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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 lombok.NonNull;
import lombok.Value;
/**
* Applies a {@link SimilarityMeasure} to transformed input values. In particular, the same {@link ValueTransformation}
* is applied to the left and right input.
*
* @param the type of the transformed values.
* @param the record type.
*/
@Value
public class TransformingSimilarityMeasure implements SimilarityMeasure {
/**
* The transformation that is applied to both inputs before calculating the similarity.
*/
@NonNull ValueTransformation transformation;
/**
* The similarity measure to apply on the transformed values.
*/
@NonNull SimilarityMeasure measure;
@Override
public double getNonNullSimilarity(final @NonNull T left, final @NonNull T right,
final @NonNull SimilarityContext context) {
return context.safeExecute(() -> {
R leftElement = this.transformation.transform(left, context);
R rightElement = this.transformation.transform(right, context);
return this.measure.getSimilarity(leftElement, rightElement, context);
}).orElse(context.getSimilarityForNull(left, right, context));
}
@Override
public @NonNull SimilarityMeasure cutoff(final double threshold) {
return new TransformingSimilarityMeasure<>(this.transformation, this.measure.cutoff(threshold));
}
}
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