org.deeplearning4j.arbiter.layers.GravesLSTMLayerSpace Maven / Gradle / Ivy

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/*
 *
 *  * 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 org.deeplearning4j.arbiter.optimize.parameter.FixedValue;
import org.deeplearning4j.arbiter.optimize.api.ParameterSpace;
import org.deeplearning4j.nn.conf.layers.GravesLSTM;

import java.util.List;

public class GravesLSTMLayerSpace extends FeedForwardLayerSpace {

    private ParameterSpace forgetGateBiasInit;

    private GravesLSTMLayerSpace(Builder builder){
        super(builder);
        this.forgetGateBiasInit = builder.forgetGateBiasInit;
    }


    @Override
    public GravesLSTM getValue(double[] values) {
        GravesLSTM.Builder b = new GravesLSTM.Builder();
        setLayerOptionsBuilder(b,values);
        return b.build();
    }

    protected void setLayerOptionsBuilder(GravesLSTM.Builder builder, double[] values){
        super.setLayerOptionsBuilder(builder, values);
        if(forgetGateBiasInit != null) builder.forgetGateBiasInit(forgetGateBiasInit.getValue(values));
    }

    @Override
    public List collectLeaves(){
        List list = super.collectLeaves();
        if(forgetGateBiasInit != null) list.addAll(forgetGateBiasInit.collectLeaves());
        return list;
    }

    @Override
    public String toString(){
        return toString(", ");
    }

    @Override
    public String toString(String delim){
        StringBuilder sb = new StringBuilder("GravesLSTMLayerSpace(");
        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 GravesLSTMLayerSpace build(){
            return new GravesLSTMLayerSpace(this);
        }
    }
}