org.deeplearning4j.nn.updater.LayerUpdater 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
 *  * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
 *  * License for the specific language governing permissions and limitations
 *  * under the License.
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 *  * SPDX-License-Identifier: Apache-2.0
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package org.deeplearning4j.nn.updater;

import lombok.extern.slf4j.Slf4j;
import org.deeplearning4j.nn.api.Layer;
import org.deeplearning4j.nn.api.Trainable;
import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;
import org.nd4j.linalg.api.ndarray.INDArray;

import java.util.HashMap;

@Slf4j
public class LayerUpdater extends BaseMultiLayerUpdater {

    public LayerUpdater(Layer layer) {
        this(layer, null);
    }

    public LayerUpdater(Layer layer, INDArray updaterState) {
        super(layer, updaterState);
        if (layer instanceof MultiLayerNetwork) {
            throw new UnsupportedOperationException("Cannot use LayerUpdater for a MultiLayerNetwork");
        }

        layersByName = new HashMap<>();
        layersByName.put(layer.conf().getLayer().getLayerName(), layer);
    }

    @Override
    protected Trainable[] getOrderedLayers() {
        return new Trainable[] {(Trainable)network};
    }

    @Override
    public INDArray getFlattenedGradientsView() {
        return network.getGradientsViewArray();
    }

    @Override
    protected INDArray getParams() {
        return network.params();
    }

    @Override
    protected boolean isMiniBatch() {
        return network.conf().isMiniBatch();
    }

    @Override
    protected boolean isSingleLayerUpdater() {
        return true;
    }
}