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=========
Substrait
=========
The ``arrow-dataset`` module can execute Substrait_ plans via the :doc:`Acero <../cpp/streaming_execution>`
query engine.
Executing Substrait Plans
=========================
Plans can reference data in files via URIs, or "named tables" that must be provided along with the plan.
Here is an example of a Java program that queries a Parquet file using Java Substrait
(this example use `Substrait Java`_ project to compile a SQL query to a Substrait plan):
.. code-block:: Java
import com.google.common.collect.ImmutableList;
import io.substrait.isthmus.SqlToSubstrait;
import io.substrait.proto.Plan;
import org.apache.arrow.dataset.file.FileFormat;
import org.apache.arrow.dataset.file.FileSystemDatasetFactory;
import org.apache.arrow.dataset.jni.NativeMemoryPool;
import org.apache.arrow.dataset.scanner.ScanOptions;
import org.apache.arrow.dataset.scanner.Scanner;
import org.apache.arrow.dataset.source.Dataset;
import org.apache.arrow.dataset.source.DatasetFactory;
import org.apache.arrow.dataset.substrait.AceroSubstraitConsumer;
import org.apache.arrow.memory.BufferAllocator;
import org.apache.arrow.memory.RootAllocator;
import org.apache.arrow.vector.ipc.ArrowReader;
import org.apache.calcite.sql.parser.SqlParseException;
import java.nio.ByteBuffer;
import java.util.HashMap;
import java.util.Map;
public class ClientSubstrait {
public static void main(String[] args) {
String uri = "file:///data/tpch_parquet/nation.parquet";
ScanOptions options = new ScanOptions(/*batchSize*/ 32768);
try (
BufferAllocator allocator = new RootAllocator();
DatasetFactory datasetFactory = new FileSystemDatasetFactory(allocator, NativeMemoryPool.getDefault(),
FileFormat.PARQUET, uri);
Dataset dataset = datasetFactory.finish();
Scanner scanner = dataset.newScan(options);
ArrowReader reader = scanner.scanBatches()
) {
// map table to reader
Map<String, ArrowReader> mapTableToArrowReader = new HashMap<>();
mapTableToArrowReader.put("NATION", reader);
// get binary plan
Plan plan = getPlan();
ByteBuffer substraitPlan = ByteBuffer.allocateDirect(plan.toByteArray().length);
substraitPlan.put(plan.toByteArray());
// run query
try (ArrowReader arrowReader = new AceroSubstraitConsumer(allocator).runQuery(
substraitPlan,
mapTableToArrowReader
)) {
while (arrowReader.loadNextBatch()) {
System.out.println(arrowReader.getVectorSchemaRoot().contentToTSVString());
}
}
} catch (Exception e) {
e.printStackTrace();
}
}
static Plan getPlan() throws SqlParseException {
String sql = "SELECT * from nation";
String nation = "CREATE TABLE NATION (N_NATIONKEY BIGINT NOT NULL, N_NAME CHAR(25), " +
"N_REGIONKEY BIGINT NOT NULL, N_COMMENT VARCHAR(152))";
SqlToSubstrait sqlToSubstrait = new SqlToSubstrait();
Plan plan = sqlToSubstrait.execute(sql, ImmutableList.of(nation));
return plan;
}
}
.. code-block:: text
// Results example:
FieldPath(0) FieldPath(1) FieldPath(2) FieldPath(3)
0 ALGERIA 0 haggle. carefully final deposits detect slyly agai
1 ARGENTINA 1 al foxes promise slyly according to the regular accounts. bold requests alon
.. _`Substrait`: https://substrait.io/
.. _`Substrait Java`: https://github.com/substrait-io/substrait-java
.. _`Acero`: https://arrow.apache.org/docs/cpp/streaming_execution.html