org.apache.spark.sql.execution.python
ApplyInPandasWithStateWriter
Companion object ApplyInPandasWithStateWriter
class ApplyInPandasWithStateWriter extends AnyRef
This class abstracts the complexity on constructing Arrow RecordBatches for data and state with
bin-packing and chunking. The caller only need to call the proper public methods of this class
startNewGroup
, writeRow
, finalizeGroup
, finalizeData
and this class will write the data
and state into Arrow RecordBatches with performing bin-pack and chunk internally.
This class requires that the parameter root
has been initialized with the Arrow schema like
below:
- data fields
- state field
- nested schema (Refer ApplyInPandasWithStateWriter.STATE_METADATA_SCHEMA)
Please refer the code comment in the implementation to see how the writes of data and state against Arrow RecordBatch work with consideration of bin-packing and chunking.
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- new ApplyInPandasWithStateWriter(root: VectorSchemaRoot, writer: ArrowStreamWriter, arrowMaxRecordsPerBatch: Int)
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- def finalizeData(): Unit
Indicates writer that all groups have been processed.
- def finalizeGroup(): Unit
Indicates writer that current group has finalized and there will be no further row bound to the current group.
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- def startNewGroup(keyRow: UnsafeRow, groupState: GroupStateImpl[Row]): Unit
Indicates writer to start with new grouping key.
Indicates writer to start with new grouping key.
- keyRow
The grouping key row for current group.
- groupState
The instance of GroupStateImpl for current group.
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- def writeRow(dataRow: InternalRow): Unit
Indicates writer to write a row in the current group.
Indicates writer to write a row in the current group.
- dataRow
The row to write in the current group.