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Example 1 with RWExampleParser

use of edu.cmu.ml.proppr.learn.tools.RWExampleParser in project ProPPR by TeamCohen.

the class Diagnostic method main.

public static void main(String[] args) {
    StatusLogger status = new StatusLogger();
    try {
        int inputFiles = Configuration.USE_TRAIN;
        int outputFiles = 0;
        int constants = Configuration.USE_THREADS | Configuration.USE_THROTTLE;
        int modules = Configuration.USE_SRW;
        ModuleConfiguration c = new ModuleConfiguration(args, inputFiles, outputFiles, constants, modules);
        log.info(c.toString());
        String groundedFile = c.queryFile.getPath();
        log.info("Parsing " + groundedFile + "...");
        long start = System.currentTimeMillis();
        final ArrayLearningGraphBuilder b = new ArrayLearningGraphBuilder();
        final SRW srw = c.srw;
        final ParamVector<String, ?> params = srw.setupParams(new SimpleParamVector<String>(new ConcurrentHashMap<String, Double>(16, (float) 0.75, 24)));
        srw.setEpoch(1);
        srw.clearLoss();
        srw.fixedWeightRules().addExact("id(restart)");
        srw.fixedWeightRules().addExact("id(trueLoop)");
        srw.fixedWeightRules().addExact("id(trueLoopRestart)");
        /* DiagSrwES: */
        ArrayList<Future<PosNegRWExample>> parsed = new ArrayList<Future<PosNegRWExample>>();
        final ExecutorService trainerPool = Executors.newFixedThreadPool(c.nthreads > 1 ? c.nthreads / 2 : 1);
        final ExecutorService parserPool = Executors.newFixedThreadPool(c.nthreads > 1 ? c.nthreads / 2 : 1);
        int i = 1;
        for (String s : new ParsedFile(groundedFile)) {
            final int id = i++;
            final String in = s;
            parsed.add(parserPool.submit(new Callable<PosNegRWExample>() {

                @Override
                public PosNegRWExample call() throws Exception {
                    try {
                        //log.debug("Job start "+id);
                        //PosNegRWExample ret = parser.parse(in, b.copy());
                        log.debug("Parsing start " + id);
                        PosNegRWExample ret = new RWExampleParser().parse(in, b.copy(), srw);
                        log.debug("Parsing done " + id);
                        //log.debug("Job done "+id);
                        return ret;
                    } catch (IllegalArgumentException e) {
                        System.err.println("Problem with #" + id);
                        e.printStackTrace();
                    }
                    return null;
                }
            }));
        }
        parserPool.shutdown();
        i = 1;
        for (Future<PosNegRWExample> future : parsed) {
            final int id = i++;
            final Future<PosNegRWExample> in = future;
            trainerPool.submit(new Runnable() {

                @Override
                public void run() {
                    try {
                        PosNegRWExample ex = in.get();
                        log.debug("Training start " + id);
                        srw.trainOnExample(params, ex, status);
                        log.debug("Training done " + id);
                    } catch (InterruptedException e) {
                        e.printStackTrace();
                    } catch (ExecutionException e) {
                        e.printStackTrace();
                    }
                }
            });
        }
        trainerPool.shutdown();
        try {
            parserPool.awaitTermination(7, TimeUnit.DAYS);
            trainerPool.awaitTermination(7, TimeUnit.DAYS);
        } catch (InterruptedException e) {
            log.error("Interrupted?", e);
        }
        /* /SrwES */
        /* SrwTtwop: 
			final ExecutorService parserPool = Executors.newFixedThreadPool(c.nthreads>1?c.nthreads/2:1);
			Multithreading<String,PosNegRWExample> m = new Multithreading<String,PosNegRWExample>(log);
			m.executeJob(c.nthreads/2, new ParsedFile(groundedFile), 
					new Transformer<String,PosNegRWExample>() {
						@Override
						public Callable<PosNegRWExample> transformer(final String in, final int id) {
							return new Callable<PosNegRWExample>() {
								@Override
								public PosNegRWExample call() throws Exception {
									try {
									//log.debug("Job start "+id);
									//PosNegRWExample ret = parser.parse(in, b.copy());
									log.debug("Parsing start "+id);
									PosNegRWExample ret = new GroundedExampleParser().parse(in, b.copy());
									log.debug("Parsing done "+id);
									//log.debug("Job done "+id);
									return ret;
									} catch (IllegalArgumentException e) {
										System.err.println("Problem with #"+id);
										e.printStackTrace();
									}
									return null;
								}};
						}}, new Cleanup<PosNegRWExample>() {
							@Override
							public Runnable cleanup(final Future<PosNegRWExample> in, final int id) {
								return new Runnable(){
									@Override
									public void run() {
										try {
											final PosNegRWExample ex = in.get();
											log.debug("Cleanup start "+id);
											trainerPool.submit(new Runnable() {
													@Override
													public void run(){
														log.debug("Training start "+id);
														srw.trainOnExample(params,ex);
														log.debug("Training done "+id);
													}
												});
										} catch (InterruptedException e) {
										    e.printStackTrace(); 
										} catch (ExecutionException e) {
										    e.printStackTrace();
										}
										log.debug("Cleanup done "+id);
									}};
							}}, c.throttle);
			trainerPool.shutdown();
			try {
				trainerPool.awaitTermination(7, TimeUnit.DAYS);
			} catch (InterruptedException e) {
				log.error("Interrupted?",e);
			}

			 /SrwTtwop */
        /* all diag tasks except SrwO: 
			Multithreading<String,PosNegRWExample> m = new Multithreading<String,PosNegRWExample>(log);
			m.executeJob(c.nthreads, new ParsedFile(groundedFile), 
					new Transformer<String,PosNegRWExample>() {
						@Override
						public Callable<PosNegRWExample> transformer(final String in, final int id) {
							return new Callable<PosNegRWExample>() {
								@Override
								public PosNegRWExample call() throws Exception {
									try {
									//log.debug("Job start "+id);
									//PosNegRWExample ret = parser.parse(in, b.copy());
									log.debug("Parsing start "+id);
									PosNegRWExample ret = new GroundedExampleParser().parse(in, b.copy());
									log.debug("Parsing done "+id);
									log.debug("Training start "+id);
									srw.trainOnExample(params,ret);
									log.debug("Training done "+id);
									//log.debug("Job done "+id);
									return ret;
									} catch (IllegalArgumentException e) {
										System.err.println("Problem with #"+id);
										e.printStackTrace();
									}
									return null;
								}};
						}}, new Cleanup<PosNegRWExample>() {
							@Override
							public Runnable cleanup(final Future<PosNegRWExample> in, final int id) {
								return new Runnable(){
									//ArrayList<PosNegRWExample> done = new ArrayList<PosNegRWExample>();
									@Override
									public void run() {
										try {
											//done.add(in.get());
											in.get();
										} catch (InterruptedException e) {
										    e.printStackTrace(); 
										} catch (ExecutionException e) {
										    e.printStackTrace();
										}
										log.debug("Cleanup start "+id);
										log.debug("Cleanup done "+id);
									}};
							}}, c.throttle);
			*/
        /* SrwO:
			   Multithreading<PosNegRWExample,Integer> m = new Multithreading<PosNegRWExample,Integer>(log);
			m.executeJob(c.nthreads, new PosNegRWExampleStreamer(new ParsedFile(groundedFile),new ArrayLearningGraphBuilder()), 
						 new Transformer<PosNegRWExample,Integer>() {
						@Override
						public Callable<Integer> transformer(final PosNegRWExample in, final int id) {
							return new Callable<Integer>() {
								@Override
								public Integer call() throws Exception {
									try {
									//log.debug("Job start "+id);
									//PosNegRWExample ret = parser.parse(in, b.copy());
									log.debug("Training start "+id);
									srw.trainOnExample(params,in);
									log.debug("Training done "+id);
									//log.debug("Job done "+id);
									} catch (IllegalArgumentException e) {
										System.err.println("Problem with #"+id);
										e.printStackTrace();
									}
									return in.length();
								}};
						}}, new Cleanup<Integer>() {
							@Override
							public Runnable cleanup(final Future<Integer> in, final int id) {
								return new Runnable(){
									//ArrayList<PosNegRWExample> done = new ArrayList<PosNegRWExample>();
									@Override
									public void run() {
										try {
											//done.add(in.get());
											in.get();
										} catch (InterruptedException e) {
										    e.printStackTrace(); 
										} catch (ExecutionException e) {
										    e.printStackTrace();
										}
										log.debug("Cleanup start "+id);
										log.debug("Cleanup done "+id);
									}};
							}}, c.throttle);
			*/
        srw.cleanupParams(params, params);
        log.info("Finished diagnostic in " + (System.currentTimeMillis() - start) + " ms");
    } catch (Throwable t) {
        t.printStackTrace();
        System.exit(-1);
    }
}
Also used : ArrayList(java.util.ArrayList) Callable(java.util.concurrent.Callable) SRW(edu.cmu.ml.proppr.learn.SRW) RWExampleParser(edu.cmu.ml.proppr.learn.tools.RWExampleParser) ConcurrentHashMap(java.util.concurrent.ConcurrentHashMap) ExecutionException(java.util.concurrent.ExecutionException) ParsedFile(edu.cmu.ml.proppr.util.ParsedFile) StatusLogger(edu.cmu.ml.proppr.util.StatusLogger) ModuleConfiguration(edu.cmu.ml.proppr.util.ModuleConfiguration) PosNegRWExample(edu.cmu.ml.proppr.examples.PosNegRWExample) ExecutorService(java.util.concurrent.ExecutorService) Future(java.util.concurrent.Future) ArrayLearningGraphBuilder(edu.cmu.ml.proppr.graph.ArrayLearningGraphBuilder)

Example 2 with RWExampleParser

use of edu.cmu.ml.proppr.learn.tools.RWExampleParser in project ProPPR by TeamCohen.

the class CachingTrainer method train.

@Override
public ParamVector<String, ?> train(SymbolTable<String> masterFeatures, Iterable<String> exampleFile, LearningGraphBuilder builder, ParamVector<String, ?> initialParamVec, int numEpochs) {
    ArrayList<PosNegRWExample> examples = new ArrayList<PosNegRWExample>();
    RWExampleParser parser = new RWExampleParser();
    if (masterFeatures.size() > 0)
        LearningGraphBuilder.setFeatures(masterFeatures);
    int id = 0;
    StatusLogger stattime = new StatusLogger();
    TrainingStatistics total = new TrainingStatistics();
    boolean logged = false;
    for (String s : exampleFile) {
        total.updateReadingStatistics(stattime.sinceLast());
        id++;
        try {
            stattime.tick();
            PosNegRWExample ex = parser.parse(s, builder, masterLearner);
            total.updateParsingStatistics(stattime.sinceLast());
            examples.add(ex);
            if (status.due()) {
                log.info("Parsed " + id + " ...");
                logged = true;
            }
        } catch (GraphFormatException e) {
            log.error("Trouble with #" + id, e);
        }
        stattime.tick();
    }
    if (logged)
        log.info("Total parsed: " + id);
    return trainCached(examples, builder, initialParamVec, numEpochs, total);
}
Also used : StatusLogger(edu.cmu.ml.proppr.util.StatusLogger) PosNegRWExample(edu.cmu.ml.proppr.examples.PosNegRWExample) ArrayList(java.util.ArrayList) GraphFormatException(edu.cmu.ml.proppr.graph.GraphFormatException) RWExampleParser(edu.cmu.ml.proppr.learn.tools.RWExampleParser)

Aggregations

PosNegRWExample (edu.cmu.ml.proppr.examples.PosNegRWExample)2 RWExampleParser (edu.cmu.ml.proppr.learn.tools.RWExampleParser)2 StatusLogger (edu.cmu.ml.proppr.util.StatusLogger)2 ArrayList (java.util.ArrayList)2 ArrayLearningGraphBuilder (edu.cmu.ml.proppr.graph.ArrayLearningGraphBuilder)1 GraphFormatException (edu.cmu.ml.proppr.graph.GraphFormatException)1 SRW (edu.cmu.ml.proppr.learn.SRW)1 ModuleConfiguration (edu.cmu.ml.proppr.util.ModuleConfiguration)1 ParsedFile (edu.cmu.ml.proppr.util.ParsedFile)1 Callable (java.util.concurrent.Callable)1 ConcurrentHashMap (java.util.concurrent.ConcurrentHashMap)1 ExecutionException (java.util.concurrent.ExecutionException)1 ExecutorService (java.util.concurrent.ExecutorService)1 Future (java.util.concurrent.Future)1