package tables
- Alphabetic
- Public
- Protected
Type Members
- 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
whenMatchedandwhenNotMatchedclauses. Here are the constraints on these clauses.whenMatchedclauses:- The condition in a
whenMatchedclause is optional. However, if there are multiplewhenMatchedclauses, then only the last one may omit the condition. - When there are more than one
whenMatchedclauses 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 thewhenMatchedclauses matters. - If none of the
whenMatchedclauses 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
whenNotMatchedclauses:- The condition in a
whenNotMatchedclause is optional. However, if there are multiplewhenNotMatchedclauses, then only the last one may omit the condition. - When there are more than one
whenNotMatchedclauses 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 thewhenNotMatchedclauses matters. - If no
whenNotMatchedclause 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
whenNotMatchedBySourceclauses:- The condition in a
whenNotMatchedBySourceclause is optional. However, if there are multiplewhenNotMatchedBySourceclauses, then only the last one may omit the condition. - When there are more than one
whenNotMatchedBySourceclauses 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 thewhenNotMatchedBySourceclauses matters. - If no
whenNotMatchedBySourceclause is present or if it is present but the non-matching target row does not satisfy any of thewhenNotMatchedBySourceclause 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") .withSchemaEvolution() .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") .withSchemaEvolution() .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