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* 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 samza.examples.cookbook;
import java.util.Objects;
import org.apache.samza.application.StreamApplication;
import org.apache.samza.application.descriptors.StreamApplicationDescriptor;
import org.apache.samza.operators.KV;
import org.apache.samza.operators.MessageStream;
import org.apache.samza.operators.OutputStream;
import org.apache.samza.operators.functions.StreamTableJoinFunction;
import org.apache.samza.serializers.JsonSerdeV2;
import org.apache.samza.serializers.KVSerde;
import org.apache.samza.serializers.Serde;
import org.apache.samza.serializers.StringSerde;
import org.apache.samza.storage.kv.descriptors.RocksDbTableDescriptor;
import org.apache.samza.system.kafka.descriptors.KafkaInputDescriptor;
import org.apache.samza.system.kafka.descriptors.KafkaOutputDescriptor;
import org.apache.samza.system.kafka.descriptors.KafkaSystemDescriptor;
import org.apache.samza.table.Table;
import com.google.common.collect.ImmutableList;
import com.google.common.collect.ImmutableMap;
import samza.examples.cookbook.data.PageView;
import samza.examples.cookbook.data.Profile;
import java.util.List;
import java.util.Map;
/**
* In this example, we join a stream of Page views with a table of user profiles, which is populated from an
* user profile stream. For instance, this is helpful for analysis that required additional information from
* user's profile.
*
* <p> Concepts covered: Performing stream-to-table joins.
*
* To run the below example:
*
* <ol>
* <li>
* Ensure that the topics "pageview-join-input", "profile-table-input" are created <br/>
* ./deploy/kafka/bin/kafka-topics.sh --zookeeper localhost:2181 --create --topic pageview-join-input --partitions 2 --replication-factor 1
* ./deploy/kafka/bin/kafka-topics.sh --zookeeper localhost:2181 --create --topic profile-table-input --partitions 2 --replication-factor 1
* </li>
* <li>
* Run the application using the run-app.sh script <br/>
* ./deploy/samza/bin/run-app.sh --config-factory=org.apache.samza.config.factories.PropertiesConfigFactory --config-path=file://$PWD/deploy/samza/config/stream-table-join-example.properties
* </li>
* <li>
* Consume messages from the "enriched-pageview-join-output" topic <br/>
* ./deploy/kafka/bin/kafka-console-consumer.sh --bootstrap-server localhost:9092 --topic enriched-pageview-join-output
* </li>
* <li>
* Produce some messages to the "profile-table-input" topic with the same userId <br/>
* ./deploy/kafka/bin/kafka-console-producer.sh --topic profile-table-input --broker-list localhost:9092 <br/>
* {"userId": "user1", "company": "LNKD"} <br/>
* {"userId": "user2", "company": "MSFT"}
* </li>
* <li>
* Produce some messages to the "pageview-join-input" topic <br/>
* ./deploy/kafka/bin/kafka-console-producer.sh --topic pageview-join-input --broker-list localhost:9092 <br/>
* {"userId": "user1", "country": "india", "pageId":"google.com"} <br/>
* {"userId": "user2", "country": "china", "pageId":"yahoo.com"}
* </li>
* </ol>
*
*/
public class StreamTableJoinExample implements StreamApplication {
private static final String KAFKA_SYSTEM_NAME = "kafka";
private static final List<String> KAFKA_CONSUMER_ZK_CONNECT = ImmutableList.of("localhost:2181");
private static final List<String> KAFKA_PRODUCER_BOOTSTRAP_SERVERS = ImmutableList.of("localhost:9092");
private static final Map<String, String> KAFKA_DEFAULT_STREAM_CONFIGS = ImmutableMap.of("replication.factor", "1");
private static final String PROFILE_STREAM_ID = "profile-table-input";
private static final String PAGEVIEW_STREAM_ID = "pageview-join-input";
private static final String OUTPUT_TOPIC = "enriched-pageview-join-output";
@Override
public void describe(StreamApplicationDescriptor appDescriptor) {
Serde<Profile> profileSerde = new JsonSerdeV2<>(Profile.class);
Serde<PageView> pageViewSerde = new JsonSerdeV2<>(PageView.class);
Serde<EnrichedPageView> joinResultSerde = new JsonSerdeV2<>(EnrichedPageView.class);
KafkaSystemDescriptor kafkaSystemDescriptor = new KafkaSystemDescriptor(KAFKA_SYSTEM_NAME)
.withConsumerZkConnect(KAFKA_CONSUMER_ZK_CONNECT)
.withProducerBootstrapServers(KAFKA_PRODUCER_BOOTSTRAP_SERVERS)
.withDefaultStreamConfigs(KAFKA_DEFAULT_STREAM_CONFIGS);
KafkaInputDescriptor<Profile> profileInputDescriptor =
kafkaSystemDescriptor.getInputDescriptor(PROFILE_STREAM_ID, profileSerde);
KafkaInputDescriptor<PageView> pageViewInputDescriptor =
kafkaSystemDescriptor.getInputDescriptor(PAGEVIEW_STREAM_ID, pageViewSerde);
KafkaOutputDescriptor<EnrichedPageView> joinResultOutputDescriptor =
kafkaSystemDescriptor.getOutputDescriptor(OUTPUT_TOPIC, joinResultSerde);
RocksDbTableDescriptor<String, Profile> profileTableDescriptor =
new RocksDbTableDescriptor<String, Profile>("profile-table", KVSerde.of(new StringSerde(), profileSerde));
appDescriptor.withDefaultSystem(kafkaSystemDescriptor);
MessageStream<Profile> profileStream = appDescriptor.getInputStream(profileInputDescriptor);
MessageStream<PageView> pageViewStream = appDescriptor.getInputStream(pageViewInputDescriptor);
OutputStream<EnrichedPageView> joinResultStream = appDescriptor.getOutputStream(joinResultOutputDescriptor);
Table<KV<String, Profile>> profileTable = appDescriptor.getTable(profileTableDescriptor);
profileStream
.map(profile -> KV.of(profile.userId, profile))
.sendTo(profileTable);
pageViewStream
.partitionBy(pv -> pv.userId, pv -> pv, KVSerde.of(new StringSerde(), pageViewSerde), "join")
.join(profileTable, new JoinFn())
.sendTo(joinResultStream);
}
private static class JoinFn implements StreamTableJoinFunction<String, KV<String, PageView>, KV<String, Profile>, EnrichedPageView> {
@Override
public EnrichedPageView apply(KV<String, PageView> message, KV<String, Profile> record) {
return record == null ? null :
new EnrichedPageView(message.getKey(), record.getValue().company, message.getValue().pageId);
}
@Override
public String getMessageKey(KV<String, PageView> message) {
return message.getKey();
}
@Override
public String getRecordKey(KV<String, Profile> record) {
return record.getKey();
}
}
static public class EnrichedPageView {
public final String userId;
public final String company;
public final String pageId;
public EnrichedPageView(String userId, String company, String pageId) {
this.userId = userId;
this.company = company;
this.pageId = pageId;
}
@Override
public boolean equals(Object o) {
if (this == o) {
return true;
}
if (o == null || getClass() != o.getClass()) {
return false;
}
EnrichedPageView that = (EnrichedPageView) o;
return Objects.equals(userId, that.userId) && Objects.equals(company, that.company) && Objects.equals(pageId,
that.pageId);
}
}
}