com.joliciel.talismane.machineLearning.features.Feature Maven / Gradle / Ivy
///////////////////////////////////////////////////////////////////////////////
//Copyright (C) 2014 Joliciel Informatique
//
//This file is part of Talismane.
//
//Talismane is free software: you can redistribute it and/or modify
//it under the terms of the GNU Affero General Public License as published by
//the Free Software Foundation, either version 3 of the License, or
//(at your option) any later version.
//
//Talismane is distributed in the hope that it will be useful,
//but WITHOUT ANY WARRANTY; without even the implied warranty of
//MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
//GNU Affero General Public License for more details.
//
//You should have received a copy of the GNU Affero General Public License
//along with Talismane. If not, see .
//////////////////////////////////////////////////////////////////////////////
package com.joliciel.talismane.machineLearning.features;
import java.util.List;
import com.joliciel.talismane.TalismaneException;
/**
* A single feature that checks a given object T (e.g. a token) and returns an
* outcome. The outcome Y could be a String (handled as a nominal class), a
* Boolean, a Double (generally between 0 and 1), an Integer, etc. A feature's
* constructor should not include any native types - these should be replaced
* respectively by StringFeature, IntegerFeature, DoubleFeature and
* BooleanFeature, to make it possible for a feature to use another feature's
* result as its argument. Native types in constructors will cause an exception
* to be thrown when trying to find the constructor in AbstractFeatureParser.
*
* @author Assaf Urieli
*
* @param
* the type of the object (or context) being tested
* @param
* the type of the feature outcome (the feature return type)
*/
public interface Feature extends Comparable> {
/**
* Check the feature on this context and return the result.
*
* @throws TalismaneException
*/
public FeatureResult check(T context, RuntimeEnvironment env) throws TalismaneException;
/**
* The name of this feature.
*/
public String getName();
/**
* Set a name for this feature, that will over-write the default name.
*/
public void setName(String name);
/**
* Returns the feature's return type interface, e.g. BooleanFeature,
* StringFeature or DoubleFeature.
*/
@SuppressWarnings("rawtypes")
public Class extends Feature> getFeatureType();
/**
* A single feature descriptor can result in the generation of multiple
* features (e.g. in the case where it refers to a range of indexes). The
* collection name groups all these features under one name - that of the
* feature descriptor. It can used, for example, for measuring the performance
* of the entire collection of features together.
*/
public String getCollectionName();
public void setCollectionName(String groupName);
/**
* Explicitly add a constructor argument to this feature, so that the system
* can recursively iterate through a feature's argument tree.
*/
public void addArgument(Feature argument);
/**
* The features fed to this feature as constructor arguments.
*/
public List> getArguments();
/**
* Was this feature defined in a top-level descriptor, or as part of another
* feature.
*/
public boolean isTopLevelFeature();
public void setTopLevelFeature(boolean topLevelFeature);
}
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