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));
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- @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 mapWithStateoperation on a JavaPairDStream.Create a StateSpec for setting all the specifications of the mapWithStateoperation 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 mapWithStateoperation on a JavaPairDStream.Create a StateSpec for setting all the specifications of the mapWithStateoperation 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 mapWithStateoperation on a pair DStream.Create a StateSpec for setting all the specifications of the mapWithStateoperation 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 mapWithStateoperation on a pair DStream.Create a StateSpec for setting all the specifications of the mapWithStateoperation 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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