Flink如何支持多个KeyBy

问题描述

在下面的代码示例中，我试图获取一系列员工记录 { Country, Employer, Name, Salary, Age } 并倾销每个国家/地区的最高薪员工.不幸的是，Multiple KEY By 不起作用.

In code sample below, I am trying to get a stream of employee records { Country, Employer, Name, Salary, Age } and dumping highest paid employee in every country. Unfortunately Multiple KEY By doesn't work.

只有 KeyBy(Employer) 在反映，因此我没有得到正确的结果.我错过了什么?

Only KeyBy(Employer) is reflecting, thus I don't get correct result.What am I missing?

StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();

DataStream<Employee> streamEmployee = env.addSource(
        new FlinkKafkaConsumer010<ObjectNode>("flink-demo", new JSONDeserializationSchema(), properties))
        .map(new MapFunction<ObjectNode, Employee>() {

            private static final long serialVersionUID = 6111226274068863916L;

            @Override
            public Employee map(ObjectNode value) throws Exception {
                final Gson gson = new GsonBuilder().create();
                Employee uMsg = gson.fromJson(value.toString(), Employee.class);
                return uMsg;
            }
        });

KeyedStream<Employee, String> employeesKeyedByCountryndEmployer = streamEmployee
        .keyBy(new KeySelector<Employee, String>() {
            private static final long serialVersionUID = -6867736771747690202L;

            @Override
            public String getKey(Employee value) throws Exception {
                // TODO Auto-generated method stub
                return value.getCountry();
            }
        }).keyBy(new KeySelector<Employee, String>() {
            private static final long serialVersionUID = -6867736771747690202L;

            @Override
            public String getKey(Employee value) throws Exception {
                // TODO Auto-generated method stub
                return value.getEmployer();
            }
        });
// This should display employees highly paid in a given country , for a
// given employer
DataStream<Employee> uHighlyPaidEmployee = employeesKeyedByCountryndEmployer.timeWindow(Time.seconds(5))
        .maxBy("salary");

// Assume toString() is overridden , so print works well.
uHighlyPaidEmployee.print();

env.execute("Employee-employer log processor");

推荐答案

您可以定义返回复合键的 KeySelector:

You can define a KeySelector that returns a composite key:

KeyedStream<Employee, Tuple2<String, String>> employeesKeyedByCountryndEmployer = 
  streamEmployee.keyBy(
    new KeySelector<Employee, Tuple2<String, String>>() {

      @Override
      public Tuple2<String, String> getKey(Employee value) throws Exception {
        return Tuple2.of(value.getCountry(), value.getEmployer());
      }
    }
  );

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