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* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
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package org.apache.sysds.test.functions.privacy;
import static org.junit.Assert.assertEquals;
import static org.junit.Assert.assertTrue;
import java.io.FileInputStream;
import java.io.FileOutputStream;
import java.io.IOException;
import java.io.ObjectInputStream;
import java.io.ObjectOutputStream;
import org.apache.sysds.runtime.meta.MatrixCharacteristics;
import org.apache.sysds.runtime.privacy.PrivacyConstraint;
import org.apache.sysds.runtime.privacy.PrivacyConstraint.PrivacyLevel;
import org.apache.sysds.runtime.privacy.finegrained.DataRange;
import org.apache.sysds.runtime.privacy.finegrained.FineGrainedPrivacy;
import org.apache.sysds.runtime.privacy.finegrained.FineGrainedPrivacyList;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.wink.json4j.JSONObject;
import org.junit.Test;
public class ReadWriteTest extends AutomatedTestBase {
private static final String TEST_DIR = "functions/privacy/";
private final static String TEST_CLASS_DIR = TEST_DIR + ReadWriteTest.class.getSimpleName() + "/";
private final int n = 10;
private final int m = 20;
@Override
public void setUp() {
addTestConfiguration("ReadWriteTest",
new TestConfiguration(TEST_CLASS_DIR, "ReadWriteTest", new String[]{}));
addTestConfiguration("ReadWriteTest2",
new TestConfiguration(TEST_CLASS_DIR, "ReadWriteTest2", new String[]{"b"}));
addTestConfiguration("serialize",
new TestConfiguration(TEST_CLASS_DIR, "serialize", new String[]{}));
}
@Test
public void writeFineGrainedPrivacyMetadataTest(){
TestConfiguration config = availableTestConfigurations.get("ReadWriteTest");
loadTestConfiguration(config);
writeA();
JSONObject metadata = getMetaDataJSON("a", "in/");
assertTrue(metadata.containsKey("fine_grained_privacy"));
}
@Test
public void readAndWriteFineGrainedConstraintsTest(){
TestConfiguration config = availableTestConfigurations.get("ReadWriteTest2");
loadTestConfiguration(config);
fullDMLScriptName = SCRIPT_DIR + TEST_DIR + config.getTestScript() + ".dml";
double[][] a = writeA();
writeExpectedMatrix("b", a);
programArgs = new String[]{"-nvargs",
"a=" + input("a"), "b=" + output("b"),
"m=" + m, "n=" + n };
runTest(true,false,null,-1);
compareResults(1e-9);
JSONObject metadata = getMetaDataJSON("b");
assertTrue(metadata.containsKey("fine_grained_privacy"));
}
private double[][] writeA(){
int k = 15;
double[][] a = getRandomMatrix(m, n, -1, 1, 1, -1);
PrivacyConstraint privacyConstraint = new PrivacyConstraint();
FineGrainedPrivacy fgp = new FineGrainedPrivacyList();
fgp.put(new DataRange(new long[]{1,2}, new long[]{5,4}), PrivacyLevel.Private);
fgp.put(new DataRange(new long[]{7,1}, new long[]{9,1}), PrivacyLevel.Private);
fgp.put(new DataRange(new long[]{10,5}, new long[]{10,9}), PrivacyLevel.PrivateAggregation);
privacyConstraint.setFineGrainedPrivacyConstraints(fgp);
MatrixCharacteristics dataCharacteristics = new MatrixCharacteristics(m,n,k,k);
writeInputMatrixWithMTD("a", a, false, dataCharacteristics, privacyConstraint);
return a;
}
@Test
public void serializeTest() throws IOException {
serializeBaseTest(PrivacyLevel.Private, null);
}
@Test
public void serializeFineGrainedTest() throws IOException {
FineGrainedPrivacy fineGrained = new FineGrainedPrivacyList();
fineGrained.put(new DataRange(new long[]{1,2,3}, new long[]{4,5,6}), PrivacyLevel.Private);
serializeBaseTest(PrivacyLevel.PrivateAggregation, fineGrained);
}
@Test
public void serializeFineGrainedTest2() throws IOException {
FineGrainedPrivacy fineGrained = new FineGrainedPrivacyList();
fineGrained.put(new DataRange(new long[]{1,2,3}, new long[]{4,5,6}), PrivacyLevel.Private);
fineGrained.put(new DataRange(new long[]{7,8,9}, new long[]{10,11,12}), PrivacyLevel.Private);
serializeBaseTest(PrivacyLevel.PrivateAggregation, fineGrained);
}
@Test
public void serializeFineGrainedTest3() throws IOException {
FineGrainedPrivacy fineGrained = new FineGrainedPrivacyList();
fineGrained.put(new DataRange(new long[]{1,2,3}, new long[]{4,5,6}), PrivacyLevel.Private);
fineGrained.put(new DataRange(new long[]{7,8,9}, new long[]{10,11,12}), PrivacyLevel.Private);
serializeBaseTest(PrivacyLevel.None, fineGrained);
}
@Test
public void serializeFineGrainedTest4() throws IOException {
FineGrainedPrivacy fineGrained = new FineGrainedPrivacyList();
fineGrained.put(new DataRange(new long[]{1,2,3}, new long[]{4,5,6}), PrivacyLevel.PrivateAggregation);
fineGrained.put(new DataRange(new long[]{7,8,9}, new long[]{10,11,12}), PrivacyLevel.PrivateAggregation);
serializeBaseTest(PrivacyLevel.PrivateAggregation, fineGrained);
}
@Test
public void serializeFineGrainedTest5() throws IOException {
FineGrainedPrivacy fineGrained = new FineGrainedPrivacyList();
fineGrained.put(new DataRange(new long[]{1,2,3}, new long[]{4,5,6}), PrivacyLevel.PrivateAggregation);
fineGrained.put(new DataRange(new long[]{7,8,9}, new long[]{10,11,12}), PrivacyLevel.Private);
serializeBaseTest(PrivacyLevel.None, fineGrained);
}
private void serializeBaseTest(PrivacyLevel privacyLevel, FineGrainedPrivacy fineGrainedPrivacy) throws IOException {
TestConfiguration config = availableTestConfigurations.get("serialize");
loadTestConfiguration(config);
//Writing
PrivacyConstraint privacyConstraint = new PrivacyConstraint(privacyLevel);
if ( fineGrainedPrivacy != null )
privacyConstraint.setFineGrainedPrivacyConstraints(fineGrainedPrivacy);
String outputPath = baseDirectory + INPUT_DIR + "serialize.ser";
try (FileOutputStream fileOutput = new FileOutputStream(outputPath)){
try (ObjectOutputStream outputStream = new ObjectOutputStream(fileOutput)){
privacyConstraint.writeExternal(outputStream);
}
}
//Reading
PrivacyConstraint loadedConstraint = new PrivacyConstraint();
try (FileInputStream fileInput = new FileInputStream(outputPath)){
try (ObjectInputStream inputStream = new ObjectInputStream(fileInput)){
loadedConstraint.readExternal(inputStream);
}
}
//Comparing
assertEquals(privacyConstraint.getPrivacyLevel(), loadedConstraint.getPrivacyLevel());
assertEquals(privacyConstraint.getFineGrainedPrivacy(), loadedConstraint.getFineGrainedPrivacy());
}
}