org.apache.lucene.codecs.bloom

## Class FuzzySet

- java.lang.Object
- - org.apache.lucene.codecs.bloom.FuzzySet

- All Implemented Interfaces:
    Accountable

      public class FuzzySet
      extends Object
      implements Accountable

  A class used to represent a set of many, potentially large, values (e.g. many long strings such as URLs), using a significantly smaller amount of memory.

  The set is "lossy" in that it cannot definitively state that is does contain a value but it can definitively say if a value is not in the set. It can therefore be used as a Bloom Filter.

  Another application of the set is that it can be used to perform fuzzy counting because it can estimate reasonably accurately how many unique values are contained in the set.

  This class is NOT threadsafe.

  Internally a Bitset is used to record values and once a client has finished recording a stream of values the `downsize(float)` method can be used to create a suitably smaller set that is sized appropriately for the number of values recorded and desired saturation levels.

  WARNING: This API is experimental and might change in incompatible ways in the next release.

- - ### Nested Class Summary

    Nested Classes
    Modifier and Type | Class and Description
    --- | ---
    `static class` | `FuzzySet.ContainsResult` Result from `contains(BytesRef)`: can never return definitively YES (always MAYBE), but can sometimes definitely return NO.

  - ### Field Summary

    Fields
    Modifier and Type | Field and Description
    --- | ---
    `static int` | `VERSION_CURRENT`
    `static int` | `VERSION_SPI`
    `static int` | `VERSION_START`

  - ### Method Summary

    All Methods Static Methods Instance Methods Concrete Methods
    Modifier and Type | Method and Description
    --- | ---
    `void` | `addValue(BytesRef value)` Records a value in the set.
    `FuzzySet.ContainsResult` | `contains(BytesRef value)` The main method required for a Bloom filter which, given a value determines set membership.
    `static FuzzySet` | `createSetBasedOnMaxMemory(int maxNumBytes)`
    `static FuzzySet` | `createSetBasedOnQuality(int maxNumUniqueValues, float desiredMaxSaturation)`
    `static FuzzySet` | `deserialize(DataInput in)`
    `FuzzySet` | `downsize(float targetMaxSaturation)`
    `static int` | `getEstimatedNumberUniqueValuesAllowingForCollisions(int setSize, int numRecordedBits)`
    `int` | `getEstimatedUniqueValues()`
    `static int` | `getNearestSetSize(int maxNumberOfBits)` Rounds down required maxNumberOfBits to the nearest number that is made up of all ones as a binary number.
    `static int` | `getNearestSetSize(int maxNumberOfValuesExpected, float desiredSaturation)` Use this method to choose a set size where accuracy (low content saturation) is more important than deciding how much memory to throw at the problem.
    `float` | `getSaturation()`
    `static HashFunction` | `hashFunctionForVersion(int version)`
    `long` | `ramBytesUsed()`
    `void` | `serialize(DataOutput out)` Serializes the data set to file using the following format: FuzzySet -->FuzzySetVersion,HashFunctionName,BloomSize, NumBitSetWords,BitSetWordNumBitSetWords HashFunctionName --> `String` The name of a ServiceProvider registered `HashFunction` FuzzySetVersion --> `Uint32` The version number of the `FuzzySet` class BloomSize --> `Uint32` The modulo value used to project hashes into the field's Bitset NumBitSetWords --> `Uint32` The number of longs (as returned from `FixedBitSet.getBits()`) BitSetWord --> `Long` A long from the array returned by `FixedBitSet.getBits()`
    `String` | `toString()`

    - ### Methods inherited from class java.lang.Object

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

    - ### Methods inherited from interface org.apache.lucene.util.Accountable

      `getChildResources`

- - ### Field Detail

    - #### VERSION_SPI

          public static final int VERSION_SPI

      See Also:
        Constant Field Values

    - #### VERSION_START

          public static final int VERSION_START

      See Also:
        Constant Field Values

    - #### VERSION_CURRENT

          public static final int VERSION_CURRENT

      See Also:
        Constant Field Values

  - ### Method Detail

    - #### hashFunctionForVersion

          public static HashFunction hashFunctionForVersion(int version)

    - #### getNearestSetSize

          public static int getNearestSetSize(int maxNumberOfBits)

      Rounds down required maxNumberOfBits to the nearest number that is made up of all ones as a binary number. Use this method where controlling memory use is paramount.

    - #### getNearestSetSize

          public static int getNearestSetSize(int maxNumberOfValuesExpected,
                                              float desiredSaturation)

      Use this method to choose a set size where accuracy (low content saturation) is more important than deciding how much memory to throw at the problem.
      Parameters:
        `desiredSaturation` - A number between 0 and 1 expressing the % of bits set once all values have been recorded
      Returns:
        The size of the set nearest to the required size

    - #### createSetBasedOnMaxMemory

          public static FuzzySet createSetBasedOnMaxMemory(int maxNumBytes)

    - #### createSetBasedOnQuality

          public static FuzzySet createSetBasedOnQuality(int maxNumUniqueValues,
                                                         float desiredMaxSaturation)

    - #### contains

          public FuzzySet.ContainsResult contains(BytesRef value)

      The main method required for a Bloom filter which, given a value determines set membership. Unlike a conventional set, the fuzzy set returns NO or MAYBE rather than true or false.
      Returns:
        NO or MAYBE

    - #### serialize

          public void serialize(DataOutput out)
                         throws IOException

      Serializes the data set to file using the following format:
      - FuzzySet -->FuzzySetVersion,HashFunctionName,BloomSize, NumBitSetWords,BitSetWordNumBitSetWords
      - HashFunctionName --> `String` The name of a ServiceProvider registered `HashFunction`
      - FuzzySetVersion --> `Uint32` The version number of the `FuzzySet` class
      - BloomSize --> `Uint32` The modulo value used to project hashes into the field's Bitset
      - NumBitSetWords --> `Uint32` The number of longs (as returned from `FixedBitSet.getBits()`)
      - BitSetWord --> `Long` A long from the array returned by `FixedBitSet.getBits()`
      Parameters:
        `out` - Data output stream
      Throws:
        `IOException` - If there is a low-level I/O error

    - #### deserialize

          public static FuzzySet deserialize(DataInput in)
                                      throws IOException

      Throws:
        `IOException`

    - #### addValue

          public void addValue(BytesRef value)
                        throws IOException

      Records a value in the set. The referenced bytes are hashed and then modulo n'd where n is the chosen size of the internal bitset.
      Parameters:
        `value` - the key value to be hashed
      Throws:
        `IOException` - If there is a low-level I/O error

    - #### downsize

          public FuzzySet downsize(float targetMaxSaturation)

      Parameters:
        `targetMaxSaturation` - A number between 0 and 1 describing the % of bits that would ideally be set in the result. Lower values have better accuracy but require more space.
      Returns:
        a smaller FuzzySet or null if the current set is already over-saturated

    - #### getEstimatedUniqueValues

          public int getEstimatedUniqueValues()

    - #### getEstimatedNumberUniqueValuesAllowingForCollisions

          public static int getEstimatedNumberUniqueValuesAllowingForCollisions(int setSize,
                                                                                int numRecordedBits)

    - #### getSaturation

          public float getSaturation()

    - #### ramBytesUsed

          public long ramBytesUsed()

      Specified by:
        `ramBytesUsed` in interface `Accountable`

    - #### toString

          public String toString()

      Overrides:
        `toString` in class `Object`

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