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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.
*/
package org.apache.sysds.test.functions.rewrite;
import org.junit.Assert;
import org.junit.Test;
import org.apache.sysds.hops.OptimizerUtils;
import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;
public class RewriteEliminateRemoveEmptyTest extends AutomatedTestBase
{
private static final String TEST_NAME1 = "RewriteEliminateRmEmpty1";
private static final String TEST_NAME2 = "RewriteEliminateRmEmpty2";
private static final String TEST_NAME3 = "RewriteEliminateRmEmptySum";
private static final String TEST_NAME4 = "RewriteEliminateRmEmptySumSelect";
private static final String TEST_NAME5 = "RewriteEliminateRmEmptyRowSum";
private static final String TEST_NAME6 = "RewriteEliminateRmEmptyColSum";
private static final String TEST_DIR = "functions/rewrite/";
private static final String TEST_CLASS_DIR = TEST_DIR + RewriteEliminateRemoveEmptyTest.class.getSimpleName() + "/";
private static final int rows = 1092;
private static final int cols = 5;
private static final double sparsity = 0.4;
private static double[][] ADefault;
@Override
public void setUp() {
TestUtils.clearAssertionInformation();
addTestConfiguration( TEST_NAME1, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1, new String[] { "B" }) );
addTestConfiguration( TEST_NAME2, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2, new String[] { "B" }) );
addTestConfiguration( TEST_NAME3, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME3, new String[] { "s" }) );
addTestConfiguration( TEST_NAME4, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME4, new String[] { "s" }) );
addTestConfiguration( TEST_NAME5, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME5, new String[] { "s" }) );
addTestConfiguration( TEST_NAME6, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME6, new String[] { "s" }) );
ADefault = getRandomMatrix(rows, 1, -10, 10, sparsity, 7);
}
@Test
public void testEliminateRmEmpty1() {
testRewriteEliminateRmEmpty(TEST_NAME1, false);
}
@Test
public void testEliminateRmEmpty2() {
testRewriteEliminateRmEmpty(TEST_NAME2, false);
}
@Test
public void testEliminateRmEmpty1Rewrites() {
testRewriteEliminateRmEmpty(TEST_NAME1, true);
}
@Test
public void testEliminateRmEmpty2Rewrites() {
testRewriteEliminateRmEmpty(TEST_NAME2, true);
}
@Test
public void testEliminateRmEmptySumRow() {
double [][] A = {{1,1},{1,1},{0,0}};
double [][] sum = {{4}};
testRewriteEliminateRmEmpty(TEST_NAME3, true, A, sum, false);
}
@Test
public void testEliminateRmEmptySumRow2() {
double [][] A = {{1,0},{1,0},{1,0}};
double [][] sum = {{3}};
testRewriteEliminateRmEmpty(TEST_NAME3, true, A, sum, false);
}
@Test
public void testEliminateRmEmptyRowSumRow1() {
double [][] A = {{1,1},{1,1},{0,0}};
double [][] ARowSum = {{2},{2},{0}};
testRewriteEliminateRmEmpty(TEST_NAME5, true, A, ARowSum, false);
}
@Test
public void testEliminateRmEmptySumRowLarge() {
double[][] sum = {{sum(ADefault)}};
testRewriteEliminateRmEmpty(TEST_NAME3, true, ADefault, sum, false);
}
@Test
public void testEliminateRmEmptyRowSumRowLarge() {
double [][] A = getRandomMatrix(rows, cols, -10, 10, sparsity, 7);
double [][] ARowSum = rowSum(A);
testRewriteEliminateRmEmpty(TEST_NAME5, true, A, ARowSum, false);
}
@Test
public void testEliminateRmEmptySumRowSelect() {
double [][] A = {{1,1},{1,1},{0,0}};
double [][] sum = {{sum(A)}};
testRewriteEliminateRmEmpty(TEST_NAME4, true, A, sum, true);
}
@Test
public void testEliminateRmEmptyColSum() {
double [][] A = {{1,0,1},{1,0,1},{1,0,1}};
double [][] AColSum = {{3,0,3}};
testRewriteEliminateRmEmpty(TEST_NAME6, true, A, AColSum, false);
}
@Test
public void testEliminateRmEmptyColSumLarge() {
double [][] A = getRandomMatrix(rows, cols, -10, 10, sparsity, 7);
double [][] AColSum = colSum(A);
testRewriteEliminateRmEmpty(TEST_NAME6, true, A, AColSum, false);
}
private static double sum(double[][] A) {
double sum = 0;
for (double[] na : A) {
for (double n : na) {
sum += n;
}
}
return sum;
}
private static double[][] rowSum(double[][] A) {
double[][] matrixRowSum = new double[rows][1];
for (int i = 0; i < rows; i++) {
for (int j = 0; j < cols; j++) {
matrixRowSum[i][0] += A[i][j];
}
}
return matrixRowSum;
}
private static double[][] colSum(double[][] A) {
double[][] matrixColSum = new double[1][cols];
for (int i = 0; i < rows; i++) {
for (int j = 0; j < cols; j++) {
matrixColSum[0][j] += A[i][j];
}
}
return matrixColSum;
}
private void compareNNZ(double[][] A) {
//give input
writeInputMatrixWithMTD("A", A, true);
long nnz = TestUtils.computeNNZ(A);
//run test
runTest(true, false, null, -1);
//compare NNZ
double ret1 = readDMLMatrixFromHDFS("B").get(new CellIndex(1,1));
TestUtils.compareScalars(ret1, nnz, 1e-10);
}
private void compareScalar(double[][] A, double[][] sum) {
//give input
writeInputMatrixWithMTD("A", A, true);
//run test
runTest(true, false, null, -1);
//compare scalar
double s = readDMLScalarFromHDFS("s").get(new CellIndex(1, 1));
TestUtils.compareScalars(s,sum[0][0],1e-10);
}
private void compareMatrix(double[][] A, double[][] sum) {
//give input and expectation
writeInputMatrixWithMTD("A", A, true);
writeExpectedMatrix("s", sum);
//run test
runTest(true, false, null, -1);
//compare matrices
compareResults(1e-10);
}
private void testRewriteEliminateRmEmpty (String test, boolean rewrites) {
testRewriteEliminateRmEmpty(test, rewrites, ADefault, null, false);
}
private void testRewriteEliminateRmEmpty(String test, boolean rewrites, double[][] A, double[][] sum, boolean select) {
boolean oldFlag = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION;
try
{
TestConfiguration config = getTestConfiguration(test);
loadTestConfiguration(config);
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + test + ".dml";
programArgs = new String[]{ "-explain", "-stats",
"-args", input("A"), output(config.getOutputFiles()[0]) };
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites;
switch(config.getTestScript()) {
case TEST_NAME1:
case TEST_NAME2:
compareNNZ(A);
break;
case TEST_NAME3:
case TEST_NAME4:
compareScalar(A, sum);
break;
case TEST_NAME5:
case TEST_NAME6:
compareMatrix(A, sum);
break;
default:
throw new AssertionError("No test case specified!");
}
if( rewrites && !select ) {
boolean noRmempty = heavyHittersContainsSubString("rmempty");
Assert.assertFalse(noRmempty);
}
}
finally {
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag;
}
}
}