edu.mit.streamjit.impl.distributed.runtimer.OnlineTuner.java Source code

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/*
 * Copyright (c) 2013-2014 Massachusetts Institute of Technology
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 * THE SOFTWARE.
 */
package edu.mit.streamjit.impl.distributed.runtimer;

import static com.google.common.base.Preconditions.checkNotNull;

import java.io.File;
import java.io.FileWriter;
import java.io.IOException;
import java.util.concurrent.TimeUnit;

import com.google.common.base.Splitter;
import com.google.common.base.Stopwatch;

import edu.mit.streamjit.impl.blob.DrainData;
import edu.mit.streamjit.impl.common.AbstractDrainer;
import edu.mit.streamjit.impl.common.Configuration;
import edu.mit.streamjit.impl.common.Configuration.IntParameter;
import edu.mit.streamjit.impl.common.Configuration.Parameter;
import edu.mit.streamjit.impl.common.Configuration.SwitchParameter;
import edu.mit.streamjit.impl.distributed.ConfigurationManager;
import edu.mit.streamjit.impl.distributed.StreamJitApp;
import edu.mit.streamjit.impl.distributed.StreamJitAppManager;
import edu.mit.streamjit.impl.distributed.common.AppStatus;
import edu.mit.streamjit.impl.distributed.common.GlobalConstants;
import edu.mit.streamjit.tuner.OpenTuner;
import edu.mit.streamjit.tuner.TCPTuner;
import edu.mit.streamjit.util.json.Jsonifiers;

/**
 * Online tuner does continues learning.
 *
 * @author Sumanan sumanan@mit.edu
 * @since Oct 8, 2013
 */
public class OnlineTuner implements Runnable {
    private final AbstractDrainer drainer;
    private final StreamJitAppManager manager;
    private final OpenTuner tuner;
    private final StreamJitApp app;
    private final ConfigurationManager cfgManager;
    private final boolean needTermination;

    public OnlineTuner(AbstractDrainer drainer, StreamJitAppManager manager, StreamJitApp app,
            ConfigurationManager cfgManager, boolean needTermination) {
        this.drainer = drainer;
        this.manager = manager;
        this.app = app;
        this.cfgManager = cfgManager;
        this.tuner = new TCPTuner();
        this.needTermination = needTermination;
    }

    @Override
    public void run() {
        int tryCount = 0;
        try {
            tuner.startTuner(String.format("lib%sopentuner%sstreamjit%sstreamjit2.py", File.separator,
                    File.separator, File.separator));

            tuner.writeLine("program");
            tuner.writeLine(app.name);

            tuner.writeLine("confg");
            String s = getConfigurationString(app.blobConfiguration);
            tuner.writeLine(s);

            System.out.println("New tune run.............");
            while (manager.getStatus() != AppStatus.STOPPED) {
                String pythonDict = tuner.readLine();
                if (pythonDict == null)
                    break;

                // At the end of the tuning, Opentuner will send "Completed"
                // msg. This means no more tuning.
                if (pythonDict.equals("Completed")) {
                    handleTermination();
                    break;
                }

                System.out.println("----------------------------------------------");
                System.out.println(tryCount++);
                Configuration config = rebuildConfiguration(pythonDict, app.blobConfiguration);

                if (GlobalConstants.saveAllConfigurations)
                    saveConfg(config, tryCount);

                try {
                    if (!cfgManager.newConfiguration(config)) {
                        tuner.writeLine("-1");
                        continue;
                    }

                    if (manager.isRunning()) {
                        boolean state = drainer.startDraining(0);
                        if (!state) {
                            System.err.println("Final drain has already been called. no more tuning.");
                            tuner.writeLine("exit");
                            break;
                        }

                        System.err.println("awaitDrainedIntrmdiate");
                        drainer.awaitDrainedIntrmdiate();

                        if (GlobalConstants.useDrainData) {
                            System.err.println("awaitDrainData...");
                            drainer.awaitDrainData();
                            DrainData drainData = drainer.getDrainData();
                            app.drainData = drainData;
                        }
                    }

                    drainer.setBlobGraph(app.blobGraph);
                    System.err.println("Reconfiguring...");
                    if (manager.reconfigure()) {
                        Stopwatch stopwatch = Stopwatch.createStarted();
                        manager.awaitForFixInput();
                        stopwatch.stop();
                        // TODO: need to check the manager's status before
                        // passing
                        // the time. Exceptions, final drain, etc may causes app
                        // to
                        // stop executing.
                        long time = stopwatch.elapsed(TimeUnit.MILLISECONDS);

                        System.out.println("Execution time is " + time + " milli seconds");
                        tuner.writeLine(new Double(time).toString());
                    } else {
                        tuner.writeLine("-1");
                        continue;
                    }
                } catch (Exception ex) {
                    System.err.println("Couldn't compile the stream graph with this configuration");
                    tuner.writeLine("-1");
                }
            }

        } catch (IOException e) {
            e.printStackTrace();
        }

        try {
            drainer.dumpDraindataStatistics();
        } catch (IOException e) {
            e.printStackTrace();
        }
    }

    /**
     * Just excerpted from run() method for better readability.
     *
     * @throws IOException
     */
    private void handleTermination() throws IOException {
        String finalConfg = tuner.readLine();
        System.out.println("Tuning finished");
        saveConfg(rebuildConfiguration(finalConfg, app.blobConfiguration), 0);
        if (needTermination) {
            if (manager.isRunning()) {
                drainer.startDraining(1);
            } else {
                manager.stop();
            }
        } else {
            runForever(finalConfg);
        }
    }

    /**
     * TODO: Just copied from the run method. Code duplication between this
     * method and the run() method. Try to avoid duplicate code.
     *
     * @param pythonDict
     */
    private void runForever(String pythonDict) {
        System.out.println("runForever");
        Configuration config = rebuildConfiguration(pythonDict, app.blobConfiguration);
        try {
            if (!cfgManager.newConfiguration(config)) {
                System.err.println("Invalid final configuration.");
                return;
            }

            if (manager.isRunning()) {
                boolean state = drainer.startDraining(0);
                if (!state) {
                    System.err.println("Final drain has already been called. no more tuning.");
                    return;
                }

                System.err.println("awaitDrainedIntrmdiate");
                drainer.awaitDrainedIntrmdiate();

                if (GlobalConstants.useDrainData) {
                    System.err.println("awaitDrainData...");
                    drainer.awaitDrainData();
                    DrainData drainData = drainer.getDrainData();
                    app.drainData = drainData;
                }

                drainer.setBlobGraph(app.blobGraph);
            }

            System.err.println("Reconfiguring...");
            boolean var = manager.reconfigure();
            if (var) {
                System.out.println("Application is running with the final configuration.");
            } else {
                System.err.println("Invalid final configuration.");
            }
        } catch (Exception ex) {
            System.err.println("Couldn't compile the stream graph with this configuration");
        }
    }

    /**
     * Creates a new {@link Configuration} from the received python dictionary
     * string. This is not a good way to do.
     * <p>
     * TODO: Need to add a method to {@link Configuration} so that the
     * configuration object can be updated from the python dict string. Now we
     * are destructing the old confg object and recreating a new one every time.
     * Not a appreciatable way.
     *
     * @param pythonDict
     *            Python dictionary string. Autotuner gives a dictionary of
     *            features with trial values.
     * @param config
     *            Old configuration object.
     * @return New configuration object with updated values from the pythonDict.
     */
    private Configuration rebuildConfiguration(String pythonDict, Configuration config) {
        // System.out.println(pythonDict);
        checkNotNull(pythonDict, "Received Python dictionary is null");
        pythonDict = pythonDict.replaceAll("u'", "");
        pythonDict = pythonDict.replaceAll("':", "");
        pythonDict = pythonDict.replaceAll("\\{", "");
        pythonDict = pythonDict.replaceAll("\\}", "");
        Splitter dictSplitter = Splitter.on(", ").omitEmptyStrings().trimResults();
        Configuration.Builder builder = Configuration.builder();
        System.out.println("New parameter values from Opentuner...");
        for (String s : dictSplitter.split(pythonDict)) {
            String[] str = s.split(" ");
            if (str.length != 2)
                throw new AssertionError("Wrong python dictionary...");
            Parameter p = config.getParameter(str[0]);
            if (p == null)
                continue;
            // System.out.println(String.format("\t%s = %s", str[0], str[1]));
            if (p instanceof IntParameter) {
                IntParameter ip = (IntParameter) p;
                builder.addParameter(
                        new IntParameter(ip.getName(), ip.getMin(), ip.getMax(), Integer.parseInt(str[1])));

            } else if (p instanceof SwitchParameter<?>) {
                SwitchParameter sp = (SwitchParameter) p;
                Class<?> type = sp.getGenericParameter();
                int val = Integer.parseInt(str[1]);
                SwitchParameter<?> sp1 = new SwitchParameter(sp.getName(), type, sp.getUniverse().get(val),
                        sp.getUniverse());
                builder.addParameter(sp1);
            }

        }
        return builder.build();
    }

    /**
     * TODO: This method is totally unnecessary if we remove the usage of the
     * name "class" in side {@link Configuration}.
     *
     * @param cfg
     * @return
     */
    private String getConfigurationString(Configuration cfg) {
        String s = Jsonifiers.toJson(cfg).toString();
        String s1 = s.replaceAll("__class__", "ttttt");
        String s2 = s1.replaceAll("class", "javaClassPath");
        String s3 = s2.replaceAll("ttttt", "__class__");
        return s3;
    }

    /**
     * Save the configuration.
     */
    private void saveConfg(Configuration config, int round) {
        String json = config.toJson();
        try {

            File dir = new File(String.format("configurations%s%s", File.separator, app.name));
            if (!dir.exists())
                if (!dir.mkdirs()) {
                    System.err.println("Make directory failed");
                    return;
                }

            File file = new File(dir, String.format("%d%s.cfg", round, app.name));
            FileWriter writer = new FileWriter(file, false);
            writer.write(json);
            writer.flush();
            writer.close();
        } catch (IOException e) {
            e.printStackTrace();
        }
    }
}