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spark-sql-streaming-StreamingExecutionRelation.adoc

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StreamingExecutionRelation Leaf Logical Operator for Streaming Source At Execution

StreamingExecutionRelation is a leaf logical operator (i.e. LogicalPlan) that represents a streaming source in the logical query plan of a streaming Dataset.

The main use of StreamingExecutionRelation logical operator is to be a "placeholder" in a logical query plan that will be replaced with the real relation (with new data that has arrived since the last batch) or an empty LocalRelation when StreamExecution runs a single streaming batch.

StreamingExecutionRelation is created for a StreamingRelation in analyzed logical query plan (that is the execution representation of a streaming Dataset).

Note

Right after StreamExecution has started running streaming batches it initializes the streaming sources by transforming the analyzed logical plan of the streaming Dataset so that every StreamingRelation logical operator is replaced by the corresponding StreamingExecutionRelation.

StreamingExecutionRelation
Figure 1. StreamingExecutionRelation Represents Streaming Source At Execution
Note
StreamingExecutionRelation is also resolved (aka planned) to a StreamingRelationExec physical operator in StreamingRelationStrategy execution planning strategy only when explaining a streaming Dataset.

Creating StreamingExecutionRelation Instance

StreamingExecutionRelation takes the following when created:

Creating StreamingExecutionRelation (for MemoryStream Source) — apply Factory Method

apply(source: Source): StreamingExecutionRelation

apply creates a StreamingExecutionRelation for the input source and with the attributes of the schema of the source.

Note
apply is used exclusively when MemoryStream is created (and the logical plan initialized).