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public static void flinkKafkaPipeline(Properties prop) throws Exception { | |
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment(); | |
// assumes PLAINTEXT authentication | |
KafkaSource<Purchase> source = KafkaSource.<Purchase>builder() | |
.setBootstrapServers(prop.getProperty("BOOTSTRAP_SERVERS")) | |
.setTopics(prop.getProperty("PURCHASES_TOPIC")) | |
.setGroupId("flink_reduce_demo") | |
.setStartingOffsets(OffsetsInitializer.earliest()) | |
.setValueOnlyDeserializer(new PurchaseDeserializationSchema()) | |
.build(); | |
DataStream<Purchase> purchases = env.fromSource(source, WatermarkStrategy.noWatermarks(), "Kafka Source"); | |
DataStream<RunningTotal> runningTotals = purchases | |
.flatMap((FlatMapFunction<Purchase, RunningTotal>) (purchase, out) -> out.collect( | |
new RunningTotal( | |
purchase.getTransactionTime(), | |
purchase.getProductId(), | |
1, | |
purchase.getQuantity(), | |
purchase.getTotalPurchase() | |
)) | |
).returns(RunningTotal.class) | |
.keyBy(RunningTotal::getProductId) | |
.reduce((runningTotal1, runningTotal2) -> { | |
runningTotal2.setTransactions(runningTotal1.getTransactions() + runningTotal2.getTransactions()); | |
runningTotal2.setQuantities(runningTotal1.getQuantities() + runningTotal2.getQuantities()); | |
runningTotal2.setSales(runningTotal1.getSales().add(runningTotal2.getSales())); | |
return runningTotal2; | |
}); | |
KafkaSink<RunningTotal> sink = KafkaSink.<RunningTotal>builder() | |
.setBootstrapServers(prop.getProperty("BOOTSTRAP_SERVERS")) | |
.setRecordSerializer(KafkaRecordSerializationSchema.builder() | |
.setTopic(prop.getProperty("RUNNING_TOTALS_TOPIC")) | |
.setValueSerializationSchema(new RunningTotalSerializationSchema()) | |
.build() | |
).setDeliveryGuarantee(DeliveryGuarantee.AT_LEAST_ONCE) | |
.build(); | |
runningTotals.sinkTo(sink); | |
env.execute("Flink Running Totals Demo"); | |
} |
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