org.apache.beam.sdk.extensions.sketching

Class ApproximateDistinct.ApproximateDistinctFn<InputT>

java.lang.Object

org.apache.beam.sdk.transforms.Combine.CombineFn<InputT,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus>

org.apache.beam.sdk.extensions.sketching.ApproximateDistinct.ApproximateDistinctFn<InputT>

Type Parameters:

InputT - the type of the elements in the input PCollection

All Implemented Interfaces:

java.io.Serializable, CombineFnBase.GlobalCombineFn<InputT,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus>, HasDisplayData

Enclosing class:

ApproximateDistinct

public static class ApproximateDistinct.ApproximateDistinctFn<InputT>
extends Combine.CombineFn<InputT,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus>

Implements the Combine.CombineFn of ApproximateDistinct transforms.

See Also:

Serialized Form

Method Summary

Modifier and Type	Method and Description
com.clearspring.analytics.stream.cardinality.HyperLogLogPlus	addInput(com.clearspring.analytics.stream.cardinality.HyperLogLogPlus acc, InputT record) Adds the given input value to the given accumulator, returning the new accumulator value.
static <InputT> ApproximateDistinct.ApproximateDistinctFn<InputT>	create(Coder<InputT> coder) Returns an ApproximateDistinct.ApproximateDistinctFn combiner with the given input coder.
com.clearspring.analytics.stream.cardinality.HyperLogLogPlus	createAccumulator() Returns a new, mutable accumulator value, representing the accumulation of zero input values.
com.clearspring.analytics.stream.cardinality.HyperLogLogPlus	extractOutput(com.clearspring.analytics.stream.cardinality.HyperLogLogPlus accumulator) Output the whole structure so it can be queried, reused or stored easily.
java.lang.reflect.TypeVariable<?>	getAccumTVariable() Returns the TypeVariable of AccumT.
Coder<AccumT>	getAccumulatorCoder(CoderRegistry registry, Coder<InputT> inputCoder) Returns the Coder to use for accumulator AccumT values, or null if it is not able to be inferred.
Coder<OutputT>	getDefaultOutputCoder(CoderRegistry registry, Coder<InputT> inputCoder) Returns the Coder to use by default for output OutputT values, or null if it is not able to be inferred.
java.lang.String	getIncompatibleGlobalWindowErrorMessage() Returns the error message for not supported default values in Combine.globally().
java.lang.reflect.TypeVariable<?>	getInputTVariable() Returns the TypeVariable of InputT.
java.lang.reflect.TypeVariable<?>	getOutputTVariable() Returns the TypeVariable of OutputT.
com.clearspring.analytics.stream.cardinality.HyperLogLogPlus	mergeAccumulators(java.lang.Iterable<com.clearspring.analytics.stream.cardinality.HyperLogLogPlus> accumulators) Returns an accumulator representing the accumulation of all the input values accumulated in the merging accumulators.
void	populateDisplayData(DisplayData.Builder builder) Register display data for the given transform or component.
ApproximateDistinct.ApproximateDistinctFn<InputT>	withPrecision(int p) Returns an ApproximateDistinct.ApproximateDistinctFn combiner with a new precision p.
ApproximateDistinct.ApproximateDistinctFn<InputT>	withSparseRepresentation(int sp) Returns an ApproximateDistinct.ApproximateDistinctFn combiner with a new sparse representation's precision sp.

Methods inherited from class org.apache.beam.sdk.transforms.Combine.CombineFn

apply, compact, defaultValue, getOutputType

Methods inherited from class java.lang.Object

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

Method Detail

create

public static <InputT> ApproximateDistinct.ApproximateDistinctFn<InputT> create(Coder<InputT> coder)

Returns an ApproximateDistinct.ApproximateDistinctFn combiner with the given input coder.

Parameters:

coder - the coder that encodes the elements' type

withPrecision

public ApproximateDistinct.ApproximateDistinctFn<InputT> withPrecision(int p)

Returns an ApproximateDistinct.ApproximateDistinctFn combiner with a new precision p.

Keep in mind that p cannot be lower than 4, because the estimation would be too inaccurate.

See ApproximateDistinct.precisionForRelativeError(double) and ApproximateDistinct.relativeErrorForPrecision(int) to have more information about the relationship between precision and relative error.

Parameters:

p - the precision value for the normal representation

withSparseRepresentation

public ApproximateDistinct.ApproximateDistinctFn<InputT> withSparseRepresentation(int sp)

Returns an ApproximateDistinct.ApproximateDistinctFn combiner with a new sparse representation's precision sp.

Values above 32 are not yet supported by the AddThis version of HyperLogLog+.

Fore more information about the sparse representation, read Google's paper available here.

Parameters:

sp - the precision of HyperLogLog+' sparse representation

createAccumulator

public com.clearspring.analytics.stream.cardinality.HyperLogLogPlus createAccumulator()

Description copied from class: Combine.CombineFn

Returns a new, mutable accumulator value, representing the accumulation of zero input values.

Specified by:

createAccumulator in class Combine.CombineFn<InputT,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus>

addInput

public com.clearspring.analytics.stream.cardinality.HyperLogLogPlus addInput(com.clearspring.analytics.stream.cardinality.HyperLogLogPlus acc,
                                                                             InputT record)

Description copied from class: Combine.CombineFn

Adds the given input value to the given accumulator, returning the new accumulator value.

For efficiency, the input accumulator may be modified and returned.

Specified by:

addInput in class Combine.CombineFn<InputT,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus>

extractOutput

public com.clearspring.analytics.stream.cardinality.HyperLogLogPlus extractOutput(com.clearspring.analytics.stream.cardinality.HyperLogLogPlus accumulator)

Output the whole structure so it can be queried, reused or stored easily.

Specified by:

extractOutput in class Combine.CombineFn<InputT,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus>

mergeAccumulators

public com.clearspring.analytics.stream.cardinality.HyperLogLogPlus mergeAccumulators(java.lang.Iterable<com.clearspring.analytics.stream.cardinality.HyperLogLogPlus> accumulators)

Description copied from class: Combine.CombineFn

Returns an accumulator representing the accumulation of all the input values accumulated in the merging accumulators.

May modify any of the argument accumulators. May return a fresh accumulator, or may return one of the (modified) argument accumulators.

Specified by:

mergeAccumulators in class Combine.CombineFn<InputT,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus,com.clearspring.analytics.stream.cardinality.HyperLogLogPlus>

populateDisplayData

public void populateDisplayData(DisplayData.Builder builder)

Register display data for the given transform or component.

populateDisplayData(DisplayData.Builder) is invoked by Pipeline runners to collect display data via DisplayData.from(HasDisplayData). Implementations may call super.populateDisplayData(builder) in order to register display data in the current namespace, but should otherwise use subcomponent.populateDisplayData(builder) to use the namespace of the subcomponent.

By default, does not register any display data. Implementors may override this method to provide their own display data.

Specified by:

populateDisplayData in interface HasDisplayData

Parameters:

builder - The builder to populate with display data.

See Also:

HasDisplayData

getAccumulatorCoder

public Coder<AccumT> getAccumulatorCoder(CoderRegistry registry,
                                         Coder<InputT> inputCoder)
                                  throws CannotProvideCoderException

Description copied from interface: CombineFnBase.GlobalCombineFn

Returns the Coder to use for accumulator AccumT values, or null if it is not able to be inferred.

By default, uses the knowledge of the Coder being used for InputT values and the enclosing Pipeline's CoderRegistry to try to infer the Coder for AccumT values.

This is the Coder used to send data through a communication-intensive shuffle step, so a compact and efficient representation may have significant performance benefits.

Specified by:

getAccumulatorCoder in interface CombineFnBase.GlobalCombineFn<InputT,AccumT,OutputT>

Throws:

CannotProvideCoderException

getDefaultOutputCoder

public Coder<OutputT> getDefaultOutputCoder(CoderRegistry registry,
                                            Coder<InputT> inputCoder)
                                     throws CannotProvideCoderException

Description copied from interface: CombineFnBase.GlobalCombineFn

Returns the Coder to use by default for output OutputT values, or null if it is not able to be inferred.

By default, uses the knowledge of the Coder being used for input InputT values and the enclosing Pipeline's CoderRegistry to try to infer the Coder for OutputT values.

Specified by:

getDefaultOutputCoder in interface CombineFnBase.GlobalCombineFn<InputT,AccumT,OutputT>

Throws:

CannotProvideCoderException

getIncompatibleGlobalWindowErrorMessage

public java.lang.String getIncompatibleGlobalWindowErrorMessage()

Description copied from interface: CombineFnBase.GlobalCombineFn

Returns the error message for not supported default values in Combine.globally().

Specified by:

getIncompatibleGlobalWindowErrorMessage in interface CombineFnBase.GlobalCombineFn<InputT,AccumT,OutputT>

getInputTVariable

public java.lang.reflect.TypeVariable<?> getInputTVariable()

Returns the TypeVariable of InputT.

getAccumTVariable

public java.lang.reflect.TypeVariable<?> getAccumTVariable()

Returns the TypeVariable of AccumT.

getOutputTVariable

public java.lang.reflect.TypeVariable<?> getOutputTVariable()

Returns the TypeVariable of OutputT.