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A framework for parallel and distributed graph processing.
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/*
* @author Philip Stutz
*
* Copyright 2011 University of Zurich
*
* 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 com.signalcollect.interfaces
import com.signalcollect.Vertex
/**
* An aggregation operation aggregates some value of type `ValueType` over all the vertices in a graph.
*/
abstract class AggregationOperation[ValueType] extends ComplexAggregation[ValueType, ValueType] {
/**
* Extracts values of type `ValueType` from vertices.
*/
def extract(v: Vertex[_, _, _, _]): ValueType
/**
* Reduces an arbitrary number of elements to one element.
*/
def reduce(elements: Stream[ValueType]): ValueType
def aggregationOnWorker(vertices: Stream[Vertex[_, _, _, _]]): ValueType = {
reduce(vertices map extract)
}
def aggregationOnCoordinator(workerResults: Iterable[ValueType]): ValueType = {
reduce(workerResults.toStream)
}
}
/**
* Implementation related interface.
* Only use for more complex aggregations or when performance is important.
*/
abstract class ComplexAggregation[WorkerResult, EndResult] extends Serializable {
def aggregationOnWorker(vertices: Stream[Vertex[_, _, _, _]]): WorkerResult
def aggregationOnCoordinator(workerResults: Iterable[WorkerResult]): EndResult
}
/**
* More modular interface for aggregation operations.
*/
abstract class ModularAggregationOperation[ValueType] extends AggregationOperation[ValueType] {
/**
* Reduces an arbitrary number of elements to one element.
*/
def reduce(elements: Stream[ValueType]): ValueType = {
elements.foldLeft(neutralElement)(aggregate)
}
/**
* Aggregates all the values extracted by the `extract` function.
*
* @note There is no guarantee about the order in which this function gets executed on the extracted values.
*/
def aggregate(a: ValueType, b: ValueType): ValueType
/**
* Neutral element of the `aggregate` function:
* `aggregate(x, neutralElement) == x`
*/
def neutralElement: ValueType
}
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