org.apache.avro.mapreduce.AvroJob Maven / Gradle / Ivy
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* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
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*
* https://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
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* permissions and limitations under the License.
*/
package org.apache.avro.mapreduce;
import org.apache.avro.Schema;
import org.apache.avro.generic.GenericData;
import org.apache.avro.hadoop.io.AvroKeyComparator;
import org.apache.avro.hadoop.io.AvroSerialization;
import org.apache.avro.mapred.AvroKey;
import org.apache.avro.mapred.AvroValue;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.mapreduce.Job;
/**
* Utility methods for configuring jobs that work with Avro.
*
*
* When using Avro data as MapReduce keys and values, data must be wrapped in a
* suitable AvroWrapper implementation. MapReduce keys must be wrapped in an
* AvroKey object, and MapReduce values must be wrapped in an AvroValue object.
*
*
*
* Suppose you would like to write a line count mapper that reads from a text
* file. If instead of using a Text and IntWritable output value, you would like
* to use Avro data with a schema of "string" and "int",
* respectively, you may parametrize your mapper with
* {@code AvroKey} and {@code AvroValue} types. Then, use
* the setMapOutputKeySchema()
and
* setMapOutputValueSchema()
methods to set writer schemas for the
* records you will generate.
*
*/
public final class AvroJob {
/** Disable the constructor for this utility class. */
private AvroJob() {
}
/** Configuration key for the input key schema. */
private static final String CONF_INPUT_KEY_SCHEMA = "avro.schema.input.key";
/** Configuration key for the input value schema. */
private static final String CONF_INPUT_VALUE_SCHEMA = "avro.schema.input.value";
/** Configuration key for the output key schema. */
private static final String CONF_OUTPUT_KEY_SCHEMA = "avro.schema.output.key";
/** Configuration key for the output value schema. */
private static final String CONF_OUTPUT_VALUE_SCHEMA = "avro.schema.output.value";
/**
* The configuration key for a job's output compression codec. This takes one of
* the strings registered in {@link org.apache.avro.file.CodecFactory}
*/
public static final String CONF_OUTPUT_CODEC = "avro.output.codec";
/**
* Sets the job input key schema.
*
* @param job The job to configure.
* @param schema The input key schema.
*/
public static void setInputKeySchema(Job job, Schema schema) {
job.getConfiguration().set(CONF_INPUT_KEY_SCHEMA, schema.toString());
}
/**
* Sets the job input value schema.
*
* @param job The job to configure.
* @param schema The input value schema.
*/
public static void setInputValueSchema(Job job, Schema schema) {
job.getConfiguration().set(CONF_INPUT_VALUE_SCHEMA, schema.toString());
}
/**
* Sets the map output key schema.
*
* @param job The job to configure.
* @param schema The map output key schema.
*/
public static void setMapOutputKeySchema(Job job, Schema schema) {
job.setMapOutputKeyClass(AvroKey.class);
job.setGroupingComparatorClass(AvroKeyComparator.class);
job.setSortComparatorClass(AvroKeyComparator.class);
AvroSerialization.setKeyWriterSchema(job.getConfiguration(), schema);
AvroSerialization.setKeyReaderSchema(job.getConfiguration(), schema);
AvroSerialization.addToConfiguration(job.getConfiguration());
}
/**
* Sets the map output value schema.
*
* @param job The job to configure.
* @param schema The map output value schema.
*/
public static void setMapOutputValueSchema(Job job, Schema schema) {
job.setMapOutputValueClass(AvroValue.class);
AvroSerialization.setValueWriterSchema(job.getConfiguration(), schema);
AvroSerialization.setValueReaderSchema(job.getConfiguration(), schema);
AvroSerialization.addToConfiguration(job.getConfiguration());
}
/**
* Sets the job output key schema.
*
* @param job The job to configure.
* @param schema The job output key schema.
*/
public static void setOutputKeySchema(Job job, Schema schema) {
job.setOutputKeyClass(AvroKey.class);
job.getConfiguration().set(CONF_OUTPUT_KEY_SCHEMA, schema.toString());
}
/**
* Sets the job output value schema.
*
* @param job The job to configure.
* @param schema The job output value schema.
*/
public static void setOutputValueSchema(Job job, Schema schema) {
job.setOutputValueClass(AvroValue.class);
job.getConfiguration().set(CONF_OUTPUT_VALUE_SCHEMA, schema.toString());
}
/**
* Sets the job data model class.
*
* @param job The job to configure.
* @param modelClass The job data model class.
*/
public static void setDataModelClass(Job job, Class extends GenericData> modelClass) {
AvroSerialization.setDataModelClass(job.getConfiguration(), modelClass);
}
/**
* Gets the job input key schema.
*
* @param conf The job configuration.
* @return The job input key schema, or null if not set.
*/
public static Schema getInputKeySchema(Configuration conf) {
String schemaString = conf.get(CONF_INPUT_KEY_SCHEMA);
return schemaString != null ? new Schema.Parser().parse(schemaString) : null;
}
/**
* Gets the job input value schema.
*
* @param conf The job configuration.
* @return The job input value schema, or null if not set.
*/
public static Schema getInputValueSchema(Configuration conf) {
String schemaString = conf.get(CONF_INPUT_VALUE_SCHEMA);
return schemaString != null ? new Schema.Parser().parse(schemaString) : null;
}
/**
* Gets the map output key schema.
*
* @param conf The job configuration.
* @return The map output key schema, or null if not set.
*/
public static Schema getMapOutputKeySchema(Configuration conf) {
return AvroSerialization.getKeyWriterSchema(conf);
}
/**
* Gets the map output value schema.
*
* @param conf The job configuration.
* @return The map output value schema, or null if not set.
*/
public static Schema getMapOutputValueSchema(Configuration conf) {
return AvroSerialization.getValueWriterSchema(conf);
}
/**
* Gets the job output key schema.
*
* @param conf The job configuration.
* @return The job output key schema, or null if not set.
*/
public static Schema getOutputKeySchema(Configuration conf) {
String schemaString = conf.get(CONF_OUTPUT_KEY_SCHEMA);
return schemaString != null ? new Schema.Parser().parse(schemaString) : null;
}
/**
* Gets the job output value schema.
*
* @param conf The job configuration.
* @return The job output value schema, or null if not set.
*/
public static Schema getOutputValueSchema(Configuration conf) {
String schemaString = conf.get(CONF_OUTPUT_VALUE_SCHEMA);
return schemaString != null ? new Schema.Parser().parse(schemaString) : null;
}
}