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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1 @@ | ||
| ~/projects/Liner2/liner2-cli pipe -m /home/kotu/Downloads/2018-05-15-kpwr-event/events_model_full/cfg.ini -f /home/kotu/Downloads/2018-05-15-kpwr-event/test2.xml -t /home/kotu/Downloads/2018-05-15-kpwr-event/test2.out.xml -i ccl -o cclrel -v |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,6 @@ | ||
| ~/projects/Liner2/liner2-cli train -m /home/kotu/Downloads/2018-05-15-kpwr-event/model_modality_train/cfg.ini | ||
| ~/projects/Liner2/liner2-cli train -m /home/kotu/Downloads/2018-05-15-kpwr-event/model_generality_train/cfg.ini -v | ||
| ~/projects/Liner2/liner2-cli train -m /home/kotu/Downloads/2018-05-15-kpwr-event/model_polarity_train/cfg.ini -v | ||
| ~/projects/Liner2/liner2-cli train-rel -m /home/kotu/Downloads/2018-05-15-kpwr-event/model_event_relations/cfg.ini --mode train -f /home/kotu/Downloads/2018-05-15-kpwr-event/2018-05-15-kpwr-event_all/train.txt -t /home/kotu/Downloads/2018-05-15-kpwr-event/model_event_relations/eventrelations -v --relations alink,slink,null --content | ||
| #test last model | ||
| ~/projects/Liner2/liner2-cli train-rel -m /home/kotu/Downloads/2018-05-15-kpwr-event/2018-05-15-kpwr-event_all/cfg.ini --mode test -f /home/kotu/Downloads/2018-05-15-kpwr-event/2018-05-15-kpwr-event_all/test.txt -t /home/kotu/Downloads/2018-05-15-kpwr-event/model_event_relations/eventrelations -v --relations slink,alink |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,5 @@ | ||
| #!/usr/bin/env bash | ||
| if [ ! -d "./2018-05-15-kpwr-event" ]; then | ||
| wget https://clarin-pl.eu/dspace/bitstream/handle/11321/668/2018-05-15-kpwr-event.tar.gz | ||
| tar -xzf 2018-05-15-kpwr-event.tar.gz | ||
| fi |
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178 changes: 178 additions & 0 deletions
178
g419-liner2-cli/src/main/java/g419/liner2/cli/action/ActionTrainRelations.java
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,178 @@ | ||
| package g419.liner2.cli.action; | ||
|
|
||
| import fasttext.Args; | ||
| import fasttext.Pair; | ||
| import g419.corpus.io.reader.AbstractDocumentReader; | ||
| import g419.corpus.io.reader.ReaderFactory; | ||
| import g419.corpus.io.writer.AbstractDocumentWriter; | ||
| import g419.corpus.io.writer.WriterFactory; | ||
| import g419.corpus.structure.*; | ||
| import g419.lib.cli.Action; | ||
| import g419.lib.cli.CommonOptions; | ||
| import g419.lib.cli.ParameterException; | ||
| import g419.liner2.core.LinerOptions; | ||
| import g419.liner2.core.chunker.Chunker; | ||
| import g419.liner2.core.chunker.FastTextRelationChunker; | ||
| import g419.liner2.core.chunker.factory.ChunkerManager; | ||
| import g419.liner2.core.features.TokenFeatureGenerator; | ||
| import org.apache.commons.cli.CommandLine; | ||
|
|
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| import java.io.File; | ||
| import java.io.FileInputStream; | ||
| import java.io.PrintWriter; | ||
| import java.nio.file.Files; | ||
| import java.nio.file.Path; | ||
| import java.nio.file.Paths; | ||
| import java.util.*; | ||
| import fasttext.FastText; | ||
| import org.apache.commons.cli.Option; | ||
|
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|
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| /** | ||
| * Training model with in-sentence relations like slink, alink | ||
| * | ||
| * @author Jan Kocoń | ||
| */ | ||
| public class ActionTrainRelations extends Action { | ||
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| private String input_file = null; | ||
| private String input_format = "batch:cclrel"; | ||
| private String output_prefix = null; | ||
| private String mode = null; | ||
| private Set<String> chosenRelations = null; | ||
| private boolean content = false; | ||
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| public ActionTrainRelations() { | ||
| super("train-rel"); | ||
| this.setDescription("processes data with given model"); | ||
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| this.options.addOption(CommonOptions.getInputFileNameOption()); | ||
| this.options.addOption(CommonOptions.getOutputFileNameOption()); | ||
| this.options.addOption(CommonOptions.getModelFileOption()); | ||
| this.options.addOption(Option.builder("mode").longOpt("mode") | ||
| .required() | ||
| .hasArg().argName("mode").desc("choose mode (train, test)").build()); | ||
| this.options.addOption(Option.builder("relations") | ||
| .longOpt("relations") | ||
| .hasArg().argName("relations").desc("define relation subset, e.g.: alink,slink,null").build()); | ||
| this.options.addOption(Option.builder("content") | ||
| .longOpt("content") | ||
| .desc("include content between annotations in training/testing data").build()); | ||
|
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| } | ||
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| protected ActionTrainRelations(final String name) { | ||
| super(name); | ||
| } | ||
|
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| @Override | ||
| public void parseOptions(final CommandLine line) throws Exception { | ||
| this.output_prefix = line.getOptionValue(CommonOptions.OPTION_OUTPUT_FILE); | ||
| this.input_file = line.getOptionValue(CommonOptions.OPTION_INPUT_FILE); | ||
| this.mode = line.getOptionValue("mode"); | ||
| this.content = line.hasOption("content"); | ||
| if (!this.mode.equals("train") && !this.mode.equals("test") ) | ||
| throw new Exception("mode must be 'train' or 'test'!"); | ||
| this.chosenRelations = new HashSet<String>(Arrays.asList(line.getOptionValue("relations").split(","))); | ||
| LinerOptions.getGlobal().parseModelIni(line.getOptionValue(CommonOptions.OPTION_MODEL)); | ||
| } | ||
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| public String getRepresentation(Annotation annotationFrom, Annotation annotationTo, String type) throws IllegalArgumentException{ | ||
| String representation = FastTextRelationChunker.getRepresentation(annotationFrom, annotationTo, this.content); | ||
| if (representation != null) | ||
| return "__label__" + type + " " + representation; | ||
| return null; | ||
| } | ||
|
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| /** | ||
| * Module entry function. | ||
| */ | ||
| public void run() throws Exception { | ||
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| AbstractDocumentReader reader = ReaderFactory.get().getStreamReader(this.input_file, this.input_format); | ||
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| TokenFeatureGenerator gen = null; | ||
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| if (!LinerOptions.getGlobal().features.isEmpty()) { | ||
| gen = new TokenFeatureGenerator(LinerOptions.getGlobal().features); | ||
| } | ||
|
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| PrintWriter writer = new PrintWriter(this.output_prefix + "." + this.mode + ".txt", "UTF-8"); | ||
| Document ps = reader.nextDocument(); | ||
| while (ps != null) { | ||
| if (gen != null) | ||
| gen.generateFeatures(ps); | ||
| Set<Relation> relations = ps.getRelationsSet(); | ||
|
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| Map<Map.Entry<Annotation, Annotation>, String> relationAnnotationTypes = new HashMap<>(); | ||
| Set<Map.Entry<Annotation, Annotation>> relationAnnotations = new HashSet<>(); | ||
| for (Relation relation : relations) { | ||
| Annotation annotationFrom = relation.getAnnotationFrom(); | ||
| Annotation annotationTo = relation.getAnnotationTo(); | ||
| String type = relation.getType(); | ||
| if (this.chosenRelations.contains(type)) { | ||
| Map.Entry<Annotation, Annotation> entry = new AbstractMap.SimpleEntry<>(annotationFrom, annotationTo); | ||
| relationAnnotations.add(entry); | ||
| relationAnnotationTypes.put(entry, type); | ||
| } | ||
| } | ||
|
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|
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| for (Map.Entry<Sentence, AnnotationSet> entry : ps.getChunkings().entrySet()) { | ||
| Sentence sentence = entry.getKey(); | ||
| LinkedHashSet<Annotation> annotationSet = entry.getValue().chunkSet(); | ||
| if (annotationSet.size() > 1) | ||
| for (Annotation annotationFrom : annotationSet) | ||
| for (Annotation annotationTo : annotationSet) | ||
| if (!annotationFrom.equals(annotationTo)) { | ||
| Map.Entry<Annotation, Annotation> annotationEntry = new AbstractMap.SimpleEntry<>(annotationFrom, annotationTo); | ||
| String representation = null; | ||
| String relationType = "null"; | ||
| if (relationAnnotations.contains(annotationEntry)) | ||
| relationType = relationAnnotationTypes.get(annotationEntry); | ||
| if (chosenRelations == null || chosenRelations.contains(relationType)) | ||
| representation = getRepresentation(annotationFrom, annotationTo, relationType); | ||
| if (representation != null) | ||
| writer.println(representation); | ||
| } | ||
| } | ||
|
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| ps = reader.nextDocument(); | ||
| } | ||
|
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| reader.close(); | ||
| writer.close(); | ||
|
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| if (this.mode.equals("train")) { | ||
| FastText fasttext = new FastText(); | ||
| Args a = new Args(); | ||
| a.parseArgs(new String[]{ | ||
| "supervised", | ||
| "-input", this.output_prefix + ".train.txt", | ||
| "-output", this.output_prefix + ".model", | ||
| "-dim", "50", | ||
| "-epoch", "100", | ||
| "-ws", "5", | ||
| "-wordNgrams", "2", | ||
| "-minn", "0", | ||
| "-maxn", "3", | ||
| "-lr", "0.1", | ||
| "-loss", "softmax", | ||
| "-thread", "12", | ||
| "-label", "__label__" | ||
| }); | ||
| fasttext.train(a); | ||
| } | ||
| else { | ||
| FastText fasttext = new FastText(); | ||
| fasttext.loadModel(this.output_prefix + ".model.bin"); | ||
| fasttext.test(new FileInputStream(new File(this.output_prefix + ".test.txt")), 1); | ||
| } | ||
|
|
||
| } | ||
|
|
||
|
|
||
| } |
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