com.feedzai.fos.api.Scorer Maven / Gradle / Ivy
/*
* $#
* FOS API
*
* Copyright (C) 2013 Feedzai SA
*
* This software is licensed under the Apache License, Version 2.0 (the "Apache License") or the GNU
* Lesser General Public License version 3 (the "GPL License"). You may choose either license to govern
* your use of this software only upon the condition that you accept all of the terms of either the Apache
* License or the LGPL License.
*
* You may obtain a copy of the Apache License and the LGPL License at:
*
* http://www.apache.org/licenses/LICENSE-2.0.txt
* http://www.gnu.org/licenses/lgpl-3.0.txt
*
* Unless required by applicable law or agreed to in writing, software distributed under the Apache License
* or the LGPL License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND,
* either express or implied. See the Apache License and the LGPL License for the specific language governing
* permissions and limitations under the Apache License and the LGPL License.
* #$
*/
package com.feedzai.fos.api;
import com.feedzai.fos.common.validation.NotNull;
import com.google.common.collect.ImmutableList;
import java.util.List;
import java.util.UUID;
/**
* This class represents a scorer that is capable of scoring instances against a set of models.
*
* Each scorer can hold multiple models and MUST support multi-threaded usage.
*
* @author Marco Jorge ([email protected])
*/
public interface Scorer {
/**
* Score the scorable
against the given modelIds
.
* The score must be between 0 and 1.
* The resulting scores are returned by the same order as the modelIds
(modelsIds(pos) » return(pos)).
*
* @param modelIds the list of models to score
* @param scorable the instance data to score
* @return a list of scores double[] where each list position contains the score for each classifier
* @throws FOSException when scoring was not possible
*/
@NotNull
default List score(List modelIds, Object[] scorable) throws FOSException {
ImmutableList.Builder resultsBuilder = ImmutableList.builder();
for (UUID modelId : modelIds) {
resultsBuilder.add(score(modelId, scorable));
}
return resultsBuilder.build();
}
/**
* Score all scorables against
the given modelId
.
* The score must be between 0 and 1.
* The resulting scores are returned in the same order as the scorables
(scorables(pos) » return(pos)).
*
* @param modelId the id of the model
* @param scorables an array of instances to score
* @return a list of scores double[] where each list position contains the score for each scorable
.
* @throws FOSException when scoring was not possible
*/
@NotNull
default List score(UUID modelId, List
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