package tables
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class
DeltaColumnBuilder extends AnyRef
:: Evolving ::
- Annotations
- @Evolving()
- Since
1.0.0
-
class
DeltaMergeBuilder extends AnalysisHelper with Logging
Builder to specify how to merge data from source DataFrame into the target Delta table.
Builder to specify how to merge data from source DataFrame into the target Delta table. You can specify any number of
whenMatched
andwhenNotMatched
clauses. Here are the constraints on these clauses.whenMatched
clauses:- The condition in a
whenMatched
clause is optional. However, if there are multiplewhenMatched
clauses, then only the last one may omit the condition. - When there are more than one
whenMatched
clauses and there are conditions (or the lack of) such that a row satisfies multiple clauses, then the action for the first clause satisfied is executed. In other words, the order of thewhenMatched
clauses matters. - If none of the
whenMatched
clauses match a source-target row pair that satisfy the merge condition, then the target rows will not be updated or deleted. - If you want to update all the columns of the target Delta table with the
corresponding column of the source DataFrame, then you can use the
whenMatched(...).updateAll()
. This is equivalent towhenMatched(...).updateExpr(Map( ("col1", "source.col1"), ("col2", "source.col2"), ...))
- The condition in a
whenNotMatched
clauses:- The condition in a
whenNotMatched
clause is optional. However, if there are multiplewhenNotMatched
clauses, then only the last one may omit the condition. - When there are more than one
whenNotMatched
clauses and there are conditions (or the lack of) such that a row satisfies multiple clauses, then the action for the first clause satisfied is executed. In other words, the order of thewhenNotMatched
clauses matters. - If no
whenNotMatched
clause is present or if it is present but the non-matching source row does not satisfy the condition, then the source row is not inserted. - If you want to insert all the columns of the target Delta table with the
corresponding column of the source DataFrame, then you can use
whenNotMatched(...).insertAll()
. This is equivalent towhenNotMatched(...).insertExpr(Map( ("col1", "source.col1"), ("col2", "source.col2"), ...))
- The condition in a
whenNotMatchedBySource
clauses:- The condition in a
whenNotMatchedBySource
clause is optional. However, if there are multiplewhenNotMatchedBySource
clauses, then only the last one may omit the condition. - When there are more than one
whenNotMatchedBySource
clauses and there are conditions (or the lack of) such that a row satisfies multiple clauses, then the action for the first clause satisfied is executed. In other words, the order of thewhenNotMatchedBySource
clauses matters. - If no
whenNotMatchedBySource
clause is present or if it is present but the non-matching target row does not satisfy any of thewhenNotMatchedBySource
clause condition, then the target row will not be updated or deleted.
- The condition in a
Scala example to update a key-value Delta table with new key-values from a source DataFrame:
deltaTable .as("target") .merge( source.as("source"), "target.key = source.key") .whenMatched() .updateExpr(Map( "value" -> "source.value")) .whenNotMatched() .insertExpr(Map( "key" -> "source.key", "value" -> "source.value")) .whenNotMatchedBySource() .updateExpr(Map( "value" -> "target.value + 1")) .execute()
Java example to update a key-value Delta table with new key-values from a source DataFrame:
deltaTable .as("target") .merge( source.as("source"), "target.key = source.key") .whenMatched() .updateExpr( new HashMap<String, String>() {{ put("value", "source.value"); }}) .whenNotMatched() .insertExpr( new HashMap<String, String>() {{ put("key", "source.key"); put("value", "source.value"); }}) .whenNotMatchedBySource() .updateExpr( new HashMap<String, String>() {{ put("value", "target.value + 1"); }}) .execute();
- Since
0.3.0
-
class
DeltaMergeMatchedActionBuilder extends AnyRef
Builder class to specify the actions to perform when a target table row has matched a source row based on the given merge condition and optional match condition.
Builder class to specify the actions to perform when a target table row has matched a source row based on the given merge condition and optional match condition.
See DeltaMergeBuilder for more information.
- Since
0.3.0
-
class
DeltaMergeNotMatchedActionBuilder extends AnyRef
Builder class to specify the actions to perform when a source row has not matched any target Delta table row based on the merge condition, but has matched the additional condition if specified.
Builder class to specify the actions to perform when a source row has not matched any target Delta table row based on the merge condition, but has matched the additional condition if specified.
See DeltaMergeBuilder for more information.
- Since
0.3.0
-
class
DeltaMergeNotMatchedBySourceActionBuilder extends AnyRef
Builder class to specify the actions to perform when a target table row has no match in the source table based on the given merge condition and optional match condition.
Builder class to specify the actions to perform when a target table row has no match in the source table based on the given merge condition and optional match condition.
See DeltaMergeBuilder for more information.
- Since
2.3.0
-
class
DeltaOptimizeBuilder extends AnalysisHelper
Builder class for constructing OPTIMIZE command and executing.
Builder class for constructing OPTIMIZE command and executing.
- Since
2.0.0
-
class
DeltaTable extends DeltaTableOperations with Serializable
Main class for programmatically interacting with Delta tables.
Main class for programmatically interacting with Delta tables. You can create DeltaTable instances using the static methods.
DeltaTable.forPath(sparkSession, pathToTheDeltaTable)
- Since
0.3.0
-
class
DeltaTableBuilder extends AnyRef
:: Evolving ::
:: Evolving ::
Builder to specify how to create / replace a Delta table. You must specify the table name or the path before executing the builder. You can specify the table columns, the partitioning columns, the location of the data, the table comment and the property, and how you want to create / replace the Delta table.
After executing the builder, an instance of DeltaTable is returned.
Scala example to create a Delta table with generated columns, using the table name:
val table: DeltaTable = DeltaTable.create() .tableName("testTable") .addColumn("c1", dataType = "INT", nullable = false) .addColumn( DeltaTable.columnBuilder("c2") .dataType("INT") .generatedAlwaysAs("c1 + 10") .build() ) .addColumn( DeltaTable.columnBuilder("c3") .dataType("INT") .comment("comment") .nullable(true) .build() ) .partitionedBy("c1", "c2") .execute()
Scala example to create a delta table using the location:
val table: DeltaTable = DeltaTable.createIfNotExists(spark) .location("/foo/`bar`") .addColumn("c1", dataType = "INT", nullable = false) .addColumn( DeltaTable.columnBuilder(spark, "c2") .dataType("INT") .generatedAlwaysAs("c1 + 10") .build() ) .addColumn( DeltaTable.columnBuilder(spark, "c3") .dataType("INT") .comment("comment") .nullable(true) .build() ) .partitionedBy("c1", "c2") .execute()
Java Example to replace a table:
DeltaTable table = DeltaTable.replace() .tableName("db.table") .addColumn("c1", "INT", false) .addColumn( DeltaTable.columnBuilder("c2") .dataType("INT") .generatedAlwaysBy("c1 + 10") .build() ) .execute();
- Annotations
- @Evolving()
- Since
1.0.0
Value Members
- object DeltaMergeBuilder
- object DeltaMergeMatchedActionBuilder
- object DeltaMergeNotMatchedActionBuilder
- object DeltaMergeNotMatchedBySourceActionBuilder
-
object
DeltaTable extends Serializable
Companion object to create DeltaTable instances.
Companion object to create DeltaTable instances.
DeltaTable.forPath(sparkSession, pathToTheDeltaTable)
- Since
0.3.0