Java examples for Big Data:apache beam
apache beam Events By Location
/*//w w w.j av a2s .c o m * 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 org.apache.beam.samples; import org.apache.beam.sdk.Pipeline; import org.apache.beam.sdk.io.TextIO; import org.apache.beam.sdk.options.*; import org.apache.beam.sdk.transforms.*; import org.apache.beam.sdk.values.KV; import org.apache.beam.sdk.values.PCollection; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import java.text.SimpleDateFormat; import java.util.Date; public class EventsByLocation { private static final Logger LOG = LoggerFactory .getLogger(EventsByLocation.class); /** * Specific pipeline options. */ private interface Options extends PipelineOptions { String GDELT_EVENTS_URL = "http://data.gdeltproject.org/events/"; @Description("GDELT file date") @Default.InstanceFactory(GDELTFileFactory.class) String getDate(); void setDate(String value); @Description("Input Path") String getInput(); void setInput(String value); @Description("Output Path") String getOutput(); void setOutput(String value); class GDELTFileFactory implements DefaultValueFactory<String> { public String create(PipelineOptions options) { SimpleDateFormat format = new SimpleDateFormat("yyyyMMdd"); return format.format(new Date()); } } } private static String getCountry(String row) { String[] fields = row.split("\\t+"); if (fields.length > 22) { if (fields[21].length() > 2) { return fields[21].substring(0, 1); } return fields[21]; } return "NA"; } public static void main(String[] args) throws Exception { Options options = PipelineOptionsFactory.fromArgs(args) .withValidation().as(Options.class); if (options.getInput() == null) { options.setInput(Options.GDELT_EVENTS_URL + options.getDate() + ".export.CSV.zip"); } if (options.getOutput() == null) { options.setOutput("/tmp/gdelt-" + options.getDate()); } LOG.info(options.toString()); Pipeline pipeline = Pipeline.create(options); PCollection<String> read = pipeline.apply("ReadFromGDELTFile", TextIO.Read.from(options.getInput())).apply("TakeASample", Sample.<String> any(10)); read.apply(ParDo.of(new DoFn<String, Void>() { @ProcessElement public void processElement(ProcessContext c) { LOG.info(String.format("READ C.ELEMENT |%s|", c.element())); } })); read.apply("ExtractLocation", ParDo.of(new DoFn<String, String>() { @ProcessElement public void processElement(ProcessContext c) { c.output(getCountry(c.element())); } })) .apply("FilterValidLocations", Filter.by(new SerializableFunction<String, Boolean>() { public Boolean apply(String input) { return (!input.equals("NA") && !input.startsWith("-") && input .length() == 2); } })) .apply("CountByLocation", Count.<String> perElement()) .apply("ConvertToJson", MapElements .via(new SimpleFunction<KV<String, Long>, String>() { public String apply( KV<String, Long> input) { return "{\"" + input.getKey() + "\": " + input.getValue() + "}"; } })) .apply("WriteResults", TextIO.Write.to(options.getOutput())); pipeline.run(); } }