com.simiacryptus.mindseye.layers.java.SignReducerLayer.java Source code

Introduction

Here is the source code for com.simiacryptus.mindseye.layers.java.SignReducerLayer.java

Source

/*
 * Copyright (c) 2018 by Andrew Charneski.
 *
 * The author licenses this file to you 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 com.simiacryptus.mindseye.layers.java;

import com.google.gson.JsonObject;
import com.simiacryptus.mindseye.lang.Layer;
import com.simiacryptus.mindseye.network.DAGNetwork;
import com.simiacryptus.mindseye.network.DAGNode;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import javax.annotation.Nonnull;
import java.util.Map;
import java.util.UUID;

/**
 * The type Sign reducer key.
 */
@SuppressWarnings("serial")
public class SignReducerLayer extends DAGNetwork {

    @SuppressWarnings("unused")
    private static final Logger log = LoggerFactory.getLogger(SignReducerLayer.class);
    private final DAGNode head;

    /**
     * Instantiates a new Sign reducer key.
     */
    public SignReducerLayer() {
        super(1);
        final DAGNode avgInput = wrap(new AvgReducerLayer(), getInput(0));
        final DAGNode stdDevInput = wrap(new NthPowerActivationLayer().setPower(0.5),
                wrap(new SumInputsLayer(), wrap(new AvgReducerLayer(), wrap(new SqActivationLayer(), getInput(0))),
                        wrap(new LinearActivationLayer().setScale(-1), wrap(new SqActivationLayer(), avgInput))));
        head = wrap(new SigmoidActivationLayer().setBalanced(false), wrap(new ProductInputsLayer(), avgInput,
                wrap(new NthPowerActivationLayer().setPower(-1), stdDevInput)));
    }

    /**
     * Instantiates a new Sign reducer key.
     *
     * @param json the json
     * @param rs   the rs
     */
    protected SignReducerLayer(@Nonnull final JsonObject json, Map<CharSequence, byte[]> rs) {
        super(json, rs);
        head = getNodeById(UUID.fromString(json.getAsJsonPrimitive("head").getAsString()));
    }

    /**
     * From json nn key.
     *
     * @param inner the heapCopy
     * @param rs    the rs
     * @return the nn key
     */
    public static Layer fromJson(@Nonnull final JsonObject inner, Map<CharSequence, byte[]> rs) {
        return new SignReducerLayer(inner, rs);
    }

    @Override
    public DAGNode getHead() {
        return head;
    }
}