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OpenML LightGBM Machine Learning Model and Classifier provider
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/*
* Copyright 2020 Feedzai
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
*/
package com.feedzai.openml.provider.lightgbm;
import com.feedzai.openml.provider.MachineLearningProvider;
import com.feedzai.openml.provider.TrainingMachineLearningProvider;
import com.feedzai.openml.provider.descriptor.MLAlgorithmDescriptor;
import com.feedzai.openml.util.algorithm.MLAlgorithmEnum;
import com.google.auto.service.AutoService;
import java.util.Optional;
import java.util.Set;
/**
* This class implements Feedzai's OpenML MachineLearningProvider interface for LightGBM.
*
* @author Alberto Ferreira ([email protected])
* @since 1.0.10
*/
@AutoService(MachineLearningProvider.class)
public class LightGBMMLProvider implements TrainingMachineLearningProvider {
/**
* The reported name of this provider.
*/
// private static final String PROVIDER_NAME = "Feedzai GBM"; // TODO: https://github.com/feedzai/feedzai-openml-java/issues/129
private static final String PROVIDER_NAME = "Microsoft LightGBM";
@Override
public String getName() {
return PROVIDER_NAME;
}
@Override
public Set getAlgorithms() {
// return MLAlgorithmEnum.getDescriptors(LightGBMAlgorithms.values()); // TODO: https://github.com/feedzai/feedzai-openml-java/issues/129
return MLAlgorithmEnum.getDescriptors(new MLAlgorithmEnum[]{LightGBMAlgorithms.LIGHTGBM_BINARY_CLASSIFIER});
}
@Override
public Optional getModelCreator(final String algorithmName) {
return MLAlgorithmEnum.getByName(new MLAlgorithmEnum[]{LightGBMAlgorithms.LIGHTGBM_BINARY_CLASSIFIER}, algorithmName)
.map(algorithm -> new LightGBMModelCreator());
}
}