org.deeplearning4j.optimize.api.LineOptimizer Maven / Gradle / Ivy
/*-
*
* * Copyright 2015 Skymind,Inc.
* *
* * 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 org.deeplearning4j.optimize.api;
import org.deeplearning4j.exception.InvalidStepException;
import org.nd4j.linalg.api.ndarray.INDArray;
import java.io.Serializable;
/**
* Line optimizer interface adapted from mallet
* @author Adam Gibson
*
*/
public interface LineOptimizer extends Serializable {
/**
* Line optimizer
* @param parameters the parameters to optimize
* @param gradient the gradient
* @param searchDirection the point/direction to go in
* @return the last step size used
* @throws InvalidStepException
*/
double optimize(INDArray parameters, INDArray gradient, INDArray searchDirection) throws InvalidStepException;
}
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