org.deeplearning4j.nn.conf.layers.DenseLayer 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.nn.conf.layers;
import lombok.*;
import org.deeplearning4j.exception.DL4JInvalidConfigException;
import org.deeplearning4j.nn.api.Layer;
import org.deeplearning4j.nn.api.ParamInitializer;
import org.deeplearning4j.nn.conf.NeuralNetConfiguration;
import org.deeplearning4j.nn.params.DefaultParamInitializer;
import org.deeplearning4j.optimize.api.IterationListener;
import org.deeplearning4j.util.LayerValidation;
import org.nd4j.linalg.api.ndarray.INDArray;
import java.util.Collection;
import java.util.Map;
/**Dense layer: fully connected feed forward layer trainable by backprop.
*/
@Data @NoArgsConstructor
@ToString(callSuper = true)
@EqualsAndHashCode(callSuper = true)
public class DenseLayer extends FeedForwardLayer {
private DenseLayer(Builder builder) {
super(builder);
}
@Override
public Layer instantiate(NeuralNetConfiguration conf, Collection iterationListeners, int layerIndex,
INDArray layerParamsView, boolean initializeParams) {
LayerValidation.assertNInNOutSet("DenseLayer", getLayerName(), layerIndex, getNIn(), getNOut());
org.deeplearning4j.nn.layers.feedforward.dense.DenseLayer ret
= new org.deeplearning4j.nn.layers.feedforward.dense.DenseLayer(conf);
ret.setListeners(iterationListeners);
ret.setIndex(layerIndex);
ret.setParamsViewArray(layerParamsView);
Map paramTable = initializer().init(conf, layerParamsView, initializeParams);
ret.setParamTable(paramTable);
ret.setConf(conf);
return ret;
}
@Override
public ParamInitializer initializer() {
return DefaultParamInitializer.getInstance();
}
@AllArgsConstructor
public static class Builder extends FeedForwardLayer.Builder {
@Override
@SuppressWarnings("unchecked")
public DenseLayer build() {
return new DenseLayer(this);
}
}
}
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