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package state

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  1. trait StateStore extends AnyRef

    Base trait for a versioned key-value store.

    Base trait for a versioned key-value store. Each instance of a StateStore represents a specific version of state data, and such instances are created through a StateStoreProvider.

  2. class StateStoreConf extends Serializable

    A class that contains configuration parameters for StateStores.

  3. class StateStoreCoordinatorRef extends AnyRef

    Reference to a StateStoreCoordinator that can be used to coordinate instances of StateStores across all the executors, and get their locations for job scheduling.

  4. trait StateStoreCustomMetric extends AnyRef

    Name and description of custom implementation-specific metrics that a state store may wish to expose.

  5. case class StateStoreCustomSizeMetric(name: String, desc: String) extends StateStoreCustomMetric with Product with Serializable
  6. case class StateStoreCustomSumMetric(name: String, desc: String) extends StateStoreCustomMetric with Product with Serializable
  7. case class StateStoreCustomTimingMetric(name: String, desc: String) extends StateStoreCustomMetric with Product with Serializable
  8. case class StateStoreId(checkpointRootLocation: String, operatorId: Long, partitionId: Int, storeName: String = StateStoreId.DEFAULT_STORE_NAME) extends Product with Serializable

    Unique identifier for a bunch of keyed state data.

    Unique identifier for a bunch of keyed state data.

    checkpointRootLocation

    Root directory where all the state data of a query is stored

    operatorId

    Unique id of a stateful operator

    partitionId

    Index of the partition of an operators state data

    storeName

    Optional, name of the store. Each partition can optionally use multiple state stores, but they have to be identified by distinct names.

  9. case class StateStoreMetrics(numKeys: Long, memoryUsedBytes: Long, customMetrics: Map[StateStoreCustomMetric, Long]) extends Product with Serializable

    Metrics reported by a state store

    Metrics reported by a state store

    numKeys

    Number of keys in the state store

    memoryUsedBytes

    Memory used by the state store

    customMetrics

    Custom implementation-specific metrics The metrics reported through this must have the same name as those reported by StateStoreProvider.customMetrics.

  10. implicit class StateStoreOps[T] extends AnyRef
  11. trait StateStoreProvider extends AnyRef

    Trait representing a provider that provide StateStore instances representing versions of state data.

    Trait representing a provider that provide StateStore instances representing versions of state data.

    The life cycle of a provider and its provide stores are as follows.

    - A StateStoreProvider is created in a executor for each unique StateStoreId when the first batch of a streaming query is executed on the executor. All subsequent batches reuse this provider instance until the query is stopped.

    - Every batch of streaming data request a specific version of the state data by invoking getStore(version) which returns an instance of StateStore through which the required version of the data can be accessed. It is the responsible of the provider to populate this store with context information like the schema of keys and values, etc.

    - After the streaming query is stopped, the created provider instances are lazily disposed off.

  12. case class StateStoreProviderId(storeId: StateStoreId, queryRunId: UUID) extends Product with Serializable

    Unique identifier for a provider, used to identify when providers can be reused.

    Unique identifier for a provider, used to identify when providers can be reused. Note that queryRunId is used uniquely identify a provider, so that the same provider instance is not reused across query restarts.

  13. class StateStoreRDD[T, U] extends RDD[U]

    An RDD that allows computations to be executed against StateStores.

    An RDD that allows computations to be executed against StateStores. It uses the StateStoreCoordinator to get the locations of loaded state stores and use that as the preferred locations.

  14. sealed trait StreamingAggregationStateManager extends Serializable

    Base trait for state manager purposed to be used from streaming aggregations.

  15. abstract class StreamingAggregationStateManagerBaseImpl extends StreamingAggregationStateManager
  16. class StreamingAggregationStateManagerImplV1 extends StreamingAggregationStateManagerBaseImpl

    The implementation of StreamingAggregationStateManager for state version 1.

    The implementation of StreamingAggregationStateManager for state version 1. In state version 1, the schema of key and value in state are follow:

    - key: Same as key expressions. - value: Same as input row attributes. The schema of value contains key expressions as well.

  17. class StreamingAggregationStateManagerImplV2 extends StreamingAggregationStateManagerBaseImpl

    The implementation of StreamingAggregationStateManager for state version 2.

    The implementation of StreamingAggregationStateManager for state version 2. In state version 2, the schema of key and value in state are follow:

    - key: Same as key expressions. - value: The diff between input row attributes and key expressions.

    The schema of value is changed to optimize the memory/space usage in state, via removing duplicated columns in key-value pair. Hence key columns are excluded from the schema of value.

  18. class SymmetricHashJoinStateManager extends Logging

    Helper class to manage state required by a single side of StreamingSymmetricHashJoinExec.

    Helper class to manage state required by a single side of StreamingSymmetricHashJoinExec. The interface of this class is basically that of a multi-map: - Get: Returns an iterator of multiple values for given key - Append: Append a new value to the given key - Remove Data by predicate: Drop any state using a predicate condition on keys or values

  19. class UnsafeRowPair extends AnyRef

    Mutable, and reusable class for representing a pair of UnsafeRows.

Value Members

  1. object FlatMapGroupsWithStateExecHelper
  2. object StateStore extends Logging

    Companion object to StateStore that provides helper methods to create and retrieve stores by their unique ids.

    Companion object to StateStore that provides helper methods to create and retrieve stores by their unique ids. In addition, when a SparkContext is active (i.e. SparkEnv.get is not null), it also runs a periodic background task to do maintenance on the loaded stores. For each store, it uses the StateStoreCoordinator to ensure whether the current loaded instance of the store is the active instance. Accordingly, it either keeps it loaded and performs maintenance, or unloads the store.

  3. object StateStoreConf extends Serializable
  4. object StateStoreCoordinatorRef extends Logging

    Helper object used to create reference to StateStoreCoordinator.

  5. object StateStoreId extends Serializable
  6. object StateStoreMetrics extends Serializable
  7. object StateStoreProvider
  8. object StateStoreProviderId extends Serializable
  9. object StreamingAggregationStateManager extends Logging with Serializable
  10. object SymmetricHashJoinStateManager

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