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package phrase;
import io.FileUtil;
import joptsimple.OptionParser;
import joptsimple.OptionSet;
import java.io.File;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.PrintStream;
import java.util.List;
import java.util.Random;
import phrase.Corpus.Edge;
import arr.F;
public class Trainer
{
public static void main(String[] args)
{
OptionParser parser = new OptionParser();
parser.accepts("help");
parser.accepts("in").withRequiredArg().ofType(File.class);
parser.accepts("in1").withRequiredArg().ofType(File.class);
parser.accepts("test").withRequiredArg().ofType(File.class);
parser.accepts("out").withRequiredArg().ofType(File.class);
parser.accepts("start").withRequiredArg().ofType(File.class);
parser.accepts("parameters").withRequiredArg().ofType(File.class);
parser.accepts("topics").withRequiredArg().ofType(Integer.class).defaultsTo(5);
parser.accepts("iterations").withRequiredArg().ofType(Integer.class).defaultsTo(10);
parser.accepts("threads").withRequiredArg().ofType(Integer.class).defaultsTo(0);
parser.accepts("scale-phrase").withRequiredArg().ofType(Double.class).defaultsTo(0.0);
parser.accepts("scale-context").withRequiredArg().ofType(Double.class).defaultsTo(0.0);
parser.accepts("seed").withRequiredArg().ofType(Long.class).defaultsTo(0l);
parser.accepts("convergence-threshold").withRequiredArg().ofType(Double.class).defaultsTo(1e-6);
parser.accepts("variational-bayes");
parser.accepts("alpha-emit").withRequiredArg().ofType(Double.class).defaultsTo(0.1);
parser.accepts("alpha-pi").withRequiredArg().ofType(Double.class).defaultsTo(0.0001);
parser.accepts("agree-direction");
parser.accepts("agree-language");
parser.accepts("no-parameter-cache");
parser.accepts("skip-large-phrases").withRequiredArg().ofType(Integer.class).defaultsTo(5);
OptionSet options = parser.parse(args);
if (options.has("help") || !options.has("in"))
{
try {
parser.printHelpOn(System.err);
} catch (IOException e) {
System.err.println("This should never happen.");
e.printStackTrace();
}
System.exit(1);
}
int tags = (Integer) options.valueOf("topics");
int iterations = (Integer) options.valueOf("iterations");
double scale_phrase = (Double) options.valueOf("scale-phrase");
double scale_context = (Double) options.valueOf("scale-context");
int threads = (Integer) options.valueOf("threads");
double threshold = (Double) options.valueOf("convergence-threshold");
boolean vb = options.has("variational-bayes");
double alphaEmit = (vb) ? (Double) options.valueOf("alpha-emit") : 0;
double alphaPi = (vb) ? (Double) options.valueOf("alpha-pi") : 0;
int skip = (Integer) options.valueOf("skip-large-phrases");
if (options.has("seed"))
F.rng = new Random((Long) options.valueOf("seed"));
if (tags <= 1 || scale_phrase < 0 || scale_context < 0 || threshold < 0)
{
System.err.println("Invalid arguments. Try again!");
System.exit(1);
}
Corpus corpus = null;
File infile = (File) options.valueOf("in");
Corpus corpus1 = null;
File infile1 = (File) options.valueOf("in1");
try {
System.out.println("Reading concordance from " + infile);
corpus = Corpus.readFromFile(FileUtil.reader(infile));
corpus.printStats(System.out);
if(options.has("in1")){
corpus1 = Corpus.readFromFile(FileUtil.reader(infile1));
corpus1.printStats(System.out);
}
} catch (IOException e) {
System.err.println("Failed to open input file: " + infile);
e.printStackTrace();
System.exit(1);
}
if (!(options.has("agree-direction")||options.has("agree-language")))
System.out.println("Running with " + tags + " tags " +
"for " + iterations + " iterations " +
((skip > 0) ? "skipping large phrases for first " + skip + " iterations " : "") +
"with scale " + scale_phrase + " phrase and " + scale_context + " context " +
"and " + threads + " threads");
else
System.out.println("Running agreement model with " + tags + " tags " +
"for " + iterations);
System.out.println();
PhraseCluster cluster = null;
Agree2Sides agree2sides = null;
Agree agree= null;
VB vbModel=null;
if (options.has("agree-language"))
agree2sides = new Agree2Sides(tags, corpus,corpus1);
else if (options.has("agree-direction"))
agree = new Agree(tags, corpus);
else
{
cluster = new PhraseCluster(tags, corpus);
if (threads > 0) cluster.useThreadPool(threads);
if (vb) {
//cluster.initialiseVB(alphaEmit, alphaPi);
vbModel=new VB(tags,corpus);
vbModel.alpha=alphaPi;
vbModel.lambda=alphaEmit;
}
if (options.has("no-parameter-cache"))
cluster.cacheLambda = false;
if (options.has("start"))
{
try {
System.err.println("Reading starting parameters from " + options.valueOf("start"));
cluster.loadParameters(FileUtil.reader((File)options.valueOf("start")));
} catch (IOException e) {
System.err.println("Failed to open input file: " + options.valueOf("start"));
e.printStackTrace();
}
}
}
double last = 0;
for (int i=0; i < iterations; i++)
{
double o;
if (agree != null)
o = agree.EM();
else if(agree2sides!=null){
o = agree2sides.EM();
}
else
{
if (i < skip)
System.out.println("Skipping phrases of length > " + (i+1));
if (scale_phrase <= 0 && scale_context <= 0)
{
if (!vb)
o = cluster.EM((i < skip) ? i+1 : 0);
else
o = vbModel.EM();
}
else
o = cluster.PREM(scale_phrase, scale_context, (i < skip) ? i+1 : 0);
}
System.out.println("ITER: "+i+" objective: " + o);
// sometimes takes a few iterations to break the ties
if (i > 5 && Math.abs((o - last) / o) < threshold)
{
last = o;
break;
}
last = o;
}
if (cluster == null)
cluster = agree.model1;
double pl1lmax = cluster.phrase_l1lmax();
double cl1lmax = cluster.context_l1lmax();
System.out.println("\nFinal posterior phrase l1lmax " + pl1lmax + " context l1lmax " + cl1lmax);
if (options.has("out"))
{
File outfile = (File) options.valueOf("out");
try {
PrintStream ps = FileUtil.printstream(outfile);
List<Edge> test;
if (!options.has("test")) // just use the training
test = corpus.getEdges();
else
{ // if --test supplied, load up the file
infile = (File) options.valueOf("test");
System.out.println("Reading testing concordance from " + infile);
test = corpus.readEdges(FileUtil.reader(infile));
}
if(vb){
vbModel.displayPosterior(ps);
}else{
cluster.displayPosterior(ps, test);
}
ps.close();
} catch (IOException e) {
System.err.println("Failed to open either testing file or output file");
e.printStackTrace();
System.exit(1);
}
}
if (options.has("parameters"))
{
File outfile = (File) options.valueOf("parameters");
PrintStream ps;
try {
ps = FileUtil.printstream(outfile);
cluster.displayModelParam(ps);
ps.close();
} catch (IOException e) {
System.err.println("Failed to open output parameters file: " + outfile);
e.printStackTrace();
System.exit(1);
}
}
if (cluster.pool != null)
cluster.pool.shutdown();
}
}
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