org.deeplearning4j.arbiter.layers.GravesBidirectionalLSTMLayerSpace Maven / Gradle / Ivy
/*-
*
* * Copyright 2016 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.arbiter.layers;
import lombok.AccessLevel;
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.GravesBidirectionalLSTM;
import java.util.List;
/**
* Layer space for Bidirectional LSTM layers
*
* @author Alex Black
*/
@Data
@EqualsAndHashCode(callSuper = true)
@NoArgsConstructor(access = AccessLevel.PRIVATE) //For Jackson JSON/YAML deserialization
public class GravesBidirectionalLSTMLayerSpace extends FeedForwardLayerSpace {
private ParameterSpace forgetGateBiasInit;
private GravesBidirectionalLSTMLayerSpace(Builder builder) {
super(builder);
this.forgetGateBiasInit = builder.forgetGateBiasInit;
List l = collectLeaves();
this.numParameters = LeafUtils.countUniqueParameters(collectLeaves());
}
@Override
public GravesBidirectionalLSTM getValue(double[] values) {
GravesBidirectionalLSTM.Builder b = new GravesBidirectionalLSTM.Builder();
setLayerOptionsBuilder(b, values);
return b.build();
}
protected void setLayerOptionsBuilder(GravesBidirectionalLSTM.Builder builder, double[] values) {
super.setLayerOptionsBuilder(builder, values);
if (forgetGateBiasInit != null)
builder.forgetGateBiasInit(forgetGateBiasInit.getValue(values));
}
@Override
public String toString() {
return toString(", ");
}
@Override
public String toString(String delim) {
StringBuilder sb = new StringBuilder("GravesBidirectionalLSTMLayerSpace(");
if (forgetGateBiasInit != null)
sb.append("forgetGateBiasInit: ").append(forgetGateBiasInit).append(delim);
sb.append(super.toString(delim)).append(")");
return sb.toString();
}
public static class Builder extends FeedForwardLayerSpace.Builder {
private ParameterSpace forgetGateBiasInit;
public Builder forgetGateBiasInit(double forgetGateBiasInit) {
return forgetGateBiasInit(new FixedValue<>(forgetGateBiasInit));
}
public Builder forgetGateBiasInit(ParameterSpace forgetGateBiasInit) {
this.forgetGateBiasInit = forgetGateBiasInit;
return this;
}
@Override
@SuppressWarnings("unchecked")
public GravesBidirectionalLSTMLayerSpace build() {
return new GravesBidirectionalLSTMLayerSpace(this);
}
}
}