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MaltParser is a system for data-driven dependency parsing, which can be used to induce a parsing model from treebank data and to parse new data using an induced model.
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package org.maltparser;
import java.util.Iterator;
import org.maltparser.core.exception.MaltChainedException;
import org.maltparser.core.flow.FlowChartInstance;
import org.maltparser.core.io.dataformat.ColumnDescription;
import org.maltparser.core.io.dataformat.DataFormatInstance;
import org.maltparser.core.io.dataformat.DataFormatSpecification;
import org.maltparser.core.options.OptionManager;
import org.maltparser.core.symbol.SymbolTable;
import org.maltparser.core.symbol.SymbolTableHandler;
import org.maltparser.core.symbol.hash.HashSymbolTableHandler;
import org.maltparser.core.syntaxgraph.DependencyGraph;
import org.maltparser.core.syntaxgraph.DependencyStructure;
import org.maltparser.core.syntaxgraph.edge.Edge;
import org.maltparser.core.syntaxgraph.node.DependencyNode;
import org.maltparser.parser.SingleMalt;
/**
* The purpose of MaltParserService is to easily write third-party programs that uses MaltParser.
*
* There are two ways to call the MaltParserService:
* 1. By running experiments, which allow other programs to train a parser model or parse with a parser model. IO-handling is done by MaltParser.
* 2. By first initialize a parser model and then call the method parse() with an array of tokens that MaltParser parses. IO-handling of the sentence is
* done by the third-party program.
*
* How to use MaltParserService, please see the examples provided in the directory 'examples/apiexamples/srcex'
*
* Note: This class is not thread-safe and it is not possible parser sentences concurrently with this interface. Please use
* the new interface org.maltparser.concurrent.ConcurrentMaltParserService to parse sentences in a multi threaded environment
*
* @author Johan Hall
*/
public class MaltParserService {
private Engine engine;
private FlowChartInstance flowChartInstance;
private DataFormatInstance dataFormatInstance;
private SingleMalt singleMalt;
private int optionContainer;
private boolean initialized = false;
/**
* Creates a MaltParserService with the option container 0
*
* @throws MaltChainedException
*/
public MaltParserService() throws MaltChainedException {
this(0);
}
/**
* Creates a MaltParserService with the specified option container. To use different option containers allows the calling program
* to load several parser models or several experiments. The option management in MaltParser uses the singleton design pattern, which means that there can only
* be one instance of the option manager. To be able to have several parser models or experiments at same time please use different option containers.
*
* @param optionContainer an integer from 0 to max value of data type Integer
* @throws MaltChainedException
*/
public MaltParserService(int optionContainer) throws MaltChainedException {
this.optionContainer = optionContainer;
initialize();
}
/**
* Use this constructor only when you want a MaltParserService without an option manager. Without the option manager MaltParser cannot
* load or create a parser model.
*
* @param optionFreeInitialization true, means that MaltParserService is created without an option manager, false will do the same as MaltParserService().
* @throws MaltChainedException
*/
public MaltParserService(boolean optionFreeInitialization) throws MaltChainedException {
if (optionFreeInitialization == false) {
this.optionContainer = 0;
initialize();
} else {
this.optionContainer = -1;
}
}
/**
* Runs a MaltParser experiment. The experiment is controlled by a commandLine string, please see the documentation of MaltParser to see all available options.
*
* @param commandLine a commandLine string that controls the MaltParser.
* @throws MaltChainedException
*/
public void runExperiment(String commandLine) throws MaltChainedException {
OptionManager.instance().parseCommandLine(commandLine, optionContainer);
engine = new Engine();
engine.initialize(optionContainer);
engine.process(optionContainer);
engine.terminate(optionContainer);
}
/**
* Initialize a parser model that later can by used to parse sentences. MaltParser is controlled by a commandLine string, please see the documentation of MaltParser to see all available options.
*
* @param commandLine a commandLine string that controls the MaltParser
* @throws MaltChainedException
*/
public void initializeParserModel(String commandLine) throws MaltChainedException {
if (optionContainer == -1) {
throw new MaltChainedException("MaltParserService has been initialized as an option free initialization and therefore no parser model can be initialized.");
}
OptionManager.instance().parseCommandLine(commandLine, optionContainer);
// Creates an engine
engine = new Engine();
// Initialize the engine with option container and gets a flow chart instance
flowChartInstance = engine.initialize(optionContainer);
// Runs the preprocess chart items of the "parse" flow chart
if (flowChartInstance.hasPreProcessChartItems()) {
flowChartInstance.preprocess();
}
singleMalt = (SingleMalt)flowChartInstance.getFlowChartRegistry(org.maltparser.parser.SingleMalt.class, "singlemalt");
singleMalt.getConfigurationDir().initDataFormat();
dataFormatInstance = singleMalt.getConfigurationDir().getDataFormatManager().getInputDataFormatSpec().createDataFormatInstance(
singleMalt.getSymbolTables(),
OptionManager.instance().getOptionValueString(optionContainer, "singlemalt", "null_value"));
initialized = true;
}
/**
* Parses an array of tokens and returns a dependency structure.
*
* Note: To call this method requires that a parser model has been initialized by using the initializeParserModel().
*
* @param tokens an array of tokens
* @return a dependency structure
* @throws MaltChainedException
*/
public DependencyStructure parse(String[] tokens) throws MaltChainedException {
if (!initialized) {
throw new MaltChainedException("No parser model has been initialized. Please use the method initializeParserModel() before invoking this method.");
}
if (tokens == null || tokens.length == 0) {
throw new MaltChainedException("Nothing to parse. ");
}
DependencyStructure outputGraph = new DependencyGraph(singleMalt.getSymbolTables());
for (int i = 0; i < tokens.length; i++) {
Iterator columns = dataFormatInstance.iterator();
DependencyNode node = outputGraph.addDependencyNode(i+1);
String[] items = tokens[i].split("\t");
for (int j = 0; j < items.length; j++) {
if (columns.hasNext()) {
ColumnDescription column = columns.next();
if (column.getCategory() == ColumnDescription.INPUT && node != null) {
outputGraph.addLabel(node, column.getName(), items[j]);
}
}
}
}
outputGraph.setDefaultRootEdgeLabel(outputGraph.getSymbolTables().getSymbolTable("DEPREL"), "ROOT");
// Invoke parse with the output graph
singleMalt.parse(outputGraph);
return outputGraph;
}
/**
* Converts an array of tokens to a dependency structure.
*
*
* @param tokens an array of tokens
* @return a dependency structure
* @throws MaltChainedException
*/
public DependencyStructure toDependencyStructure(String[] tokens) throws MaltChainedException {
if (!initialized) {
throw new MaltChainedException("No parser model has been initialized. Please use the method initializeParserModel() before invoking this method.");
}
if (tokens == null || tokens.length == 0) {
throw new MaltChainedException("Nothing to convert. ");
}
DependencyStructure outputGraph = new DependencyGraph(singleMalt.getSymbolTables());
for (int i = 0; i < tokens.length; i++) {
Iterator columns = dataFormatInstance.iterator();
DependencyNode node = outputGraph.addDependencyNode(i+1);
String[] items = tokens[i].split("\t");
Edge edge = null;
for (int j = 0; j < items.length; j++) {
if (columns.hasNext()) {
ColumnDescription column = columns.next();
if (column.getCategory() == ColumnDescription.INPUT && node != null) {
outputGraph.addLabel(node, column.getName(), items[j]);
} else if (column.getCategory() == ColumnDescription.HEAD) {
if (column.getCategory() != ColumnDescription.IGNORE && !items[j].equals("_")) {
edge = ((DependencyStructure)outputGraph).addDependencyEdge(Integer.parseInt(items[j]), i+1);
}
} else if (column.getCategory() == ColumnDescription.DEPENDENCY_EDGE_LABEL && edge != null) {
outputGraph.addLabel(edge, column.getName(), items[j]);
}
}
}
}
outputGraph.setDefaultRootEdgeLabel(outputGraph.getSymbolTables().getSymbolTable("DEPREL"), "ROOT");
return outputGraph;
}
/**
* Reads the data format specification file
*
* @param dataFormatFileName the path to the data format specification file
* @return a data format specification
* @throws MaltChainedException
*/
public DataFormatSpecification readDataFormatSpecification(String dataFormatFileName) throws MaltChainedException {
DataFormatSpecification dataFormat = new DataFormatSpecification();
dataFormat.parseDataFormatXMLfile(dataFormatFileName);
return dataFormat;
}
/**
* Converts an array of tokens to a dependency structure
*
* @param tokens tokens an array of tokens
* @param dataFormatSpecification a data format specification
* @return a dependency structure
* @throws MaltChainedException
*/
public DependencyStructure toDependencyStructure(String[] tokens, DataFormatSpecification dataFormatSpecification) throws MaltChainedException {
// Creates a symbol table handler
SymbolTableHandler symbolTables = new HashSymbolTableHandler();
// Initialize data format instance
DataFormatInstance dataFormatInstance = dataFormatSpecification.createDataFormatInstance(symbolTables, "none");
// Creates a dependency graph
if (tokens == null || tokens.length == 0) {
throw new MaltChainedException("Nothing to convert. ");
}
DependencyStructure outputGraph = new DependencyGraph(symbolTables);
for (int i = 0; i < tokens.length; i++) {
Iterator columns = dataFormatInstance.iterator();
DependencyNode node = outputGraph.addDependencyNode(i+1);
String[] items = tokens[i].split("\t");
Edge edge = null;
for (int j = 0; j < items.length; j++) {
if (columns.hasNext()) {
ColumnDescription column = columns.next();
if (column.getCategory() == ColumnDescription.INPUT && node != null) {
outputGraph.addLabel(node, column.getName(), items[j]);
} else if (column.getCategory() == ColumnDescription.HEAD) {
if (column.getCategory() != ColumnDescription.IGNORE && !items[j].equals("_")) {
edge = ((DependencyStructure)outputGraph).addDependencyEdge(Integer.parseInt(items[j]), i+1);
}
} else if (column.getCategory() == ColumnDescription.DEPENDENCY_EDGE_LABEL && edge != null) {
outputGraph.addLabel(edge, column.getName(), items[j]);
}
}
}
}
outputGraph.setDefaultRootEdgeLabel(outputGraph.getSymbolTables().getSymbolTable("DEPREL"), "ROOT");
return outputGraph;
}
/**
* Converts an array of tokens to a dependency structure
*
* @param tokens an array of tokens
* @param dataFormatFileName the path to the data format file
* @return a dependency structure
* @throws MaltChainedException
*/
public DependencyStructure toDependencyStructure(String[] tokens, String dataFormatFileName) throws MaltChainedException {
return toDependencyStructure(tokens, readDataFormatSpecification(dataFormatFileName));
}
/**
* Same as parse(String[] tokens), but instead it returns an array of tokens with a head index and a dependency type at the end of string
*
* @param tokens an array of tokens to parse
* @return an array of tokens with a head index and a dependency type at the end of string
* @throws MaltChainedException
*/
public String[] parseTokens(String[] tokens) throws MaltChainedException {
DependencyStructure outputGraph = parse(tokens);
StringBuilder sb = new StringBuilder();
String[] outputTokens = new String[tokens.length];
SymbolTable deprelTable = outputGraph.getSymbolTables().getSymbolTable("DEPREL");
for (Integer index : outputGraph.getTokenIndices()) {
sb.setLength(0);
if (index <= tokens.length) {
DependencyNode node = outputGraph.getDependencyNode(index);
sb.append(tokens[index -1]);
sb.append('\t');
sb.append(node.getHead().getIndex());
sb.append('\t');
if (node.getHeadEdge().hasLabel(deprelTable)) {
sb.append(node.getHeadEdge().getLabelSymbol(deprelTable));
} else {
sb.append(outputGraph.getDefaultRootEdgeLabelSymbol(deprelTable));
}
outputTokens[index-1] = sb.toString();
}
}
return outputTokens;
}
/**
* Terminates the parser model.
*
* @throws MaltChainedException
*/
public void terminateParserModel() throws MaltChainedException {
if (!initialized) {
throw new MaltChainedException("No parser model has been initialized. Please use the method initializeParserModel() before invoking this method.");
}
// Runs the postprocess chart items of the "parse" flow chart
if (flowChartInstance.hasPostProcessChartItems()) {
flowChartInstance.postprocess();
}
// Terminate the flow chart with an option container
engine.terminate(optionContainer);
}
private void initialize() throws MaltChainedException {
if (OptionManager.instance().getOptionDescriptions().getOptionGroupNameSet().size() > 0) {
return; // OptionManager is already initialized
}
OptionManager.instance().loadOptionDescriptionFile();
OptionManager.instance().generateMaps();
}
/**
* Returns the option container index
*
* @return the option container index
*/
public int getOptionContainer() {
return optionContainer;
}
}
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