rl4j doom

VizDoom.java

import org.deeplearning4j.gym.StepReply;
import org.deeplearning4j.rl4j.mdp.MDP;
import org.deeplearning4j.rl4j.space.ArrayObservationSpace;
import org.deeplearning4j.rl4j.space.DiscreteSpace;
import org.deeplearning4j.rl4j.space.Encodable;
import org.deeplearning4j.rl4j.space.ObservationSpace;
import org.nd4j.linalg.factory.Nd4j;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import oshi.SystemInfo;
import oshi.hardware.GlobalMemory;
import oshi.util.FormatUtil;
import vizdoom.*;
import vizdoom.Button;

import javax.imageio.ImageIO;
import java.awt.*;
import java.awt.color.ColorSpace;
import java.awt.image.*;
import java.io.*;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.nio.IntBuffer;
import java.nio.file.Files;
import java.nio.file.Path;
import java.nio.file.Paths;
import java.util.ArrayList;
import java.util.List;

/**
 * @author rubenfiszel ([email protected]) on 7/28/16.
 *         <p>
 *         Mother abstract class for all VizDoom scenarios
 *         <p>
 *         is mostly configured by
 *         <p>
 *         String scenario;       name of the scenario
 *         double livingReward;   additional reward at each step for living
 *         double deathPenalty;   negative reward when ded
 *         int doomSkill;         skill of the ennemy
 *         int timeout;           number of step after which simulation time out
 *         int startTime;         number of internal tics before the simulation starts (useful to draw weapon by example)
 *         List<Button> buttons;  the list of inputs one can press for a given scenario (noop is automatically added)
 */
abstract public class VizDoom implements MDP<VizDoom.MdpGameScreen, Integer, DiscreteSpace>
{


    final public static String DOOM_ROOT = "./vizdoom";
    final protected Logger log = LoggerFactory.getLogger("Vizdoom");
    final protected GlobalMemory memory = new SystemInfo().getHardware().getMemory();
    final protected List<int[]> actions;
    final protected DiscreteSpace discreteSpace;
    final protected ObservationSpace<MdpGameScreen> observationSpace;
    final protected boolean render;
    protected DoomGame game;
    protected double scaleFactor = 1;

    public VizDoom()
    {
        this(true);
    }

    public VizDoom(boolean render)
    {
        this.render = render;
        actions = new ArrayList<int[]>();
        game = new DoomGame();
        setupGame();
        discreteSpace = new DiscreteSpace(getConfiguration().getButtons().size() + 1);
        observationSpace = new ArrayObservationSpace<>(new int[]{game.getScreenHeight(), game.getScreenWidth(), 3});
    }

    public boolean isRender()
    {
        return render;
    }

    public void setScaleFactor(final double scaleFactor)
    {
        this.scaleFactor = scaleFactor;
    }

    public void setupGame()
    {

        Configuration conf = getConfiguration();

        game.setViZDoomPath(DOOM_ROOT + "/vizdoom");
        game.setDoomGamePath(DOOM_ROOT + "/scenarios/freedoom2.wad");
        game.setDoomScenarioPath(DOOM_ROOT + "/scenarios/" + conf.getScenario() + ".wad");

        game.setDoomMap("map01");

        game.setScreenFormat(ScreenFormat.RGB24);
        game.setScreenResolution(ScreenResolution.RES_800X600);
        // Sets other rendering options
        game.setRenderHud(false);
        game.setRenderCrosshair(false);
        game.setRenderWeapon(true);
        game.setRenderDecals(false);
        game.setRenderParticles(false);


        GameVariable[] gameVar = new GameVariable[]{
                GameVariable.KILLCOUNT,
                GameVariable.ITEMCOUNT,
                GameVariable.SECRETCOUNT,
                GameVariable.FRAGCOUNT,
                GameVariable.HEALTH,
                GameVariable.ARMOR,
                GameVariable.DEAD,
                GameVariable.ON_GROUND,
                GameVariable.ATTACK_READY,
                GameVariable.ALTATTACK_READY,
                GameVariable.SELECTED_WEAPON,
                GameVariable.SELECTED_WEAPON_AMMO,
                GameVariable.AMMO1,
                GameVariable.AMMO2,
                GameVariable.AMMO3,
                GameVariable.AMMO4,
                GameVariable.AMMO5,
                GameVariable.AMMO6,
                GameVariable.AMMO7,
                GameVariable.AMMO8,
                GameVariable.AMMO9,
                GameVariable.AMMO0
        };
        // Adds game variables that will be included in state.

        for (int i = 0; i < gameVar.length; i++)
        {
            game.addAvailableGameVariable(gameVar[i]);
        }


        // Causes episodes to finish after timeout tics
        game.setEpisodeTimeout(conf.getTimeout());

        game.setEpisodeStartTime(conf.getStartTime());

        game.setWindowVisible(render);
        game.setSoundEnabled(false);
        game.setMode(Mode.PLAYER);


        game.setLivingReward(conf.getLivingReward());

        // Adds buttons that will be allowed.
        List<Button> buttons = conf.getButtons();
        int size = buttons.size();

        actions.add(new int[size + 1]);
        for (int i = 0; i < size; i++)
        {
            game.addAvailableButton(buttons.get(i));
            int[] action = new int[size + 1];
            action[i] = 1;
            actions.add(action);
        }

        game.setDeathPenalty(conf.getDeathPenalty());
        game.setDoomSkill(conf.getDoomSkill());

        game.init();
    }

    public boolean isDone()
    {
        return game.isEpisodeFinished();
    }


    public MdpGameScreen reset()
    {
        log.info("free Memory: " + FormatUtil.formatBytes(memory.getAvailable()) + "/"
                + FormatUtil.formatBytes(memory.getTotal()));

        game.newEpisode();
        int[] screen_buffer = convertScreenBuffer(game.getState().screenBuffer);
        return new MdpGameScreen(screen_buffer);
    }


    public void close()
    {
        game.close();
    }


    public int[] convertScreenBuffer(byte[] buffer)
    {
        IntBuffer intBuf =
                ByteBuffer.wrap(game.getState().screenBuffer)
                        .order(ByteOrder.BIG_ENDIAN)
                        .asIntBuffer();
        int[] initial_array = new int[intBuf.remaining()];
        intBuf.get(initial_array);

        int height_ratio = game.getScreenHeight() / game.getScreenWidth();
        int width_ratio = game.getScreenWidth() / game.getScreenHeight();

        if (height_ratio / width_ratio == 1)
        {
            return initial_array;
        }
        else
        {
            // FIXME: here I need help
            // do some scaling somehow
            try
            {
                DataBufferByte buf = new DataBufferByte(buffer, buffer.length);
                ColorModel cm = new ComponentColorModel(ColorSpace.getInstance(ColorSpace.CS_sRGB), new int[]{8, 8, 8}, false, false, Transparency.OPAQUE, DataBuffer.TYPE_BYTE);
                BufferedImage i = new BufferedImage(cm, Raster.createInterleavedRaster(buf, 800, 600, 800 * 3, 3, new int[]{0, 1, 2}, null), false, null);

                File f = new File("E:\\test.png");
                ImageIO.write(i, "png", f);
            }
            catch (IOException e)
            {
                e.printStackTrace();
            }
            // return scaled value
            return initial_array;
        }
    }


    public StepReply<MdpGameScreen> step(Integer action)
    {

        double r = game.makeAction(actions.get(action)) * scaleFactor;
        log.info(game.getEpisodeTime() + " " + r + " " + action + " ");
        int[] screen_buffer = convertScreenBuffer(game.getState().screenBuffer);
        return new StepReply(new MdpGameScreen(screen_buffer), r, game.isEpisodeFinished(), null);

    }


    public ObservationSpace<MdpGameScreen> getObservationSpace()
    {
        return observationSpace;
    }


    public DiscreteSpace getActionSpace()
    {
        return discreteSpace;
    }

    public abstract Configuration getConfiguration();

    public abstract VizDoom newInstance();

    public static class Configuration
    {
        String scenario;
        double livingReward;
        double deathPenalty;
        int doomSkill;
        int timeout;
        int startTime;
        List<Button> buttons;


        public Configuration(final String scenario, final double livingReward, final double deathPenalty, final int doomSkill, final int timeout, final int startTime, final List<Button> buttons)
        {
            this.scenario = scenario;
            this.livingReward = livingReward;
            this.deathPenalty = deathPenalty;
            this.doomSkill = doomSkill;
            this.timeout = timeout;
            this.startTime = startTime;
            this.buttons = buttons;
        }

        public String getScenario()
        {
            return scenario;
        }

        public double getLivingReward()
        {
            return livingReward;
        }

        public double getDeathPenalty()
        {
            return deathPenalty;
        }

        public int getDoomSkill()
        {
            return doomSkill;
        }

        public int getTimeout()
        {
            return timeout;
        }

        public int getStartTime()
        {
            return startTime;
        }

        public List<Button> getButtons()
        {
            return buttons;
        }
    }

    public static class MdpGameScreen implements Encodable
    {


        double[] array;

        public MdpGameScreen(int[] screen)
        {
            array = new double[screen.length];
            for (int i = 0; i < screen.length; i++)
            {
                array[i] = screen[i];
            }
        }

        public double[] toArray()
        {
            return array;
        }
    }

}