com.soundcloud.lsh

Lsh

class Lsh extends Joiner with Serializable

Lsh implementation as described in 'Randomized Algorithms and NLP: Using Locality Sensitive Hash Function for High Speed Noun Clustering' by Ravichandran et al. See original publication for a detailed description of the parameters.

See also

http://dl.acm.org/citation.cfm?id=1219917

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Instance Constructors

  1. new Lsh(minCosineSimilarity: Double, dimensions: Int, numNeighbours: Int, numPermutations: Int, partitions: Int = 200, storageLevel: StorageLevel = ...)

    minCosineSimilarity

    minimum similarity two items need to have otherwise they are discarded from the result set

    dimensions

    number of random vectors (hyperplanes) to generate bit vectors of length d

    numNeighbours

    beam factor e.g. how many neighbours are considered in the sliding window

    numPermutations

    number of times bitsets are permuted

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

    Definition Classes
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  6. final def asInstanceOf[T0]: T0

    Definition Classes
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  7. def clone(): AnyRef

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

  8. def createSlidingWindow(signatures: RDD[Signature], b: Int): RDD[Seq[Signature]]

    Creates a sliding window

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

    Definition Classes
    AnyRef

  10. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  11. def finalize(): Unit

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

  12. def findNeighbours(signatures: RDD[Seq[Signature]], minCosineSimilarity: Double): RDD[MatrixEntry]

  13. def generatePermutation(size: Int): Iterable[Int]

    Generates a random permutation of size n

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

    Definition Classes
    AnyRef → Any

  15. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  16. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

  17. def join(inputMatrix: IndexedRowMatrix): CoordinateMatrix

    Find the k nearest neighbors from a data set for every other object in the same data set.

    Find the k nearest neighbors from a data set for every other object in the same data set. Implementations may be either exact or approximate.

    returns

    a similarity matrix with MatrixEntry(itemA, itemB, similarity).

    Definition Classes
    Lsh → Joiner

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

    Definition Classes
    AnyRef

  19. def neighbours(signatures: Iterable[Signature], minCosineSimilarity: Double): Iterator[MatrixEntry]

    Generate all pairs and emit if cosine of pair > minCosineSimilarity

  20. final def notify(): Unit

    Definition Classes
    AnyRef

  21. final def notifyAll(): Unit

    Definition Classes
    AnyRef

  22. def orderByBitSet(signatures: RDD[Signature]): RDD[Signature]

    Orderes an RDD of signatures by their bit set representation

  23. def permuteBitSet(bitSet: BitSet, permutation: Iterable[Int], d: Int): BitSet

    Permutes a bit set representation of a vector by a given permutation

  24. def permuteBitSet(signatures: RDD[Signature], permutation: Iterable[Int], d: Int): RDD[Signature]

    Permutes a signatures by a given permutation

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

    Definition Classes
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  26. def toString(): String

    Definition Classes
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  27. final def wait(): Unit

    Definition Classes
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    @throws( ... )

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

    Definition Classes
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    @throws( ... )

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

    Definition Classes
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    @throws( ... )

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