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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.deduplication.online;
import java.util.stream.Stream;
import lombok.NonNull;
/**
* A full online deduplication process, which ensures that no duplicate record is emitted.
* Consider a stream of records A, B, A' and A, A' being duplicates. The resulting stream will be A, B, A", where A"
* is a suitable representation of A and A'.
* The actual implementation may use any means necessary to find duplicates, to ensure proper transitivity ((A,B) is
* duplicate and (B,C) is duplicate implies that (A,C) is duplicate), and to give a resulting representation.
*
* @implSpec It is assumed that any duplicate A' of a previous value A results in a returned representation with the
* same identifier as A. Implementations should document under which conditions this assumptions holds.
*/
@FunctionalInterface
public interface OnlineDeduplication extends com.bakdata.dedupe.deduplication.Deduplication {
/**
* Deduplicates the record with all previously seen records.
* There are two cases:
*
* - No duplicate has been detected: The record itself is returned.
* - At least one duplicate has been detected: The record is added to the duplicate {@link
* com.bakdata.dedupe.clustering.Cluster} and a suitable representation for that cluster is returned.
*
*
* @param newRecord the record that should be processed with all previously seen records
* @return the record or a representation of the duplicate {@link com.bakdata.dedupe.clustering.Cluster} of the
* record.
*/
@NonNull T deduplicate(@NonNull T newRecord);
@Override
default @NonNull Stream deduplicate(final @NonNull Stream extends T> records) {
return records.map(this::deduplicate);
}
}
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