| /* |
| * 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. |
| */ |
| |
| // beam-playground: |
| // name: join |
| // description: Join example. |
| // multifile: false |
| // context_line: 129 |
| // categories: |
| // - Quickstart |
| // complexity: ADVANCED |
| // tags: |
| // - hellobeam |
| |
| import org.apache.beam.sdk.Pipeline; |
| import org.apache.beam.sdk.coders.Coder; |
| import org.apache.beam.sdk.io.TextIO; |
| import org.apache.beam.sdk.options.PipelineOptions; |
| import org.apache.beam.sdk.options.PipelineOptionsFactory; |
| import org.apache.beam.sdk.schemas.JavaFieldSchema; |
| import org.apache.beam.sdk.schemas.Schema; |
| import org.apache.beam.sdk.schemas.annotations.DefaultSchema; |
| import org.apache.beam.sdk.schemas.annotations.SchemaCreate; |
| import org.apache.beam.sdk.schemas.transforms.Join; |
| import org.apache.beam.sdk.transforms.*; |
| import org.apache.beam.sdk.util.StreamUtils; |
| import org.apache.beam.sdk.values.PCollection; |
| import org.apache.beam.sdk.values.Row; |
| import org.apache.beam.sdk.values.TypeDescriptor; |
| import org.slf4j.Logger; |
| import org.slf4j.LoggerFactory; |
| |
| import java.io.IOException; |
| import java.io.InputStream; |
| import java.io.OutputStream; |
| import java.util.Collections; |
| import java.util.List; |
| |
| public class Task { |
| private static final Logger LOG = LoggerFactory.getLogger(Task.class); |
| |
| @DefaultSchema(JavaFieldSchema.class) |
| public static class Game { |
| public String userId; |
| public Integer score; |
| public String gameId; |
| public String date; |
| |
| @SchemaCreate |
| public Game(String userId, Integer score, String gameId, String date) { |
| this.userId = userId; |
| this.score = score; |
| this.gameId = gameId; |
| this.date = date; |
| } |
| |
| @Override |
| public String toString() { |
| return "Game{" + "userId='" + userId + '\'' + ", score='" + score + '\'' + ", gameId='" + gameId + '\'' + ", date='" + date + '\'' + '}'; |
| } |
| } |
| |
| // User schema |
| @DefaultSchema(JavaFieldSchema.class) |
| public static class User { |
| public String userId; |
| public String userName; |
| |
| @SchemaCreate |
| public User(String userId, String userName) { |
| this.userId = userId; |
| this.userName = userName; |
| } |
| |
| @Override |
| public String toString() { |
| return "User{" + "userId='" + userId + '\'' + ", userName='" + userName + '\'' + '}'; |
| } |
| } |
| |
| |
| public static void main(String[] args) { |
| PipelineOptions options = PipelineOptionsFactory.fromArgs(args).create(); |
| Pipeline pipeline = Pipeline.create(options); |
| |
| Schema userSchema = Schema.builder() |
| .addStringField("userId") |
| .addStringField("userName") |
| .build(); |
| |
| Schema gameSchema = Schema.builder() |
| .addStringField("userId") |
| .addInt32Field("score") |
| .addStringField("gameId") |
| .addStringField("date") |
| .build(); |
| |
| PCollection<User> userInfo = getUserPCollection(pipeline).setSchema(userSchema, TypeDescriptor.of(User.class), input -> { |
| User user = input; |
| return Row.withSchema(userSchema).addValues(user.userId, user.userName).build(); |
| }, input -> new User(input.getString(0), input.getString(1))); |
| |
| PCollection<Game> gameInfo = getGamePCollection(pipeline).setSchema(gameSchema, TypeDescriptor.of(Game.class), row -> { |
| Game game = row; |
| return Row.withSchema(gameSchema).addValues(game.userId, game.score, game.gameId, game.date).build(); |
| }, row -> new Game(row.getString(0), row.getInt32(1), row.getString(2), row.getString(3))); |
| |
| PCollection<Row> pCollection = userInfo.apply(Join.<User, Game>innerJoin(gameInfo).using("userId")); |
| |
| pCollection.apply("User flatten row", ParDo.of(new LogOutput<>("Flattened"))); |
| |
| pipeline.run(); |
| } |
| |
| |
| static class UserCoder extends Coder<Task.User> { |
| private static final UserCoder INSTANCE = new UserCoder(); |
| |
| public static UserCoder of() { |
| return INSTANCE; |
| } |
| |
| @Override |
| public void encode(Task.User user, OutputStream outStream) throws IOException { |
| String line = user.userId + "," + user.userName; |
| outStream.write(line.getBytes()); |
| } |
| |
| @Override |
| public Task.User decode(InputStream inStream) throws IOException { |
| final String serializedDTOs = new String(StreamUtils.getBytesWithoutClosing(inStream)); |
| String[] params = serializedDTOs.split(","); |
| return new Task.User(params[0], params[1]); |
| } |
| |
| @Override |
| public List<? extends Coder<?>> getCoderArguments() { |
| return Collections.emptyList(); |
| } |
| |
| @Override |
| public void verifyDeterministic() { |
| } |
| } |
| |
| static class GameCoder extends Coder<Task.Game> { |
| private static final GameCoder INSTANCE = new GameCoder(); |
| |
| public static GameCoder of() { |
| return INSTANCE; |
| } |
| |
| @Override |
| public void encode(Task.Game game, OutputStream outStream) throws IOException { |
| String line = game.userId + "," + game.score + "," + game.gameId + "," + game.date; |
| outStream.write(line.getBytes()); |
| } |
| |
| @Override |
| public Task.Game decode(InputStream inStream) throws IOException { |
| final String serializedDTOs = new String(StreamUtils.getBytesWithoutClosing(inStream)); |
| String[] params = serializedDTOs.split(","); |
| return new Task.Game(params[0], Integer.valueOf(params[2]), params[3], params[4]); |
| } |
| |
| @Override |
| public List<? extends Coder<?>> getCoderArguments() { |
| return Collections.emptyList(); |
| } |
| |
| @Override |
| public void verifyDeterministic() { |
| } |
| } |
| |
| public static PCollection<User> getUserPCollection(Pipeline pipeline) { |
| PCollection<String> rides = pipeline.apply(TextIO.read().from("gs://apache-beam-samples/game/small/gaming_data.csv")); |
| final PTransform<PCollection<String>, PCollection<Iterable<String>>> sample = Sample.fixedSizeGlobally(100); |
| return rides.apply(sample).apply(Flatten.iterables()).apply(ParDo.of(new ExtractUserFn())).setCoder(UserCoder.of()); |
| } |
| |
| public static PCollection<Game> getGamePCollection(Pipeline pipeline) { |
| PCollection<String> rides = pipeline.apply(TextIO.read().from("gs://apache-beam-samples/game/small/gaming_data.csv")); |
| final PTransform<PCollection<String>, PCollection<Iterable<String>>> sample = Sample.fixedSizeGlobally(100); |
| return rides.apply(sample).apply(Flatten.iterables()).apply(ParDo.of(new ExtractUserProgressFn())).setCoder(GameCoder.of()); |
| } |
| |
| static class ExtractUserFn extends DoFn<String, User> { |
| @ProcessElement |
| public void processElement(ProcessContext c) { |
| String[] items = c.element().split(","); |
| c.output(new User(items[0], items[1])); |
| } |
| } |
| |
| static class ExtractUserProgressFn extends DoFn<String, Game> { |
| @ProcessElement |
| public void processElement(ProcessContext c) { |
| String[] items = c.element().split(","); |
| c.output(new Game(items[0], Integer.valueOf(items[2]), items[3], items[4])); |
| } |
| } |
| |
| static class LogOutput<T> extends DoFn<T, T> { |
| |
| private final String prefix; |
| |
| LogOutput() { |
| this.prefix = "Processing element"; |
| } |
| |
| LogOutput(String prefix) { |
| this.prefix = prefix; |
| } |
| |
| @ProcessElement |
| public void processElement(ProcessContext c) throws Exception { |
| LOG.info(prefix + ": {}", c.element()); |
| } |
| } |
| } |