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InteGraal has been designed in a modular way, in order to facilitate
software reuse and extension.
It should make it easy to test new scenarios and techniques, in
particular by combining algorithms.
The main features of Graal are currently the following:
(1) internal storage to store data by using a SQL or RDF representation
(Postgres, MySQL, HSQL, SQLite, Remote SPARQL endpoints, Local in-memory
triplestores) as well as a native in-memory representation
(2) data-integration capabilities for exploiting federated heterogeneous
data-sources through mappings able to target systems such as SQL, RDF,
and black-box (e.g. Web-APIs)
(3) algorithms for query-answering over heterogeneous and federated data
based on query rewriting and/or forward chaining (or chase)
package fr.boreal.backward_chaining.unfolding;
import java.util.ArrayList;
import java.util.Collection;
import java.util.HashSet;
import java.util.LinkedHashSet;
import java.util.List;
import java.util.Optional;
import java.util.Set;
import org.apache.commons.lang3.tuple.Pair;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.google.common.collect.Sets;
import fr.boreal.backward_chaining.core.QueryCoreProcessor;
import fr.boreal.backward_chaining.core.QueryCoreProcessorImpl;
import fr.boreal.backward_chaining.cover.CoverFunction;
import fr.boreal.backward_chaining.cover.QueryCover;
import fr.boreal.model.formula.api.FOFormula;
import fr.boreal.model.formula.factory.FOFormulaFactory;
import fr.boreal.model.logicalElements.api.Atom;
import fr.boreal.model.logicalElements.api.Substitution;
import fr.boreal.model.logicalElements.impl.SubstitutionImpl;
import fr.boreal.model.query.api.FOQuery;
import fr.boreal.model.query.api.Query;
import fr.boreal.model.query.factory.FOQueryFactory;
import fr.boreal.model.ruleCompilation.api.RuleCompilation;
/**
* @author Florent Tornil
*
* Unfold an pivotal-UCQ into a classical UCQ
*/
public class UCQUnfolder {
private static final Logger LOG = LoggerFactory.getLogger(UCQUnfolder.class);
private final RuleCompilation compilation;
private final CoverFunction coverFct;
private final QueryCoreProcessor core;
/**
* Creates a new UCQUnfolder using the given parameters
*
* @param compilation the rule compilation to use
*/
public UCQUnfolder(RuleCompilation compilation) {
this(new QueryCover(), new QueryCoreProcessorImpl(), compilation);
}
/**
* Creates a new UCQUnfolder using the given parameters
*
* @param coverFct the cover function to use
* @param core the core function to use
* @param compilation the rule compilation to use
*/
public UCQUnfolder(CoverFunction coverFct, QueryCoreProcessor core, RuleCompilation compilation) {
this.coverFct = coverFct;
this.core = core;
this.compilation = compilation;
}
/**
* Each query of the UCQ will be a core Computes a cover of the unfolding before
* returning it
*
* @param pivotalQueries a pivotal query
* @return the unfolding of the pivotal query by the compilation
*/
public Collection unfold(Collection pivotalQueries) {
Set> unfoldedUCQ = new HashSet<>();
for (Query pq : pivotalQueries) {
if (!(pq instanceof FOQuery> pivotalQuery)) {
LOG.error(
"Unsupported query format. Expected FOQuery extends FOFormula>, but got : " + pq.getClass());
return pivotalQueries;
} else {
List>> atomicUnfoldings = new ArrayList<>();
for (Atom a : pivotalQuery.getFormula().asAtomSet()) {
atomicUnfoldings.add(compilation.unfold(a));
}
Set>> unfolding = Sets.cartesianProduct(atomicUnfoldings);
for (List> atoms : unfolding) {
Set queryAtoms = new HashSet<>();
Substitution initialSubstitution = new SubstitutionImpl();
boolean valid = true;
for (Pair pair : atoms) {
if (valid) {
queryAtoms.add(pair.getKey());
Optional initialSubstitutionOpt = initialSubstitution.merged(pair.getValue());
if (initialSubstitutionOpt.isPresent()) {
initialSubstitution = initialSubstitutionOpt.get();
} else {
valid = false;
}
}
}
if (valid) {
FOQuery extends FOFormula> q = FOQueryFactory.instance().createOrGetQuery(
FOFormulaFactory.instance().createOrGetConjunction(queryAtoms.toArray(new Atom[0])),
pivotalQuery.getAnswerVariables());
q = this.core.computeCore(q);
unfoldedUCQ.add(q);
}
}
}
}
unfoldedUCQ = this.coverFct.cover(unfoldedUCQ);
// convert back to respect return type
Set result = new LinkedHashSet<>();
unfoldedUCQ.forEach(result::add);
return result;
}
}