| /* |
| * 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. |
| */ |
| |
| package org.apache.datafusion.examples; |
| |
| import java.io.IOException; |
| import java.sql.Connection; |
| import java.sql.DriverManager; |
| import java.sql.PreparedStatement; |
| import java.sql.ResultSet; |
| import java.sql.SQLException; |
| import java.sql.Statement; |
| import java.util.Calendar; |
| import java.util.TimeZone; |
| |
| import org.apache.arrow.adapter.jdbc.ArrowVectorIterator; |
| import org.apache.arrow.adapter.jdbc.JdbcToArrow; |
| import org.apache.arrow.adapter.jdbc.JdbcToArrowConfig; |
| import org.apache.arrow.adapter.jdbc.JdbcToArrowConfigBuilder; |
| import org.apache.arrow.adapter.jdbc.JdbcToArrowUtils; |
| import org.apache.arrow.memory.BufferAllocator; |
| import org.apache.arrow.memory.RootAllocator; |
| import org.apache.arrow.vector.Float8Vector; |
| import org.apache.arrow.vector.VarCharVector; |
| import org.apache.arrow.vector.VectorLoader; |
| import org.apache.arrow.vector.VectorSchemaRoot; |
| import org.apache.arrow.vector.VectorUnloader; |
| import org.apache.arrow.vector.ipc.ArrowReader; |
| import org.apache.arrow.vector.ipc.message.ArrowRecordBatch; |
| import org.apache.arrow.vector.types.pojo.Schema; |
| import org.apache.datafusion.DataFrame; |
| import org.apache.datafusion.SessionContext; |
| import org.apache.datafusion.TableProvider; |
| |
| /** |
| * Demonstrates a JDBC-backed {@link TableProvider}. Populates an H2 in-memory table, registers it |
| * with DataFusion via {@link SessionContext#registerTable}, and runs an aggregation query against |
| * it. |
| * |
| * <p>Run with: |
| * |
| * <pre> |
| * ./mvnw -pl examples exec:exec -Dexec.mainClass=org.apache.datafusion.examples.JdbcExample |
| * </pre> |
| */ |
| public final class JdbcExample { |
| |
| /** |
| * Read-only DataFusion table backed by a JDBC query. Schema is captured at construction time from |
| * {@link PreparedStatement#getMetaData()}; each {@link #scan} re-executes the query and streams |
| * the result through {@code arrow-jdbc}'s {@link ArrowVectorIterator}. |
| */ |
| public static final class JdbcTableProvider implements TableProvider { |
| private final String url; |
| private final String query; |
| private final Schema schema; |
| |
| public JdbcTableProvider(String url, String query) { |
| this.url = url; |
| this.query = query; |
| this.schema = fetchSchema(); |
| } |
| |
| private Schema fetchSchema() { |
| try (BufferAllocator tmp = new RootAllocator(); |
| Connection conn = DriverManager.getConnection(url); |
| PreparedStatement stmt = conn.prepareStatement(query)) { |
| JdbcToArrowConfig config = configFor(tmp); |
| return JdbcToArrowUtils.jdbcToArrowSchema(stmt.getMetaData(), config); |
| } catch (SQLException e) { |
| throw new RuntimeException("Failed to fetch JDBC schema for query: " + query, e); |
| } |
| } |
| |
| @Override |
| public Schema schema() { |
| return schema; |
| } |
| |
| @Override |
| public ArrowReader scan(BufferAllocator allocator) { |
| // Run the query and stream the result through arrow-jdbc's ArrowVectorIterator, which |
| // emits VectorSchemaRoots whose buffers are allocated from `allocator`. We wrap that |
| // iterator in a small ArrowReader subclass so that DataFusion can consume it. The |
| // JDBC Connection / ResultSet are kept open by the closure created in iteratorOf() |
| // and closed by JdbcArrowReader.closeReadSource(). |
| JdbcToArrowConfig config = configFor(allocator); |
| OpenedQuery opened = openQuery(config); |
| try { |
| ArrowVectorIterator iter = JdbcToArrow.sqlToArrowVectorIterator(opened.rs, config); |
| return new JdbcArrowReader(allocator, schema, iter, opened); |
| } catch (SQLException | IOException e) { |
| opened.closeQuietly(); |
| throw new RuntimeException("Failed to create JDBC iterator for query: " + query, e); |
| } |
| } |
| |
| private OpenedQuery openQuery(JdbcToArrowConfig config) { |
| try { |
| Connection conn = DriverManager.getConnection(url); |
| Statement stmt = conn.createStatement(); |
| ResultSet rs = stmt.executeQuery(query); |
| return new OpenedQuery(conn, stmt, rs); |
| } catch (SQLException e) { |
| throw new RuntimeException("Failed to execute JDBC query: " + query, e); |
| } |
| } |
| |
| private static JdbcToArrowConfig configFor(BufferAllocator allocator) { |
| return new JdbcToArrowConfigBuilder( |
| allocator, Calendar.getInstance(TimeZone.getTimeZone("UTC"))) |
| .build(); |
| } |
| } |
| |
| /** Bundle of JDBC handles to close together when the scan finishes. */ |
| private static final class OpenedQuery { |
| final Connection conn; |
| final Statement stmt; |
| final ResultSet rs; |
| |
| OpenedQuery(Connection conn, Statement stmt, ResultSet rs) { |
| this.conn = conn; |
| this.stmt = stmt; |
| this.rs = rs; |
| } |
| |
| void closeQuietly() { |
| try { |
| rs.close(); |
| } catch (SQLException ignored) { |
| // best-effort |
| } |
| try { |
| stmt.close(); |
| } catch (SQLException ignored) { |
| // best-effort |
| } |
| try { |
| conn.close(); |
| } catch (SQLException ignored) { |
| // best-effort |
| } |
| } |
| } |
| |
| /** |
| * {@link ArrowReader} backed by an {@link ArrowVectorIterator}. Each {@link #loadNextBatch} pulls |
| * the next {@link VectorSchemaRoot} from the iterator and transfers its data into the reader's |
| * managed root via {@link VectorUnloader}/{@link VectorLoader}. |
| */ |
| private static final class JdbcArrowReader extends ArrowReader { |
| private final Schema schema; |
| private final ArrowVectorIterator iter; |
| private final OpenedQuery opened; |
| |
| JdbcArrowReader( |
| BufferAllocator allocator, Schema schema, ArrowVectorIterator iter, OpenedQuery opened) { |
| super(allocator); |
| this.schema = schema; |
| this.iter = iter; |
| this.opened = opened; |
| } |
| |
| @Override |
| protected Schema readSchema() { |
| return schema; |
| } |
| |
| @Override |
| public boolean loadNextBatch() throws IOException { |
| if (!iter.hasNext()) { |
| return false; |
| } |
| try (VectorSchemaRoot batch = iter.next()) { |
| VectorUnloader unloader = new VectorUnloader(batch); |
| try (ArrowRecordBatch rb = unloader.getRecordBatch()) { |
| new VectorLoader(getVectorSchemaRoot()).load(rb); |
| } |
| } |
| return true; |
| } |
| |
| @Override |
| public long bytesRead() { |
| return 0; |
| } |
| |
| @Override |
| protected void closeReadSource() { |
| iter.close(); |
| opened.closeQuietly(); |
| } |
| } |
| |
| public static void main(String[] args) throws Exception { |
| String url = "jdbc:h2:mem:demo;DB_CLOSE_DELAY=-1"; |
| |
| // Populate an H2 in-memory table. Column names are double-quoted so H2 stores them in the |
| // exact (lowercase) case; arrow-jdbc uses ResultSetMetaData.getColumnName, which returns |
| // the stored case, so the resulting Arrow schema ends up with lowercase field names that |
| // DataFusion SQL can refer to without quoting. |
| try (Connection conn = DriverManager.getConnection(url); |
| Statement stmt = conn.createStatement()) { |
| stmt.execute( |
| "CREATE TABLE \"orders\" (" |
| + "\"id\" INT PRIMARY KEY," |
| + " \"customer\" VARCHAR(64) NOT NULL," |
| + " \"total\" DOUBLE NOT NULL)"); |
| stmt.execute( |
| "INSERT INTO \"orders\" VALUES" |
| + " (1, 'alice', 19.99)," |
| + " (2, 'bob', 7.50)," |
| + " (3, 'alice', 100.00)"); |
| } |
| |
| JdbcTableProvider src = |
| new JdbcTableProvider(url, "SELECT \"id\", \"customer\", \"total\" FROM \"orders\""); |
| |
| try (SessionContext ctx = new SessionContext(); |
| BufferAllocator allocator = new RootAllocator()) { |
| ctx.registerTable("orders", src); |
| |
| try (DataFrame df = |
| ctx.sql( |
| "SELECT customer, SUM(total) AS spend" |
| + " FROM orders GROUP BY customer ORDER BY customer"); |
| ArrowReader reader = df.collect(allocator)) { |
| System.out.printf("%-10s | %s%n", "customer", "spend"); |
| System.out.println("-----------+--------"); |
| while (reader.loadNextBatch()) { |
| VectorSchemaRoot root = reader.getVectorSchemaRoot(); |
| VarCharVector customer = (VarCharVector) root.getVector("customer"); |
| Float8Vector spend = (Float8Vector) root.getVector("spend"); |
| for (int i = 0; i < customer.getValueCount(); i++) { |
| System.out.printf("%-10s | %.2f%n", new String(customer.get(i)), spend.get(i)); |
| } |
| } |
| } |
| } |
| } |
| } |