Substrait¶
The arrow-dataset
module can execute Substrait plans via the Acero
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):
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;
}
}
// 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