com.simiacryptus.mindseye.art.models.PoolingPipeline Maven / Gradle / Ivy

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/*
 * Copyright (c) 2019 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.art.models;

import com.simiacryptus.mindseye.art.VisionPipeline;
import com.simiacryptus.mindseye.art.VisionPipelineLayer;
import com.simiacryptus.mindseye.lang.Layer;
import com.simiacryptus.mindseye.layers.cudnn.PoolingLayer;
import com.simiacryptus.mindseye.network.PipelineNetwork;

import java.util.UUID;
import java.util.function.Consumer;

public enum PoolingPipeline implements VisionPipelineLayer {
  Pooling0(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3, (PipelineNetwork pipeline)->{}),
  Pooling2(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3),
  Pooling4(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3),
  Pooling8(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3),
  Pooling16(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3),
  Pooling32(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3),
  Pooling64(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3),
  Pooling128(new int[]{2, 2}, new int[]{4, 4}, new int[]{7, 7}, new int[]{2, 2}, 3, 3);

  private static volatile VisionPipeline visionPipeline = null;
  private final Consumer fn;
  private final int[] inputBorders;
  private final int[] outputBorders;
  private final int[] kenelSize;
  private final int[] strides;
  private final int inputChannels;
  private final int outputChannels;

  PoolingPipeline(int[] inputBorders, int[] outputBorders, int[] kenelSize, int[] strides, int inputChannels, int outputChannels) {
    this(inputBorders, outputBorders, kenelSize, strides, inputChannels, outputChannels, (PipelineNetwork pipeline)->pipeline.wrap(new PoolingLayer()
        .setStrideXY(2,2).setWindowXY(2,2).setMode(PoolingLayer.PoolingMode.Max)));
  }

  PoolingPipeline(int[] inputBorders, int[] outputBorders, int[] kenelSize, int[] strides, int inputChannels, int outputChannels, Consumer fn) {
    this.fn = fn;
    this.inputChannels = inputChannels;
    this.outputChannels = outputChannels;
    this.inputBorders = inputBorders;
    this.outputBorders = outputBorders;
    this.kenelSize = kenelSize;
    this.strides = strides;
  }

  public static VisionPipeline getVisionPipeline() {
    if (null == visionPipeline) {
      synchronized (PoolingPipeline.class) {
        if (null == visionPipeline) {
          visionPipeline = new VisionPipeline<>(PoolingPipeline.class.getSimpleName(), PoolingPipeline.values());
        }
      }
    }
    return visionPipeline;
  }

  @Override
  public Layer getLayer() {
    PipelineNetwork pipeline = new PipelineNetwork(1, UUID.nameUUIDFromBytes(name().getBytes()), name());
    fn.accept(pipeline);
    return pipeline;
  }

  @Override
  public int[] getInputBorders() {
    return this.inputBorders;
  }

  @Override
  public int[] getOutputBorders() {
    return this.outputBorders;
  }

  @Override
  public int getInputChannels() {
    return inputChannels;
  }

  @Override
  public int getOutputChannels() {
    return outputChannels;
  }

  @Override
  public int[] getKernelSize() {
    return this.kenelSize;
  }

  @Override
  public int[] getStrides() {
    return this.strides;
  }

  @Override
  public VisionPipeline getPipeline() {
    return getVisionPipeline();
  }

}