Package org.apache.hadoop.util.bloom

Class BloomFilter

java.lang.Object

org.apache.hadoop.util.bloom.Filter

org.apache.hadoop.util.bloom.BloomFilter

All Implemented Interfaces:

Writable

Direct Known Subclasses:

RetouchedBloomFilter

@Public
@Stable
public class BloomFilter
extends org.apache.hadoop.util.bloom.Filter

Implements a Bloom filter, as defined by Bloom in 1970.

The Bloom filter is a data structure that was introduced in 1970 and that has been adopted by the networking research community in the past decade thanks to the bandwidth efficiencies that it offers for the transmission of set membership information between networked hosts. A sender encodes the information into a bit vector, the Bloom filter, that is more compact than a conventional representation. Computation and space costs for construction are linear in the number of elements. The receiver uses the filter to test whether various elements are members of the set. Though the filter will occasionally return a false positive, it will never return a false negative. When creating the filter, the sender can choose its desired point in a trade-off between the false positive rate and the size.

Originally created by European Commission One-Lab Project 034819.

See Also:

• The general behavior of a filter
• Space/Time Trade-Offs in Hash Coding with Allowable Errors

Field Summary

Fields inherited from class org.apache.hadoop.util.bloom.Filter

hash, hashType, nbHash, vectorSize

Constructor Summary

Constructors

Constructor	Description
BloomFilter()	Default constructor - use with readFields
BloomFilter(int vectorSize, int nbHash, int hashType)	Constructor

Method Summary

Modifier and Type	Method	Description
void	add(org.apache.hadoop.util.bloom.Key key)	Adds a key to this filter.
void	and(org.apache.hadoop.util.bloom.Filter filter)	Peforms a logical AND between this filter and a specified filter.
int	getVectorSize()
boolean	membershipTest(org.apache.hadoop.util.bloom.Key key)	Determines wether a specified key belongs to this filter.
void	not()	Performs a logical NOT on this filter.
void	or(org.apache.hadoop.util.bloom.Filter filter)	Peforms a logical OR between this filter and a specified filter.
void	readFields(DataInput in)	Deserialize the fields of this object from in.
String	toString()
void	write(DataOutput out)	Serialize the fields of this object to out.
void	xor(org.apache.hadoop.util.bloom.Filter filter)	Peforms a logical XOR between this filter and a specified filter.

Methods inherited from class org.apache.hadoop.util.bloom.Filter

add, add, add

Methods inherited from class java.lang.Object

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

Constructor Details

BloomFilter

public BloomFilter()

Default constructor - use with readFields

BloomFilter

public BloomFilter(int vectorSize,
 int nbHash,
 int hashType)

Constructor

Parameters:

vectorSize - The vector size of this filter.

nbHash - The number of hash function to consider.

hashType - type of the hashing function (see Hash).

Method Details

add

public void add(org.apache.hadoop.util.bloom.Key key)

Description copied from class: org.apache.hadoop.util.bloom.Filter

Adds a key to this filter.

Specified by:

add in class org.apache.hadoop.util.bloom.Filter

Parameters:

key - The key to add.

and

public void and(org.apache.hadoop.util.bloom.Filter filter)

Description copied from class: org.apache.hadoop.util.bloom.Filter

Peforms a logical AND between this filter and a specified filter.

Invariant: The result is assigned to this filter.

Specified by:

and in class org.apache.hadoop.util.bloom.Filter

Parameters:

filter - The filter to AND with.

membershipTest

public boolean membershipTest(org.apache.hadoop.util.bloom.Key key)

Description copied from class: org.apache.hadoop.util.bloom.Filter

Determines wether a specified key belongs to this filter.

Specified by:

membershipTest in class org.apache.hadoop.util.bloom.Filter

Parameters:

key - The key to test.

Returns:

boolean True if the specified key belongs to this filter. False otherwise.

not

public void not()

Description copied from class: org.apache.hadoop.util.bloom.Filter

Performs a logical NOT on this filter.

The result is assigned to this filter.

Specified by:

not in class org.apache.hadoop.util.bloom.Filter

or

public void or(org.apache.hadoop.util.bloom.Filter filter)

Description copied from class: org.apache.hadoop.util.bloom.Filter

Peforms a logical OR between this filter and a specified filter.

Invariant: The result is assigned to this filter.

Specified by:

or in class org.apache.hadoop.util.bloom.Filter

Parameters:

filter - The filter to OR with.

xor

public void xor(org.apache.hadoop.util.bloom.Filter filter)

Description copied from class: org.apache.hadoop.util.bloom.Filter

Peforms a logical XOR between this filter and a specified filter.

Invariant: The result is assigned to this filter.

Specified by:

xor in class org.apache.hadoop.util.bloom.Filter

Parameters:

filter - The filter to XOR with.

toString

public String toString()

Overrides:

toString in class Object

getVectorSize

public int getVectorSize()

Returns:

size of the the bloomfilter

write

public void write(DataOutput out)
           throws IOException

Description copied from interface: Writable

Serialize the fields of this object to out.

Specified by:

write in interface Writable

Overrides:

write in class org.apache.hadoop.util.bloom.Filter

Parameters:

out - DataOuput to serialize this object into.

Throws:

IOException - any other problem for write.

readFields

public void readFields(DataInput in)
                throws IOException

Description copied from interface: Writable

Deserialize the fields of this object from in.

For efficiency, implementations should attempt to re-use storage in the existing object where possible.

Specified by:

readFields in interface Writable

Overrides:

readFields in class org.apache.hadoop.util.bloom.Filter

Parameters:

in - DataInput to deseriablize this object from.

Throws:

IOException - any other problem for readFields.