array[Double]], referenceDataset: Option[LightGBMDataset], featureNamesOpt: Option[Array[String]], trainParams: TrainParams): LightGBMDataset

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  12. def generateSparseDataset(sparseRows: Array[SparseVector], referenceDataset: Option[LightGBMDataset], featureNamesOpt: Option[Array[String]], trainParams: TrainParams): LightGBMDataset

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    Generates a sparse dataset in CSR format.

    Generates a sparse dataset in CSR format.

    sparseRows

    The rows of sparse vector.

  13. def getBoosterPtrFromModelString(lgbModelString: String): SWIGTYPE_p_void

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  14. def getCategoricalIndexes(df: DataFrame, featuresCol: String, slotNames: Array[String], categoricalColumnIndexes: Array[Int], categoricalColumnSlotNames: Array[String]): Array[Int]

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  15. final def getClass(): Class[_]

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  16. def getFeaturizer(dataset: Dataset[_], labelColumn: String, featuresColumn: String, weightColumn: Option[String] = None, groupColumn: Option[String] = None, oneHotEncodeCategoricals: Boolean = true): PipelineModel

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  17. def getId(): Int

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    Returns an integer ID for the current node.

    Returns an integer ID for the current node.

    returns

    In cluster, returns the executor id. In local case, returns the task id.

  18. def hashCode(): Int

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  19. def initializeNativeLibrary(): Unit

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    Loads the native shared object binaries lib_lightgbm.so and lib_lightgbm_swig.so

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