org.deeplearning4j.arbiter.layers.DenseLayerSpace Maven / Gradle / Ivy
/*******************************************************************************
* Copyright (c) 2015-2018 Skymind, Inc.
*
* 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.
*
* 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.
*
* SPDX-License-Identifier: Apache-2.0
******************************************************************************/
package org.deeplearning4j.arbiter.layers;
import lombok.Data;
import lombok.EqualsAndHashCode;
import lombok.NoArgsConstructor;
import org.deeplearning4j.arbiter.optimize.api.ParameterSpace;
import org.deeplearning4j.arbiter.optimize.parameter.FixedValue;
import org.deeplearning4j.arbiter.util.LeafUtils;
import org.deeplearning4j.nn.conf.layers.DenseLayer;
/**
* layer hyperparameter configuration space for dense layers (i.e., multi-layer perceptron layers)
*
* @author Alex Black
*/
@Data
@EqualsAndHashCode(callSuper = true)
@NoArgsConstructor //For Jackson JSON/YAML deserialization
public class DenseLayerSpace extends FeedForwardLayerSpace {
protected ParameterSpace hasBias;
private DenseLayerSpace(Builder builder) {
super(builder);
this.hasBias = builder.hasBias;
this.numParameters = LeafUtils.countUniqueParameters(collectLeaves());
}
@Override
public DenseLayer getValue(double[] values) {
//Using the builder here, to get default options
DenseLayer.Builder b = new DenseLayer.Builder();
setLayerOptionsBuilder(b, values);
return b.build();
}
protected void setLayerOptionsBuilder(DenseLayer.Builder builder, double[] values) {
super.setLayerOptionsBuilder(builder, values);
if(hasBias != null)
builder.hasBias(hasBias.getValue(values));
}
public static class Builder extends FeedForwardLayerSpace.Builder {
protected ParameterSpace hasBias;
public Builder hasBias(boolean hasBias){
return hasBias(new FixedValue<>(hasBias));
}
public Builder hasBias(ParameterSpace hasBias){
this.hasBias = hasBias;
return this;
}
@Override
@SuppressWarnings("unchecked")
public DenseLayerSpace build() {
return new DenseLayerSpace(this);
}
}
@Override
public String toString() {
return toString(", ");
}
@Override
public String toString(String delim) {
return "DenseLayerSpace(" + super.toString(delim) + ")";
}
}