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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.descriptor.MLAlgorithmDescriptor;
import com.feedzai.openml.provider.descriptor.MachineLearningAlgorithmType;
import com.feedzai.openml.util.algorithm.MLAlgorithmEnum;
import static com.feedzai.openml.util.algorithm.MLAlgorithmEnum.createDescriptor;
/**
* Specifies the LightGBM algorithms that can be imported.
*
* @author Alberto Ferreira ([email protected])
* @since 1.0.10
*/
public enum LightGBMAlgorithms implements MLAlgorithmEnum {
/**
* LightGBM binary classifier algorithm.
*/
LIGHTGBM_BINARY_CLASSIFIER(createDescriptor(
"LightGBM Binary Classifier",
LightGBMDescriptorUtil.PARAMS,
MachineLearningAlgorithmType.SUPERVISED_BINARY_CLASSIFICATION,
"https://lightgbm.readthedocs.io/"
)),
/**
* FairGBM binary classifier algorithm.
*/
FAIRGBM_BINARY_CLASSIFIER(createDescriptor(
"FairGBM (LightGBM with Fairness)",
FairGBMDescriptorUtil.PARAMS,
MachineLearningAlgorithmType.SUPERVISED_BINARY_CLASSIFICATION,
"https://lightgbm.readthedocs.io/" // TODO: link to our documentation
)),
;
/**
* {@link MLAlgorithmDescriptor} for this algorithm.
*/
private final MLAlgorithmDescriptor descriptor;
/**
* Constructor.
*
* @param descriptor {@link MLAlgorithmDescriptor} for this algorithm.
*/
LightGBMAlgorithms(final MLAlgorithmDescriptor descriptor) {
this.descriptor = descriptor;
}
@Override
public MLAlgorithmDescriptor getAlgorithmDescriptor() {
return this.descriptor;
}
}