class SparkSessionExtensions extends AnyRef
:: Experimental :: Holder for injection points to the SparkSession. We make NO guarantee about the stability regarding binary compatibility and source compatibility of methods here.
This current provides the following extension points:
- Analyzer Rules.
- Check Analysis Rules.
- Optimizer Rules.
- Planning Strategies.
- Customized Parser.
- (External) Catalog listeners.
- Columnar Rules.
- Adaptive Query Stage Preparation Rules.
The extensions can be used by calling withExtensions
on the SparkSession.Builder, for
example:
SparkSession.builder() .master("...") .config("...", true) .withExtensions { extensions => extensions.injectResolutionRule { session => ... } extensions.injectParser { (session, parser) => ... } } .getOrCreate()
The extensions can also be used by setting the Spark SQL configuration property
spark.sql.extensions
. Multiple extensions can be set using a comma-separated list. For example:
SparkSession.builder() .master("...") .config("spark.sql.extensions", "org.example.MyExtensions") .getOrCreate() class MyExtensions extends Function1[SparkSessionExtensions, Unit] { override def apply(extensions: SparkSessionExtensions): Unit = { extensions.injectResolutionRule { session => ... } extensions.injectParser { (session, parser) => ... } } }
Note that none of the injected builders should assume that the SparkSession is fully initialized and should not touch the session's internals (e.g. the SessionState).
- Annotations
- @DeveloperApi() @Experimental() @Unstable()
- Source
- SparkSessionExtensions.scala
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- new SparkSessionExtensions()
Type Members
- type CheckRuleBuilder = (SparkSession) ⇒ (LogicalPlan) ⇒ Unit
- type ColumnarRuleBuilder = (SparkSession) ⇒ ColumnarRule
- type FunctionDescription = (FunctionIdentifier, ExpressionInfo, FunctionBuilder)
- type ParserBuilder = (SparkSession, ParserInterface) ⇒ ParserInterface
- type QueryStagePrepRuleBuilder = (SparkSession) ⇒ Rule[SparkPlan]
- type RuleBuilder = (SparkSession) ⇒ Rule[LogicalPlan]
- type StrategyBuilder = (SparkSession) ⇒ Strategy
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def
injectCheckRule(builder: CheckRuleBuilder): Unit
Inject an check analysis
Rule
builder into the SparkSession.Inject an check analysis
Rule
builder into the SparkSession. The injected rules will be executed after the analysis phase. A check analysis rule is used to detect problems with a LogicalPlan and should throw an exception when a problem is found. -
def
injectColumnar(builder: ColumnarRuleBuilder): Unit
Inject a rule that can override the columnar execution of an executor.
-
def
injectFunction(functionDescription: FunctionDescription): Unit
Injects a custom function into the org.apache.spark.sql.catalyst.analysis.FunctionRegistry at runtime for all sessions.
-
def
injectOptimizerRule(builder: RuleBuilder): Unit
Inject an optimizer
Rule
builder into the SparkSession.Inject an optimizer
Rule
builder into the SparkSession. The injected rules will be executed during the operator optimization batch. An optimizer rule is used to improve the quality of an analyzed logical plan; these rules should never modify the result of the LogicalPlan. -
def
injectParser(builder: ParserBuilder): Unit
Inject a custom parser into the SparkSession.
Inject a custom parser into the SparkSession. Note that the builder is passed a session and an initial parser. The latter allows for a user to create a partial parser and to delegate to the underlying parser for completeness. If a user injects more parsers, then the parsers are stacked on top of each other.
-
def
injectPlannerStrategy(builder: StrategyBuilder): Unit
Inject a planner
Strategy
builder into the SparkSession.Inject a planner
Strategy
builder into the SparkSession. The injected strategy will be used to convert aLogicalPlan
into a executable org.apache.spark.sql.execution.SparkPlan. -
def
injectPostHocResolutionRule(builder: RuleBuilder): Unit
Inject an analyzer
Rule
builder into the SparkSession.Inject an analyzer
Rule
builder into the SparkSession. These analyzer rules will be executed after resolution. -
def
injectQueryStagePrepRule(builder: QueryStagePrepRuleBuilder): Unit
Inject a rule that can override the the query stage preparation phase of adaptive query execution.
-
def
injectResolutionRule(builder: RuleBuilder): Unit
Inject an analyzer resolution
Rule
builder into the SparkSession.Inject an analyzer resolution
Rule
builder into the SparkSession. These analyzer rules will be executed as part of the resolution phase of analysis. -
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