From: Kai Moritz Date: Wed, 13 Oct 2021 20:12:56 +0000 (+0200) Subject: WIP X-Git-Url: http://juplo.de/gitweb/?a=commitdiff_plain;h=805a4a3298ab41822a71b77791c13bb7b90bcf94;p=demos%2Fkafka%2Fwordcount WIP --- diff --git a/pom.xml b/pom.xml index 9bda638..e4ef604 100644 --- a/pom.xml +++ b/pom.xml @@ -14,9 +14,11 @@ Wordcount-Top-10 Top-10 stream-processor of the multi-user wordcount-example + 1.10.2 0.33.0 11 2.8.0 + 6.2.1 @@ -31,6 +33,16 @@ org.apache.kafka kafka-streams + + io.confluent + kafka-streams-avro-serde + ${confluent.version} + + + org.apache.avro + avro + ${avro.version} + org.springframework.boot @@ -81,7 +93,36 @@ + + org.apache.avro + avro-maven-plugin + ${avro.version} + + + generate-sources + + schema + + + ${project.basedir}/src/main/resources/avro + ${project.basedir}/target/generated-sources + PRIVATE + String + + *.avsc + + + + + + + + confluent + https://packages.confluent.io/maven/ + + + diff --git a/src/main/java/de/juplo/kafka/wordcount/top10/Top10ApplicationProperties.java b/src/main/java/de/juplo/kafka/wordcount/top10/Top10ApplicationProperties.java index 93b78ec..9eca7aa 100644 --- a/src/main/java/de/juplo/kafka/wordcount/top10/Top10ApplicationProperties.java +++ b/src/main/java/de/juplo/kafka/wordcount/top10/Top10ApplicationProperties.java @@ -14,6 +14,7 @@ import org.springframework.boot.context.properties.ConfigurationProperties; public class Top10ApplicationProperties { private String bootstrapServer = "localhost:9092"; + private String schemaRegistry = "https://schema-registry:9081/"; private String applicationId = "top10"; private String inputTopic = "countings"; private String outputTopic = "top10"; diff --git a/src/main/java/de/juplo/kafka/wordcount/top10/Top10StreamProcessor.java b/src/main/java/de/juplo/kafka/wordcount/top10/Top10StreamProcessor.java index 862913a..145578f 100644 --- a/src/main/java/de/juplo/kafka/wordcount/top10/Top10StreamProcessor.java +++ b/src/main/java/de/juplo/kafka/wordcount/top10/Top10StreamProcessor.java @@ -1,7 +1,11 @@ package de.juplo.kafka.wordcount.top10; -import com.fasterxml.jackson.core.JsonProcessingException; import com.fasterxml.jackson.databind.ObjectMapper; +import de.juplo.kafka.wordcount.avro.Entry; +import de.juplo.kafka.wordcount.avro.Key; +import de.juplo.kafka.wordcount.avro.Ranking; +import io.confluent.kafka.serializers.AbstractKafkaSchemaSerDeConfig; +import io.confluent.kafka.streams.serdes.avro.SpecificAvroSerde; import lombok.extern.slf4j.Slf4j; import org.apache.kafka.clients.consumer.ConsumerConfig; import org.apache.kafka.common.serialization.Serdes; @@ -39,47 +43,26 @@ public class Top10StreamProcessor StreamsBuilder builder = new StreamsBuilder(); builder - .stream(properties.getInputTopic()) - .map((keyJson, countStr) -> - { - try - { - Key key = mapper.readValue(keyJson, Key.class); - Long count = Long.parseLong(countStr); - Entry entry = Entry.of(key.getWord(), count); - String entryJson = mapper.writeValueAsString(entry); - return new KeyValue<>(key.getUsername(), entryJson); - } - catch (JsonProcessingException e) - { - throw new RuntimeException(e); - } - }) + .stream(properties.getInputTopic()) + .map((key, count) -> new KeyValue<>( + key.getUsername(), + Entry.newBuilder().setWord(key.getWord()).setCount(count).build())) .groupByKey() .aggregate( - () -> "{\"entries\" : []}", - (username, entryJson, rankingJson) -> - { - try - { - Ranking ranking = mapper.readValue(rankingJson, Ranking.class); - ranking.add(mapper.readValue(entryJson, Entry.class)); - return mapper.writeValueAsString(ranking); - } - catch (JsonProcessingException e) - { - throw new RuntimeException(e); - } - } - ) + () -> Ranking.newBuilder().build(), + (username, entry, ranking) -> { + ranking.getEntries().add(entry); + return ranking; + }) .toStream() .to(properties.getOutputTopic()); Properties props = new Properties(); props.put(StreamsConfig.APPLICATION_ID_CONFIG, properties.getApplicationId()); props.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, properties.getBootstrapServer()); - props.put(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass().getName()); - props.put(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.String().getClass().getName()); + props.put(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, SpecificAvroSerde.class); + props.put(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.Long().getClass().getName()); + props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, properties.getSchemaRegistry()); props.put(ConsumerConfig.AUTO_OFFSET_RESET_CONFIG, "earliest"); streams = new KafkaStreams(builder.build(), props); diff --git a/src/main/resources/avro/key.avsc b/src/main/resources/avro/key.avsc new file mode 100644 index 0000000..6e2467e --- /dev/null +++ b/src/main/resources/avro/key.avsc @@ -0,0 +1,13 @@ +{ + "type": "record", + "namespace": "de.juplo.kafka.wordcount.avro", + "name": "Key", + "fields": [ + { + "name": "username", "type": "string" + }, + { + "name": "word", "type": "string" + } + ] +} diff --git a/src/main/resources/avro/ranking.avsc b/src/main/resources/avro/ranking.avsc new file mode 100644 index 0000000..37e0f44 --- /dev/null +++ b/src/main/resources/avro/ranking.avsc @@ -0,0 +1,25 @@ +{ + "type": "record", + "namespace": "de.juplo.kafka.wordcount.avro", + "name": "Ranking", + "fields": [ + { + "name": "entries", + "type": { + "type": "array", + "items": { + "name": "Entry", + "type": "record", + "fields":[ + { "name": "word", + "type": "string" + }, + { "name": "count", + "type": "long" + } + ] + } + } + } + ] +} diff --git a/src/main/resources/avro/user.avsc b/src/main/resources/avro/user.avsc new file mode 100644 index 0000000..012b876 --- /dev/null +++ b/src/main/resources/avro/user.avsc @@ -0,0 +1,23 @@ +{ + "type": "record", + "namespace": "de.juplo.kafka.wordcount.avro", + "name": "User", + "fields": [ + { + "name": "username", "type": "string" + }, + { + "name": "firstName", "type": "string", "default": "" + }, + { + "name": "lastName", "type": "string", "default": "" + }, + { "name": "sex", "type": + { + "type": "enum", "name": "Sex", + "symbols": [ "UNKNOWN", "FEMALE", "MALE", "OTHER" ], "default": "UNKNOWN" + }, + "default": "UNKNOWN" + } + ] +}