org.deeplearning4j.nn.gradient.Gradient Maven / Gradle / Ivy

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 *  * This program and the accompanying materials are made available under the
 *  * terms of the Apache License, Version 2.0 which is available at
 *  * https://www.apache.org/licenses/LICENSE-2.0.
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 *  *  See the NOTICE file distributed with this work for additional
 *  *  information regarding copyright ownership.
 *  * Unless required by applicable law or agreed to in writing, software
 *  * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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 *  * License for the specific language governing permissions and limitations
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package org.deeplearning4j.nn.gradient;

import org.nd4j.linalg.api.ndarray.INDArray;

import java.io.Serializable;
import java.util.List;
import java.util.Map;

public interface Gradient extends Serializable {

    /**
     * Gradient look up table
     *
     * @return the gradient look up table
     */
    Map gradientForVariable();

    /**
     * The full gradient as one flat vector
     *
     * @return
     */
    INDArray gradient(List order);

    /**
     * The full gradient as one flat vector
     *
     * @return
     */
    INDArray gradient();

    /**
     * Clear residual parameters (useful for returning a gradient and then clearing old objects)
     */
    void clear();

    /**
     * The gradient for the given variable
     *
     * @param variable the variable to get the gradient for
     * @return the gradient for the given variable or null
     */
    INDArray getGradientFor(String variable);

    /**
     * Update gradient for the given variable
     *
     * @param variable the variable to get the gradient for
     * @param gradient the gradient values
     * @return the gradient for the given variable or null
     */
    INDArray setGradientFor(String variable, INDArray gradient);

    /**
     * Update gradient for the given variable; also (optionally) specify the order in which the array should be flattened
     * to a row vector
     *
     * @param variable        the variable to get the gradient for
     * @param gradient        the gradient values
     * @param flatteningOrder the order in which gradients should be flattened (null ok - default)
     * @return the gradient for the given variable or null
     */
    INDArray setGradientFor(String variable, INDArray gradient, Character flatteningOrder);

    /**
     * Return the gradient flattening order for the specified variable, or null if it is not explicitly set
     * @param variable    Variable to return the gradient flattening order for
     * @return            Order in which the specified variable's gradient should be flattened
     */
    Character flatteningOrderForVariable(String variable);

}