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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.similarity;
import java.util.Collection;
import lombok.NonNull;
/**
* A {@link SimilarityMeasure} that is defined over {@link Collection}s.
*
* @param the element type.
* @param the collection type.
*/
@FunctionalInterface
public interface CollectionSimilarityMeasure, E> extends SimilarityMeasure {
@Override
default double getNonNullSimilarity(final @NonNull C leftCollection, final @NonNull C rightCollection,
final @NonNull SimilarityContext context) {
if (leftCollection.isEmpty() && rightCollection.isEmpty()) {
return 1;
}
if (leftCollection.isEmpty() || rightCollection.isEmpty()) {
return 0;
}
return this.calculateNonEmptyCollectionSimilarity(leftCollection, rightCollection, context);
}
/**
* Calculates the similarity ignoring the trivial cases of empty input collections.
*
* @param leftCollection the non-empty, leftCollection element for which the similarity should be calculated.
* @param rightCollection the non-empty, rightCollection element for which the similarity should be calculated.
* @param context the context of the comparison.
* @return the similarity [0; 1] or {@link #unknown()} if no comparison can be performed (for example if
* leftCollection or rightCollection are null).
*/
double calculateNonEmptyCollectionSimilarity(@NonNull C leftCollection, @NonNull C rightCollection,
@NonNull SimilarityContext context);
}
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