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co.cask.hydrator.plugin.spark.TwitterStreamingSource Maven / Gradle / Ivy
/*
* Copyright © 2016 Cask Data, Inc.
*
* Licensed 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 co.cask.hydrator.plugin.spark;
import co.cask.cdap.api.annotation.Description;
import co.cask.cdap.api.annotation.Macro;
import co.cask.cdap.api.annotation.Name;
import co.cask.cdap.api.annotation.Plugin;
import co.cask.cdap.api.data.format.StructuredRecord;
import co.cask.cdap.api.data.schema.Schema;
import co.cask.cdap.etl.api.PipelineConfigurer;
import co.cask.cdap.etl.api.streaming.StreamingContext;
import co.cask.cdap.etl.api.streaming.StreamingSource;
import co.cask.hydrator.common.ReferencePluginConfig;
import com.google.common.annotations.VisibleForTesting;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.streaming.api.java.JavaDStream;
import org.apache.spark.streaming.api.java.JavaStreamingContext;
import org.apache.spark.streaming.twitter.TwitterUtils;
import twitter4j.Status;
import twitter4j.auth.Authorization;
import twitter4j.auth.OAuthAuthorization;
import twitter4j.conf.ConfigurationBuilder;
import java.io.Serializable;
import java.util.Date;
/**
*/
@Plugin(type = StreamingSource.PLUGIN_TYPE)
@Name("Twitter")
@Description("Twitter streaming source.")
public class TwitterStreamingSource extends ReferenceStreamingSource {
private static final String ID = "id";
private static final String MSG = "message";
private static final String LANG = "lang";
private static final String TIME = "time";
private static final String FAVC = "favCount";
private static final String RTC = "rtCount";
private static final String SRC = "source";
private static final String GLAT = "geoLat";
private static final String GLNG = "geoLong";
private static final String ISRT = "isRetweet";
private static final Schema SCHEMA =
Schema.recordOf("tweet", Schema.Field.of(ID, Schema.of(Schema.Type.LONG)),
Schema.Field.of(MSG, Schema.of(Schema.Type.STRING)),
Schema.Field.of(LANG, Schema.nullableOf(Schema.of(Schema.Type.STRING))),
Schema.Field.of(TIME, Schema.nullableOf(Schema.of(Schema.Type.LONG))),
Schema.Field.of(FAVC, Schema.of(Schema.Type.INT)),
Schema.Field.of(RTC, Schema.of(Schema.Type.INT)),
Schema.Field.of(SRC, Schema.nullableOf(Schema.of(Schema.Type.STRING))),
Schema.Field.of(GLAT, Schema.nullableOf(Schema.of(Schema.Type.DOUBLE))),
Schema.Field.of(GLNG, Schema.nullableOf(Schema.of(Schema.Type.DOUBLE))),
Schema.Field.of(ISRT, Schema.of(Schema.Type.BOOLEAN)));
private final TwitterStreamingConfig config;
public TwitterStreamingSource(TwitterStreamingConfig config) {
super(config);
this.config = config;
}
@Override
public void configurePipeline(PipelineConfigurer pipelineConfigurer) {
super.configurePipeline(pipelineConfigurer);
pipelineConfigurer.getStageConfigurer().setOutputSchema(SCHEMA);
}
@Override
public JavaDStream getStream(StreamingContext context) throws Exception {
context.registerLineage(config.referenceName);
JavaStreamingContext javaStreamingContext = context.getSparkStreamingContext();
// Create authorization from user-provided properties
ConfigurationBuilder configurationBuilder = new ConfigurationBuilder();
configurationBuilder.setDebugEnabled(false)
.setOAuthConsumerKey(config.consumerKey)
.setOAuthConsumerSecret(config.consumerSecret)
.setOAuthAccessToken(config.accessToken)
.setOAuthAccessTokenSecret(config.accessTokenSecret);
Authorization authorization = new OAuthAuthorization(configurationBuilder.build());
return TwitterUtils.createStream(javaStreamingContext, authorization).map(
new Function() {
public StructuredRecord call(Status status) {
return convertTweet(status);
}
}
);
}
private StructuredRecord convertTweet(Status tweet) {
StructuredRecord.Builder recordBuilder = StructuredRecord.builder(SCHEMA);
recordBuilder.set(ID, tweet.getId());
recordBuilder.set(MSG, tweet.getText());
recordBuilder.set(LANG, tweet.getLang());
Date tweetDate = tweet.getCreatedAt();
if (tweetDate != null) {
recordBuilder.set(TIME, tweetDate.getTime());
}
recordBuilder.set(FAVC, tweet.getFavoriteCount());
recordBuilder.set(RTC, tweet.getRetweetCount());
recordBuilder.set(SRC, tweet.getSource());
if (tweet.getGeoLocation() != null) {
recordBuilder.set(GLAT, tweet.getGeoLocation().getLatitude());
recordBuilder.set(GLNG, tweet.getGeoLocation().getLongitude());
}
recordBuilder.set(ISRT, tweet.isRetweet());
return recordBuilder.build();
}
/**
* Config class for TwitterStreamingSource.
*/
public static class TwitterStreamingConfig extends ReferencePluginConfig implements Serializable {
private static final long serialVersionUID = 4218063781909515444L;
@Name("ConsumerKey")
@Description("Consumer Key")
@Macro
private String consumerKey;
@Name("ConsumerSecret")
@Description("Consumer Secret")
@Macro
private String consumerSecret;
@Name("AccessToken")
@Description("Access Token")
@Macro
private String accessToken;
@Name("AccessTokenSecret")
@Description("Access Token Secret")
@Macro
private String accessTokenSecret;
@VisibleForTesting
public TwitterStreamingConfig(String referenceName, String consumerKey, String consumerSecret, String accessToken,
String accessTokenSecret) {
super(referenceName);
this.consumerKey = consumerKey;
this.consumerSecret = consumerSecret;
this.accessToken = accessToken;
this.accessTokenSecret = accessTokenSecret;
}
}
}