keystoneml.nodes.learning

BlockKernelMatrix

class BlockKernelMatrix[T] extends KernelMatrix

Column-wise block implementation of a kernel matrix. This class uses a kernel transformer to lazily populate the column blocks and caches them optionally

Linear Supertypes
KernelMatrix, AnyRef, Any
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  1. BlockKernelMatrix
  2. KernelMatrix
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Instance Constructors

  1. new BlockKernelMatrix(kernelGen: KernelTransformer[T], data: RDD[T], cacheKernel: Boolean)(implicit arg0: ClassTag[T])

Value Members

  1. final def !=(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

  2. final def !=(arg0: Any): Boolean

    Definition Classes
    Any

  3. final def ##(): Int

    Definition Classes
    AnyRef → Any

  4. final def ==(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

  5. final def ==(arg0: Any): Boolean

    Definition Classes
    Any

  6. def apply(colIdxs: Seq[Int]): RDD[DenseMatrix[Double]]

    Extract specified columns from the kernel matrix.

    Extract specified columns from the kernel matrix. NOTE: This returns a *cached* RDD and unpersist should be called at the end of a block.

    colIdxs

    the column indexes to extract

    returns

    A sub-matrix of size n x idxs.size as an RDD.

    Definition Classes
    BlockKernelMatrix → KernelMatrix

  7. final def asInstanceOf[T0]: T0

    Definition Classes
    Any

  8. val cacheKernel: Boolean

  9. def clone(): AnyRef

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  10. val colBlockCache: HashMap[Seq[Int], RDD[DenseMatrix[Double]]]

  11. val data: RDD[T]

  12. def diagBlock(idxs: Seq[Int]): DenseMatrix[Double]

    Extract a diagonal block from the kernel matrix.

    Extract a diagonal block from the kernel matrix.

    idxs

    the column, row indexes to extract

    returns

    A local matrix of size idxs.size x idxs.size

    Definition Classes
    BlockKernelMatrix → KernelMatrix

  13. val diagBlockCache: HashMap[Seq[Int], DenseMatrix[Double]]

  14. final def eq(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

  15. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  16. def finalize(): Unit

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

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

    Definition Classes
    AnyRef → Any

  18. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  19. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

  20. val kernelGen: KernelTransformer[T]

  21. final def ne(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

  22. final def notify(): Unit

    Definition Classes
    AnyRef

  23. final def notifyAll(): Unit

    Definition Classes
    AnyRef

  24. final def synchronized[T0](arg0: ⇒ T0): T0

    Definition Classes
    AnyRef

  25. def toString(): String

    Definition Classes
    AnyRef → Any

  26. def unpersist(colIdxs: Seq[Int]): Unit

    Clean up resources associated with a kernel block.

    Clean up resources associated with a kernel block.

    colIdxs

    column indexes corresponding to the block.

    Definition Classes
    BlockKernelMatrix → KernelMatrix

  27. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  28. final def wait(arg0: Long, arg1: Int): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  29. final def wait(arg0: Long): Unit

    Definition Classes
    AnyRef
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    @throws( ... )

Inherited from KernelMatrix

Inherited from AnyRef

Inherited from Any

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