/* * Copyright (c) 2007-2012 Concurrent, Inc. All Rights Reserved. * * Project and contact information: http://www.cascading.org/ * * This file is part of the Cascading project. * * 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 cascading.pipe.assembly; import java.beans.ConstructorProperties; import cascading.flow.FlowProcess; import cascading.operation.aggregator.Sum; import cascading.pipe.Pipe; import cascading.tuple.Fields; import cascading.tuple.Tuple; import cascading.tuple.TupleEntry; /** * Class CountBy is used to count duplicates in a tuple stream. * <p/> * Typically finding the count of a field in a tuple stream relies on a {@link cascading.pipe.GroupBy} and a {@link cascading.operation.aggregator.Count} * {@link cascading.operation.Aggregator} operation. * <p/> * This SubAssembly also uses the {@link CountBy.CountPartials} {@link AggregateBy.Functor} * to count field values before the GroupBy operator to reduce IO over the network. * <p/> * This strategy is similar to using {@code combiners}, except no sorting or serialization is invoked and results * in a much simpler mechanism. * <p/> * The {@code threshold} value tells the underlying CountPartials functions how many unique key counts to accumulate * in the LRU cache, before emitting the least recently used entry. * * @see AggregateBy */ public class CountBy extends AggregateBy { /** * Class CountPartials is a {@link AggregateBy.Functor} that is used to count observed duplicates from the tuple stream. * <p/> * Use this class typically in tandem with a {@link cascading.operation.aggregator.Sum} * {@link cascading.operation.Aggregator} in order to improve counting performance by removing as many values * as possible before the intermediate {@link cascading.pipe.GroupBy} operator. * * @see CountBy */ public static class CountPartials implements Functor { private Fields declaredFields; /** * Constructor CountPartials creates a new CountPartials instance. * * @param declaredFields of type Fields */ public CountPartials( Fields declaredFields ) { this.declaredFields = declaredFields; if( !declaredFields.isDeclarator() || declaredFields.size() != 1 ) throw new IllegalArgumentException( "declaredFields should declare only one field name" ); } @Override public Fields getDeclaredFields() { return declaredFields; } @Override public Tuple aggregate( FlowProcess flowProcess, TupleEntry args, Tuple context ) { if( context == null ) context = new Tuple( 1L ); else context.set( 0, context.getLong( 0 ) + 1L ); return context; } @Override public Tuple complete( FlowProcess flowProcess, Tuple context ) { return context; } } /** * Constructor CountBy creates a new CountBy instance. Use this constructor when used with a {@link AggregateBy} * instance. * * @param countField of type Fields */ @ConstructorProperties({"countField"}) public CountBy( Fields countField ) { super( Fields.ALL, new CountPartials( countField ), new Sum( countField, Long.TYPE ) ); } /////// /** * Constructor CountBy creates a new CountBy instance. * * @param pipe of type Pipe * @param groupingFields of type Fields * @param countField of type Fields */ @ConstructorProperties({"pipe", "groupingFields", "countField"}) public CountBy( Pipe pipe, Fields groupingFields, Fields countField ) { this( null, pipe, groupingFields, countField ); } /** * Constructor CountBy creates a new CountBy instance. * * @param pipe of type Pipe * @param groupingFields of type Fields * @param countField fo type Fields * @param threshold of type int */ @ConstructorProperties({"pipe", "groupingFields", "countField", "threshold"}) public CountBy( Pipe pipe, Fields groupingFields, Fields countField, int threshold ) { this( null, pipe, groupingFields, countField, threshold ); } /** * Constructor CountBy creates a new CountBy instance. * * @param name of type String * @param pipe of type Pipe * @param groupingFields of type Fields * @param countField of type Fields */ @ConstructorProperties({"name", "pipe", "groupingFields", "countField"}) public CountBy( String name, Pipe pipe, Fields groupingFields, Fields countField ) { this( name, pipe, groupingFields, countField, 10000 ); } /** * Constructor CountBy creates a new CountBy instance. * * @param name of type String * @param pipe of type Pipe * @param groupingFields of type Fields * @param countField of type Fields * @param threshold of type int */ @ConstructorProperties({"name", "pipe", "groupingFields", "countField", "threshold"}) public CountBy( String name, Pipe pipe, Fields groupingFields, Fields countField, int threshold ) { this( name, Pipe.pipes( pipe ), groupingFields, countField, threshold ); } /** * Constructor CountBy creates a new CountBy instance. * * @param pipes of type Pipe[] * @param groupingFields of type Fields * @param countField of type Fields */ @ConstructorProperties({"pipes", "groupingFields", "countField"}) public CountBy( Pipe[] pipes, Fields groupingFields, Fields countField ) { this( null, pipes, groupingFields, countField, 10000 ); } /** * Constructor CountBy creates a new CountBy instance. * * @param pipes of type Pipe[] * @param groupingFields of type Fields * @param countField of type Fields * @param threshold of type int */ @ConstructorProperties({"pipes", "groupingFields", "countField", "threshold"}) public CountBy( Pipe[] pipes, Fields groupingFields, Fields countField, int threshold ) { this( null, pipes, groupingFields, countField, threshold ); } /** * Constructor CountBy creates a new CountBy instance. * * @param name of type String * @param pipes of type Pipe[] * @param groupingFields of type Fields * @param countField of type Fields */ @ConstructorProperties({"name", "pipes", "groupingFields", "countField"}) public CountBy( String name, Pipe[] pipes, Fields groupingFields, Fields countField ) { this( name, pipes, groupingFields, countField, 10000 ); } /** * Constructor CountBy creates a new CountBy instance. * * @param name of type String * @param pipes of type Pipe[] * @param groupingFields of type Fields * @param countField of type Fields * @param threshold of type int */ @ConstructorProperties({"name", "pipes", "groupingFields", "countField", "threshold"}) public CountBy( String name, Pipe[] pipes, Fields groupingFields, Fields countField, int threshold ) { super( name, pipes, groupingFields, groupingFields, new CountPartials( countField ), new Sum( countField, Long.TYPE ), threshold ); } }