Created
July 26, 2014 17:24
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mongo-hadoop + scalding
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import java.io.IOException; | |
import org.apache.hadoop.mapred.JobConf; | |
import org.apache.hadoop.mapred.OutputCollector; | |
import org.apache.hadoop.mapred.RecordReader; | |
import cascading.flow.FlowProcess; | |
import cascading.scheme.Scheme; | |
import cascading.scheme.SourceCall; | |
import cascading.scheme.SinkCall; | |
import cascading.tuple.Tuple; | |
import cascading.tap.Tap; | |
import com.mongodb.hadoop.mapred.MongoInputFormat; | |
import com.mongodb.hadoop.util.MongoConfigUtil; | |
import com.mongodb.hadoop.io.BSONWritable; | |
import com.mongodb.MongoURI; | |
public class MongoScheme extends Scheme<JobConf, RecordReader, OutputCollector, Object[], Object[]> { | |
String uri; | |
public MongoScheme(String uri) { | |
this.uri = uri; | |
} | |
@SuppressWarnings("rawtypes") | |
@Override | |
public void sourceConfInit(FlowProcess<JobConf> fp, | |
Tap<JobConf, RecordReader, OutputCollector> tap, JobConf jobConf) { | |
jobConf.setInputFormat(MongoInputFormat.class); | |
jobConf.setMapSpeculativeExecution(false); | |
MongoConfigUtil.setInputURI(jobConf, new MongoURI(uri)); | |
MongoConfigUtil.setCreateInputSplits(jobConf, false); | |
} | |
@SuppressWarnings("unchecked") | |
@Override | |
public boolean source(FlowProcess<JobConf> fp, SourceCall<Object[], RecordReader> sc) | |
throws IOException { | |
BSONWritable value = (BSONWritable) sc.getInput().createValue(); | |
if (!sc.getInput().next(new BSONWritable(), value)) return false; | |
sc.getIncomingEntry().setTuple(new Tuple(value.getDoc())); | |
return true; | |
} | |
@SuppressWarnings("rawtypes") | |
@Override | |
public void sinkConfInit(FlowProcess<JobConf> arg0, | |
Tap<JobConf, RecordReader, OutputCollector> arg1, JobConf arg2) { | |
throw new UnsupportedOperationException("MongoScheme does not support Sinks"); | |
} | |
@Override | |
public void sink(FlowProcess<JobConf> arg0, SinkCall<Object[], OutputCollector> arg1) | |
throws IOException { | |
throw new UnsupportedOperationException("MongoScheme does not support Sinks"); | |
} | |
@Override | |
public boolean isSink() { return false; } | |
} |
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case class MongoSource(uri : String) extends Source | |
with TypedSource[BSONObject] | |
with java.io.Serializable { | |
override def createTap(readOrWrite: AccessMode)(implicit mode: Mode) = new MongoTap(uri).asInstanceOf[Tap[_,_,_]] | |
override def converter[T >: BSONObject] = TupleConverter.asSuperConverter[BSONObject, T](TupleConverter.of[BSONObject]) | |
} |
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import java.io.IOException; | |
import org.apache.hadoop.mapred.JobConf; | |
import org.apache.hadoop.mapred.RecordReader; | |
import cascading.flow.FlowProcess; | |
import cascading.tap.SourceTap; | |
import cascading.tap.hadoop.io.HadoopTupleEntrySchemeIterator; | |
import cascading.tuple.TupleEntryIterator; | |
import cascading.tuple.TupleEntrySchemeIterator; | |
import com.mongodb.MongoURI; | |
class MongoTap extends SourceTap<JobConf, RecordReader> { | |
String uri; | |
public MongoTap(String uri) { | |
super(new MongoScheme(uri)); | |
this.uri = uri; | |
} | |
@Override | |
public TupleEntryIterator openForRead(FlowProcess<JobConf> flowProcess, RecordReader reader) throws IOException { | |
return new HadoopTupleEntrySchemeIterator(flowProcess, this, reader); | |
} | |
@Override | |
public boolean resourceExists(JobConf jobConf) throws IOException { | |
return true; | |
} | |
@Override | |
public long getModifiedTime(JobConf jobConf) throws IOException { | |
return System.currentTimeMillis(); | |
} | |
@Override | |
public String getIdentifier() { | |
return this.uri; | |
} | |
} |
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