• The Internals of Spark Structured Streaming
  • Introduction
  • Spark Structured Streaming and Streaming Queries
    • Batch Processing Time
  • Internals of Streaming Queries
  • Streaming Join
  • Streaming Join
  • StateStoreAwareZipPartitionsRDD
  • SymmetricHashJoinStateManager
    • StateStoreHandler
    • KeyToNumValuesStore
    • KeyWithIndexToValueStore
  • OneSideHashJoiner
  • JoinStateWatermarkPredicates
    • JoinStateWatermarkPredicate
  • StateStoreAwareZipPartitionsHelper
  • StreamingSymmetricHashJoinHelper
  • StreamingJoinHelper
  • Extending Structured Streaming with New Data Sources
  • Extending Structured Streaming with New Data Sources
  • BaseStreamingSource
  • BaseStreamingSink
  • StreamWriteSupport
  • StreamWriter
  • DataSource
  • Demos
  • Demos
  • Internals of FlatMapGroupsWithStateExec Physical Operator
  • Arbitrary Stateful Streaming Aggregation with KeyValueGroupedDataset.flatMapGroupsWithState Operator
  • Exploring Checkpointed State
  • Streaming Watermark with Aggregation in Append Output Mode
  • Streaming Query for Running Counts (Socket Source and Complete Output Mode)
  • Streaming Aggregation with Kafka Data Source
  • groupByKey Streaming Aggregation in Update Mode
  • StateStoreSaveExec with Complete Output Mode
  • StateStoreSaveExec with Update Output Mode
  • Developing Custom Streaming Sink (and Monitoring SQL Queries in web UI)
  • current_timestamp Function For Processing Time in Streaming Queries
  • Using StreamingQueryManager for Query Termination Management
  • Streaming Aggregation
  • Streaming Aggregation
  • StateStoreRDD
    • StateStoreOps
  • StreamingAggregationStateManager
    • StreamingAggregationStateManagerBaseImpl
    • StreamingAggregationStateManagerImplV1
    • StreamingAggregationStateManagerImplV2
  • Stateful Stream Processing
  • Stateful Stream Processing
  • Streaming Watermark
  • Streaming Deduplication
  • Streaming Limit
  • StateStore
    • StateStoreId
    • HDFSBackedStateStore
  • StateStoreProvider
    • StateStoreProviderId
    • HDFSBackedStateStoreProvider
  • StateStoreCoordinator
    • StateStoreCoordinatorRef
  • WatermarkSupport
  • StatefulOperator
    • StateStoreReader
    • StateStoreWriter
  • StatefulOperatorStateInfo
  • StateStoreMetrics
  • StateStoreCustomMetric
  • StateStoreUpdater
  • EventTimeStatsAccum
  • StateStoreConf
  • Arbitrary Stateful Streaming Aggregation
  • Arbitrary Stateful Streaming Aggregation
  • GroupState
    • GroupStateImpl
  • GroupStateTimeout
  • StateManager
    • StateManagerImplV2
    • StateManagerImplBase
    • StateManagerImplV1
  • FlatMapGroupsWithStateExecHelper Helper Class
  • InputProcessor Helper Class of FlatMapGroupsWithStateExec Physical Operator
  • Developing Streaming Applications
  • DataStreamReader
  • DataStreamWriter
    • OutputMode
    • Trigger
  • StreamingQuery
  • Streaming Operators
    • dropDuplicates Operator
    • explain Operator
    • groupBy Operator
    • groupByKey Operator
    • withWatermark Operator
  • window Function
  • KeyValueGroupedDataset
    • mapGroupsWithState Operator
    • flatMapGroupsWithState Operator
  • StreamingQueryManager
  • SQLConf
  • Configuration Properties
  • Monitoring of Streaming Query Execution
  • StreamingQueryListener
  • ProgressReporter
  • StreamingQueryProgress
    • ExecutionStats
    • SourceProgress
    • SinkProgress
  • StreamingQueryStatus
  • MetricsReporter
  • Web UI
  • Logging
  • File-Based Data Source
  • FileStreamSource
  • FileStreamSink
  • FileStreamSinkLog
  • SinkFileStatus
  • ManifestFileCommitProtocol
  • MetadataLogFileIndex
  • Kafka Data Source
  • Kafka Data Source
  • KafkaSourceProvider
  • KafkaSource
  • KafkaRelation
  • KafkaSourceRDD
  • CachedKafkaConsumer
  • KafkaSourceOffset
  • KafkaOffsetReader
  • ConsumerStrategy
  • KafkaSink
  • KafkaOffsetRangeLimit
  • KafkaDataConsumer
  • KafkaMicroBatchReader
    • KafkaOffsetRangeCalculator
    • KafkaMicroBatchInputPartition
    • KafkaMicroBatchInputPartitionReader
    • KafkaSourceInitialOffsetWriter
  • KafkaContinuousReader
    • KafkaContinuousInputPartition
  • Text Socket Data Source
  • TextSocketSourceProvider
  • TextSocketSource
  • Rate Data Source
  • RateSourceProvider
  • RateStreamSource
  • RateStreamMicroBatchReader
  • Console Data Sink
  • ConsoleSinkProvider
  • ConsoleWriter
  • Foreach Data Sink
  • ForeachWriterProvider
  • ForeachWriter
  • ForeachSink
  • ForeachBatch Data Sink
  • ForeachBatchSink
  • Memory Data Source
  • Memory Data Source
  • MemoryStream
  • ContinuousMemoryStream
  • MemorySink
  • MemorySinkV2
    • MemoryStreamWriter
  • MemoryStreamBase
  • MemorySinkBase
  • Offsets and Metadata Checkpointing (Fault-Tolerance and Reliability)
  • Offsets and Metadata Checkpointing
  • MetadataLog
  • HDFSMetadataLog
  • CommitLog
    • CommitMetadata
  • OffsetSeqLog
    • OffsetSeq
  • CompactibleFileStreamLog
    • FileStreamSourceLog
  • OffsetSeqMetadata
  • CheckpointFileManager
    • FileContextBasedCheckpointFileManager
    • FileSystemBasedCheckpointFileManager
  • Offset
  • StreamProgress
  • Micro-Batch Stream Processing (Structured Streaming V1)
  • Micro-Batch Stream Processing
  • MicroBatchExecution
    • MicroBatchWriter
  • MicroBatchReadSupport
    • MicroBatchReader
  • WatermarkTracker
  • Source
    • StreamSourceProvider
  • Sink
    • StreamSinkProvider
  • Continuous Stream Processing (Structured Streaming V2)
  • Continuous Stream Processing
  • ContinuousExecution
  • ContinuousReadSupport Contract
  • ContinuousReader Contract
  • RateStreamContinuousReader
  • EpochCoordinator RPC Endpoint
    • EpochCoordinatorRef
    • EpochTracker
  • ContinuousQueuedDataReader
    • DataReaderThread
    • EpochMarkerGenerator
  • PartitionOffset
  • ContinuousExecutionRelation Leaf Logical Operator
  • WriteToContinuousDataSource Unary Logical Operator
  • WriteToContinuousDataSourceExec Unary Physical Operator
    • ContinuousWriteRDD
  • ContinuousDataSourceRDD
  • Query Planning and Execution
  • StreamExecution
    • StreamingQueryWrapper
  • TriggerExecutor
  • IncrementalExecution
  • StreamingQueryListenerBus
  • StreamMetadata
  • Logical Operators
  • EventTimeWatermark Unary Logical Operator
  • FlatMapGroupsWithState Unary Logical Operator
  • Deduplicate Unary Logical Operator
  • MemoryPlan Logical Query Plan
  • StreamingRelation Leaf Logical Operator for Streaming Source
  • StreamingRelationV2 Leaf Logical Operator
  • StreamingExecutionRelation Leaf Logical Operator for Streaming Source At Execution
  • Physical Operators
  • EventTimeWatermarkExec
  • FlatMapGroupsWithStateExec
  • StateStoreRestoreExec
  • StateStoreSaveExec
  • StreamingDeduplicateExec
  • StreamingGlobalLimitExec
  • StreamingRelationExec
  • StreamingSymmetricHashJoinExec
  • Execution Planning Strategies
  • FlatMapGroupsWithStateStrategy
  • StatefulAggregationStrategy
  • StreamingDeduplicationStrategy
  • StreamingGlobalLimitStrategy
  • StreamingJoinStrategy
  • StreamingRelationStrategy
  • Varia
  • UnsupportedOperationChecker
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Demos

Demos

  1. Demo: Internals of FlatMapGroupsWithStateExec Physical Operator

  2. Demo: Exploring Checkpointed State

  3. Demo: Streaming Watermark with Aggregation in Append Output Mode

  4. Demo: Streaming Query for Running Counts (Socket Source and Complete Output Mode)

  5. Demo: Streaming Aggregation with Kafka Data Source

  6. Demo: groupByKey Streaming Aggregation in Update Mode

  7. Demo: StateStoreSaveExec with Complete Output Mode

  8. Demo: StateStoreSaveExec with Update Output Mode

  9. Developing Custom Streaming Sink (and Monitoring SQL Queries in web UI)

  10. current_timestamp Function For Processing Time in Streaming Queries

  11. Using StreamingQueryManager for Query Termination Management

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