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Base interfaces and data structures for defining a deduplication workflow.
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/*
* MIT License
*
* Copyright (c) 2019 bakdata GmbH
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
package com.bakdata.dedupe.clustering;
import com.bakdata.dedupe.classifier.ClassifiedCandidate;
import java.util.function.Function;
import java.util.stream.Stream;
import lombok.NonNull;
/**
* A clustering algorithm takes a list of {@link ClassifiedCandidate}s and creates a coherent {@link Cluster}, such that
* all pairs of records inside the cluster are duplicate and no record outside the cluster is a duplicate with any
* record inside the cluster. This requirement implies that {@link com.bakdata.dedupe.classifier.Classification}s are
* additionally performed, reevaluated, or discarded to obtain the necessary coherence.
*
* @implSpec A clustering which also splits previously outputted clusters should give users a chance to react to the
* changes with a {@link ClusterSplitHandler}. Implementations may decide to adhere to the non-splitting wish or not.
*/
public interface Clustering, T, I> {
/**
* Creates a coherent {@link Cluster} from a list of {@link ClassifiedCandidate}s.
*
* @param classifiedCandidates the list of classified candidates.
* @return a coherent cluster over the classified candidates.
*/
@NonNull Stream> cluster(@NonNull Stream> classifiedCandidates);
/**
* The cluster id generator that is used to create an id for a new cluster.
*
* @return the cluster id generator.
*/
@NonNull Function super Iterable extends I>, C> getClusterIdGenerator();
}
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