blob: a72ea32bdde39ea82e2afc9ec87877f37cda966a [file] [log] [blame]
/*
* 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.
*/
package org.apache.sysds.test.functions.privacy;
import static org.junit.Assert.assertEquals;
import static org.junit.Assert.fail;
import org.apache.sysds.parser.DataExpression;
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.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;
import org.apache.wink.json4j.JSONException;
import org.junit.Test;
public class MatrixRuntimePropagationTest extends AutomatedTestBase
{
private static final String TEST_DIR = "functions/privacy/";
private final static String TEST_CLASS_DIR = TEST_DIR + MatrixMultiplicationPropagationTest.class.getSimpleName() + "/";
private final int m = 20;
private final int n = 20;
private final int k = 20;
@Override
public void setUp() {
addTestConfiguration("MatrixRuntimePropagationTest",
new TestConfiguration(TEST_CLASS_DIR, "MatrixRuntimePropagationTest", new String[]{"c"}));
}
@Test
public void testRuntimePropagationPrivate() throws JSONException {
conditionalPropagation(PrivacyLevel.Private);
}
@Test
public void testRuntimePropagationNone() throws JSONException {
conditionalPropagation(PrivacyLevel.None);
}
@Test
public void testRuntimePropagationPrivateAggregation() throws JSONException {
conditionalPropagation(PrivacyLevel.PrivateAggregation);
}
private void conditionalPropagation(PrivacyLevel privacyLevel) throws JSONException {
TestConfiguration config = availableTestConfigurations.get("MatrixRuntimePropagationTest");
loadTestConfiguration(config);
fullDMLScriptName = SCRIPT_DIR + TEST_DIR + config.getTestScript() + ".dml";
double[][] a = getRandomMatrix(m, n, -1, 1, 1, -1);
double[][] b = getRandomMatrix(n, k, -1, 1, 1, -1);
double sum;
PrivacyConstraint privacyConstraint = new PrivacyConstraint(privacyLevel);
MatrixCharacteristics dataCharacteristics = new MatrixCharacteristics(m,n,k,k);
writeInputMatrixWithMTD("a", a, false, dataCharacteristics, privacyConstraint);
writeInputMatrix("b", b);
if ( privacyLevel.equals(PrivacyLevel.Private) || privacyLevel.equals(PrivacyLevel.PrivateAggregation) ){
writeExpectedMatrix("c", a);
sum = TestUtils.sum(a, m, n) + 1;
} else {
writeExpectedMatrix("c", b);
sum = TestUtils.sum(a, m, n) - 1;
}
programArgs = new String[]{"-nvargs",
"a=" + input("a"), "b=" + input("b"), "c=" + output("c"),
"m=" + m, "n=" + n, "k=" + k, "s=" + sum };
runTest(true,false,null,-1);
// Check that the output data is correct
compareResults(1e-9);
// Check that the output metadata is correct
if ( privacyLevel.equals(PrivacyLevel.Private) ) {
String actualPrivacyValue = readDMLMetaDataValue("c", OUTPUT_DIR, DataExpression.PRIVACY);
assertEquals(PrivacyLevel.Private.name(), actualPrivacyValue);
}
else if ( privacyLevel.equals(PrivacyLevel.PrivateAggregation) ){
String actualPrivacyValue = readDMLMetaDataValue("c", OUTPUT_DIR, DataExpression.PRIVACY);
assertEquals(PrivacyLevel.PrivateAggregation.name(), actualPrivacyValue);
}
else {
// Check that a JSONException is thrown
// or that privacy level is set to none
// because no privacy metadata should be written to c
// except if the privacy written is set to private
boolean JSONExceptionThrown = false;
String actualPrivacyValue = null;
try{
actualPrivacyValue = readDMLMetaDataValue("c", OUTPUT_DIR, DataExpression.PRIVACY);
} catch (JSONException e){
JSONExceptionThrown = true;
} catch (Exception e){
fail("Exception occured, but JSONException was expected. The exception thrown is: " + e.getMessage());
e.printStackTrace();
}
assert(JSONExceptionThrown || (PrivacyLevel.None.name().equals(actualPrivacyValue)));
}
}
}