| .. Licensed to the Apache Software Foundation (ASF) under one |
| .. or more contributor license agreements. See the NOTICE file |
| .. distributed with this work for additional information |
| .. regarding copyright ownership. The ASF licenses this file |
| .. to you under the Apache License, Version 2.0 (the |
| .. "License"); you may not use this file except in compliance |
| .. with the License. You may obtain a copy of the License at |
| |
| .. http://www.apache.org/licenses/LICENSE-2.0 |
| |
| .. Unless required by applicable law or agreed to in writing, |
| .. software distributed under the License is distributed on an |
| .. "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| .. KIND, either express or implied. See the License for the |
| .. specific language governing permissions and limitations |
| .. under the License. |
| |
| ========= |
| 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 |