Created
November 13, 2015 15:15
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PSL basic-example using an existing database
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import java.text.DecimalFormat | |
import edu.umd.cs.psl.application.inference.MPEInference | |
import edu.umd.cs.psl.config.* | |
import edu.umd.cs.psl.database.DataStore | |
import edu.umd.cs.psl.database.Database | |
import edu.umd.cs.psl.database.Partition | |
import edu.umd.cs.psl.database.rdbms.RDBMSDataStore | |
import edu.umd.cs.psl.database.rdbms.driver.H2DatabaseDriver | |
import edu.umd.cs.psl.database.rdbms.driver.H2DatabaseDriver.Type | |
import edu.umd.cs.psl.groovy.PSLModel | |
import edu.umd.cs.psl.model.atom.GroundAtom | |
import edu.umd.cs.psl.model.predicate.Predicate | |
import edu.umd.cs.psl.ui.functions.textsimilarity.* | |
import edu.umd.cs.psl.util.database.Queries | |
ConfigManager cm = ConfigManager.getManager() | |
ConfigBundle config = cm.getBundle("basic-example") | |
def defaultPath = System.getProperty("java.io.tmpdir") | |
String dbpath = config.getString("dbpath", defaultPath + File.separator + "basic-example") | |
DataStore data = new RDBMSDataStore(new H2DatabaseDriver(Type.Disk, dbpath, false), config) | |
PSLModel m = new PSLModel(this, data) | |
println m | |
Predicate samePerson = m.getPredicate("SamePerson") | |
Predicate network = m.getPredicate("Network") | |
Predicate name = m.getPredicate("Name") | |
Predicate knows = m.getPredicate("Knows") | |
def evidencePartition = new Partition(0); | |
def targetPartition = new Partition(1); | |
Database db = data.getDatabase(targetPartition, [network, name, knows] as Set, evidencePartition); | |
println m | |
MPEInference inferenceApp = new MPEInference(m, db, config); | |
inferenceApp.mpeInference(); | |
inferenceApp.close(); | |
println m | |
println "Inference results with hand-defined weights:" | |
DecimalFormat formatter = new DecimalFormat("#.##"); | |
for (GroundAtom atom : Queries.getAllAtoms(db, samePerson)) | |
println atom.toString() + "\t" + formatter.format(atom.getValue()); | |
db.close(); |
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