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java/com/google/domain/registry/mapreduce/MapreduceRunner.java
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246
java/com/google/domain/registry/mapreduce/MapreduceRunner.java
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// Copyright 2016 Google Inc. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package com.google.domain.registry.mapreduce;
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import static com.google.appengine.api.search.checkers.Preconditions.checkNotNull;
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import static com.google.appengine.tools.pipeline.PipelineServiceFactory.newPipelineService;
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import static com.google.domain.registry.util.PreconditionsUtils.checkArgumentNotNull;
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import com.google.appengine.tools.mapreduce.Input;
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import com.google.appengine.tools.mapreduce.MapJob;
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import com.google.appengine.tools.mapreduce.MapReduceJob;
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import com.google.appengine.tools.mapreduce.MapReduceSettings;
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import com.google.appengine.tools.mapreduce.MapReduceSpecification;
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import com.google.appengine.tools.mapreduce.MapSettings;
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import com.google.appengine.tools.mapreduce.MapSpecification;
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import com.google.appengine.tools.mapreduce.Mapper;
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import com.google.appengine.tools.mapreduce.Marshallers;
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import com.google.appengine.tools.mapreduce.Output;
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import com.google.appengine.tools.mapreduce.Reducer;
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import com.google.appengine.tools.mapreduce.outputs.NoOutput;
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import com.google.appengine.tools.pipeline.Job0;
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import com.google.appengine.tools.pipeline.JobSetting;
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import com.google.common.annotations.VisibleForTesting;
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import com.google.common.base.Optional;
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import com.google.domain.registry.request.Parameter;
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import com.google.domain.registry.util.FormattingLogger;
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import com.google.domain.registry.util.PipelineUtils;
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import org.joda.time.Duration;
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import java.io.Serializable;
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import javax.inject.Inject;
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/**
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* Runner for map-only or full map and reduce mapreduces.
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*
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* <p>We use hardcoded serialization marshallers for moving data between steps, so all types used as
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* keys or values must implement {@link Serializable}.
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*/
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public class MapreduceRunner {
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private static final FormattingLogger logger = FormattingLogger.getLoggerForCallerClass();
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public static final String PARAM_DRY_RUN = "dryRun";
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public static final String PARAM_MAP_SHARDS = "mapShards";
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public static final String PARAM_REDUCE_SHARDS = "reduceShards";
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private static final String BASE_URL = "/_dr/mapreduce/";
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private static final String QUEUE_NAME = "mapreduce";
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private final Optional<Integer> httpParamMapShards;
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private final Optional<Integer> httpParamReduceShards;
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// Default to 3 minutes since many slices will contain datastore queries that time out at 4:30.
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private Duration sliceDuration = Duration.standardMinutes(3);
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private String jobName;
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private String moduleName;
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// If no reduce shards are set via http params, use this many shards.
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private int defaultReduceShards = 1;
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/**
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* @param mapShards number of map shards; if omitted, the {@link Input} objects will choose
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* @param reduceShards number of reduce shards; if omitted, uses {@link #defaultReduceShards}
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*/
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@Inject
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@VisibleForTesting
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public MapreduceRunner(
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@Parameter(PARAM_MAP_SHARDS) Optional<Integer> mapShards,
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@Parameter(PARAM_REDUCE_SHARDS) Optional<Integer> reduceShards) {
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this.httpParamMapShards = mapShards;
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this.httpParamReduceShards = reduceShards;
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}
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/** Set the max time to run a slice before serializing; defaults to 3 minutes. */
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public MapreduceRunner setSliceDuration(Duration sliceDuration) {
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this.sliceDuration = checkArgumentNotNull(sliceDuration, "sliceDuration");
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return this;
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}
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/** Set the human readable job name for display purposes. */
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public MapreduceRunner setJobName(String jobName) {
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this.jobName = checkArgumentNotNull(jobName, "jobName");
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return this;
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}
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/** Set the module to run in. */
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public MapreduceRunner setModuleName(String moduleName) {
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this.moduleName = checkArgumentNotNull(moduleName, "moduleName");
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return this;
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}
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/** Set the default number of reducers, if not overriden by the http param. */
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public MapreduceRunner setDefaultReduceShards(int defaultReduceShards) {
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this.defaultReduceShards = checkNotNull(defaultReduceShards, "defaultReduceShards");
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return this;
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}
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/**
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* Create a map-only mapreduce to be run as part of a pipeline.
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*
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* @see #runMapOnly for creating and running an independent map-only mapreduce
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*
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* @param mapper instance of a mapper class
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* @param inputs input sources for the mapper
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* @param <I> mapper input type
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* @param <O> individual output record type sent to the {@link Output}
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* @param <R> overall output result type
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*/
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public <I, O, R> MapJob<I, O, R> createMapOnlyJob(
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Mapper<I, Void, O> mapper,
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Output<O, R> output,
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Iterable<? extends Input<? extends I>> inputs) {
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checkCommonRequiredFields(inputs, mapper);
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return new MapJob<>(
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new MapSpecification.Builder<I, O, R>()
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.setJobName(jobName)
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.setInput(new ConcatenatingInput<>(inputs, httpParamMapShards.or(Integer.MAX_VALUE)))
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.setMapper(mapper)
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.setOutput(output)
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.build(),
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new MapSettings.Builder()
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.setWorkerQueueName(QUEUE_NAME)
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.setBaseUrl(BASE_URL)
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.setModule(moduleName)
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.setMillisPerSlice((int) sliceDuration.getMillis())
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.build());
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}
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/**
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* Kick off a map-only mapreduce.
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*
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* <p>For simplicity, the mapreduce is hard-coded with {@link NoOutput}, on the assumption that
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* all work will be accomplished via side effects during the map phase.
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*
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* @see #createMapOnlyJob for creating and running a map-only mapreduce as part of a pipeline
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*
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* @param mapper instance of a mapper class
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* @param inputs input sources for the mapper
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* @param <I> mapper input type
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* @return the job id
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*/
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public <I> String runMapOnly(
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Mapper<I, Void, Void> mapper,
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Iterable<? extends Input<? extends I>> inputs) {
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return runAsPipeline(createMapOnlyJob(mapper, new NoOutput<Void, Void>(), inputs));
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}
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/**
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* Create a mapreduce job to be run as part of a pipeline.
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*
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* @see #runMapreduce for creating and running an independent mapreduce
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*
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* @param mapper instance of a mapper class
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* @param reducer instance of a reducer class
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* @param inputs input sources for the mapper
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* @param <I> mapper input type
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* @param <K> emitted key type
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* @param <V> emitted value type
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* @param <O> individual output record type sent to the {@link Output}
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* @param <R> overall output result type
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*/
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public final <I, K extends Serializable, V extends Serializable, O, R> MapReduceJob<I, K, V, O, R>
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createMapreduceJob(
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Mapper<I, K, V> mapper,
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Reducer<K, V, O> reducer,
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Output<O, R> output,
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Iterable<? extends Input<? extends I>> inputs) {
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checkCommonRequiredFields(inputs, mapper);
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checkArgumentNotNull(reducer, "reducer");
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return new MapReduceJob<>(
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new MapReduceSpecification.Builder<I, K, V, O, R>()
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.setJobName(jobName)
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.setInput(new ConcatenatingInput<>(inputs, httpParamMapShards.or(Integer.MAX_VALUE)))
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.setMapper(mapper)
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.setReducer(reducer)
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.setOutput(output)
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.setKeyMarshaller(Marshallers.<K>getSerializationMarshaller())
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.setValueMarshaller(Marshallers.<V>getSerializationMarshaller())
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.setNumReducers(httpParamReduceShards.or(defaultReduceShards))
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.build(),
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new MapReduceSettings.Builder()
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.setWorkerQueueName(QUEUE_NAME)
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.setBaseUrl(BASE_URL)
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.setModule(moduleName)
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.setMillisPerSlice((int) sliceDuration.getMillis())
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.build());
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}
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/**
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* Kick off a mapreduce job.
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*
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* <p>For simplicity, the mapreduce is hard-coded with {@link NoOutput}, on the assumption that
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* all work will be accomplished via side effects during the map or reduce phases.
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*
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* @see #createMapreduceJob for creating and running a mapreduce as part of a pipeline
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*
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* @param mapper instance of a mapper class
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* @param reducer instance of a reducer class
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* @param inputs input sources for the mapper
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* @param <I> mapper input type
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* @param <K> emitted key type
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* @param <V> emitted value type
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* @return the job id
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*/
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public final <I, K extends Serializable, V extends Serializable> String runMapreduce(
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Mapper<I, K, V> mapper,
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Reducer<K, V, Void> reducer,
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Iterable<? extends Input<? extends I>> inputs) {
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return runAsPipeline(
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createMapreduceJob(mapper, reducer, new NoOutput<Void, Void>(), inputs));
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}
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private void checkCommonRequiredFields(Iterable<?> inputs, Mapper<?, ?, ?> mapper) {
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checkNotNull(jobName, "jobName");
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checkNotNull(moduleName, "moduleName");
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checkArgumentNotNull(inputs, "inputs");
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checkArgumentNotNull(mapper, "mapper");
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}
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private String runAsPipeline(Job0<?> job) {
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String jobId = newPipelineService().startNewPipeline(
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job,
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new JobSetting.OnModule(moduleName),
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new JobSetting.OnQueue(QUEUE_NAME));
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logger.infofmt(
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"Started '%s' %s job: %s",
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jobName,
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job instanceof MapJob ? "map" : "mapreduce",
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PipelineUtils.createJobPath(jobId));
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return jobId;
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}
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}
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