InputT
- type of input valuesOutputT
- type of output valuespublic static class Combine.Globally<InputT,OutputT> extends PTransform<PCollection<InputT>,PCollection<OutputT>>
Combine.Globally<InputT, OutputT>
takes a PCollection<InputT>
and returns a PCollection<OutputT>
whose elements are the result of
combining all the elements in each window of the input PCollection
,
using a specified CombineFn<InputT, AccumT, OutputT>
.
It is common for InputT == OutputT
, but not required. Common combining
functions include sums, mins, maxes, and averages of numbers,
conjunctions and disjunctions of booleans, statistical
aggregations, etc.
Example of use:
PCollection<Integer> pc = ...;
PCollection<Integer> sum = pc.apply(
Combine.globally(new Sum.SumIntegerFn()));
Combining can happen in parallel, with different subsets of the
input PCollection
being combined separately, and their
intermediate results combined further, in an arbitrary tree
reduction pattern, until a single result value is produced.
If the input PCollection
is windowed into GlobalWindows
,
a default value in the GlobalWindow
will be output if the input
PCollection
is empty. To use this with inputs with other windowing,
either withoutDefaults()
or asSingletonView()
must be called,
as the default value cannot be automatically assigned to any single window.
By default, the Coder
of the output PValue<OutputT>
is inferred from the concrete type of the
CombineFn<InputT, AccumT, OutputT>
's output type OutputT
.
See also Combine.perKey(org.apache.beam.sdk.transforms.SerializableFunction<java.lang.Iterable<V>, V>)
/Combine.PerKey
and
Combine.groupedValues(org.apache.beam.sdk.transforms.SerializableFunction<java.lang.Iterable<V>, V>)
/Combine.GroupedValues
, which
are useful for combining values associated with each key in
a PCollection
of KV
s.
name
Modifier and Type | Method and Description |
---|---|
Combine.GloballyAsSingletonView<InputT,OutputT> |
asSingletonView()
Returns a
PTransform that produces a PCollectionView
whose elements are the result of combining elements per-window in
the input PCollection . |
PCollection<OutputT> |
expand(PCollection<InputT> input)
Override this method to specify how this
PTransform should be expanded
on the given InputT . |
java.util.Map<TupleTag<?>,PValue> |
getAdditionalInputs()
Returns the side inputs of this
Combine , tagged with the tag of the
PCollectionView . |
CombineFnBase.GlobalCombineFn<? super InputT,?,OutputT> |
getFn()
Returns the
CombineFnBase.GlobalCombineFn used by this Combine operation. |
protected java.lang.String |
getKindString()
Returns the name to use by default for this
PTransform
(not including the names of any enclosing PTransform s). |
java.util.List<PCollectionView<?>> |
getSideInputs()
Returns the side inputs used by this Combine operation.
|
boolean |
isInsertDefault()
Returns whether or not this transformation applies a default value.
|
void |
populateDisplayData(DisplayData.Builder builder)
Register display data for the given transform or component.
|
Combine.Globally<InputT,OutputT> |
withFanout(int fanout)
Returns a
PTransform identical to this, but that uses an intermediate node
to combine parts of the data to reduce load on the final global combine step. |
Combine.Globally<InputT,OutputT> |
withoutDefaults()
Returns a
PTransform identical to this, but that does not attempt to
provide a default value in the case of empty input. |
Combine.Globally<InputT,OutputT> |
withSideInputs(java.lang.Iterable<? extends PCollectionView<?>> sideInputs)
Returns a
PTransform identical to this, but with the specified side inputs to use
in CombineWithContext.CombineFnWithContext . |
Combine.Globally<InputT,OutputT> |
withSideInputs(PCollectionView<?>... sideInputs)
Returns a
PTransform identical to this, but with the specified side inputs to use
in CombineWithContext.CombineFnWithContext . |
getDefaultOutputCoder, getDefaultOutputCoder, getDefaultOutputCoder, getName, toString, validate
protected java.lang.String getKindString()
PTransform
PTransform
(not including the names of any enclosing PTransform
s).
By default, returns the base name of this PTransform
's class.
The caller is responsible for ensuring that names of applied
PTransform
s are unique, e.g., by adding a uniquifying
suffix when needed.
getKindString
in class PTransform<PCollection<InputT>,PCollection<OutputT>>
public Combine.GloballyAsSingletonView<InputT,OutputT> asSingletonView()
PTransform
that produces a PCollectionView
whose elements are the result of combining elements per-window in
the input PCollection
. If a value is requested from the view
for a window that is not present, the result of applying the CombineFn
to an empty input set will be returned.public Combine.Globally<InputT,OutputT> withoutDefaults()
PTransform
identical to this, but that does not attempt to
provide a default value in the case of empty input. Required when the input
is not globally windowed and the output is not being used as a side input.public Combine.Globally<InputT,OutputT> withFanout(int fanout)
PTransform
identical to this, but that uses an intermediate node
to combine parts of the data to reduce load on the final global combine step.
The fanout
parameter determines the number of intermediate keys
that will be used.
public Combine.Globally<InputT,OutputT> withSideInputs(PCollectionView<?>... sideInputs)
PTransform
identical to this, but with the specified side inputs to use
in CombineWithContext.CombineFnWithContext
.public Combine.Globally<InputT,OutputT> withSideInputs(java.lang.Iterable<? extends PCollectionView<?>> sideInputs)
PTransform
identical to this, but with the specified side inputs to use
in CombineWithContext.CombineFnWithContext
.public CombineFnBase.GlobalCombineFn<? super InputT,?,OutputT> getFn()
CombineFnBase.GlobalCombineFn
used by this Combine operation.public java.util.List<PCollectionView<?>> getSideInputs()
public java.util.Map<TupleTag<?>,PValue> getAdditionalInputs()
Combine
, tagged with the tag of the
PCollectionView
. The values of the returned map will be equal to the result of
getSideInputs()
.getAdditionalInputs
in class PTransform<PCollection<InputT>,PCollection<OutputT>>
public boolean isInsertDefault()
public PCollection<OutputT> expand(PCollection<InputT> input)
PTransform
PTransform
should be expanded
on the given InputT
.
NOTE: This method should not be called directly. Instead apply the
PTransform
should be applied to the InputT
using the apply
method.
Composite transforms, which are defined in terms of other transforms, should return the output of one of the composed transforms. Non-composite transforms, which do not apply any transforms internally, should return a new unbound output and register evaluators (via backend-specific registration methods).
expand
in class PTransform<PCollection<InputT>,PCollection<OutputT>>
public void populateDisplayData(DisplayData.Builder builder)
PTransform
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.
populateDisplayData
in interface HasDisplayData
populateDisplayData
in class PTransform<PCollection<InputT>,PCollection<OutputT>>
builder
- The builder to populate with display data.HasDisplayData