object StateSpec extends Serializable
:: Experimental ::
Builder object for creating instances of org.apache.spark.streaming.StateSpec
that is used for specifying the parameters of the DStream transformation mapWithState
that is used for specifying the parameters of the DStream transformation
mapWithState
operation of a
pair DStream (Scala) or a
JavaPairDStream (Java).
Example in Scala:
// A mapping function that maintains an integer state and return a String def mappingFunction(key: String, value: Option[Int], state: State[Int]): Option[String] = { // Use state.exists(), state.get(), state.update() and state.remove() // to manage state, and return the necessary string } val spec = StateSpec.function(mappingFunction).numPartitions(10) val mapWithStateDStream = keyValueDStream.mapWithState[StateType, MappedType](spec)
Example in Java:
// A mapping function that maintains an integer state and return a string Function3<String, Optional<Integer>, State<Integer>, String> mappingFunction = new Function3<String, Optional<Integer>, State<Integer>, String>() { @Override public Optional<String> call(Optional<Integer> value, State<Integer> state) { // Use state.exists(), state.get(), state.update() and state.remove() // to manage state, and return the necessary string } }; JavaMapWithStateDStream<String, Integer, Integer, String> mapWithStateDStream = keyValueDStream.mapWithState(StateSpec.function(mappingFunc));
- Annotations
- @Experimental()
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- StateSpec.scala
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def
function[KeyType, ValueType, StateType, MappedType](mappingFunction: Function3[KeyType, Optional[ValueType], State[StateType], MappedType]): StateSpec[KeyType, ValueType, StateType, MappedType]
Create a StateSpec for setting all the specifications of the
mapWithState
operation on a JavaPairDStream.Create a StateSpec for setting all the specifications of the
mapWithState
operation on a JavaPairDStream.- ValueType
Class of the values
- StateType
Class of the states data
- MappedType
Class of the mapped data
- mappingFunction
The function applied on every data item to manage the associated state and generate the mapped data
-
def
function[KeyType, ValueType, StateType, MappedType](mappingFunction: Function4[Time, KeyType, Optional[ValueType], State[StateType], Optional[MappedType]]): StateSpec[KeyType, ValueType, StateType, MappedType]
Create a StateSpec for setting all the specifications of the
mapWithState
operation on a JavaPairDStream.Create a StateSpec for setting all the specifications of the
mapWithState
operation on a JavaPairDStream.- KeyType
Class of the keys
- ValueType
Class of the values
- StateType
Class of the states data
- MappedType
Class of the mapped data
- mappingFunction
The function applied on every data item to manage the associated state and generate the mapped data
-
def
function[KeyType, ValueType, StateType, MappedType](mappingFunction: (KeyType, Option[ValueType], State[StateType]) ⇒ MappedType): StateSpec[KeyType, ValueType, StateType, MappedType]
Create a StateSpec for setting all the specifications of the
mapWithState
operation on a pair DStream.Create a StateSpec for setting all the specifications of the
mapWithState
operation on a pair DStream.- ValueType
Class of the values
- StateType
Class of the states data
- MappedType
Class of the mapped data
- mappingFunction
The function applied on every data item to manage the associated state and generate the mapped data
-
def
function[KeyType, ValueType, StateType, MappedType](mappingFunction: (Time, KeyType, Option[ValueType], State[StateType]) ⇒ Option[MappedType]): StateSpec[KeyType, ValueType, StateType, MappedType]
Create a StateSpec for setting all the specifications of the
mapWithState
operation on a pair DStream.Create a StateSpec for setting all the specifications of the
mapWithState
operation on a pair DStream.- KeyType
Class of the keys
- ValueType
Class of the values
- StateType
Class of the states data
- MappedType
Class of the mapped data
- mappingFunction
The function applied on every data item to manage the associated state and generate the mapped data
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