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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.
*/
import org.apache.beam.sdk.Pipeline;
import org.apache.beam.sdk.options.PipelineOptions;
import org.apache.beam.sdk.options.PipelineOptionsFactory;
import org.apache.beam.sdk.transforms.Combine;
import org.apache.beam.sdk.transforms.Create;
import org.apache.beam.sdk.transforms.DoFn;
import org.apache.beam.sdk.transforms.ParDo;
import org.apache.beam.sdk.transforms.Sum;
import org.apache.beam.sdk.values.KV;
import org.apache.beam.sdk.values.PCollection;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
// beam-playground:
// name: CombinePerKey
// description: Demonstration of Combine.perKey transform usage.
// multifile: false
// default_example: false
// context_line: 48
// categories:
// - Core Transforms
// complexity: BASIC
// tags:
// - transforms
// - numbers
// - distinct
public class CombinePerKeyExample {
public static void main(String[] args) {
PipelineOptions options = PipelineOptionsFactory.create();
Pipeline pipeline = Pipeline.create(options);
// [START main_section]
// PCollection is grouped by key and the Double values associated with each key
// are combined into a Double.
PCollection<KV<String, Double>> salesRecords =
pipeline.apply(
Create.of(
KV.of("Apples", 2.0),
KV.of("Apples", 3.0),
KV.of("Apples", 5.0),
KV.of("Oranges", 4.0),
KV.of("Oranges", 8.0)));
PCollection<KV<String, Double>> totalSalesPerPerson =
salesRecords.apply(Combine.perKey(Sum.ofDoubles()));
// [END main_section]
// Log values
totalSalesPerPerson.apply(
ParDo.of(new LogOutput<>("PCollection numbers after Combine.perKey transform: ")));
pipeline.run();
}
static class LogOutput<T> extends DoFn<T, T> {
private static final Logger LOG = LoggerFactory.getLogger(LogOutput.class);
private final String prefix;
public LogOutput(String prefix) {
this.prefix = prefix;
}
@ProcessElement
public void processElement(ProcessContext c) throws Exception {
LOG.info(prefix + c.element());
c.output(c.element());
}
}
}