Wojciech Jaworski / ENIAM

package is2.parserR2;

import is2.data.Cluster;
import is2.data.DataF;
import is2.data.Edges;
import is2.data.F2SF;
import is2.data.Instances;
import is2.data.Long2IntInterface;
import is2.data.MFB;

import is2.data.Parse;
import is2.data.PipeGen;
import is2.data.SentenceData09;
import is2.io.CONLLReader09;

import is2.util.DB;
import is2.util.OptionsSuper;

import java.io.IOException;
import java.util.ArrayList;
import java.util.concurrent.ExecutorService;

import extractors.Extractor;
import extractors.ExtractorClusterStacked;
import extractors.ExtractorClusterStackedR2;
import extractors.ParallelExtract;

final public class Pipe extends PipeGen {

	public Extractor[] extractor;
	final public MFB mf = new MFB();

	Cluster cl;
	
	
	private OptionsSuper options;
	public static long timeExtract;

	public Pipe(OptionsSuper o) {
		options = o;
	}

	public void createInstances(String file, Instances is)
       //	throws Exception 

	{

		
		CONLLReader09 depReader = new CONLLReader09(file);

		mf.register(REL,"<root-type>");

		// register at least one predicate since the parsing data might not contain predicates as in 
		// the Japaness corpus but the development sets contains some

		long sl=0;

		System.out.print("Registering feature parts of sentence: ");
		int ic = 0;
		int del = 0;
		while (true) {
			SentenceData09 instance = depReader.getNext();
			if (instance == null) break;
			ic++;

			sl+=instance.labels.length;

			if (ic % 1000 == 0) {
				del = outValue(ic, del);
			}

			String[] labs1 = instance.labels;
			for (int i1 = 0; i1 < labs1.length; i1++) mf.register(REL, labs1[i1]);

			String[] w = instance.forms;
			for (int i1 = 0; i1 < w.length; i1++) mf.register(WORD, depReader.normalize(w[i1]));

			w = instance.plemmas;
			for (int i1 = 0; i1 < w.length; i1++) mf.register(WORD, depReader.normalize(w[i1]));


			w = instance.ppos;
			for (int i1 = 0; i1 < w.length; i1++) mf.register(POS, w[i1]);

			w = instance.gpos;
			for (int i1 = 0; i1 < w.length; i1++) mf.register(POS, w[i1]);

			if (instance.feats !=null) {
				String fs[][] = instance.feats;
				for (int i1 = 0; i1 < fs.length; i1++){	
					w =fs[i1];
					if (w==null) continue;
					for (int i2 = 0; i2 < w.length; i2++) mf.register(FEAT, w[i2]);
				}
			}

			if ((ic-1)>options.count) break;
		}
		del = outValue(ic, del);


		for(Extractor e : extractor) {
			e.setMaxForm(mf.getFeatureCounter().get(WORD));
		}		
		
		if (options.clusterFile==null)cl = new Cluster();
		else cl=  new Cluster(options.clusterFile, mf,6);
		
		mf.calculateBits();
		
		System.out.println(""+mf.toString());
		
		for(Extractor e : extractor) {
			e.initStat();
			e.init();
		}

		depReader.startReading(file);

		int num1 = 0;
		

		Edges.init(mf.getFeatureCounter().get(POS));
		
		
		System.out.print("Creating edge filters and read corpus: ");
		del = 0;

		is.init(ic, new MFB());

		while (true) {
			if (num1 % 100 == 0)  del = outValue(num1, del);

			SentenceData09 instance1 = depReader.getNext(is);

			if (instance1 == null) break;

			int last = is.size() - 1;
			short[] pos =is.pposs[last];

			for (int k = 0; k < is.length(last); k++) {
				if (is.heads[last][k] < 0)	continue;
				Edges.put(pos[is.heads[last][k]],pos[k], k < is.heads[last][k],is.labels[last][k]);
			}

			if (!options.allFeatures && num1 > options.count) break;

			num1++;

		}
		del = outValue(num1, del);
		System.out.println();
		Edges.findDefault();
	}

	
	public void getInstances(String file, Instances is){
		CONLLReader09 depReader = new CONLLReader09(file);
		
		int ic =options.count+2;

		is.init(ic, new MFB());

		int num1 =0,del=0;
		while (true) {
			if (num1 % 100 == 0)  del = outValue(num1, del);

			SentenceData09 instance1 = depReader.getNext(is);

			if (instance1 == null) break;
	
			if (!options.allFeatures && num1 > options.count) break;

			num1++;

		}
		del = outValue(num1, del);
		System.out.println();

	}


	/**
	 * Creates an instance for outputParses
	 * 
	 * @param is
	 * @return
	 * @throws IOException
	 */
	protected final SentenceData09 nextInstance(Instances is, CONLLReader09 depReader) throws Exception {

		SentenceData09 instance = depReader.getNext(is);
		if (instance == null || instance.forms == null)	return null;

		return instance;
	}

	 public static ExecutorService executerService =java.util.concurrent.Executors.newFixedThreadPool(Parser.THREADS);


	public DataF fillVector(F2SF params, Instances is,int inst, DataF d,  Cluster cluster, int threads, Long2IntInterface li) throws InterruptedException {

		long ts = System.nanoTime();

		if (executerService.isShutdown()) executerService =java.util.concurrent.Executors.newCachedThreadPool();
		
		
		final int length = is.length(inst);
		if (d ==null || d.len<length)d = new DataF(length,mf.getFeatureCounter().get(PipeGen.REL).shortValue());

		ArrayList<ParallelExtract> pe = new ArrayList<ParallelExtract>();
		
		
		for(int i=0;i<threads;i++) {
			
//			DB.println(""+((ExtractorClusterStackedR2)extractor[i]).s_dist);
			pe.add(new ParallelExtract( extractor[i],is, inst, d, (F2SF)params.clone(), cluster, li));
		}

		for (int w1 = 0; w1 < length; w1++) {
			for (int w2 = 0; w2 < length; w2++) {
				if (w1==w2) continue;
				ParallelExtract.add(w1, w2);
			}
		}
		executerService.invokeAll( pe);

		timeExtract += (System.nanoTime()-ts);

		
		return d;
	}

	/**
	 * the loss function
	 */
	public double errors( Instances is, int ic, Parse p) {
		
		if (p.heads==null) p.signature2parse(p.signature());
		short[] act = is.heads[ic];
		double correct = 0;

		// do not count root
		for(int i = 1; i < act.length; i++)  	 {
			if (p.heads[i]==act[i] ){
				correct+=0.5;
				if (p.labels[i]==is.labels[ic][i] ) correct+=0.5;
			}
		}

		double x = ((double)act.length- 1 - correct );

		//p.f1 = (double)correct / (double)(act.length-1);

		return x;
	}
}